2021-04-10 03:03:41,347 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 03:03:41,352 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_vgg19_bn'), ('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://127.0.0.1:59495', 'modifications': ['model.name=cifar10_vgg19_bn'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/vgg19_bn'), 'world_size': 1} 2021-04-10 03:03:41,959 INFO : Model details: n_params=20.57M, flops=398.66M. 2021-04-10 03:03:47,698 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 03:03:50,079 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=5.59ms, fps=1075 images/s, loss=2.3022, top1-acc=10.23%, top5-acc=50.90%, remaining_time=0:00:44.279718, arrival_time=2021-04-10 03:04:34.359514, cost_time=0:00:02.380631 2021-04-10 03:03:51,533 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=2.2880, top1-acc=11.89%, top5-acc=54.53%, remaining_time=0:00:33.746944, arrival_time=2021-04-10 03:04:25.280804, cost_time=0:00:03.834879 2021-04-10 03:03:52,990 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=2.2288, top1-acc=13.45%, top5-acc=62.19%, remaining_time=0:00:29.278084, arrival_time=2021-04-10 03:04:22.268261, cost_time=0:00:05.291228 2021-04-10 03:03:54,458 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.79ms, fps=1744 images/s, loss=2.1841, top1-acc=14.42%, top5-acc=65.97%, remaining_time=0:00:26.361816, arrival_time=2021-04-10 03:04:20.820237, cost_time=0:00:06.759435 2021-04-10 03:03:55,919 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=2.1405, top1-acc=15.31%, top5-acc=68.66%, remaining_time=0:00:24.002400, arrival_time=2021-04-10 03:04:19.921380, cost_time=0:00:08.219997 2021-04-10 03:03:57,376 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=2.1001, top1-acc=16.67%, top5-acc=70.97%, remaining_time=0:00:21.935032, arrival_time=2021-04-10 03:04:19.311321, cost_time=0:00:09.677240 2021-04-10 03:03:58,833 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.72ms, fps=1757 images/s, loss=2.0658, top1-acc=17.82%, top5-acc=72.89%, remaining_time=0:00:20.042568, arrival_time=2021-04-10 03:04:18.876302, cost_time=0:00:11.134746 2021-04-10 03:04:00,294 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=2.0380, top1-acc=18.90%, top5-acc=74.27%, remaining_time=0:00:18.263852, arrival_time=2021-04-10 03:04:18.558549, cost_time=0:00:12.595774 2021-04-10 03:04:01,751 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=2.0142, top1-acc=19.88%, top5-acc=75.43%, remaining_time=0:00:16.550310, arrival_time=2021-04-10 03:04:18.301481, cost_time=0:00:14.052184 2021-04-10 03:04:03,210 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=2.04ms, fps=1755 images/s, loss=1.9908, top1-acc=20.82%, top5-acc=76.51%, remaining_time=0:00:14.890560, arrival_time=2021-04-10 03:04:18.100744, cost_time=0:00:15.511033 2021-04-10 03:04:04,671 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=1.9713, top1-acc=21.58%, top5-acc=77.46%, remaining_time=0:00:13.269026, arrival_time=2021-04-10 03:04:17.940015, cost_time=0:00:16.972049 2021-04-10 03:04:06,141 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=1.9523, top1-acc=22.22%, top5-acc=78.27%, remaining_time=0:00:11.680288, arrival_time=2021-04-10 03:04:17.821731, cost_time=0:00:18.442524 2021-04-10 03:04:07,599 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.77ms, fps=1756 images/s, loss=1.9332, top1-acc=22.98%, top5-acc=79.07%, remaining_time=0:00:10.103346, arrival_time=2021-04-10 03:04:17.702820, cost_time=0:00:19.900484 2021-04-10 03:04:09,061 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=1.9148, top1-acc=23.72%, top5-acc=79.84%, remaining_time=0:00:08.544816, arrival_time=2021-04-10 03:04:17.605824, cost_time=0:00:21.362089 2021-04-10 03:04:10,519 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=1.8977, top1-acc=24.58%, top5-acc=80.42%, remaining_time=0:00:06.998210, arrival_time=2021-04-10 03:04:17.517513, cost_time=0:00:22.820307 2021-04-10 03:04:11,976 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.07ms, fps=1757 images/s, loss=1.8823, top1-acc=25.40%, top5-acc=80.97%, remaining_time=0:00:05.462460, arrival_time=2021-04-10 03:04:17.439063, cost_time=0:00:24.277655 2021-04-10 03:04:13,440 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=1.8685, top1-acc=26.08%, top5-acc=81.43%, remaining_time=0:00:03.936998, arrival_time=2021-04-10 03:04:17.377905, cost_time=0:00:25.741992 2021-04-10 03:04:14,901 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=1.8547, top1-acc=26.76%, top5-acc=81.87%, remaining_time=0:00:02.417984, arrival_time=2021-04-10 03:04:17.319282, cost_time=0:00:27.202325 2021-04-10 03:04:16,368 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.85ms, fps=1745 images/s, loss=1.8388, top1-acc=27.55%, top5-acc=82.39%, remaining_time=0:00:00.905364, arrival_time=2021-04-10 03:04:17.274142, cost_time=0:00:28.669846 2021-04-10 03:04:17,163 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.59ms, fps=1712 images/s, loss=1.8288, top1-acc=27.98%, top5-acc=82.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:17.163634, cost_time=0:00:29.464708 2021-04-10 03:04:18,013 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.20ms, fps=3017 images/s, loss=1.6200, top1-acc=40.82%, top5-acc=91.21%, remaining_time=0:00:02.545620, arrival_time=2021-04-10 03:04:20.559194, cost_time=0:00:00.848540 2021-04-10 03:04:18,494 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.83ms, fps=5334 images/s, loss=1.6164, top1-acc=40.59%, top5-acc=91.48%, remaining_time=0:00:01.329040, arrival_time=2021-04-10 03:04:19.823133, cost_time=0:00:01.329039 2021-04-10 03:04:18,985 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.79ms, fps=5221 images/s, loss=1.6186, top1-acc=40.91%, top5-acc=91.29%, remaining_time=0:00:00.606740, arrival_time=2021-04-10 03:04:19.591935, cost_time=0:00:01.820207 2021-04-10 03:04:19,428 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.09ms, fps=5242 images/s, loss=1.6143, top1-acc=40.78%, top5-acc=91.13%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:19.428194, cost_time=0:00:02.263254 2021-04-10 03:04:19,998 INFO : Epoch=0001 complete, best val top1-acc=40.78%, top5-acc=91.13% (epoch=1), remaining_time=1:47:07.617415, arrival_time=2021-04-10 04:51:27.615363, cost_time=0:00:32.299585 2021-04-10 03:04:19,998 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 03:04:21,617 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=2.10ms, fps=1582 images/s, loss=1.5852, top1-acc=40.31%, top5-acc=91.45%, remaining_time=0:00:30.106332, arrival_time=2021-04-10 03:04:51.723792, cost_time=0:00:01.618625 2021-04-10 03:04:23,081 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=1.5482, top1-acc=42.36%, top5-acc=91.87%, remaining_time=0:00:27.131632, arrival_time=2021-04-10 03:04:50.213568, cost_time=0:00:03.083148 2021-04-10 03:04:24,540 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=1.5149, top1-acc=43.70%, top5-acc=92.11%, remaining_time=0:00:25.132068, arrival_time=2021-04-10 03:04:49.672793, cost_time=0:00:04.541940 2021-04-10 03:04:26,006 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.80ms, fps=1747 images/s, loss=1.5046, top1-acc=44.26%, top5-acc=92.17%, remaining_time=0:00:23.429016, arrival_time=2021-04-10 03:04:49.435237, cost_time=0:00:06.007442 2021-04-10 03:04:27,461 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=1.4968, top1-acc=44.69%, top5-acc=92.17%, remaining_time=0:00:21.790646, arrival_time=2021-04-10 03:04:49.252058, cost_time=0:00:07.462573 2021-04-10 03:04:28,927 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.50ms, fps=1746 images/s, loss=1.4873, top1-acc=45.38%, top5-acc=92.17%, remaining_time=0:00:20.239384, arrival_time=2021-04-10 03:04:49.167293, cost_time=0:00:08.929121 2021-04-10 03:04:30,394 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=1.4770, top1-acc=46.03%, top5-acc=92.30%, remaining_time=0:00:18.711756, arrival_time=2021-04-10 03:04:49.105957, cost_time=0:00:10.395420 2021-04-10 03:04:31,853 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=1.4625, top1-acc=46.67%, top5-acc=92.43%, remaining_time=0:00:17.189692, arrival_time=2021-04-10 03:04:49.043466, cost_time=0:00:11.854996 2021-04-10 03:04:33,311 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=1.4508, top1-acc=47.18%, top5-acc=92.47%, remaining_time=0:00:15.679414, arrival_time=2021-04-10 03:04:48.990909, cost_time=0:00:13.312720 2021-04-10 03:04:34,768 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=1.4386, top1-acc=47.72%, top5-acc=92.59%, remaining_time=0:00:14.178240, arrival_time=2021-04-10 03:04:48.946145, cost_time=0:00:14.768998 2021-04-10 03:04:36,228 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=1.4274, top1-acc=48.27%, top5-acc=92.71%, remaining_time=0:00:12.688870, arrival_time=2021-04-10 03:04:48.917614, cost_time=0:00:16.229903 2021-04-10 03:04:37,686 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.60ms, fps=1756 images/s, loss=1.4163, top1-acc=48.83%, top5-acc=92.88%, remaining_time=0:00:11.202476, arrival_time=2021-04-10 03:04:48.889347, cost_time=0:00:17.688086 2021-04-10 03:04:39,149 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=1.4044, top1-acc=49.33%, top5-acc=92.97%, remaining_time=0:00:09.722658, arrival_time=2021-04-10 03:04:48.872155, cost_time=0:00:19.150670 2021-04-10 03:04:40,610 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.84ms, fps=1752 images/s, loss=1.3921, top1-acc=49.90%, top5-acc=93.13%, remaining_time=0:00:08.244824, arrival_time=2021-04-10 03:04:48.855651, cost_time=0:00:20.612046 2021-04-10 03:04:42,076 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=1.3786, top1-acc=50.52%, top5-acc=93.24%, remaining_time=0:00:06.770280, arrival_time=2021-04-10 03:04:48.846280, cost_time=0:00:22.077029 2021-04-10 03:04:43,544 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.87ms, fps=1744 images/s, loss=1.3680, top1-acc=50.99%, top5-acc=93.32%, remaining_time=0:00:05.297724, arrival_time=2021-04-10 03:04:48.841976, cost_time=0:00:23.545407 2021-04-10 03:04:45,010 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=1.3569, top1-acc=51.45%, top5-acc=93.38%, remaining_time=0:00:03.825302, arrival_time=2021-04-10 03:04:48.835644, cost_time=0:00:25.011554 2021-04-10 03:04:46,472 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=1.3443, top1-acc=51.99%, top5-acc=93.46%, remaining_time=0:00:02.353216, arrival_time=2021-04-10 03:04:48.825773, cost_time=0:00:26.473760 2021-04-10 03:04:47,936 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.65ms, fps=1749 images/s, loss=1.3359, top1-acc=52.34%, top5-acc=93.55%, remaining_time=0:00:00.882246, arrival_time=2021-04-10 03:04:48.818854, cost_time=0:00:27.937812 2021-04-10 03:04:48,729 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.30ms, fps=1717 images/s, loss=1.3311, top1-acc=52.55%, top5-acc=93.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:48.729191, cost_time=0:00:28.730422 2021-04-10 03:04:49,290 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.34ms, fps=4570 images/s, loss=1.3056, top1-acc=57.50%, top5-acc=94.10%, remaining_time=0:00:01.680390, arrival_time=2021-04-10 03:04:50.970707, cost_time=0:00:00.560126 2021-04-10 03:04:49,781 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=2.75ms, fps=5221 images/s, loss=1.2862, top1-acc=57.99%, top5-acc=93.95%, remaining_time=0:00:01.050760, arrival_time=2021-04-10 03:04:50.831812, cost_time=0:00:01.050761 2021-04-10 03:04:50,290 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.35ms, fps=5034 images/s, loss=1.2778, top1-acc=58.46%, top5-acc=93.97%, remaining_time=0:00:00.520050, arrival_time=2021-04-10 03:04:50.810467, cost_time=0:00:01.560136 2021-04-10 03:04:50,726 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=5321 images/s, loss=1.2769, top1-acc=58.38%, top5-acc=94.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:50.726917, cost_time=0:00:01.996751 2021-04-10 03:04:53,616 INFO : Epoch=0002 complete, best val top1-acc=58.38%, top5-acc=94.15% (epoch=2), remaining_time=1:48:45.902592, arrival_time=2021-04-10 04:53:39.519198, cost_time=0:01:05.918209 2021-04-10 03:04:53,617 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 03:04:55,246 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.49ms, fps=1572 images/s, loss=1.1422, top1-acc=60.66%, top5-acc=95.04%, remaining_time=0:00:30.287310, arrival_time=2021-04-10 03:05:25.533652, cost_time=0:00:01.628351 2021-04-10 03:04:56,704 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=1.1507, top1-acc=60.33%, top5-acc=94.65%, remaining_time=0:00:27.159792, arrival_time=2021-04-10 03:05:23.864169, cost_time=0:00:03.086338 2021-04-10 03:04:58,168 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=1.1514, top1-acc=60.83%, top5-acc=94.82%, remaining_time=0:00:25.177718, arrival_time=2021-04-10 03:05:23.345897, cost_time=0:00:04.550194 2021-04-10 03:04:59,631 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=1.1352, top1-acc=61.68%, top5-acc=95.08%, remaining_time=0:00:23.452416, arrival_time=2021-04-10 03:05:23.083830, cost_time=0:00:06.013425 2021-04-10 03:05:01,091 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.75ms, fps=1754 images/s, loss=1.1268, top1-acc=62.06%, top5-acc=95.12%, remaining_time=0:00:21.822036, arrival_time=2021-04-10 03:05:22.913309, cost_time=0:00:07.473290 2021-04-10 03:05:02,551 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=1.1219, top1-acc=62.25%, top5-acc=95.25%, remaining_time=0:00:20.249720, arrival_time=2021-04-10 03:05:22.801369, cost_time=0:00:08.933718 2021-04-10 03:05:04,007 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=1.1092, top1-acc=62.67%, top5-acc=95.28%, remaining_time=0:00:18.701046, arrival_time=2021-04-10 03:05:22.708512, cost_time=0:00:10.389485 2021-04-10 03:05:05,470 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=1.0968, top1-acc=63.18%, top5-acc=95.35%, remaining_time=0:00:17.186560, arrival_time=2021-04-10 03:05:22.657341, cost_time=0:00:11.852784 2021-04-10 03:05:06,927 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=1.0862, top1-acc=63.36%, top5-acc=95.44%, remaining_time=0:00:15.675492, arrival_time=2021-04-10 03:05:22.602833, cost_time=0:00:13.309349 2021-04-10 03:05:08,391 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=1.0845, top1-acc=63.43%, top5-acc=95.40%, remaining_time=0:00:14.182656, arrival_time=2021-04-10 03:05:22.574186, cost_time=0:00:14.773610 2021-04-10 03:05:09,854 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.42ms, fps=1750 images/s, loss=1.0748, top1-acc=63.77%, top5-acc=95.46%, remaining_time=0:00:12.694030, arrival_time=2021-04-10 03:05:22.548552, cost_time=0:00:16.236503 2021-04-10 03:05:11,307 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=1.0690, top1-acc=63.93%, top5-acc=95.54%, remaining_time=0:00:11.203616, arrival_time=2021-04-10 03:05:22.511435, cost_time=0:00:17.689901 2021-04-10 03:05:12,772 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.32ms, fps=1749 images/s, loss=1.0619, top1-acc=64.23%, top5-acc=95.57%, remaining_time=0:00:09.724374, arrival_time=2021-04-10 03:05:22.496414, cost_time=0:00:19.154066 2021-04-10 03:05:14,230 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.32ms, fps=1756 images/s, loss=1.0566, top1-acc=64.46%, top5-acc=95.59%, remaining_time=0:00:08.244936, arrival_time=2021-04-10 03:05:22.475208, cost_time=0:00:20.612323 2021-04-10 03:05:15,697 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.83ms, fps=1746 images/s, loss=1.0520, top1-acc=64.65%, top5-acc=95.64%, remaining_time=0:00:06.770970, arrival_time=2021-04-10 03:05:22.468180, cost_time=0:00:22.079252 2021-04-10 03:05:17,161 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=2.11ms, fps=1749 images/s, loss=1.0447, top1-acc=64.97%, top5-acc=95.68%, remaining_time=0:00:05.297292, arrival_time=2021-04-10 03:05:22.458772, cost_time=0:00:23.543464 2021-04-10 03:05:18,621 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.59ms, fps=1754 images/s, loss=1.0353, top1-acc=65.27%, top5-acc=95.73%, remaining_time=0:00:03.824080, arrival_time=2021-04-10 03:05:22.445597, cost_time=0:00:25.003581 2021-04-10 03:05:20,081 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=1.0316, top1-acc=65.45%, top5-acc=95.76%, remaining_time=0:00:02.352352, arrival_time=2021-04-10 03:05:22.434237, cost_time=0:00:26.463923 2021-04-10 03:05:21,541 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.59ms, fps=1754 images/s, loss=1.0243, top1-acc=65.68%, top5-acc=95.83%, remaining_time=0:00:00.881796, arrival_time=2021-04-10 03:05:22.423258, cost_time=0:00:27.923543 2021-04-10 03:05:22,337 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.42ms, fps=1709 images/s, loss=1.0215, top1-acc=65.76%, top5-acc=95.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:22.337940, cost_time=0:00:28.719905 2021-04-10 03:05:22,908 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.29ms, fps=4499 images/s, loss=1.3176, top1-acc=57.27%, top5-acc=91.37%, remaining_time=0:00:01.707030, arrival_time=2021-04-10 03:05:24.615351, cost_time=0:00:00.569010 2021-04-10 03:05:23,389 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.36ms, fps=5325 images/s, loss=1.3179, top1-acc=57.17%, top5-acc=90.98%, remaining_time=0:00:01.050140, arrival_time=2021-04-10 03:05:24.439595, cost_time=0:00:01.050136 2021-04-10 03:05:23,870 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.78ms, fps=5330 images/s, loss=1.2987, top1-acc=58.02%, top5-acc=91.18%, remaining_time=0:00:00.510290, arrival_time=2021-04-10 03:05:24.380498, cost_time=0:00:01.530865 2021-04-10 03:05:24,307 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.08ms, fps=5306 images/s, loss=1.2698, top1-acc=58.42%, top5-acc=91.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:24.307781, cost_time=0:00:01.968496 2021-04-10 03:05:26,332 INFO : Epoch=0003 complete, best val top1-acc=58.42%, top5-acc=91.41% (epoch=3), remaining_time=1:47:56.939405, arrival_time=2021-04-10 04:53:23.271367, cost_time=0:01:38.633595 2021-04-10 03:05:26,332 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 03:05:27,965 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.29ms, fps=1569 images/s, loss=0.9682, top1-acc=67.97%, top5-acc=96.25%, remaining_time=0:00:30.354828, arrival_time=2021-04-10 03:05:58.319908, cost_time=0:00:01.631981 2021-04-10 03:05:29,427 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.32ms, fps=1752 images/s, loss=0.9514, top1-acc=68.40%, top5-acc=96.52%, remaining_time=0:00:27.225792, arrival_time=2021-04-10 03:05:56.652730, cost_time=0:00:03.093847 2021-04-10 03:05:30,884 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.9262, top1-acc=69.28%, top5-acc=96.71%, remaining_time=0:00:25.185022, arrival_time=2021-04-10 03:05:56.069562, cost_time=0:00:04.551499 2021-04-10 03:05:32,345 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.90ms, fps=1752 images/s, loss=0.9208, top1-acc=69.55%, top5-acc=96.71%, remaining_time=0:00:23.450076, arrival_time=2021-04-10 03:05:55.795959, cost_time=0:00:06.012856 2021-04-10 03:05:33,803 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.60ms, fps=1757 images/s, loss=0.9117, top1-acc=69.90%, top5-acc=96.65%, remaining_time=0:00:21.812254, arrival_time=2021-04-10 03:05:55.615292, cost_time=0:00:07.469966 2021-04-10 03:05:35,268 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=2.03ms, fps=1748 images/s, loss=0.9031, top1-acc=70.31%, top5-acc=96.61%, remaining_time=0:00:20.252848, arrival_time=2021-04-10 03:05:55.521012, cost_time=0:00:08.935062 2021-04-10 03:05:36,730 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.8953, top1-acc=70.66%, top5-acc=96.63%, remaining_time=0:00:18.715032, arrival_time=2021-04-10 03:05:55.445344, cost_time=0:00:10.397220 2021-04-10 03:05:38,196 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.36ms, fps=1746 images/s, loss=0.8850, top1-acc=70.91%, top5-acc=96.68%, remaining_time=0:00:17.202220, arrival_time=2021-04-10 03:05:55.398910, cost_time=0:00:11.863617 2021-04-10 03:05:39,656 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.72ms, fps=1754 images/s, loss=0.8801, top1-acc=71.09%, top5-acc=96.70%, remaining_time=0:00:15.691816, arrival_time=2021-04-10 03:05:55.348119, cost_time=0:00:13.323221 2021-04-10 03:05:41,120 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.82ms, fps=1750 images/s, loss=0.8757, top1-acc=71.31%, top5-acc=96.75%, remaining_time=0:00:14.195424, arrival_time=2021-04-10 03:05:55.315400, cost_time=0:00:14.786879 2021-04-10 03:05:42,582 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.8772, top1-acc=71.22%, top5-acc=96.73%, remaining_time=0:00:12.703490, arrival_time=2021-04-10 03:05:55.285282, cost_time=0:00:16.248695 2021-04-10 03:05:44,042 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.32ms, fps=1754 images/s, loss=0.8727, top1-acc=71.43%, top5-acc=96.72%, remaining_time=0:00:11.216004, arrival_time=2021-04-10 03:05:55.258563, cost_time=0:00:17.709473 2021-04-10 03:05:45,506 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.84ms, fps=1750 images/s, loss=0.8695, top1-acc=71.56%, top5-acc=96.75%, remaining_time=0:00:09.734010, arrival_time=2021-04-10 03:05:55.240166, cost_time=0:00:19.173035 2021-04-10 03:05:46,969 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.15ms, fps=1750 images/s, loss=0.8679, top1-acc=71.72%, top5-acc=96.74%, remaining_time=0:00:08.254624, arrival_time=2021-04-10 03:05:55.224284, cost_time=0:00:20.636583 2021-04-10 03:05:48,432 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.8675, top1-acc=71.74%, top5-acc=96.73%, remaining_time=0:00:06.777134, arrival_time=2021-04-10 03:05:55.209479, cost_time=0:00:22.099292 2021-04-10 03:05:49,895 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=0.8647, top1-acc=71.82%, top5-acc=96.75%, remaining_time=0:00:05.301468, arrival_time=2021-04-10 03:05:55.196672, cost_time=0:00:23.562108 2021-04-10 03:05:51,352 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.8612, top1-acc=71.95%, top5-acc=96.78%, remaining_time=0:00:03.826472, arrival_time=2021-04-10 03:05:55.178675, cost_time=0:00:25.019177 2021-04-10 03:05:52,811 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.8588, top1-acc=72.01%, top5-acc=96.80%, remaining_time=0:00:02.353600, arrival_time=2021-04-10 03:05:55.164756, cost_time=0:00:26.478062 2021-04-10 03:05:54,279 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=0.8554, top1-acc=72.13%, top5-acc=96.82%, remaining_time=0:00:00.882516, arrival_time=2021-04-10 03:05:55.161849, cost_time=0:00:27.946305 2021-04-10 03:05:55,071 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.30ms, fps=1717 images/s, loss=0.8543, top1-acc=72.18%, top5-acc=96.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:55.071804, cost_time=0:00:28.738732 2021-04-10 03:05:55,667 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.21ms, fps=4303 images/s, loss=1.1180, top1-acc=65.08%, top5-acc=92.77%, remaining_time=0:00:01.784640, arrival_time=2021-04-10 03:05:57.452403, cost_time=0:00:00.594877 2021-04-10 03:05:56,152 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.82ms, fps=5283 images/s, loss=1.1128, top1-acc=65.82%, top5-acc=92.75%, remaining_time=0:00:01.079880, arrival_time=2021-04-10 03:05:57.232689, cost_time=0:00:01.079886 2021-04-10 03:05:56,634 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.96ms, fps=5315 images/s, loss=1.1145, top1-acc=65.70%, top5-acc=92.84%, remaining_time=0:00:00.520670, arrival_time=2021-04-10 03:05:57.155551, cost_time=0:00:01.562010 2021-04-10 03:05:57,071 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=5319 images/s, loss=1.1132, top1-acc=65.45%, top5-acc=92.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:57.071335, cost_time=0:00:01.998490 2021-04-10 03:05:59,502 INFO : Epoch=0004 complete, best val top1-acc=65.45%, top5-acc=92.78% (epoch=4), remaining_time=1:47:38.410112, arrival_time=2021-04-10 04:53:37.912787, cost_time=0:02:11.804287 2021-04-10 03:05:59,503 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 03:06:01,181 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.50ms, fps=1526 images/s, loss=0.7864, top1-acc=75.12%, top5-acc=96.80%, remaining_time=0:00:31.207638, arrival_time=2021-04-10 03:06:32.389393, cost_time=0:00:01.677827 2021-04-10 03:06:02,650 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.90ms, fps=1744 images/s, loss=0.8008, top1-acc=74.55%, top5-acc=97.01%, remaining_time=0:00:27.688320, arrival_time=2021-04-10 03:06:30.338579, cost_time=0:00:03.146395 2021-04-10 03:06:04,111 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.7927, top1-acc=74.64%, top5-acc=97.11%, remaining_time=0:00:25.493284, arrival_time=2021-04-10 03:06:29.604388, cost_time=0:00:04.607221 2021-04-10 03:06:05,568 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.82ms, fps=1757 images/s, loss=0.7903, top1-acc=74.73%, top5-acc=97.09%, remaining_time=0:00:23.651784, arrival_time=2021-04-10 03:06:29.220188, cost_time=0:00:06.064560 2021-04-10 03:06:07,031 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.61ms, fps=1750 images/s, loss=0.7784, top1-acc=75.19%, top5-acc=97.25%, remaining_time=0:00:21.980300, arrival_time=2021-04-10 03:06:29.011692, cost_time=0:00:07.527523 2021-04-10 03:06:08,504 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.77ms, fps=1739 images/s, loss=0.7770, top1-acc=75.37%, top5-acc=97.28%, remaining_time=0:00:20.400952, arrival_time=2021-04-10 03:06:28.905248, cost_time=0:00:09.000433 2021-04-10 03:06:09,967 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.89ms, fps=1751 images/s, loss=0.7712, top1-acc=75.57%, top5-acc=97.29%, remaining_time=0:00:18.833976, arrival_time=2021-04-10 03:06:28.801164, cost_time=0:00:10.463294 2021-04-10 03:06:11,438 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.37ms, fps=1741 images/s, loss=0.7668, top1-acc=75.61%, top5-acc=97.30%, remaining_time=0:00:17.304996, arrival_time=2021-04-10 03:06:28.743306, cost_time=0:00:11.934453 2021-04-10 03:06:12,902 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.7641, top1-acc=75.73%, top5-acc=97.33%, remaining_time=0:00:15.780326, arrival_time=2021-04-10 03:06:28.682611, cost_time=0:00:13.398431 2021-04-10 03:06:14,372 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.66ms, fps=1742 images/s, loss=0.7620, top1-acc=75.73%, top5-acc=97.38%, remaining_time=0:00:14.274048, arrival_time=2021-04-10 03:06:28.646771, cost_time=0:00:14.868821 2021-04-10 03:06:15,829 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.85ms, fps=1758 images/s, loss=0.7612, top1-acc=75.82%, top5-acc=97.37%, remaining_time=0:00:12.763862, arrival_time=2021-04-10 03:06:28.593673, cost_time=0:00:16.325869 2021-04-10 03:06:17,285 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.7568, top1-acc=75.90%, top5-acc=97.44%, remaining_time=0:00:11.261832, arrival_time=2021-04-10 03:06:28.547446, cost_time=0:00:17.781795 2021-04-10 03:06:18,742 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.66ms, fps=1758 images/s, loss=0.7549, top1-acc=75.90%, top5-acc=97.47%, remaining_time=0:00:09.767340, arrival_time=2021-04-10 03:06:28.509953, cost_time=0:00:19.238743 2021-04-10 03:06:20,199 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.7542, top1-acc=75.91%, top5-acc=97.43%, remaining_time=0:00:08.278256, arrival_time=2021-04-10 03:06:28.477672, cost_time=0:00:20.695618 2021-04-10 03:06:21,656 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.7523, top1-acc=75.97%, top5-acc=97.42%, remaining_time=0:00:06.793556, arrival_time=2021-04-10 03:06:28.450332, cost_time=0:00:22.152914 2021-04-10 03:06:23,117 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.34ms, fps=1753 images/s, loss=0.7534, top1-acc=75.92%, top5-acc=97.41%, remaining_time=0:00:05.313132, arrival_time=2021-04-10 03:06:28.430887, cost_time=0:00:23.613961 2021-04-10 03:06:24,581 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.50ms, fps=1749 images/s, loss=0.7522, top1-acc=75.89%, top5-acc=97.41%, remaining_time=0:00:03.835468, arrival_time=2021-04-10 03:06:28.417325, cost_time=0:00:25.077994 2021-04-10 03:06:26,041 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.7481, top1-acc=76.02%, top5-acc=97.43%, remaining_time=0:00:02.358880, arrival_time=2021-04-10 03:06:28.400105, cost_time=0:00:26.537420 2021-04-10 03:06:27,497 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.27ms, fps=1758 images/s, loss=0.7463, top1-acc=76.06%, top5-acc=97.43%, remaining_time=0:00:00.884022, arrival_time=2021-04-10 03:06:28.381877, cost_time=0:00:27.994025 2021-04-10 03:06:28,293 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.85ms, fps=1712 images/s, loss=0.7462, top1-acc=76.06%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:28.292899, cost_time=0:00:28.788981 2021-04-10 03:06:28,893 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.77ms, fps=4276 images/s, loss=0.8632, top1-acc=72.11%, top5-acc=96.21%, remaining_time=0:00:01.796190, arrival_time=2021-04-10 03:06:30.689495, cost_time=0:00:00.598733 2021-04-10 03:06:29,378 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=2.52ms, fps=5279 images/s, loss=0.8918, top1-acc=70.96%, top5-acc=96.31%, remaining_time=0:00:01.084160, arrival_time=2021-04-10 03:06:30.462885, cost_time=0:00:01.084162 2021-04-10 03:06:29,858 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.51ms, fps=5339 images/s, loss=0.8809, top1-acc=71.35%, top5-acc=96.26%, remaining_time=0:00:00.521370, arrival_time=2021-04-10 03:06:30.380055, cost_time=0:00:01.564119 2021-04-10 03:06:30,294 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.07ms, fps=5327 images/s, loss=0.8886, top1-acc=71.37%, top5-acc=96.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:30.294614, cost_time=0:00:02.000100 2021-04-10 03:06:32,408 INFO : Epoch=0005 complete, best val top1-acc=71.37%, top5-acc=96.40% (epoch=5), remaining_time=1:47:03.690585, arrival_time=2021-04-10 04:53:36.098946, cost_time=0:02:44.710013 2021-04-10 03:06:32,408 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 03:06:34,068 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.06ms, fps=1543 images/s, loss=0.7108, top1-acc=76.60%, top5-acc=97.89%, remaining_time=0:00:30.867258, arrival_time=2021-04-10 03:07:04.936018, cost_time=0:00:01.659527 2021-04-10 03:06:35,527 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.6930, top1-acc=77.42%, top5-acc=98.12%, remaining_time=0:00:27.443504, arrival_time=2021-04-10 03:07:02.971247, cost_time=0:00:03.118588 2021-04-10 03:06:37,000 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.36ms, fps=1738 images/s, loss=0.6820, top1-acc=77.73%, top5-acc=98.07%, remaining_time=0:00:25.407296, arrival_time=2021-04-10 03:07:02.408138, cost_time=0:00:04.591684 2021-04-10 03:06:38,478 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.79ms, fps=1734 images/s, loss=0.6798, top1-acc=78.13%, top5-acc=98.09%, remaining_time=0:00:23.668320, arrival_time=2021-04-10 03:07:02.146324, cost_time=0:00:06.068786 2021-04-10 03:06:39,944 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.6799, top1-acc=78.19%, top5-acc=97.95%, remaining_time=0:00:22.002930, arrival_time=2021-04-10 03:07:01.947342, cost_time=0:00:07.535250 2021-04-10 03:06:41,400 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.6827, top1-acc=78.10%, top5-acc=97.82%, remaining_time=0:00:20.379328, arrival_time=2021-04-10 03:07:01.779290, cost_time=0:00:08.990862 2021-04-10 03:06:42,860 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.6802, top1-acc=78.17%, top5-acc=97.80%, remaining_time=0:00:18.812178, arrival_time=2021-04-10 03:07:01.672542, cost_time=0:00:10.451211 2021-04-10 03:06:44,314 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.82ms, fps=1761 images/s, loss=0.6827, top1-acc=78.06%, top5-acc=97.75%, remaining_time=0:00:17.262888, arrival_time=2021-04-10 03:07:01.577438, cost_time=0:00:11.905413 2021-04-10 03:06:45,779 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=2.59ms, fps=1748 images/s, loss=0.6794, top1-acc=78.14%, top5-acc=97.73%, remaining_time=0:00:15.747148, arrival_time=2021-04-10 03:07:01.526450, cost_time=0:00:13.370180 2021-04-10 03:06:47,238 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.98ms, fps=1756 images/s, loss=0.6790, top1-acc=78.25%, top5-acc=97.74%, remaining_time=0:00:14.235744, arrival_time=2021-04-10 03:07:01.473918, cost_time=0:00:14.828946 2021-04-10 03:06:48,700 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=0.6811, top1-acc=78.19%, top5-acc=97.73%, remaining_time=0:00:12.737030, arrival_time=2021-04-10 03:07:01.437769, cost_time=0:00:16.291565 2021-04-10 03:06:50,164 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.72ms, fps=1750 images/s, loss=0.6782, top1-acc=78.28%, top5-acc=97.75%, remaining_time=0:00:11.244808, arrival_time=2021-04-10 03:07:01.409018, cost_time=0:00:17.754967 2021-04-10 03:06:51,630 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.57ms, fps=1747 images/s, loss=0.6750, top1-acc=78.39%, top5-acc=97.76%, remaining_time=0:00:09.758298, arrival_time=2021-04-10 03:07:01.388323, cost_time=0:00:19.220848 2021-04-10 03:06:53,093 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.62ms, fps=1750 images/s, loss=0.6751, top1-acc=78.40%, top5-acc=97.76%, remaining_time=0:00:08.273608, arrival_time=2021-04-10 03:07:01.366778, cost_time=0:00:20.683963 2021-04-10 03:06:54,557 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.61ms, fps=1749 images/s, loss=0.6737, top1-acc=78.39%, top5-acc=97.79%, remaining_time=0:00:06.792222, arrival_time=2021-04-10 03:07:01.349901, cost_time=0:00:22.148573 2021-04-10 03:06:56,014 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.6735, top1-acc=78.36%, top5-acc=97.78%, remaining_time=0:00:05.311224, arrival_time=2021-04-10 03:07:01.325911, cost_time=0:00:23.605514 2021-04-10 03:06:57,478 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.74ms, fps=1749 images/s, loss=0.6716, top1-acc=78.51%, top5-acc=97.77%, remaining_time=0:00:03.834194, arrival_time=2021-04-10 03:07:01.313105, cost_time=0:00:25.069754 2021-04-10 03:06:58,933 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.76ms, fps=1760 images/s, loss=0.6709, top1-acc=78.54%, top5-acc=97.78%, remaining_time=0:00:02.357744, arrival_time=2021-04-10 03:07:01.291440, cost_time=0:00:26.524602 2021-04-10 03:07:00,399 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.24ms, fps=1748 images/s, loss=0.6697, top1-acc=78.59%, top5-acc=97.81%, remaining_time=0:00:00.883884, arrival_time=2021-04-10 03:07:01.282866, cost_time=0:00:27.989746 2021-04-10 03:07:01,193 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.84ms, fps=1713 images/s, loss=0.6692, top1-acc=78.63%, top5-acc=97.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:01.193491, cost_time=0:00:28.784321 2021-04-10 03:07:01,771 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=0.19ms, fps=4445 images/s, loss=0.7378, top1-acc=75.66%, top5-acc=97.38%, remaining_time=0:00:01.727910, arrival_time=2021-04-10 03:07:03.499104, cost_time=0:00:00.575974 2021-04-10 03:07:02,254 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.36ms, fps=5307 images/s, loss=0.7275, top1-acc=76.68%, top5-acc=97.13%, remaining_time=0:00:01.058960, arrival_time=2021-04-10 03:07:03.313102, cost_time=0:00:01.058963 2021-04-10 03:07:02,735 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.35ms, fps=5326 images/s, loss=0.7364, top1-acc=76.30%, top5-acc=97.04%, remaining_time=0:00:00.513390, arrival_time=2021-04-10 03:07:03.248694, cost_time=0:00:01.540168 2021-04-10 03:07:03,173 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=5299 images/s, loss=0.7314, top1-acc=76.27%, top5-acc=97.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:03.173433, cost_time=0:00:01.978325 2021-04-10 03:07:05,243 INFO : Epoch=0006 complete, best val top1-acc=76.27%, top5-acc=97.16% (epoch=6), remaining_time=1:46:27.276564, arrival_time=2021-04-10 04:53:32.519594, cost_time=0:03:17.544633 2021-04-10 03:07:05,244 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 03:07:06,892 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.89ms, fps=1553 images/s, loss=0.6252, top1-acc=79.02%, top5-acc=97.97%, remaining_time=0:00:30.653172, arrival_time=2021-04-10 03:07:37.545667, cost_time=0:00:01.648025 2021-04-10 03:07:08,356 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.31ms, fps=1749 images/s, loss=0.6398, top1-acc=79.14%, top5-acc=98.05%, remaining_time=0:00:27.386128, arrival_time=2021-04-10 03:07:35.742614, cost_time=0:00:03.112069 2021-04-10 03:07:09,818 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=0.6350, top1-acc=79.58%, top5-acc=98.11%, remaining_time=0:00:25.306866, arrival_time=2021-04-10 03:07:35.124868, cost_time=0:00:04.573527 2021-04-10 03:07:11,273 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=2.20ms, fps=1759 images/s, loss=0.6277, top1-acc=80.03%, top5-acc=98.11%, remaining_time=0:00:23.513880, arrival_time=2021-04-10 03:07:34.787629, cost_time=0:00:06.029205 2021-04-10 03:07:12,742 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.94ms, fps=1744 images/s, loss=0.6257, top1-acc=80.14%, top5-acc=98.06%, remaining_time=0:00:21.893138, arrival_time=2021-04-10 03:07:34.635231, cost_time=0:00:07.497665 2021-04-10 03:07:14,203 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.66ms, fps=1752 images/s, loss=0.6288, top1-acc=80.10%, top5-acc=97.95%, remaining_time=0:00:20.307928, arrival_time=2021-04-10 03:07:34.511764, cost_time=0:00:08.959380 2021-04-10 03:07:15,667 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=0.6279, top1-acc=80.09%, top5-acc=97.96%, remaining_time=0:00:18.761148, arrival_time=2021-04-10 03:07:34.428538, cost_time=0:00:10.422866 2021-04-10 03:07:17,135 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.54ms, fps=1744 images/s, loss=0.6215, top1-acc=80.38%, top5-acc=97.98%, remaining_time=0:00:17.242704, arrival_time=2021-04-10 03:07:34.378621, cost_time=0:00:11.891482 2021-04-10 03:07:18,600 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.76ms, fps=1748 images/s, loss=0.6250, top1-acc=80.31%, top5-acc=97.93%, remaining_time=0:00:15.730612, arrival_time=2021-04-10 03:07:34.331232, cost_time=0:00:13.356203 2021-04-10 03:07:20,062 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.6263, top1-acc=80.20%, top5-acc=97.95%, remaining_time=0:00:14.225472, arrival_time=2021-04-10 03:07:34.288113, cost_time=0:00:14.818172 2021-04-10 03:07:21,522 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.77ms, fps=1754 images/s, loss=0.6261, top1-acc=80.20%, top5-acc=97.91%, remaining_time=0:00:12.726366, arrival_time=2021-04-10 03:07:34.248740, cost_time=0:00:16.277918 2021-04-10 03:07:22,985 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.6232, top1-acc=80.33%, top5-acc=97.97%, remaining_time=0:00:11.235916, arrival_time=2021-04-10 03:07:34.221239, cost_time=0:00:17.740916 2021-04-10 03:07:24,447 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=0.6225, top1-acc=80.35%, top5-acc=97.97%, remaining_time=0:00:09.748926, arrival_time=2021-04-10 03:07:34.195884, cost_time=0:00:19.202487 2021-04-10 03:07:25,905 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.6236, top1-acc=80.30%, top5-acc=98.01%, remaining_time=0:00:08.264256, arrival_time=2021-04-10 03:07:34.169284, cost_time=0:00:20.660576 2021-04-10 03:07:27,364 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.6219, top1-acc=80.32%, top5-acc=98.02%, remaining_time=0:00:06.783436, arrival_time=2021-04-10 03:07:34.147702, cost_time=0:00:22.119860 2021-04-10 03:07:28,821 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.88ms, fps=1758 images/s, loss=0.6203, top1-acc=80.38%, top5-acc=98.03%, remaining_time=0:00:05.304744, arrival_time=2021-04-10 03:07:34.125824, cost_time=0:00:23.576629 2021-04-10 03:07:30,275 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.6195, top1-acc=80.40%, top5-acc=98.05%, remaining_time=0:00:03.828214, arrival_time=2021-04-10 03:07:34.103358, cost_time=0:00:25.030658 2021-04-10 03:07:31,738 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=0.6191, top1-acc=80.39%, top5-acc=98.05%, remaining_time=0:00:02.354992, arrival_time=2021-04-10 03:07:34.093086, cost_time=0:00:26.493688 2021-04-10 03:07:33,198 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.6207, top1-acc=80.33%, top5-acc=98.03%, remaining_time=0:00:00.882750, arrival_time=2021-04-10 03:07:34.080989, cost_time=0:00:27.953836 2021-04-10 03:07:33,992 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.54ms, fps=1714 images/s, loss=0.6201, top1-acc=80.34%, top5-acc=98.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:33.992235, cost_time=0:00:28.747774 2021-04-10 03:07:34,561 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.30ms, fps=4507 images/s, loss=0.9025, top1-acc=71.17%, top5-acc=96.17%, remaining_time=0:00:01.703820, arrival_time=2021-04-10 03:07:36.265619, cost_time=0:00:00.567941 2021-04-10 03:07:35,040 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.59ms, fps=5360 images/s, loss=0.8841, top1-acc=71.86%, top5-acc=96.35%, remaining_time=0:00:01.046020, arrival_time=2021-04-10 03:07:36.085953, cost_time=0:00:01.046012 2021-04-10 03:07:35,521 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.71ms, fps=5316 images/s, loss=0.8865, top1-acc=71.87%, top5-acc=96.21%, remaining_time=0:00:00.509370, arrival_time=2021-04-10 03:07:36.031287, cost_time=0:00:01.528096 2021-04-10 03:07:35,956 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=5342 images/s, loss=0.8945, top1-acc=71.40%, top5-acc=96.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:35.956535, cost_time=0:00:01.962703 2021-04-10 03:07:37,030 INFO : Epoch=0007 complete, best val top1-acc=76.27%, top5-acc=97.16% (epoch=6), remaining_time=1:45:23.016592, arrival_time=2021-04-10 04:53:00.047153, cost_time=0:03:49.332211 2021-04-10 03:07:37,031 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 03:07:38,713 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.30ms, fps=1522 images/s, loss=0.6007, top1-acc=80.70%, top5-acc=98.59%, remaining_time=0:00:31.284642, arrival_time=2021-04-10 03:08:09.997901, cost_time=0:00:01.681967 2021-04-10 03:07:40,179 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.82ms, fps=1747 images/s, loss=0.5935, top1-acc=80.94%, top5-acc=98.22%, remaining_time=0:00:27.701872, arrival_time=2021-04-10 03:08:07.881090, cost_time=0:00:03.147942 2021-04-10 03:07:41,632 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.77ms, fps=1761 images/s, loss=0.5771, top1-acc=81.47%, top5-acc=98.41%, remaining_time=0:00:25.462242, arrival_time=2021-04-10 03:08:07.095126, cost_time=0:00:04.601605 2021-04-10 03:07:43,089 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=2.57ms, fps=1758 images/s, loss=0.5743, top1-acc=81.57%, top5-acc=98.41%, remaining_time=0:00:23.625576, arrival_time=2021-04-10 03:08:06.714821, cost_time=0:00:06.057860 2021-04-10 03:07:44,547 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.5660, top1-acc=81.79%, top5-acc=98.53%, remaining_time=0:00:21.946136, arrival_time=2021-04-10 03:08:06.493247, cost_time=0:00:07.515811 2021-04-10 03:07:46,001 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.5772, top1-acc=81.43%, top5-acc=98.52%, remaining_time=0:00:20.331592, arrival_time=2021-04-10 03:08:06.332734, cost_time=0:00:08.969848 2021-04-10 03:07:47,455 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.29ms, fps=1760 images/s, loss=0.5738, top1-acc=81.57%, top5-acc=98.43%, remaining_time=0:00:18.764172, arrival_time=2021-04-10 03:08:06.219984, cost_time=0:00:10.424533 2021-04-10 03:07:48,914 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=2.08ms, fps=1755 images/s, loss=0.5702, top1-acc=81.80%, top5-acc=98.42%, remaining_time=0:00:17.230988, arrival_time=2021-04-10 03:08:06.145748, cost_time=0:00:11.883477 2021-04-10 03:07:50,373 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.32ms, fps=1755 images/s, loss=0.5707, top1-acc=81.76%, top5-acc=98.38%, remaining_time=0:00:15.714500, arrival_time=2021-04-10 03:08:06.088292, cost_time=0:00:13.342520 2021-04-10 03:07:51,830 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.5713, top1-acc=81.71%, top5-acc=98.39%, remaining_time=0:00:14.206848, arrival_time=2021-04-10 03:08:06.036985, cost_time=0:00:14.798770 2021-04-10 03:07:53,289 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.5707, top1-acc=81.64%, top5-acc=98.37%, remaining_time=0:00:12.711058, arrival_time=2021-04-10 03:08:06.000695, cost_time=0:00:16.258339 2021-04-10 03:07:54,764 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.34ms, fps=1737 images/s, loss=0.5728, top1-acc=81.54%, top5-acc=98.35%, remaining_time=0:00:11.230748, arrival_time=2021-04-10 03:08:05.994752, cost_time=0:00:17.732711 2021-04-10 03:07:56,226 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.36ms, fps=1751 images/s, loss=0.5704, top1-acc=81.66%, top5-acc=98.33%, remaining_time=0:00:09.745032, arrival_time=2021-04-10 03:08:05.971092, cost_time=0:00:19.194778 2021-04-10 03:07:57,683 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.5732, top1-acc=81.59%, top5-acc=98.29%, remaining_time=0:00:08.260896, arrival_time=2021-04-10 03:08:05.944456, cost_time=0:00:20.652280 2021-04-10 03:07:59,147 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.83ms, fps=1749 images/s, loss=0.5721, top1-acc=81.64%, top5-acc=98.30%, remaining_time=0:00:06.782332, arrival_time=2021-04-10 03:08:05.929944, cost_time=0:00:22.116338 2021-04-10 03:08:00,612 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.90ms, fps=1749 images/s, loss=0.5733, top1-acc=81.58%, top5-acc=98.28%, remaining_time=0:00:05.305680, arrival_time=2021-04-10 03:08:05.917752, cost_time=0:00:23.580796 2021-04-10 03:08:02,066 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.5750, top1-acc=81.57%, top5-acc=98.30%, remaining_time=0:00:03.828890, arrival_time=2021-04-10 03:08:05.895269, cost_time=0:00:25.035101 2021-04-10 03:08:03,530 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.93ms, fps=1749 images/s, loss=0.5751, top1-acc=81.58%, top5-acc=98.28%, remaining_time=0:00:02.355472, arrival_time=2021-04-10 03:08:05.885934, cost_time=0:00:26.499135 2021-04-10 03:08:04,986 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.87ms, fps=1759 images/s, loss=0.5752, top1-acc=81.61%, top5-acc=98.29%, remaining_time=0:00:00.882780, arrival_time=2021-04-10 03:08:05.868856, cost_time=0:00:27.954773 2021-04-10 03:08:05,779 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.56ms, fps=1716 images/s, loss=0.5750, top1-acc=81.64%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:05.779181, cost_time=0:00:28.747854 2021-04-10 03:08:06,371 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.32ms, fps=4331 images/s, loss=1.2674, top1-acc=66.52%, top5-acc=95.78%, remaining_time=0:00:01.773180, arrival_time=2021-04-10 03:08:08.145003, cost_time=0:00:00.591065 2021-04-10 03:08:06,846 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.33ms, fps=5396 images/s, loss=1.3207, top1-acc=65.66%, top5-acc=95.27%, remaining_time=0:00:01.065880, arrival_time=2021-04-10 03:08:07.912500, cost_time=0:00:01.065872 2021-04-10 03:08:07,326 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.34ms, fps=5335 images/s, loss=1.3028, top1-acc=65.74%, top5-acc=95.33%, remaining_time=0:00:00.515360, arrival_time=2021-04-10 03:08:07.842179, cost_time=0:00:01.546072 2021-04-10 03:08:07,761 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.07ms, fps=5348 images/s, loss=1.3193, top1-acc=65.45%, top5-acc=95.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:07.760959, cost_time=0:00:01.980216 2021-04-10 03:08:08,867 INFO : Epoch=0008 complete, best val top1-acc=76.27%, top5-acc=97.16% (epoch=6), remaining_time=1:44:28.049664, arrival_time=2021-04-10 04:52:36.916741, cost_time=0:04:21.168733 2021-04-10 03:08:08,874 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 03:08:10,587 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=0.25ms, fps=1495 images/s, loss=0.5782, top1-acc=81.84%, top5-acc=98.52%, remaining_time=0:00:31.852314, arrival_time=2021-04-10 03:08:42.439514, cost_time=0:00:01.712492 2021-04-10 03:08:12,052 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.80ms, fps=1747 images/s, loss=0.5702, top1-acc=82.05%, top5-acc=98.40%, remaining_time=0:00:27.967456, arrival_time=2021-04-10 03:08:40.020330, cost_time=0:00:03.178113 2021-04-10 03:08:13,516 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=2.22ms, fps=1750 images/s, loss=0.5720, top1-acc=81.80%, top5-acc=98.40%, remaining_time=0:00:25.681694, arrival_time=2021-04-10 03:08:39.197680, cost_time=0:00:04.641274 2021-04-10 03:08:14,973 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.5670, top1-acc=82.09%, top5-acc=98.38%, remaining_time=0:00:23.783604, arrival_time=2021-04-10 03:08:38.756665, cost_time=0:00:06.098350 2021-04-10 03:08:16,432 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.5611, top1-acc=82.30%, top5-acc=98.33%, remaining_time=0:00:22.069360, arrival_time=2021-04-10 03:08:38.502087, cost_time=0:00:07.558016 2021-04-10 03:08:17,892 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.74ms, fps=1755 images/s, loss=0.5596, top1-acc=82.37%, top5-acc=98.28%, remaining_time=0:00:20.439440, arrival_time=2021-04-10 03:08:38.331572, cost_time=0:00:09.017378 2021-04-10 03:08:19,352 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.5604, top1-acc=82.35%, top5-acc=98.26%, remaining_time=0:00:18.859050, arrival_time=2021-04-10 03:08:38.211072, cost_time=0:00:10.477259 2021-04-10 03:08:20,812 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=2.10ms, fps=1753 images/s, loss=0.5556, top1-acc=82.46%, top5-acc=98.30%, remaining_time=0:00:17.310216, arrival_time=2021-04-10 03:08:38.123086, cost_time=0:00:11.938046 2021-04-10 03:08:22,268 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.5500, top1-acc=82.56%, top5-acc=98.31%, remaining_time=0:00:15.775344, arrival_time=2021-04-10 03:08:38.044226, cost_time=0:00:13.394148 2021-04-10 03:08:23,730 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.32ms, fps=1752 images/s, loss=0.5505, top1-acc=82.52%, top5-acc=98.30%, remaining_time=0:00:14.261760, arrival_time=2021-04-10 03:08:37.992560, cost_time=0:00:14.856036 2021-04-10 03:08:25,190 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.5519, top1-acc=82.49%, top5-acc=98.28%, remaining_time=0:00:12.756208, arrival_time=2021-04-10 03:08:37.947094, cost_time=0:00:16.316131 2021-04-10 03:08:26,649 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.5513, top1-acc=82.53%, top5-acc=98.28%, remaining_time=0:00:11.257576, arrival_time=2021-04-10 03:08:37.907392, cost_time=0:00:17.775102 2021-04-10 03:08:28,112 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=2.08ms, fps=1750 images/s, loss=0.5483, top1-acc=82.68%, top5-acc=98.31%, remaining_time=0:00:09.767010, arrival_time=2021-04-10 03:08:37.879719, cost_time=0:00:19.238002 2021-04-10 03:08:29,573 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.5501, top1-acc=82.63%, top5-acc=98.30%, remaining_time=0:00:08.279488, arrival_time=2021-04-10 03:08:37.852920, cost_time=0:00:20.698719 2021-04-10 03:08:31,042 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.35ms, fps=1743 images/s, loss=0.5521, top1-acc=82.55%, top5-acc=98.32%, remaining_time=0:00:06.798202, arrival_time=2021-04-10 03:08:37.840993, cost_time=0:00:22.168040 2021-04-10 03:08:32,505 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.5520, top1-acc=82.51%, top5-acc=98.33%, remaining_time=0:00:05.317020, arrival_time=2021-04-10 03:08:37.822873, cost_time=0:00:23.631142 2021-04-10 03:08:33,961 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.68ms, fps=1759 images/s, loss=0.5498, top1-acc=82.55%, top5-acc=98.36%, remaining_time=0:00:03.836768, arrival_time=2021-04-10 03:08:37.798134, cost_time=0:00:25.086620 2021-04-10 03:08:35,429 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.36ms, fps=1744 images/s, loss=0.5486, top1-acc=82.57%, top5-acc=98.34%, remaining_time=0:00:02.360464, arrival_time=2021-04-10 03:08:37.790355, cost_time=0:00:26.555139 2021-04-10 03:08:36,895 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.24ms, fps=1747 images/s, loss=0.5482, top1-acc=82.65%, top5-acc=98.32%, remaining_time=0:00:00.884880, arrival_time=2021-04-10 03:08:37.780702, cost_time=0:00:28.021121 2021-04-10 03:08:37,687 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.25ms, fps=1719 images/s, loss=0.5499, top1-acc=82.62%, top5-acc=98.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:37.687371, cost_time=0:00:28.812632 2021-04-10 03:08:38,295 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=4217 images/s, loss=0.7398, top1-acc=76.87%, top5-acc=96.41%, remaining_time=0:00:01.820970, arrival_time=2021-04-10 03:08:40.116471, cost_time=0:00:00.606993 2021-04-10 03:08:38,779 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.41ms, fps=5298 images/s, loss=0.7811, top1-acc=75.70%, top5-acc=95.90%, remaining_time=0:00:01.090580, arrival_time=2021-04-10 03:08:39.869672, cost_time=0:00:01.090573 2021-04-10 03:08:39,261 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.41ms, fps=5313 images/s, loss=0.7681, top1-acc=76.00%, top5-acc=96.25%, remaining_time=0:00:00.524260, arrival_time=2021-04-10 03:08:39.785610, cost_time=0:00:01.572789 2021-04-10 03:08:39,697 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.09ms, fps=5324 images/s, loss=0.7542, top1-acc=76.12%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:39.697567, cost_time=0:00:02.009052 2021-04-10 03:08:41,227 INFO : Epoch=0009 complete, best val top1-acc=76.27%, top5-acc=97.16% (epoch=6), remaining_time=1:43:49.342187, arrival_time=2021-04-10 04:52:30.569743, cost_time=0:04:53.529211 2021-04-10 03:08:41,228 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 03:08:42,893 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.40ms, fps=1538 images/s, loss=0.5588, top1-acc=82.97%, top5-acc=98.52%, remaining_time=0:00:30.963792, arrival_time=2021-04-10 03:09:13.856808, cost_time=0:00:01.664718 2021-04-10 03:08:44,355 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=0.5477, top1-acc=83.34%, top5-acc=98.55%, remaining_time=0:00:27.515312, arrival_time=2021-04-10 03:09:11.870363, cost_time=0:00:03.126748 2021-04-10 03:08:45,816 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.5433, top1-acc=83.09%, top5-acc=98.52%, remaining_time=0:00:25.386712, arrival_time=2021-04-10 03:09:11.202925, cost_time=0:00:04.587951 2021-04-10 03:08:47,281 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.32ms, fps=1748 images/s, loss=0.5366, top1-acc=83.22%, top5-acc=98.54%, remaining_time=0:00:23.605920, arrival_time=2021-04-10 03:09:10.886991, cost_time=0:00:06.052810 2021-04-10 03:08:48,745 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.96ms, fps=1749 images/s, loss=0.5322, top1-acc=83.30%, top5-acc=98.57%, remaining_time=0:00:21.949640, arrival_time=2021-04-10 03:09:10.694948, cost_time=0:00:07.517000 2021-04-10 03:08:50,206 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.5296, top1-acc=83.44%, top5-acc=98.55%, remaining_time=0:00:20.350224, arrival_time=2021-04-10 03:09:10.556555, cost_time=0:00:08.978024 2021-04-10 03:08:51,667 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.5289, top1-acc=83.52%, top5-acc=98.57%, remaining_time=0:00:18.791262, arrival_time=2021-04-10 03:09:10.459140, cost_time=0:00:10.439618 2021-04-10 03:08:53,154 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.85ms, fps=1723 images/s, loss=0.5267, top1-acc=83.59%, top5-acc=98.60%, remaining_time=0:00:17.292120, arrival_time=2021-04-10 03:09:10.446243, cost_time=0:00:11.925573 2021-04-10 03:08:54,635 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.62ms, fps=1729 images/s, loss=0.5267, top1-acc=83.57%, top5-acc=98.61%, remaining_time=0:00:15.790608, arrival_time=2021-04-10 03:09:10.426117, cost_time=0:00:13.407158 2021-04-10 03:08:56,100 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.64ms, fps=1748 images/s, loss=0.5277, top1-acc=83.58%, top5-acc=98.59%, remaining_time=0:00:14.277600, arrival_time=2021-04-10 03:09:10.378420, cost_time=0:00:14.872494 2021-04-10 03:08:57,570 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=6.25ms, fps=1743 images/s, loss=0.5259, top1-acc=83.59%, top5-acc=98.58%, remaining_time=0:00:12.776418, arrival_time=2021-04-10 03:09:10.346703, cost_time=0:00:16.341946 2021-04-10 03:08:59,042 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=2.22ms, fps=1739 images/s, loss=0.5239, top1-acc=83.68%, top5-acc=98.59%, remaining_time=0:00:11.282504, arrival_time=2021-04-10 03:09:10.325303, cost_time=0:00:17.814431 2021-04-10 03:09:00,508 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.5270, top1-acc=83.56%, top5-acc=98.56%, remaining_time=0:00:09.788460, arrival_time=2021-04-10 03:09:10.297007, cost_time=0:00:19.280245 2021-04-10 03:09:01,972 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.5234, top1-acc=83.62%, top5-acc=98.58%, remaining_time=0:00:08.297520, arrival_time=2021-04-10 03:09:10.269805, cost_time=0:00:20.743864 2021-04-10 03:09:03,438 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=0.5221, top1-acc=83.63%, top5-acc=98.61%, remaining_time=0:00:06.811220, arrival_time=2021-04-10 03:09:10.250009, cost_time=0:00:22.210527 2021-04-10 03:09:04,903 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=4.84ms, fps=1748 images/s, loss=0.5216, top1-acc=83.63%, top5-acc=98.61%, remaining_time=0:00:05.326992, arrival_time=2021-04-10 03:09:10.230806, cost_time=0:00:23.675440 2021-04-10 03:09:06,367 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.5205, top1-acc=83.65%, top5-acc=98.61%, remaining_time=0:00:03.844854, arrival_time=2021-04-10 03:09:10.212551, cost_time=0:00:25.139437 2021-04-10 03:09:07,830 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.5195, top1-acc=83.62%, top5-acc=98.62%, remaining_time=0:00:02.364608, arrival_time=2021-04-10 03:09:10.194876, cost_time=0:00:26.601877 2021-04-10 03:09:09,297 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.32ms, fps=1745 images/s, loss=0.5196, top1-acc=83.62%, top5-acc=98.61%, remaining_time=0:00:00.886404, arrival_time=2021-04-10 03:09:10.184078, cost_time=0:00:28.069411 2021-04-10 03:09:10,090 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.34ms, fps=1715 images/s, loss=0.5203, top1-acc=83.60%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:10.090937, cost_time=0:00:28.862684 2021-04-10 03:09:10,711 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.39ms, fps=4132 images/s, loss=0.8923, top1-acc=73.91%, top5-acc=97.30%, remaining_time=0:00:01.858560, arrival_time=2021-04-10 03:09:12.570042, cost_time=0:00:00.619525 2021-04-10 03:09:11,198 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.43ms, fps=5265 images/s, loss=0.9068, top1-acc=73.26%, top5-acc=97.27%, remaining_time=0:00:01.106260, arrival_time=2021-04-10 03:09:12.304476, cost_time=0:00:01.106254 2021-04-10 03:09:11,678 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.39ms, fps=5341 images/s, loss=0.8913, top1-acc=73.74%, top5-acc=97.25%, remaining_time=0:00:00.528670, arrival_time=2021-04-10 03:09:12.206620, cost_time=0:00:01.586012 2021-04-10 03:09:12,115 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.10ms, fps=5313 images/s, loss=0.8884, top1-acc=74.13%, top5-acc=97.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:12.115075, cost_time=0:00:02.023172 2021-04-10 03:09:13,116 INFO : Epoch=0010 complete, best val top1-acc=76.27%, top5-acc=97.16% (epoch=6), remaining_time=1:43:02.936300, arrival_time=2021-04-10 04:52:16.052371, cost_time=0:05:25.417698 2021-04-10 03:09:13,117 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 03:09:14,793 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.28ms, fps=1527 images/s, loss=0.5382, top1-acc=83.44%, top5-acc=98.20%, remaining_time=0:00:31.176948, arrival_time=2021-04-10 03:09:45.970278, cost_time=0:00:01.676183 2021-04-10 03:09:16,256 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.92ms, fps=1750 images/s, loss=0.5107, top1-acc=83.91%, top5-acc=98.44%, remaining_time=0:00:27.625312, arrival_time=2021-04-10 03:09:43.881715, cost_time=0:00:03.139249 2021-04-10 03:09:17,712 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.5012, top1-acc=84.04%, top5-acc=98.49%, remaining_time=0:00:25.427548, arrival_time=2021-04-10 03:09:43.140013, cost_time=0:00:04.595339 2021-04-10 03:09:19,170 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.31ms, fps=1756 images/s, loss=0.5031, top1-acc=83.88%, top5-acc=98.54%, remaining_time=0:00:23.609664, arrival_time=2021-04-10 03:09:42.780564, cost_time=0:00:06.053755 2021-04-10 03:09:20,630 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.31ms, fps=1754 images/s, loss=0.4969, top1-acc=84.09%, top5-acc=98.62%, remaining_time=0:00:21.940004, arrival_time=2021-04-10 03:09:42.570797, cost_time=0:00:07.513696 2021-04-10 03:09:22,096 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.59ms, fps=1748 images/s, loss=0.4950, top1-acc=84.20%, top5-acc=98.67%, remaining_time=0:00:20.351992, arrival_time=2021-04-10 03:09:42.447996, cost_time=0:00:08.978838 2021-04-10 03:09:23,560 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.32ms, fps=1749 images/s, loss=0.4958, top1-acc=84.16%, top5-acc=98.71%, remaining_time=0:00:18.797562, arrival_time=2021-04-10 03:09:42.357828, cost_time=0:00:10.443110 2021-04-10 03:09:25,021 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.4931, top1-acc=84.20%, top5-acc=98.74%, remaining_time=0:00:17.260568, arrival_time=2021-04-10 03:09:42.281523, cost_time=0:00:11.903815 2021-04-10 03:09:26,488 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.56ms, fps=1745 images/s, loss=0.4893, top1-acc=84.35%, top5-acc=98.77%, remaining_time=0:00:15.748844, arrival_time=2021-04-10 03:09:42.237585, cost_time=0:00:13.371640 2021-04-10 03:09:27,953 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.26ms, fps=1749 images/s, loss=0.4905, top1-acc=84.29%, top5-acc=98.76%, remaining_time=0:00:14.242560, arrival_time=2021-04-10 03:09:42.195669, cost_time=0:00:14.835958 2021-04-10 03:09:29,408 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.4907, top1-acc=84.36%, top5-acc=98.75%, remaining_time=0:00:12.736772, arrival_time=2021-04-10 03:09:42.145061, cost_time=0:00:16.291167 2021-04-10 03:09:30,868 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.72ms, fps=1754 images/s, loss=0.4933, top1-acc=84.27%, top5-acc=98.73%, remaining_time=0:00:11.242604, arrival_time=2021-04-10 03:09:42.111200, cost_time=0:00:17.751432 2021-04-10 03:09:32,326 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.4967, top1-acc=84.18%, top5-acc=98.71%, remaining_time=0:00:09.752292, arrival_time=2021-04-10 03:09:42.078423, cost_time=0:00:19.209026 2021-04-10 03:09:33,791 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.37ms, fps=1748 images/s, loss=0.4989, top1-acc=84.16%, top5-acc=98.74%, remaining_time=0:00:08.269744, arrival_time=2021-04-10 03:09:42.061188, cost_time=0:00:20.674301 2021-04-10 03:09:35,254 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.29ms, fps=1751 images/s, loss=0.4987, top1-acc=84.20%, top5-acc=98.76%, remaining_time=0:00:06.788726, arrival_time=2021-04-10 03:09:42.042961, cost_time=0:00:22.137145 2021-04-10 03:09:36,712 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.4990, top1-acc=84.19%, top5-acc=98.75%, remaining_time=0:00:05.308884, arrival_time=2021-04-10 03:09:42.021101, cost_time=0:00:23.595052 2021-04-10 03:09:38,172 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.4994, top1-acc=84.19%, top5-acc=98.75%, remaining_time=0:00:03.831932, arrival_time=2021-04-10 03:09:42.003976, cost_time=0:00:25.054938 2021-04-10 03:09:39,629 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.00ms, fps=1757 images/s, loss=0.4996, top1-acc=84.20%, top5-acc=98.76%, remaining_time=0:00:02.356624, arrival_time=2021-04-10 03:09:41.985799, cost_time=0:00:26.511985 2021-04-10 03:09:41,091 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.49ms, fps=1751 images/s, loss=0.4978, top1-acc=84.27%, top5-acc=98.76%, remaining_time=0:00:00.883410, arrival_time=2021-04-10 03:09:41.975237, cost_time=0:00:27.974656 2021-04-10 03:09:41,887 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.87ms, fps=1712 images/s, loss=0.4966, top1-acc=84.30%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:41.886922, cost_time=0:00:28.769732 2021-04-10 03:09:42,467 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.77ms, fps=4423 images/s, loss=1.1032, top1-acc=71.05%, top5-acc=94.22%, remaining_time=0:00:01.736490, arrival_time=2021-04-10 03:09:44.203715, cost_time=0:00:00.578831 2021-04-10 03:09:42,947 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.74ms, fps=5335 images/s, loss=1.1183, top1-acc=70.20%, top5-acc=94.18%, remaining_time=0:00:01.059200, arrival_time=2021-04-10 03:09:44.006779, cost_time=0:00:01.059190 2021-04-10 03:09:43,439 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.81ms, fps=5211 images/s, loss=1.1137, top1-acc=70.57%, top5-acc=94.41%, remaining_time=0:00:00.516980, arrival_time=2021-04-10 03:09:43.956470, cost_time=0:00:01.550934 2021-04-10 03:09:43,886 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.11ms, fps=5202 images/s, loss=1.1201, top1-acc=70.77%, top5-acc=94.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:43.886188, cost_time=0:00:01.997817 2021-04-10 03:09:44,929 INFO : Epoch=0011 complete, best val top1-acc=76.27%, top5-acc=97.16% (epoch=6), remaining_time=1:42:17.887455, arrival_time=2021-04-10 04:52:02.817355, cost_time=0:05:57.231544 2021-04-10 03:09:44,930 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 03:09:46,576 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.37ms, fps=1555 images/s, loss=0.5614, top1-acc=82.66%, top5-acc=98.12%, remaining_time=0:00:30.613554, arrival_time=2021-04-10 03:10:17.190161, cost_time=0:00:01.645888 2021-04-10 03:09:48,046 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.66ms, fps=1743 images/s, loss=0.5343, top1-acc=83.40%, top5-acc=98.30%, remaining_time=0:00:27.416928, arrival_time=2021-04-10 03:10:15.463179, cost_time=0:00:03.115555 2021-04-10 03:09:49,505 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.5253, top1-acc=83.61%, top5-acc=98.45%, remaining_time=0:00:25.312178, arrival_time=2021-04-10 03:10:14.817366, cost_time=0:00:04.574492 2021-04-10 03:09:50,978 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.60ms, fps=1738 images/s, loss=0.5141, top1-acc=83.93%, top5-acc=98.47%, remaining_time=0:00:23.587980, arrival_time=2021-04-10 03:10:14.566869, cost_time=0:00:06.048201 2021-04-10 03:09:52,446 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.5109, top1-acc=84.06%, top5-acc=98.50%, remaining_time=0:00:21.946136, arrival_time=2021-04-10 03:10:14.392702, cost_time=0:00:07.515818 2021-04-10 03:09:53,908 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.5084, top1-acc=84.10%, top5-acc=98.55%, remaining_time=0:00:20.348592, arrival_time=2021-04-10 03:10:14.256675, cost_time=0:00:08.977321 2021-04-10 03:09:55,366 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.46ms, fps=1757 images/s, loss=0.5001, top1-acc=84.27%, top5-acc=98.63%, remaining_time=0:00:18.783576, arrival_time=2021-04-10 03:10:14.149609, cost_time=0:00:10.435338 2021-04-10 03:09:56,828 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.38ms, fps=1751 images/s, loss=0.4972, top1-acc=84.41%, top5-acc=98.62%, remaining_time=0:00:17.251520, arrival_time=2021-04-10 03:10:14.079788, cost_time=0:00:11.897571 2021-04-10 03:09:58,283 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.4965, top1-acc=84.50%, top5-acc=98.64%, remaining_time=0:00:15.726796, arrival_time=2021-04-10 03:10:14.010446, cost_time=0:00:13.352960 2021-04-10 03:09:59,750 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.18ms, fps=1746 images/s, loss=0.4942, top1-acc=84.65%, top5-acc=98.63%, remaining_time=0:00:14.227008, arrival_time=2021-04-10 03:10:13.977576, cost_time=0:00:14.819839 2021-04-10 03:10:01,213 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=2.58ms, fps=1750 images/s, loss=0.4910, top1-acc=84.76%, top5-acc=98.64%, remaining_time=0:00:12.730494, arrival_time=2021-04-10 03:10:13.944374, cost_time=0:00:16.283197 2021-04-10 03:10:02,676 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=0.4928, top1-acc=84.65%, top5-acc=98.64%, remaining_time=0:00:11.238804, arrival_time=2021-04-10 03:10:13.914992, cost_time=0:00:17.745495 2021-04-10 03:10:04,137 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.4891, top1-acc=84.72%, top5-acc=98.66%, remaining_time=0:00:09.750906, arrival_time=2021-04-10 03:10:13.887908, cost_time=0:00:19.206368 2021-04-10 03:10:05,604 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=0.4887, top1-acc=84.75%, top5-acc=98.66%, remaining_time=0:00:08.269352, arrival_time=2021-04-10 03:10:13.873347, cost_time=0:00:20.673319 2021-04-10 03:10:07,060 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=2.42ms, fps=1758 images/s, loss=0.4856, top1-acc=84.84%, top5-acc=98.68%, remaining_time=0:00:06.786472, arrival_time=2021-04-10 03:10:13.847025, cost_time=0:00:22.129831 2021-04-10 03:10:08,526 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.4867, top1-acc=84.79%, top5-acc=98.67%, remaining_time=0:00:05.309028, arrival_time=2021-04-10 03:10:13.835427, cost_time=0:00:23.595697 2021-04-10 03:10:09,990 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.4883, top1-acc=84.80%, top5-acc=98.64%, remaining_time=0:00:03.832634, arrival_time=2021-04-10 03:10:13.822938, cost_time=0:00:25.059608 2021-04-10 03:10:11,454 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.49ms, fps=1749 images/s, loss=0.4857, top1-acc=84.86%, top5-acc=98.64%, remaining_time=0:00:02.357680, arrival_time=2021-04-10 03:10:13.812215, cost_time=0:00:26.523838 2021-04-10 03:10:12,911 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.4847, top1-acc=84.88%, top5-acc=98.65%, remaining_time=0:00:00.883614, arrival_time=2021-04-10 03:10:13.795331, cost_time=0:00:27.981020 2021-04-10 03:10:13,706 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.77ms, fps=1713 images/s, loss=0.4861, top1-acc=84.85%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:13.706059, cost_time=0:00:28.775385 2021-04-10 03:10:14,263 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.31ms, fps=4603 images/s, loss=0.7008, top1-acc=78.87%, top5-acc=98.36%, remaining_time=0:00:01.668510, arrival_time=2021-04-10 03:10:15.931846, cost_time=0:00:00.556174 2021-04-10 03:10:14,744 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.49ms, fps=5325 images/s, loss=0.6967, top1-acc=78.81%, top5-acc=98.20%, remaining_time=0:00:01.037400, arrival_time=2021-04-10 03:10:15.781966, cost_time=0:00:01.037409 2021-04-10 03:10:15,228 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.35ms, fps=5297 images/s, loss=0.7105, top1-acc=78.48%, top5-acc=98.06%, remaining_time=0:00:00.507030, arrival_time=2021-04-10 03:10:15.735260, cost_time=0:00:01.521088 2021-04-10 03:10:15,667 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.07ms, fps=5282 images/s, loss=0.7099, top1-acc=78.29%, top5-acc=98.07%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:15.667800, cost_time=0:00:01.960687 2021-04-10 03:10:18,696 INFO : Epoch=0012 complete, best val top1-acc=78.29%, top5-acc=98.07% (epoch=12), remaining_time=1:42:05.638404, arrival_time=2021-04-10 04:52:24.334990, cost_time=0:06:30.998198 2021-04-10 03:10:18,697 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 03:10:20,359 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.37ms, fps=1541 images/s, loss=0.4854, top1-acc=85.04%, top5-acc=98.59%, remaining_time=0:00:30.904272, arrival_time=2021-04-10 03:10:51.263537, cost_time=0:00:01.661519 2021-04-10 03:10:21,822 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.4779, top1-acc=85.43%, top5-acc=98.63%, remaining_time=0:00:27.499472, arrival_time=2021-04-10 03:10:49.322253, cost_time=0:00:03.124944 2021-04-10 03:10:23,279 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=2.05ms, fps=1759 images/s, loss=0.4697, top1-acc=85.65%, top5-acc=98.68%, remaining_time=0:00:25.350192, arrival_time=2021-04-10 03:10:48.629259, cost_time=0:00:04.581359 2021-04-10 03:10:24,739 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.4779, top1-acc=85.49%, top5-acc=98.70%, remaining_time=0:00:23.561148, arrival_time=2021-04-10 03:10:48.300285, cost_time=0:00:06.041334 2021-04-10 03:10:26,205 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.55ms, fps=1746 images/s, loss=0.4680, top1-acc=85.64%, top5-acc=98.77%, remaining_time=0:00:21.923068, arrival_time=2021-04-10 03:10:48.128788, cost_time=0:00:07.507913 2021-04-10 03:10:27,671 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.85ms, fps=1748 images/s, loss=0.4689, top1-acc=85.57%, top5-acc=98.72%, remaining_time=0:00:20.339072, arrival_time=2021-04-10 03:10:48.010117, cost_time=0:00:08.973133 2021-04-10 03:10:29,129 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.4652, top1-acc=85.69%, top5-acc=98.73%, remaining_time=0:00:18.776520, arrival_time=2021-04-10 03:10:47.905634, cost_time=0:00:10.431411 2021-04-10 03:10:30,601 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=0.4657, top1-acc=85.62%, top5-acc=98.71%, remaining_time=0:00:17.260800, arrival_time=2021-04-10 03:10:47.862540, cost_time=0:00:11.903987 2021-04-10 03:10:32,054 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.39ms, fps=1763 images/s, loss=0.4645, top1-acc=85.59%, top5-acc=98.71%, remaining_time=0:00:15.731566, arrival_time=2021-04-10 03:10:47.786229, cost_time=0:00:13.356983 2021-04-10 03:10:33,517 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.64ms, fps=1750 images/s, loss=0.4634, top1-acc=85.62%, top5-acc=98.71%, remaining_time=0:00:14.227200, arrival_time=2021-04-10 03:10:47.744970, cost_time=0:00:14.820033 2021-04-10 03:10:34,976 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.48ms, fps=1756 images/s, loss=0.4623, top1-acc=85.62%, top5-acc=98.71%, remaining_time=0:00:12.727054, arrival_time=2021-04-10 03:10:47.703499, cost_time=0:00:16.278767 2021-04-10 03:10:36,435 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.10ms, fps=1755 images/s, loss=0.4610, top1-acc=85.61%, top5-acc=98.74%, remaining_time=0:00:11.233788, arrival_time=2021-04-10 03:10:47.669131, cost_time=0:00:17.737578 2021-04-10 03:10:37,897 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.68ms, fps=1752 images/s, loss=0.4600, top1-acc=85.65%, top5-acc=98.75%, remaining_time=0:00:09.747540, arrival_time=2021-04-10 03:10:47.645027, cost_time=0:00:19.199680 2021-04-10 03:10:39,362 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.50ms, fps=1749 images/s, loss=0.4605, top1-acc=85.64%, top5-acc=98.74%, remaining_time=0:00:08.265656, arrival_time=2021-04-10 03:10:47.627624, cost_time=0:00:20.664194 2021-04-10 03:10:40,818 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.4589, top1-acc=85.67%, top5-acc=98.75%, remaining_time=0:00:06.783620, arrival_time=2021-04-10 03:10:47.601952, cost_time=0:00:22.120511 2021-04-10 03:10:42,282 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.32ms, fps=1749 images/s, loss=0.4616, top1-acc=85.62%, top5-acc=98.75%, remaining_time=0:00:05.306652, arrival_time=2021-04-10 03:10:47.589497, cost_time=0:00:23.585138 2021-04-10 03:10:43,745 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.59ms, fps=1751 images/s, loss=0.4616, top1-acc=85.60%, top5-acc=98.74%, remaining_time=0:00:03.830840, arrival_time=2021-04-10 03:10:47.576422, cost_time=0:00:25.047833 2021-04-10 03:10:45,209 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.89ms, fps=1749 images/s, loss=0.4621, top1-acc=85.62%, top5-acc=98.72%, remaining_time=0:00:02.356624, arrival_time=2021-04-10 03:10:47.566372, cost_time=0:00:26.511934 2021-04-10 03:10:46,668 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.26ms, fps=1755 images/s, loss=0.4615, top1-acc=85.61%, top5-acc=98.74%, remaining_time=0:00:00.883296, arrival_time=2021-04-10 03:10:47.551960, cost_time=0:00:27.970961 2021-04-10 03:10:47,462 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.40ms, fps=1714 images/s, loss=0.4622, top1-acc=85.60%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:47.462596, cost_time=0:00:28.764919 2021-04-10 03:10:48,022 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.20ms, fps=4584 images/s, loss=0.8989, top1-acc=73.83%, top5-acc=96.13%, remaining_time=0:00:01.675410, arrival_time=2021-04-10 03:10:49.697533, cost_time=0:00:00.558467 2021-04-10 03:10:48,502 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.36ms, fps=5334 images/s, loss=0.9109, top1-acc=74.02%, top5-acc=95.88%, remaining_time=0:00:01.038760, arrival_time=2021-04-10 03:10:49.541298, cost_time=0:00:01.038765 2021-04-10 03:10:48,986 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.45ms, fps=5302 images/s, loss=0.9294, top1-acc=73.42%, top5-acc=95.69%, remaining_time=0:00:00.507390, arrival_time=2021-04-10 03:10:49.493284, cost_time=0:00:01.522165 2021-04-10 03:10:49,424 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.07ms, fps=5297 images/s, loss=0.9224, top1-acc=73.70%, top5-acc=95.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:49.424387, cost_time=0:00:01.960759 2021-04-10 03:10:50,509 INFO : Epoch=0013 complete, best val top1-acc=78.29%, top5-acc=98.07% (epoch=12), remaining_time=1:41:21.968178, arrival_time=2021-04-10 04:52:12.477151, cost_time=0:07:02.810625 2021-04-10 03:10:50,509 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 03:10:52,144 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=0.27ms, fps=1566 images/s, loss=0.4460, top1-acc=85.55%, top5-acc=98.75%, remaining_time=0:00:30.397980, arrival_time=2021-04-10 03:11:22.542046, cost_time=0:00:01.634297 2021-04-10 03:10:53,606 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.12ms, fps=1752 images/s, loss=0.4493, top1-acc=85.35%, top5-acc=98.79%, remaining_time=0:00:27.248496, arrival_time=2021-04-10 03:11:20.854730, cost_time=0:00:03.096417 2021-04-10 03:10:55,067 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=2.04ms, fps=1753 images/s, loss=0.4447, top1-acc=85.70%, top5-acc=98.87%, remaining_time=0:00:25.216396, arrival_time=2021-04-10 03:11:20.283395, cost_time=0:00:04.557189 2021-04-10 03:10:56,531 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=0.4391, top1-acc=86.06%, top5-acc=98.88%, remaining_time=0:00:23.484864, arrival_time=2021-04-10 03:11:20.016418, cost_time=0:00:06.021774 2021-04-10 03:10:58,006 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.34ms, fps=1736 images/s, loss=0.4381, top1-acc=86.12%, top5-acc=98.89%, remaining_time=0:00:21.890656, arrival_time=2021-04-10 03:11:19.897307, cost_time=0:00:07.496816 2021-04-10 03:10:59,468 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.4378, top1-acc=86.21%, top5-acc=98.92%, remaining_time=0:00:20.307520, arrival_time=2021-04-10 03:11:19.776421, cost_time=0:00:08.959202 2021-04-10 03:11:00,932 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.66ms, fps=1749 images/s, loss=0.4342, top1-acc=86.32%, top5-acc=98.92%, remaining_time=0:00:18.761148, arrival_time=2021-04-10 03:11:19.693805, cost_time=0:00:10.422888 2021-04-10 03:11:02,394 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.60ms, fps=1752 images/s, loss=0.4390, top1-acc=86.18%, top5-acc=98.86%, remaining_time=0:00:17.232264, arrival_time=2021-04-10 03:11:19.626268, cost_time=0:00:11.884292 2021-04-10 03:11:03,875 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=2.21ms, fps=1729 images/s, loss=0.4396, top1-acc=86.22%, top5-acc=98.85%, remaining_time=0:00:15.741212, arrival_time=2021-04-10 03:11:19.616151, cost_time=0:00:13.365137 2021-04-10 03:11:05,333 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.4405, top1-acc=86.19%, top5-acc=98.84%, remaining_time=0:00:14.231040, arrival_time=2021-04-10 03:11:19.564856, cost_time=0:00:14.824046 2021-04-10 03:11:06,797 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.4407, top1-acc=86.12%, top5-acc=98.83%, remaining_time=0:00:12.734020, arrival_time=2021-04-10 03:11:19.531434, cost_time=0:00:16.287720 2021-04-10 03:11:08,267 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.63ms, fps=1742 images/s, loss=0.4438, top1-acc=86.02%, top5-acc=98.83%, remaining_time=0:00:11.246556, arrival_time=2021-04-10 03:11:19.514093, cost_time=0:00:17.757711 2021-04-10 03:11:09,727 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.4459, top1-acc=85.98%, top5-acc=98.82%, remaining_time=0:00:09.756846, arrival_time=2021-04-10 03:11:19.484541, cost_time=0:00:19.217988 2021-04-10 03:11:11,187 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.80ms, fps=1754 images/s, loss=0.4462, top1-acc=86.00%, top5-acc=98.81%, remaining_time=0:00:08.270976, arrival_time=2021-04-10 03:11:19.458158, cost_time=0:00:20.677483 2021-04-10 03:11:12,645 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.4457, top1-acc=86.00%, top5-acc=98.80%, remaining_time=0:00:06.788220, arrival_time=2021-04-10 03:11:19.433524, cost_time=0:00:22.135555 2021-04-10 03:11:14,103 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.4450, top1-acc=86.00%, top5-acc=98.81%, remaining_time=0:00:05.308560, arrival_time=2021-04-10 03:11:19.411868, cost_time=0:00:23.593584 2021-04-10 03:11:15,566 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=2.01ms, fps=1750 images/s, loss=0.4472, top1-acc=85.94%, top5-acc=98.82%, remaining_time=0:00:03.832244, arrival_time=2021-04-10 03:11:19.398941, cost_time=0:00:25.056996 2021-04-10 03:11:17,025 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.4482, top1-acc=85.91%, top5-acc=98.83%, remaining_time=0:00:02.356976, arrival_time=2021-04-10 03:11:19.382610, cost_time=0:00:26.515936 2021-04-10 03:11:18,487 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.4490, top1-acc=85.87%, top5-acc=98.83%, remaining_time=0:00:00.883506, arrival_time=2021-04-10 03:11:19.370972, cost_time=0:00:27.977703 2021-04-10 03:11:19,282 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.37ms, fps=1711 images/s, loss=0.4521, top1-acc=85.80%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:19.282793, cost_time=0:00:28.773092 2021-04-10 03:11:19,873 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.92ms, fps=4343 images/s, loss=0.8802, top1-acc=72.34%, top5-acc=97.70%, remaining_time=0:00:01.768140, arrival_time=2021-04-10 03:11:21.641408, cost_time=0:00:00.589379 2021-04-10 03:11:20,353 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.77ms, fps=5335 images/s, loss=0.8408, top1-acc=74.08%, top5-acc=97.44%, remaining_time=0:00:01.069600, arrival_time=2021-04-10 03:11:21.423123, cost_time=0:00:01.069598 2021-04-10 03:11:20,832 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.39ms, fps=5346 images/s, loss=0.8342, top1-acc=74.36%, top5-acc=97.47%, remaining_time=0:00:00.516310, arrival_time=2021-04-10 03:11:21.349152, cost_time=0:00:01.548916 2021-04-10 03:11:21,271 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=5293 images/s, loss=0.8238, top1-acc=74.77%, top5-acc=97.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:21.271543, cost_time=0:00:01.987683 2021-04-10 03:11:22,866 INFO : Epoch=0014 complete, best val top1-acc=78.29%, top5-acc=98.07% (epoch=12), remaining_time=1:40:47.236836, arrival_time=2021-04-10 04:52:10.103601, cost_time=0:07:35.168364 2021-04-10 03:11:22,867 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 03:11:24,533 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.40ms, fps=1537 images/s, loss=0.4934, top1-acc=84.61%, top5-acc=98.52%, remaining_time=0:00:30.983880, arrival_time=2021-04-10 03:11:55.517671, cost_time=0:00:01.665796 2021-04-10 03:11:25,992 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.4633, top1-acc=85.53%, top5-acc=98.75%, remaining_time=0:00:27.490848, arrival_time=2021-04-10 03:11:53.482963, cost_time=0:00:03.123968 2021-04-10 03:11:27,455 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.4442, top1-acc=85.95%, top5-acc=98.80%, remaining_time=0:00:25.385384, arrival_time=2021-04-10 03:11:52.841124, cost_time=0:00:04.587726 2021-04-10 03:11:28,917 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.4428, top1-acc=85.95%, top5-acc=98.74%, remaining_time=0:00:23.594064, arrival_time=2021-04-10 03:11:52.511815, cost_time=0:00:06.049756 2021-04-10 03:11:30,381 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=2.02ms, fps=1750 images/s, loss=0.4399, top1-acc=86.02%, top5-acc=98.83%, remaining_time=0:00:21.937814, arrival_time=2021-04-10 03:11:52.318797, cost_time=0:00:07.512937 2021-04-10 03:11:31,842 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.72ms, fps=1752 images/s, loss=0.4314, top1-acc=86.38%, top5-acc=98.89%, remaining_time=0:00:20.343152, arrival_time=2021-04-10 03:11:52.186070, cost_time=0:00:08.974941 2021-04-10 03:11:33,301 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.04ms, fps=1756 images/s, loss=0.4321, top1-acc=86.40%, top5-acc=98.89%, remaining_time=0:00:18.780048, arrival_time=2021-04-10 03:11:52.081360, cost_time=0:00:10.433368 2021-04-10 03:11:34,764 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.88ms, fps=1751 images/s, loss=0.4335, top1-acc=86.45%, top5-acc=98.89%, remaining_time=0:00:17.249432, arrival_time=2021-04-10 03:11:52.013652, cost_time=0:00:11.896189 2021-04-10 03:11:36,228 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.78ms, fps=1750 images/s, loss=0.4375, top1-acc=86.34%, top5-acc=98.83%, remaining_time=0:00:15.735170, arrival_time=2021-04-10 03:11:51.963301, cost_time=0:00:13.360053 2021-04-10 03:11:37,687 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.97ms, fps=1756 images/s, loss=0.4412, top1-acc=86.22%, top5-acc=98.84%, remaining_time=0:00:14.226144, arrival_time=2021-04-10 03:11:51.913088, cost_time=0:00:14.818919 2021-04-10 03:11:39,144 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.29ms, fps=1757 images/s, loss=0.4412, top1-acc=86.23%, top5-acc=98.80%, remaining_time=0:00:12.725506, arrival_time=2021-04-10 03:11:51.870262, cost_time=0:00:16.276830 2021-04-10 03:11:40,610 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.49ms, fps=1747 images/s, loss=0.4387, top1-acc=86.30%, top5-acc=98.82%, remaining_time=0:00:11.236828, arrival_time=2021-04-10 03:11:51.847279, cost_time=0:00:17.742392 2021-04-10 03:11:42,075 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.57ms, fps=1748 images/s, loss=0.4427, top1-acc=86.21%, top5-acc=98.80%, remaining_time=0:00:09.751566, arrival_time=2021-04-10 03:11:51.827166, cost_time=0:00:19.207580 2021-04-10 03:11:43,536 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=0.4431, top1-acc=86.21%, top5-acc=98.81%, remaining_time=0:00:08.267280, arrival_time=2021-04-10 03:11:51.803417, cost_time=0:00:20.668213 2021-04-10 03:11:44,997 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.4411, top1-acc=86.32%, top5-acc=98.82%, remaining_time=0:00:06.786288, arrival_time=2021-04-10 03:11:51.783495, cost_time=0:00:22.129211 2021-04-10 03:11:46,464 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.81ms, fps=1745 images/s, loss=0.4420, top1-acc=86.27%, top5-acc=98.82%, remaining_time=0:00:05.309208, arrival_time=2021-04-10 03:11:51.773669, cost_time=0:00:23.596474 2021-04-10 03:11:47,935 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.59ms, fps=1741 images/s, loss=0.4438, top1-acc=86.25%, top5-acc=98.81%, remaining_time=0:00:03.833856, arrival_time=2021-04-10 03:11:51.769422, cost_time=0:00:25.067479 2021-04-10 03:11:49,395 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.4419, top1-acc=86.35%, top5-acc=98.82%, remaining_time=0:00:02.358000, arrival_time=2021-04-10 03:11:51.753475, cost_time=0:00:26.527543 2021-04-10 03:11:50,854 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.4415, top1-acc=86.37%, top5-acc=98.82%, remaining_time=0:00:00.883782, arrival_time=2021-04-10 03:11:51.738216, cost_time=0:00:27.986514 2021-04-10 03:11:51,650 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.89ms, fps=1709 images/s, loss=0.4410, top1-acc=86.37%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:51.650911, cost_time=0:00:28.782924 2021-04-10 03:11:52,231 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=2.34ms, fps=4417 images/s, loss=0.6451, top1-acc=80.70%, top5-acc=98.01%, remaining_time=0:00:01.738860, arrival_time=2021-04-10 03:11:53.970591, cost_time=0:00:00.579622 2021-04-10 03:11:52,707 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.54ms, fps=5391 images/s, loss=0.6140, top1-acc=81.50%, top5-acc=98.18%, remaining_time=0:00:01.054960, arrival_time=2021-04-10 03:11:53.762012, cost_time=0:00:01.054961 2021-04-10 03:11:53,187 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.76ms, fps=5334 images/s, loss=0.6185, top1-acc=81.46%, top5-acc=98.19%, remaining_time=0:00:00.511770, arrival_time=2021-04-10 03:11:53.699160, cost_time=0:00:01.535305 2021-04-10 03:11:53,623 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.08ms, fps=5324 images/s, loss=0.6205, top1-acc=81.30%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:53.623490, cost_time=0:00:01.971432 2021-04-10 03:11:55,781 INFO : Epoch=0015 complete, best val top1-acc=81.30%, top5-acc=98.32% (epoch=15), remaining_time=1:40:19.686140, arrival_time=2021-04-10 04:52:15.467168, cost_time=0:08:08.082655 2021-04-10 03:11:55,781 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 03:11:57,438 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.49ms, fps=1546 images/s, loss=0.4544, top1-acc=85.62%, top5-acc=98.83%, remaining_time=0:00:30.806994, arrival_time=2021-04-10 03:12:28.245476, cost_time=0:00:01.656292 2021-04-10 03:11:58,901 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.79ms, fps=1750 images/s, loss=0.4238, top1-acc=86.66%, top5-acc=98.91%, remaining_time=0:00:27.453360, arrival_time=2021-04-10 03:12:26.355197, cost_time=0:00:03.119692 2021-04-10 03:12:00,360 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.82ms, fps=1756 images/s, loss=0.4106, top1-acc=86.99%, top5-acc=98.95%, remaining_time=0:00:25.331434, arrival_time=2021-04-10 03:12:25.691501, cost_time=0:00:04.577974 2021-04-10 03:12:01,825 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=0.4052, top1-acc=87.20%, top5-acc=98.98%, remaining_time=0:00:23.569104, arrival_time=2021-04-10 03:12:25.394546, cost_time=0:00:06.043374 2021-04-10 03:12:03,281 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.28ms, fps=1759 images/s, loss=0.4025, top1-acc=87.20%, top5-acc=99.05%, remaining_time=0:00:21.898832, arrival_time=2021-04-10 03:12:25.180608, cost_time=0:00:07.499606 2021-04-10 03:12:04,743 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.4052, top1-acc=87.19%, top5-acc=99.11%, remaining_time=0:00:20.312960, arrival_time=2021-04-10 03:12:25.056749, cost_time=0:00:08.961591 2021-04-10 03:12:06,201 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.4122, top1-acc=86.95%, top5-acc=99.05%, remaining_time=0:00:18.755604, arrival_time=2021-04-10 03:12:24.957423, cost_time=0:00:10.419776 2021-04-10 03:12:07,670 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.4086, top1-acc=87.09%, top5-acc=99.03%, remaining_time=0:00:17.238064, arrival_time=2021-04-10 03:12:24.908464, cost_time=0:00:11.888285 2021-04-10 03:12:09,130 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.4129, top1-acc=86.98%, top5-acc=99.01%, remaining_time=0:00:15.721602, arrival_time=2021-04-10 03:12:24.852231, cost_time=0:00:13.348524 2021-04-10 03:12:10,592 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.33ms, fps=1752 images/s, loss=0.4147, top1-acc=86.87%, top5-acc=99.04%, remaining_time=0:00:14.217792, arrival_time=2021-04-10 03:12:24.810062, cost_time=0:00:14.810166 2021-04-10 03:12:12,053 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.4168, top1-acc=86.84%, top5-acc=99.03%, remaining_time=0:00:12.720948, arrival_time=2021-04-10 03:12:24.774091, cost_time=0:00:16.271028 2021-04-10 03:12:13,553 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.94ms, fps=1707 images/s, loss=0.4171, top1-acc=86.86%, top5-acc=99.04%, remaining_time=0:00:11.255068, arrival_time=2021-04-10 03:12:24.808338, cost_time=0:00:17.771159 2021-04-10 03:12:15,014 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.80ms, fps=1752 images/s, loss=0.4213, top1-acc=86.76%, top5-acc=99.01%, remaining_time=0:00:09.764370, arrival_time=2021-04-10 03:12:24.779270, cost_time=0:00:19.232792 2021-04-10 03:12:16,483 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.31ms, fps=1744 images/s, loss=0.4207, top1-acc=86.78%, top5-acc=99.02%, remaining_time=0:00:08.280608, arrival_time=2021-04-10 03:12:24.764256, cost_time=0:00:20.701528 2021-04-10 03:12:17,945 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.4208, top1-acc=86.79%, top5-acc=99.00%, remaining_time=0:00:06.796638, arrival_time=2021-04-10 03:12:24.741692, cost_time=0:00:22.162945 2021-04-10 03:12:19,411 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.83ms, fps=1746 images/s, loss=0.4220, top1-acc=86.72%, top5-acc=98.99%, remaining_time=0:00:05.316624, arrival_time=2021-04-10 03:12:24.728217, cost_time=0:00:23.629495 2021-04-10 03:12:20,882 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.95ms, fps=1741 images/s, loss=0.4213, top1-acc=86.75%, top5-acc=99.00%, remaining_time=0:00:03.838874, arrival_time=2021-04-10 03:12:24.721307, cost_time=0:00:25.100307 2021-04-10 03:12:22,344 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.65ms, fps=1752 images/s, loss=0.4210, top1-acc=86.78%, top5-acc=98.98%, remaining_time=0:00:02.361072, arrival_time=2021-04-10 03:12:24.705197, cost_time=0:00:26.562018 2021-04-10 03:12:23,805 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.4205, top1-acc=86.83%, top5-acc=98.98%, remaining_time=0:00:00.884946, arrival_time=2021-04-10 03:12:24.690276, cost_time=0:00:28.023282 2021-04-10 03:12:24,598 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.25ms, fps=1715 images/s, loss=0.4218, top1-acc=86.83%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:24.598602, cost_time=0:00:28.816474 2021-04-10 03:12:25,182 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.19ms, fps=4397 images/s, loss=0.8560, top1-acc=74.22%, top5-acc=95.90%, remaining_time=0:00:01.746600, arrival_time=2021-04-10 03:12:26.928619, cost_time=0:00:00.582203 2021-04-10 03:12:25,661 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.32ms, fps=5340 images/s, loss=0.8252, top1-acc=75.12%, top5-acc=96.27%, remaining_time=0:00:01.061960, arrival_time=2021-04-10 03:12:26.723784, cost_time=0:00:01.061967 2021-04-10 03:12:26,148 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.33ms, fps=5269 images/s, loss=0.8335, top1-acc=74.80%, top5-acc=95.99%, remaining_time=0:00:00.516110, arrival_time=2021-04-10 03:12:26.664234, cost_time=0:00:01.548323 2021-04-10 03:12:26,584 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.08ms, fps=5317 images/s, loss=0.8322, top1-acc=74.85%, top5-acc=95.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:26.584810, cost_time=0:00:01.985026 2021-04-10 03:12:27,607 INFO : Epoch=0016 complete, best val top1-acc=81.30%, top5-acc=98.32% (epoch=15), remaining_time=1:39:38.957272, arrival_time=2021-04-10 04:52:06.564941, cost_time=0:08:39.909328 2021-04-10 03:12:27,608 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 03:12:29,268 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.83ms, fps=1542 images/s, loss=0.4477, top1-acc=86.02%, top5-acc=98.87%, remaining_time=0:00:30.881580, arrival_time=2021-04-10 03:13:00.150424, cost_time=0:00:01.660298 2021-04-10 03:12:30,734 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.79ms, fps=1748 images/s, loss=0.4326, top1-acc=86.43%, top5-acc=98.93%, remaining_time=0:00:27.507920, arrival_time=2021-04-10 03:12:58.242286, cost_time=0:00:03.125906 2021-04-10 03:12:32,191 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.4266, top1-acc=86.86%, top5-acc=98.96%, remaining_time=0:00:25.360650, arrival_time=2021-04-10 03:12:57.552344, cost_time=0:00:04.583255 2021-04-10 03:12:33,647 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.31ms, fps=1760 images/s, loss=0.4196, top1-acc=86.87%, top5-acc=99.04%, remaining_time=0:00:23.550384, arrival_time=2021-04-10 03:12:57.197421, cost_time=0:00:06.038570 2021-04-10 03:12:35,107 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.81ms, fps=1754 images/s, loss=0.4251, top1-acc=86.80%, top5-acc=98.99%, remaining_time=0:00:21.896788, arrival_time=2021-04-10 03:12:57.004270, cost_time=0:00:07.498897 2021-04-10 03:12:36,576 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.91ms, fps=1743 images/s, loss=0.4198, top1-acc=87.00%, top5-acc=98.99%, remaining_time=0:00:20.328056, arrival_time=2021-04-10 03:12:56.904734, cost_time=0:00:08.968268 2021-04-10 03:12:38,035 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.60ms, fps=1756 images/s, loss=0.4156, top1-acc=87.11%, top5-acc=99.02%, remaining_time=0:00:18.768708, arrival_time=2021-04-10 03:12:56.804205, cost_time=0:00:10.427039 2021-04-10 03:12:39,495 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.28ms, fps=1754 images/s, loss=0.4170, top1-acc=87.00%, top5-acc=99.02%, remaining_time=0:00:17.236092, arrival_time=2021-04-10 03:12:56.731415, cost_time=0:00:11.886952 2021-04-10 03:12:40,961 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=2.03ms, fps=1747 images/s, loss=0.4185, top1-acc=86.91%, top5-acc=99.03%, remaining_time=0:00:15.726584, arrival_time=2021-04-10 03:12:56.687810, cost_time=0:00:13.352785 2021-04-10 03:12:42,420 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.4191, top1-acc=86.81%, top5-acc=99.02%, remaining_time=0:00:14.219424, arrival_time=2021-04-10 03:12:56.639703, cost_time=0:00:14.811860 2021-04-10 03:12:43,881 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.99ms, fps=1752 images/s, loss=0.4213, top1-acc=86.70%, top5-acc=99.03%, remaining_time=0:00:12.722840, arrival_time=2021-04-10 03:12:56.604683, cost_time=0:00:16.273384 2021-04-10 03:12:45,343 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.85ms, fps=1752 images/s, loss=0.4193, top1-acc=86.74%, top5-acc=99.03%, remaining_time=0:00:11.232116, arrival_time=2021-04-10 03:12:56.575410, cost_time=0:00:17.734875 2021-04-10 03:12:46,815 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.36ms, fps=1740 images/s, loss=0.4157, top1-acc=86.84%, top5-acc=99.04%, remaining_time=0:00:09.751038, arrival_time=2021-04-10 03:12:56.566190, cost_time=0:00:19.206584 2021-04-10 03:12:48,278 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.4154, top1-acc=86.89%, top5-acc=99.01%, remaining_time=0:00:08.267952, arrival_time=2021-04-10 03:12:56.546262, cost_time=0:00:20.669919 2021-04-10 03:12:49,740 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=0.4169, top1-acc=86.87%, top5-acc=99.01%, remaining_time=0:00:06.787208, arrival_time=2021-04-10 03:12:56.527828, cost_time=0:00:22.132197 2021-04-10 03:12:51,199 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=0.4145, top1-acc=86.97%, top5-acc=99.01%, remaining_time=0:00:05.308092, arrival_time=2021-04-10 03:12:56.507972, cost_time=0:00:23.591508 2021-04-10 03:12:52,661 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.4135, top1-acc=86.99%, top5-acc=99.02%, remaining_time=0:00:03.831594, arrival_time=2021-04-10 03:12:56.492897, cost_time=0:00:25.052765 2021-04-10 03:12:54,124 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.76ms, fps=1751 images/s, loss=0.4145, top1-acc=86.96%, top5-acc=99.02%, remaining_time=0:00:02.356960, arrival_time=2021-04-10 03:12:56.481210, cost_time=0:00:26.515880 2021-04-10 03:12:55,582 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.4146, top1-acc=86.97%, top5-acc=99.01%, remaining_time=0:00:00.883398, arrival_time=2021-04-10 03:12:56.465982, cost_time=0:00:27.974214 2021-04-10 03:12:56,375 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.21ms, fps=1717 images/s, loss=0.4150, top1-acc=86.95%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:56.375080, cost_time=0:00:28.766713 2021-04-10 03:12:56,967 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.30ms, fps=4333 images/s, loss=0.5971, top1-acc=80.47%, top5-acc=98.36%, remaining_time=0:00:01.772250, arrival_time=2021-04-10 03:12:58.739244, cost_time=0:00:00.590752 2021-04-10 03:12:57,454 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.81ms, fps=5262 images/s, loss=0.6011, top1-acc=80.70%, top5-acc=98.11%, remaining_time=0:00:01.077840, arrival_time=2021-04-10 03:12:58.531816, cost_time=0:00:01.077835 2021-04-10 03:12:57,940 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.60ms, fps=5264 images/s, loss=0.6097, top1-acc=80.44%, top5-acc=98.12%, remaining_time=0:00:00.521510, arrival_time=2021-04-10 03:12:58.462246, cost_time=0:00:01.564522 2021-04-10 03:12:58,378 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.07ms, fps=5304 images/s, loss=0.6221, top1-acc=80.13%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:58.378647, cost_time=0:00:02.002526 2021-04-10 03:13:00,075 INFO : Epoch=0017 complete, best val top1-acc=81.30%, top5-acc=98.32% (epoch=15), remaining_time=1:39:06.173799, arrival_time=2021-04-10 04:52:06.248956, cost_time=0:09:12.376799 2021-04-10 03:13:00,075 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 03:13:01,799 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.42ms, fps=1486 images/s, loss=0.4078, top1-acc=87.42%, top5-acc=99.34%, remaining_time=0:00:32.047986, arrival_time=2021-04-10 03:13:33.846924, cost_time=0:00:01.723012 2021-04-10 03:13:03,261 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.3826, top1-acc=88.07%, top5-acc=99.30%, remaining_time=0:00:28.033984, arrival_time=2021-04-10 03:13:31.295645, cost_time=0:00:03.185685 2021-04-10 03:13:04,716 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.60ms, fps=1761 images/s, loss=0.3947, top1-acc=87.79%, top5-acc=99.06%, remaining_time=0:00:25.677212, arrival_time=2021-04-10 03:13:30.393609, cost_time=0:00:04.640470 2021-04-10 03:13:06,179 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.31ms, fps=1751 images/s, loss=0.3986, top1-acc=87.48%, top5-acc=99.05%, remaining_time=0:00:23.802636, arrival_time=2021-04-10 03:13:29.981884, cost_time=0:00:06.103254 2021-04-10 03:13:07,636 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.4041, top1-acc=87.29%, top5-acc=99.02%, remaining_time=0:00:22.076368, arrival_time=2021-04-10 03:13:29.712708, cost_time=0:00:07.560402 2021-04-10 03:13:09,094 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.3971, top1-acc=87.49%, top5-acc=99.00%, remaining_time=0:00:20.441344, arrival_time=2021-04-10 03:13:29.535627, cost_time=0:00:09.018212 2021-04-10 03:13:10,576 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=4.33ms, fps=1729 images/s, loss=0.3973, top1-acc=87.43%, top5-acc=99.04%, remaining_time=0:00:18.900126, arrival_time=2021-04-10 03:13:29.476072, cost_time=0:00:10.500053 2021-04-10 03:13:12,031 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.4015, top1-acc=87.33%, top5-acc=99.04%, remaining_time=0:00:17.335736, arrival_time=2021-04-10 03:13:29.367380, cost_time=0:00:11.955680 2021-04-10 03:13:13,499 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=2.28ms, fps=1745 images/s, loss=0.4013, top1-acc=87.30%, top5-acc=99.08%, remaining_time=0:00:15.810112, arrival_time=2021-04-10 03:13:29.309714, cost_time=0:00:13.423667 2021-04-10 03:13:14,961 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.79ms, fps=1752 images/s, loss=0.3997, top1-acc=87.34%, top5-acc=99.09%, remaining_time=0:00:14.289696, arrival_time=2021-04-10 03:13:29.250727, cost_time=0:00:14.885091 2021-04-10 03:13:16,424 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.49ms, fps=1750 images/s, loss=0.4041, top1-acc=87.27%, top5-acc=99.07%, remaining_time=0:00:12.781578, arrival_time=2021-04-10 03:13:29.206013, cost_time=0:00:16.348502 2021-04-10 03:13:17,884 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.98ms, fps=1754 images/s, loss=0.4023, top1-acc=87.30%, top5-acc=99.08%, remaining_time=0:00:11.278628, arrival_time=2021-04-10 03:13:29.162874, cost_time=0:00:17.808310 2021-04-10 03:13:19,350 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.83ms, fps=1747 images/s, loss=0.4025, top1-acc=87.32%, top5-acc=99.06%, remaining_time=0:00:09.785292, arrival_time=2021-04-10 03:13:29.135289, cost_time=0:00:19.274041 2021-04-10 03:13:20,808 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.4036, top1-acc=87.29%, top5-acc=99.03%, remaining_time=0:00:08.293152, arrival_time=2021-04-10 03:13:29.101952, cost_time=0:00:20.732928 2021-04-10 03:13:22,266 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.25ms, fps=1757 images/s, loss=0.4037, top1-acc=87.32%, top5-acc=99.04%, remaining_time=0:00:06.805148, arrival_time=2021-04-10 03:13:29.071765, cost_time=0:00:22.190691 2021-04-10 03:13:23,726 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.4052, top1-acc=87.28%, top5-acc=99.03%, remaining_time=0:00:05.321304, arrival_time=2021-04-10 03:13:29.047431, cost_time=0:00:23.650263 2021-04-10 03:13:25,184 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.4061, top1-acc=87.22%, top5-acc=99.02%, remaining_time=0:00:03.840096, arrival_time=2021-04-10 03:13:29.024379, cost_time=0:00:25.108355 2021-04-10 03:13:26,642 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.4066, top1-acc=87.26%, top5-acc=99.02%, remaining_time=0:00:02.361520, arrival_time=2021-04-10 03:13:29.004451, cost_time=0:00:26.567066 2021-04-10 03:13:28,112 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.65ms, fps=1742 images/s, loss=0.4061, top1-acc=87.23%, top5-acc=99.03%, remaining_time=0:00:00.885378, arrival_time=2021-04-10 03:13:28.998209, cost_time=0:00:28.036907 2021-04-10 03:13:28,911 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.32ms, fps=1704 images/s, loss=0.4064, top1-acc=87.22%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:28.911608, cost_time=0:00:28.835680 2021-04-10 03:13:29,473 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.90ms, fps=4569 images/s, loss=0.6685, top1-acc=79.80%, top5-acc=97.11%, remaining_time=0:00:01.680960, arrival_time=2021-04-10 03:13:31.154117, cost_time=0:00:00.560325 2021-04-10 03:13:29,953 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.41ms, fps=5334 images/s, loss=0.6796, top1-acc=79.18%, top5-acc=97.17%, remaining_time=0:00:01.040720, arrival_time=2021-04-10 03:13:30.994294, cost_time=0:00:01.040718 2021-04-10 03:13:30,430 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.27ms, fps=5372 images/s, loss=0.6887, top1-acc=79.32%, top5-acc=96.93%, remaining_time=0:00:00.505940, arrival_time=2021-04-10 03:13:30.936548, cost_time=0:00:01.517821 2021-04-10 03:13:30,866 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=5327 images/s, loss=0.6785, top1-acc=79.56%, top5-acc=97.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:30.866516, cost_time=0:00:01.953677 2021-04-10 03:13:31,990 INFO : Epoch=0018 complete, best val top1-acc=81.30%, top5-acc=98.32% (epoch=15), remaining_time=1:38:27.843032, arrival_time=2021-04-10 04:51:59.833533, cost_time=0:09:44.292161 2021-04-10 03:13:31,991 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 03:13:33,655 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.38ms, fps=1538 images/s, loss=0.3921, top1-acc=88.28%, top5-acc=98.79%, remaining_time=0:00:30.950400, arrival_time=2021-04-10 03:14:04.605676, cost_time=0:00:01.664004 2021-04-10 03:13:35,113 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.3914, top1-acc=88.11%, top5-acc=99.00%, remaining_time=0:00:27.470432, arrival_time=2021-04-10 03:14:02.583410, cost_time=0:00:03.121649 2021-04-10 03:13:36,600 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.35ms, fps=1722 images/s, loss=0.3938, top1-acc=87.89%, top5-acc=99.02%, remaining_time=0:00:25.504738, arrival_time=2021-04-10 03:14:02.105299, cost_time=0:00:04.609279 2021-04-10 03:13:38,068 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.55ms, fps=1745 images/s, loss=0.3896, top1-acc=87.95%, top5-acc=99.08%, remaining_time=0:00:23.699520, arrival_time=2021-04-10 03:14:01.767605, cost_time=0:00:06.076791 2021-04-10 03:13:39,546 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.90ms, fps=1732 images/s, loss=0.3916, top1-acc=87.93%, top5-acc=99.03%, remaining_time=0:00:22.061184, arrival_time=2021-04-10 03:14:01.607657, cost_time=0:00:07.555213 2021-04-10 03:13:41,007 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.3872, top1-acc=88.04%, top5-acc=99.07%, remaining_time=0:00:20.435632, arrival_time=2021-04-10 03:14:01.442602, cost_time=0:00:09.015700 2021-04-10 03:13:42,473 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=2.28ms, fps=1747 images/s, loss=0.3829, top1-acc=88.06%, top5-acc=99.10%, remaining_time=0:00:18.867492, arrival_time=2021-04-10 03:14:01.340683, cost_time=0:00:10.481920 2021-04-10 03:13:43,932 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.84ms, fps=1755 images/s, loss=0.3861, top1-acc=87.99%, top5-acc=99.07%, remaining_time=0:00:17.314740, arrival_time=2021-04-10 03:14:01.247208, cost_time=0:00:11.941223 2021-04-10 03:13:45,386 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.32ms, fps=1761 images/s, loss=0.3836, top1-acc=88.08%, top5-acc=99.08%, remaining_time=0:00:15.776616, arrival_time=2021-04-10 03:14:01.163038, cost_time=0:00:13.395205 2021-04-10 03:13:46,848 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.62ms, fps=1751 images/s, loss=0.3872, top1-acc=87.91%, top5-acc=99.08%, remaining_time=0:00:14.263104, arrival_time=2021-04-10 03:14:01.111760, cost_time=0:00:14.857371 2021-04-10 03:13:48,306 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=2.19ms, fps=1756 images/s, loss=0.3897, top1-acc=87.84%, top5-acc=99.07%, remaining_time=0:00:12.755778, arrival_time=2021-04-10 03:14:01.062561, cost_time=0:00:16.315538 2021-04-10 03:13:49,766 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.3953, top1-acc=87.68%, top5-acc=99.04%, remaining_time=0:00:11.257804, arrival_time=2021-04-10 03:14:01.024578, cost_time=0:00:17.775502 2021-04-10 03:13:51,227 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.3940, top1-acc=87.72%, top5-acc=99.06%, remaining_time=0:00:09.765954, arrival_time=2021-04-10 03:14:00.993134, cost_time=0:00:19.235983 2021-04-10 03:13:52,684 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.3945, top1-acc=87.72%, top5-acc=99.06%, remaining_time=0:00:08.277080, arrival_time=2021-04-10 03:14:00.961102, cost_time=0:00:20.692642 2021-04-10 03:13:54,144 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=0.3927, top1-acc=87.78%, top5-acc=99.07%, remaining_time=0:00:06.793786, arrival_time=2021-04-10 03:14:00.938589, cost_time=0:00:22.153606 2021-04-10 03:13:55,607 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.33ms, fps=1751 images/s, loss=0.3927, top1-acc=87.83%, top5-acc=99.07%, remaining_time=0:00:05.313600, arrival_time=2021-04-10 03:14:00.920974, cost_time=0:00:23.616039 2021-04-10 03:13:57,067 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.3963, top1-acc=87.69%, top5-acc=99.06%, remaining_time=0:00:03.835208, arrival_time=2021-04-10 03:14:00.902793, cost_time=0:00:25.076361 2021-04-10 03:13:58,525 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.3970, top1-acc=87.68%, top5-acc=99.06%, remaining_time=0:00:02.358592, arrival_time=2021-04-10 03:14:00.883985, cost_time=0:00:26.534194 2021-04-10 03:13:59,983 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.3960, top1-acc=87.70%, top5-acc=99.06%, remaining_time=0:00:00.883956, arrival_time=2021-04-10 03:14:00.867192, cost_time=0:00:27.991990 2021-04-10 03:14:00,785 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.27ms, fps=1696 images/s, loss=0.3971, top1-acc=87.71%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:00.785815, cost_time=0:00:28.794504 2021-04-10 03:14:01,363 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.19ms, fps=4442 images/s, loss=0.6442, top1-acc=80.04%, top5-acc=97.73%, remaining_time=0:00:01.728990, arrival_time=2021-04-10 03:14:03.092776, cost_time=0:00:00.576326 2021-04-10 03:14:01,842 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.27ms, fps=5350 images/s, loss=0.6384, top1-acc=80.49%, top5-acc=98.03%, remaining_time=0:00:01.055240, arrival_time=2021-04-10 03:14:02.898048, cost_time=0:00:01.055237 2021-04-10 03:14:02,342 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.35ms, fps=5125 images/s, loss=0.6617, top1-acc=80.26%, top5-acc=97.80%, remaining_time=0:00:00.518490, arrival_time=2021-04-10 03:14:02.861380, cost_time=0:00:01.555465 2021-04-10 03:14:02,782 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.09ms, fps=5284 images/s, loss=0.6578, top1-acc=80.25%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:02.782304, cost_time=0:00:01.994844 2021-04-10 03:14:03,814 INFO : Epoch=0019 complete, best val top1-acc=81.30%, top5-acc=98.32% (epoch=15), remaining_time=1:37:49.313607, arrival_time=2021-04-10 04:51:53.127764, cost_time=0:10:16.115790 2021-04-10 03:14:03,814 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 03:14:05,494 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.48ms, fps=1524 images/s, loss=0.4889, top1-acc=85.31%, top5-acc=98.16%, remaining_time=0:00:31.242792, arrival_time=2021-04-10 03:14:36.737616, cost_time=0:00:01.679719 2021-04-10 03:14:06,952 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.4525, top1-acc=86.31%, top5-acc=98.50%, remaining_time=0:00:27.606656, arrival_time=2021-04-10 03:14:34.558888, cost_time=0:00:03.137110 2021-04-10 03:14:08,410 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.56ms, fps=1756 images/s, loss=0.4354, top1-acc=86.67%, top5-acc=98.78%, remaining_time=0:00:25.428876, arrival_time=2021-04-10 03:14:33.839584, cost_time=0:00:04.595594 2021-04-10 03:14:09,870 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.26ms, fps=1755 images/s, loss=0.4316, top1-acc=86.72%, top5-acc=98.88%, remaining_time=0:00:23.615124, arrival_time=2021-04-10 03:14:33.485395, cost_time=0:00:06.055154 2021-04-10 03:14:11,332 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.77ms, fps=1751 images/s, loss=0.4257, top1-acc=86.87%, top5-acc=98.83%, remaining_time=0:00:21.951684, arrival_time=2021-04-10 03:14:33.284524, cost_time=0:00:07.517725 2021-04-10 03:14:12,788 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.4164, top1-acc=87.07%, top5-acc=98.85%, remaining_time=0:00:20.338664, arrival_time=2021-04-10 03:14:33.126793, cost_time=0:00:08.972954 2021-04-10 03:14:14,273 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.21ms, fps=1724 images/s, loss=0.4169, top1-acc=87.01%, top5-acc=98.83%, remaining_time=0:00:18.825534, arrival_time=2021-04-10 03:14:33.099289, cost_time=0:00:10.458628 2021-04-10 03:14:15,734 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.91ms, fps=1753 images/s, loss=0.4080, top1-acc=87.33%, top5-acc=98.88%, remaining_time=0:00:17.283652, arrival_time=2021-04-10 03:14:33.018495, cost_time=0:00:11.919742 2021-04-10 03:14:17,193 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.33ms, fps=1755 images/s, loss=0.4051, top1-acc=87.47%, top5-acc=98.89%, remaining_time=0:00:15.757218, arrival_time=2021-04-10 03:14:32.951049, cost_time=0:00:13.378754 2021-04-10 03:14:18,650 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.4044, top1-acc=87.49%, top5-acc=98.91%, remaining_time=0:00:14.241888, arrival_time=2021-04-10 03:14:32.892397, cost_time=0:00:14.835322 2021-04-10 03:14:20,109 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.79ms, fps=1755 images/s, loss=0.4013, top1-acc=87.58%, top5-acc=98.94%, remaining_time=0:00:12.739524, arrival_time=2021-04-10 03:14:32.849390, cost_time=0:00:16.294792 2021-04-10 03:14:21,563 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.4004, top1-acc=87.58%, top5-acc=98.94%, remaining_time=0:00:11.240856, arrival_time=2021-04-10 03:14:32.804586, cost_time=0:00:17.748684 2021-04-10 03:14:23,025 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.4009, top1-acc=87.56%, top5-acc=98.94%, remaining_time=0:00:09.752820, arrival_time=2021-04-10 03:14:32.778076, cost_time=0:00:19.210107 2021-04-10 03:14:24,483 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.4030, top1-acc=87.52%, top5-acc=98.95%, remaining_time=0:00:08.267392, arrival_time=2021-04-10 03:14:32.750895, cost_time=0:00:20.668446 2021-04-10 03:14:25,943 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.98ms, fps=1754 images/s, loss=0.4026, top1-acc=87.52%, top5-acc=98.95%, remaining_time=0:00:06.786058, arrival_time=2021-04-10 03:14:32.729547, cost_time=0:00:22.128406 2021-04-10 03:14:27,412 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.98ms, fps=1744 images/s, loss=0.4027, top1-acc=87.56%, top5-acc=98.95%, remaining_time=0:00:05.309388, arrival_time=2021-04-10 03:14:32.721814, cost_time=0:00:23.597327 2021-04-10 03:14:28,874 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.4023, top1-acc=87.57%, top5-acc=98.96%, remaining_time=0:00:03.832556, arrival_time=2021-04-10 03:14:32.706601, cost_time=0:00:25.058978 2021-04-10 03:14:30,336 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.4022, top1-acc=87.59%, top5-acc=98.96%, remaining_time=0:00:02.357472, arrival_time=2021-04-10 03:14:32.694162, cost_time=0:00:26.521634 2021-04-10 03:14:31,797 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.28ms, fps=1753 images/s, loss=0.4018, top1-acc=87.57%, top5-acc=98.97%, remaining_time=0:00:00.883656, arrival_time=2021-04-10 03:14:32.681207, cost_time=0:00:27.982503 2021-04-10 03:14:32,593 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.65ms, fps=1711 images/s, loss=0.4011, top1-acc=87.58%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:32.592960, cost_time=0:00:28.777873 2021-04-10 03:14:33,174 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=1.78ms, fps=4413 images/s, loss=0.5387, top1-acc=83.09%, top5-acc=98.52%, remaining_time=0:00:01.740090, arrival_time=2021-04-10 03:14:34.914213, cost_time=0:00:00.580034 2021-04-10 03:14:33,659 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.34ms, fps=5280 images/s, loss=0.5386, top1-acc=82.93%, top5-acc=98.24%, remaining_time=0:00:01.065460, arrival_time=2021-04-10 03:14:34.724958, cost_time=0:00:01.065462 2021-04-10 03:14:34,143 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.63ms, fps=5299 images/s, loss=0.5325, top1-acc=83.27%, top5-acc=98.28%, remaining_time=0:00:00.516310, arrival_time=2021-04-10 03:14:34.659314, cost_time=0:00:01.548933 2021-04-10 03:14:34,581 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.10ms, fps=5299 images/s, loss=0.5352, top1-acc=83.12%, top5-acc=98.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:34.581281, cost_time=0:00:01.987170 2021-04-10 03:14:36,648 INFO : Epoch=0020 complete, best val top1-acc=83.12%, top5-acc=98.33% (epoch=20), remaining_time=1:37:20.549100, arrival_time=2021-04-10 04:51:57.197346, cost_time=0:10:48.949893 2021-04-10 03:14:36,648 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 03:14:38,289 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.27ms, fps=1561 images/s, loss=0.3629, top1-acc=88.05%, top5-acc=99.10%, remaining_time=0:00:30.502326, arrival_time=2021-04-10 03:15:08.791311, cost_time=0:00:01.639908 2021-04-10 03:14:39,756 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.3641, top1-acc=88.12%, top5-acc=99.22%, remaining_time=0:00:27.341952, arrival_time=2021-04-10 03:15:07.098065, cost_time=0:00:03.107036 2021-04-10 03:14:41,214 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.3735, top1-acc=88.22%, top5-acc=99.08%, remaining_time=0:00:25.258726, arrival_time=2021-04-10 03:15:06.472669, cost_time=0:00:04.564836 2021-04-10 03:14:42,682 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.80ms, fps=1745 images/s, loss=0.3736, top1-acc=88.15%, top5-acc=99.10%, remaining_time=0:00:23.528232, arrival_time=2021-04-10 03:15:06.210158, cost_time=0:00:06.032866 2021-04-10 03:14:44,140 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.3817, top1-acc=88.05%, top5-acc=99.09%, remaining_time=0:00:21.870800, arrival_time=2021-04-10 03:15:06.011483, cost_time=0:00:07.490010 2021-04-10 03:14:45,608 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.37ms, fps=1745 images/s, loss=0.3839, top1-acc=88.03%, top5-acc=99.07%, remaining_time=0:00:20.308200, arrival_time=2021-04-10 03:15:05.916759, cost_time=0:00:08.959474 2021-04-10 03:14:47,068 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=0.3819, top1-acc=88.02%, top5-acc=99.09%, remaining_time=0:00:18.754218, arrival_time=2021-04-10 03:15:05.822317, cost_time=0:00:10.419019 2021-04-10 03:14:48,526 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.3797, top1-acc=88.04%, top5-acc=99.11%, remaining_time=0:00:17.221360, arrival_time=2021-04-10 03:15:05.747367, cost_time=0:00:11.876835 2021-04-10 03:14:49,986 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.73ms, fps=1754 images/s, loss=0.3764, top1-acc=88.12%, top5-acc=99.13%, remaining_time=0:00:15.708458, arrival_time=2021-04-10 03:15:05.694858, cost_time=0:00:13.337366 2021-04-10 03:14:51,451 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.33ms, fps=1749 images/s, loss=0.3789, top1-acc=88.11%, top5-acc=99.09%, remaining_time=0:00:14.209920, arrival_time=2021-04-10 03:15:05.660990, cost_time=0:00:14.801964 2021-04-10 03:14:52,931 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.45ms, fps=1730 images/s, loss=0.3780, top1-acc=88.13%, top5-acc=99.11%, remaining_time=0:00:12.729720, arrival_time=2021-04-10 03:15:05.661014, cost_time=0:00:16.282172 2021-04-10 03:14:54,385 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.89ms, fps=1761 images/s, loss=0.3803, top1-acc=88.07%, top5-acc=99.10%, remaining_time=0:00:11.233256, arrival_time=2021-04-10 03:15:05.619085, cost_time=0:00:17.736754 2021-04-10 03:14:55,849 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.55ms, fps=1750 images/s, loss=0.3811, top1-acc=88.04%, top5-acc=99.08%, remaining_time=0:00:09.747936, arrival_time=2021-04-10 03:15:05.597608, cost_time=0:00:19.200518 2021-04-10 03:14:57,313 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.53ms, fps=1750 images/s, loss=0.3830, top1-acc=87.96%, top5-acc=99.06%, remaining_time=0:00:08.265712, arrival_time=2021-04-10 03:15:05.579129, cost_time=0:00:20.664345 2021-04-10 03:14:58,782 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.87ms, fps=1743 images/s, loss=0.3829, top1-acc=87.93%, top5-acc=99.08%, remaining_time=0:00:06.787668, arrival_time=2021-04-10 03:15:05.570376, cost_time=0:00:22.133630 2021-04-10 03:15:00,251 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.82ms, fps=1744 images/s, loss=0.3820, top1-acc=87.95%, top5-acc=99.07%, remaining_time=0:00:05.310540, arrival_time=2021-04-10 03:15:05.561974, cost_time=0:00:23.602324 2021-04-10 03:15:01,707 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.3821, top1-acc=87.90%, top5-acc=99.07%, remaining_time=0:00:03.832426, arrival_time=2021-04-10 03:15:05.539708, cost_time=0:00:25.058223 2021-04-10 03:15:03,167 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.3806, top1-acc=87.93%, top5-acc=99.08%, remaining_time=0:00:02.357152, arrival_time=2021-04-10 03:15:05.524105, cost_time=0:00:26.517875 2021-04-10 03:15:04,624 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.3815, top1-acc=87.89%, top5-acc=99.08%, remaining_time=0:00:00.883434, arrival_time=2021-04-10 03:15:05.507870, cost_time=0:00:27.975423 2021-04-10 03:15:05,417 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.22ms, fps=1716 images/s, loss=0.3820, top1-acc=87.89%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:05.417571, cost_time=0:00:28.768523 2021-04-10 03:15:06,011 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.21ms, fps=4324 images/s, loss=0.7029, top1-acc=80.70%, top5-acc=97.34%, remaining_time=0:00:01.776000, arrival_time=2021-04-10 03:15:07.787221, cost_time=0:00:00.592004 2021-04-10 03:15:06,496 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.76ms, fps=5282 images/s, loss=0.7030, top1-acc=79.75%, top5-acc=97.54%, remaining_time=0:00:01.077260, arrival_time=2021-04-10 03:15:07.573667, cost_time=0:00:01.077268 2021-04-10 03:15:06,976 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.35ms, fps=5334 images/s, loss=0.7225, top1-acc=79.32%, top5-acc=97.46%, remaining_time=0:00:00.519220, arrival_time=2021-04-10 03:15:07.496115, cost_time=0:00:01.557669 2021-04-10 03:15:07,430 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.10ms, fps=5125 images/s, loss=0.7097, top1-acc=79.51%, top5-acc=97.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:07.430058, cost_time=0:00:02.010930 2021-04-10 03:15:08,541 INFO : Epoch=0021 complete, best val top1-acc=83.12%, top5-acc=98.33% (epoch=20), remaining_time=1:36:43.377437, arrival_time=2021-04-10 04:51:51.919003, cost_time=0:11:20.843153 2021-04-10 03:15:08,543 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 03:15:10,188 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=2.02ms, fps=1556 images/s, loss=0.4018, top1-acc=87.85%, top5-acc=99.06%, remaining_time=0:00:30.594024, arrival_time=2021-04-10 03:15:40.782131, cost_time=0:00:01.644837 2021-04-10 03:15:11,657 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=0.3948, top1-acc=87.75%, top5-acc=99.04%, remaining_time=0:00:27.401968, arrival_time=2021-04-10 03:15:39.059088, cost_time=0:00:03.113857 2021-04-10 03:15:13,135 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=0.3817, top1-acc=88.40%, top5-acc=99.08%, remaining_time=0:00:25.410118, arrival_time=2021-04-10 03:15:38.545578, cost_time=0:00:04.592180 2021-04-10 03:15:14,607 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.82ms, fps=1740 images/s, loss=0.3733, top1-acc=88.50%, top5-acc=99.14%, remaining_time=0:00:23.648820, arrival_time=2021-04-10 03:15:38.255834, cost_time=0:00:06.063799 2021-04-10 03:15:16,074 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.92ms, fps=1745 images/s, loss=0.3600, top1-acc=88.91%, top5-acc=99.16%, remaining_time=0:00:21.991688, arrival_time=2021-04-10 03:15:38.066401, cost_time=0:00:07.531407 2021-04-10 03:15:17,557 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.52ms, fps=1727 images/s, loss=0.3629, top1-acc=88.78%, top5-acc=99.16%, remaining_time=0:00:20.432096, arrival_time=2021-04-10 03:15:37.989397, cost_time=0:00:09.014159 2021-04-10 03:15:19,019 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=2.17ms, fps=1751 images/s, loss=0.3649, top1-acc=88.74%, top5-acc=99.13%, remaining_time=0:00:18.858042, arrival_time=2021-04-10 03:15:37.877880, cost_time=0:00:10.476699 2021-04-10 03:15:20,472 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.57ms, fps=1762 images/s, loss=0.3671, top1-acc=88.65%, top5-acc=99.09%, remaining_time=0:00:17.298036, arrival_time=2021-04-10 03:15:37.770840, cost_time=0:00:11.929665 2021-04-10 03:15:21,937 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.58ms, fps=1748 images/s, loss=0.3744, top1-acc=88.49%, top5-acc=99.06%, remaining_time=0:00:15.775662, arrival_time=2021-04-10 03:15:37.713333, cost_time=0:00:13.394451 2021-04-10 03:15:23,392 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.3746, top1-acc=88.47%, top5-acc=99.05%, remaining_time=0:00:14.255712, arrival_time=2021-04-10 03:15:37.648596, cost_time=0:00:14.849672 2021-04-10 03:15:24,857 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.44ms, fps=1749 images/s, loss=0.3731, top1-acc=88.50%, top5-acc=99.04%, remaining_time=0:00:12.754660, arrival_time=2021-04-10 03:15:37.612006, cost_time=0:00:16.314130 2021-04-10 03:15:26,322 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.3738, top1-acc=88.50%, top5-acc=99.05%, remaining_time=0:00:11.260236, arrival_time=2021-04-10 03:15:37.582777, cost_time=0:00:17.779327 2021-04-10 03:15:27,784 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.76ms, fps=1752 images/s, loss=0.3777, top1-acc=88.38%, top5-acc=99.04%, remaining_time=0:00:09.768462, arrival_time=2021-04-10 03:15:37.552676, cost_time=0:00:19.240857 2021-04-10 03:15:29,247 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.3799, top1-acc=88.37%, top5-acc=99.04%, remaining_time=0:00:08.281896, arrival_time=2021-04-10 03:15:37.529845, cost_time=0:00:20.704800 2021-04-10 03:15:30,715 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=0.3820, top1-acc=88.28%, top5-acc=99.05%, remaining_time=0:00:06.799444, arrival_time=2021-04-10 03:15:37.514844, cost_time=0:00:22.172161 2021-04-10 03:15:32,183 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.81ms, fps=1744 images/s, loss=0.3820, top1-acc=88.25%, top5-acc=99.06%, remaining_time=0:00:05.319180, arrival_time=2021-04-10 03:15:37.503105, cost_time=0:00:23.640773 2021-04-10 03:15:33,646 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.3811, top1-acc=88.24%, top5-acc=99.07%, remaining_time=0:00:03.839316, arrival_time=2021-04-10 03:15:37.485750, cost_time=0:00:25.103165 2021-04-10 03:15:35,112 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=0.3815, top1-acc=88.22%, top5-acc=99.08%, remaining_time=0:00:02.361712, arrival_time=2021-04-10 03:15:37.474059, cost_time=0:00:26.569201 2021-04-10 03:15:36,571 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.78ms, fps=1754 images/s, loss=0.3825, top1-acc=88.16%, top5-acc=99.06%, remaining_time=0:00:00.885120, arrival_time=2021-04-10 03:15:37.457029, cost_time=0:00:28.028723 2021-04-10 03:15:37,362 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.35ms, fps=1722 images/s, loss=0.3849, top1-acc=88.10%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:37.362351, cost_time=0:00:28.819175 2021-04-10 03:15:37,919 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.51ms, fps=4602 images/s, loss=0.5295, top1-acc=83.40%, top5-acc=98.28%, remaining_time=0:00:01.668660, arrival_time=2021-04-10 03:15:39.588445, cost_time=0:00:00.556223 2021-04-10 03:15:38,395 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.41ms, fps=5384 images/s, loss=0.5538, top1-acc=82.56%, top5-acc=98.20%, remaining_time=0:00:01.032060, arrival_time=2021-04-10 03:15:39.427675, cost_time=0:00:01.032057 2021-04-10 03:15:38,882 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.82ms, fps=5263 images/s, loss=0.5528, top1-acc=82.54%, top5-acc=98.14%, remaining_time=0:00:00.506280, arrival_time=2021-04-10 03:15:39.388694, cost_time=0:00:01.518849 2021-04-10 03:15:39,320 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=5297 images/s, loss=0.5473, top1-acc=82.69%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:39.320787, cost_time=0:00:01.957244 2021-04-10 03:15:41,594 INFO : Epoch=0022 complete, best val top1-acc=83.12%, top5-acc=98.33% (epoch=20), remaining_time=1:36:16.072410, arrival_time=2021-04-10 04:51:57.667339, cost_time=0:11:53.896582 2021-04-10 03:15:41,595 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 03:15:43,226 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.37ms, fps=1570 images/s, loss=0.3832, top1-acc=87.89%, top5-acc=99.14%, remaining_time=0:00:30.332508, arrival_time=2021-04-10 03:16:13.559009, cost_time=0:00:01.630780 2021-04-10 03:15:44,684 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.3751, top1-acc=87.83%, top5-acc=99.18%, remaining_time=0:00:27.181440, arrival_time=2021-04-10 03:16:11.865997, cost_time=0:00:03.088802 2021-04-10 03:15:46,145 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.3605, top1-acc=88.48%, top5-acc=99.18%, remaining_time=0:00:25.175062, arrival_time=2021-04-10 03:16:11.320548, cost_time=0:00:04.549716 2021-04-10 03:15:47,610 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=5.69ms, fps=1748 images/s, loss=0.3627, top1-acc=88.51%, top5-acc=99.23%, remaining_time=0:00:23.458188, arrival_time=2021-04-10 03:16:11.068839, cost_time=0:00:06.014935 2021-04-10 03:15:49,068 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.81ms, fps=1756 images/s, loss=0.3665, top1-acc=88.44%, top5-acc=99.23%, remaining_time=0:00:21.821160, arrival_time=2021-04-10 03:16:10.889897, cost_time=0:00:07.472978 2021-04-10 03:15:50,535 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=0.3696, top1-acc=88.40%, top5-acc=99.17%, remaining_time=0:00:20.262504, arrival_time=2021-04-10 03:16:10.797604, cost_time=0:00:08.939369 2021-04-10 03:15:52,000 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.62ms, fps=1747 images/s, loss=0.3612, top1-acc=88.59%, top5-acc=99.17%, remaining_time=0:00:18.729018, arrival_time=2021-04-10 03:16:10.729802, cost_time=0:00:10.405030 2021-04-10 03:15:53,460 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.29ms, fps=1754 images/s, loss=0.3617, top1-acc=88.58%, top5-acc=99.13%, remaining_time=0:00:17.203960, arrival_time=2021-04-10 03:16:10.664420, cost_time=0:00:11.864794 2021-04-10 03:15:54,917 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.3626, top1-acc=88.60%, top5-acc=99.11%, remaining_time=0:00:15.690014, arrival_time=2021-04-10 03:16:10.607533, cost_time=0:00:13.321721 2021-04-10 03:15:56,381 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.3664, top1-acc=88.49%, top5-acc=99.11%, remaining_time=0:00:14.194368, arrival_time=2021-04-10 03:16:10.575901, cost_time=0:00:14.785810 2021-04-10 03:15:57,847 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.3637, top1-acc=88.58%, top5-acc=99.14%, remaining_time=0:00:12.705640, arrival_time=2021-04-10 03:16:10.552726, cost_time=0:00:16.251388 2021-04-10 03:15:59,312 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.47ms, fps=1748 images/s, loss=0.3640, top1-acc=88.56%, top5-acc=99.14%, remaining_time=0:00:11.220640, arrival_time=2021-04-10 03:16:10.533106, cost_time=0:00:17.716740 2021-04-10 03:16:00,777 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.42ms, fps=1748 images/s, loss=0.3626, top1-acc=88.58%, top5-acc=99.15%, remaining_time=0:00:09.738564, arrival_time=2021-04-10 03:16:10.516189, cost_time=0:00:19.181959 2021-04-10 03:16:02,239 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.87ms, fps=1752 images/s, loss=0.3620, top1-acc=88.61%, top5-acc=99.14%, remaining_time=0:00:08.257536, arrival_time=2021-04-10 03:16:10.497101, cost_time=0:00:20.643903 2021-04-10 03:16:03,697 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.3618, top1-acc=88.64%, top5-acc=99.13%, remaining_time=0:00:06.777686, arrival_time=2021-04-10 03:16:10.474629, cost_time=0:00:22.101189 2021-04-10 03:16:05,162 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.47ms, fps=1747 images/s, loss=0.3632, top1-acc=88.60%, top5-acc=99.11%, remaining_time=0:00:05.302548, arrival_time=2021-04-10 03:16:10.465150, cost_time=0:00:23.566937 2021-04-10 03:16:06,628 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=7.43ms, fps=1747 images/s, loss=0.3650, top1-acc=88.54%, top5-acc=99.10%, remaining_time=0:00:03.828526, arrival_time=2021-04-10 03:16:10.457045, cost_time=0:00:25.032751 2021-04-10 03:16:08,106 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=6.00ms, fps=1733 images/s, loss=0.3660, top1-acc=88.52%, top5-acc=99.11%, remaining_time=0:00:02.356464, arrival_time=2021-04-10 03:16:10.462489, cost_time=0:00:26.510261 2021-04-10 03:16:09,578 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.26ms, fps=1740 images/s, loss=0.3671, top1-acc=88.48%, top5-acc=99.09%, remaining_time=0:00:00.883650, arrival_time=2021-04-10 03:16:10.461746, cost_time=0:00:27.982308 2021-04-10 03:16:10,371 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.42ms, fps=1716 images/s, loss=0.3671, top1-acc=88.50%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:10.371088, cost_time=0:00:28.775313 2021-04-10 03:16:11,004 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.38ms, fps=4052 images/s, loss=0.6291, top1-acc=79.77%, top5-acc=98.20%, remaining_time=0:00:01.895520, arrival_time=2021-04-10 03:16:12.900120, cost_time=0:00:00.631845 2021-04-10 03:16:11,484 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.35ms, fps=5335 images/s, loss=0.6336, top1-acc=80.08%, top5-acc=98.26%, remaining_time=0:00:01.112000, arrival_time=2021-04-10 03:16:12.596851, cost_time=0:00:01.112005 2021-04-10 03:16:11,968 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.46ms, fps=5303 images/s, loss=0.6434, top1-acc=79.96%, top5-acc=98.26%, remaining_time=0:00:00.531730, arrival_time=2021-04-10 03:16:12.499749, cost_time=0:00:01.595200 2021-04-10 03:16:12,407 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=5290 images/s, loss=0.6563, top1-acc=80.21%, top5-acc=98.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:12.407141, cost_time=0:00:02.034426 2021-04-10 03:16:13,500 INFO : Epoch=0023 complete, best val top1-acc=83.12%, top5-acc=98.33% (epoch=20), remaining_time=1:35:39.433860, arrival_time=2021-04-10 04:51:52.934375, cost_time=0:12:25.802129 2021-04-10 03:16:13,501 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 03:16:15,119 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.43ms, fps=1582 images/s, loss=0.3548, top1-acc=88.91%, top5-acc=99.30%, remaining_time=0:00:30.090894, arrival_time=2021-04-10 03:16:45.210378, cost_time=0:00:01.617792 2021-04-10 03:16:16,580 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.3535, top1-acc=88.89%, top5-acc=99.16%, remaining_time=0:00:27.095904, arrival_time=2021-04-10 03:16:43.676677, cost_time=0:00:03.079087 2021-04-10 03:16:18,038 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.80ms, fps=1757 images/s, loss=0.3556, top1-acc=89.14%, top5-acc=99.17%, remaining_time=0:00:25.103350, arrival_time=2021-04-10 03:16:43.141726, cost_time=0:00:04.536752 2021-04-10 03:16:19,499 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.89ms, fps=1753 images/s, loss=0.3603, top1-acc=88.96%, top5-acc=99.17%, remaining_time=0:00:23.390016, arrival_time=2021-04-10 03:16:42.888979, cost_time=0:00:05.997431 2021-04-10 03:16:20,969 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.71ms, fps=1741 images/s, loss=0.3650, top1-acc=88.78%, top5-acc=99.17%, remaining_time=0:00:21.806560, arrival_time=2021-04-10 03:16:42.776215, cost_time=0:00:07.467975 2021-04-10 03:16:22,429 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.89ms, fps=1754 images/s, loss=0.3768, top1-acc=88.30%, top5-acc=99.11%, remaining_time=0:00:20.237072, arrival_time=2021-04-10 03:16:42.666807, cost_time=0:00:08.928134 2021-04-10 03:16:23,893 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.3732, top1-acc=88.34%, top5-acc=99.12%, remaining_time=0:00:18.704700, arrival_time=2021-04-10 03:16:42.597707, cost_time=0:00:10.391471 2021-04-10 03:16:25,353 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.3698, top1-acc=88.44%, top5-acc=99.12%, remaining_time=0:00:17.184704, arrival_time=2021-04-10 03:16:42.537811, cost_time=0:00:11.851505 2021-04-10 03:16:26,806 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.3690, top1-acc=88.50%, top5-acc=99.15%, remaining_time=0:00:15.670404, arrival_time=2021-04-10 03:16:42.477024, cost_time=0:00:13.305079 2021-04-10 03:16:28,263 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.3653, top1-acc=88.59%, top5-acc=99.17%, remaining_time=0:00:14.171520, arrival_time=2021-04-10 03:16:42.435152, cost_time=0:00:14.762007 2021-04-10 03:16:29,724 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.99ms, fps=1753 images/s, loss=0.3658, top1-acc=88.63%, top5-acc=99.13%, remaining_time=0:00:12.683108, arrival_time=2021-04-10 03:16:42.407275, cost_time=0:00:16.222630 2021-04-10 03:16:31,180 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.3696, top1-acc=88.53%, top5-acc=99.14%, remaining_time=0:00:11.196320, arrival_time=2021-04-10 03:16:42.376281, cost_time=0:00:17.678433 2021-04-10 03:16:32,638 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.91ms, fps=1756 images/s, loss=0.3697, top1-acc=88.49%, top5-acc=99.14%, remaining_time=0:00:09.715398, arrival_time=2021-04-10 03:16:42.353330, cost_time=0:00:19.136342 2021-04-10 03:16:34,094 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.3694, top1-acc=88.50%, top5-acc=99.14%, remaining_time=0:00:08.237264, arrival_time=2021-04-10 03:16:42.331953, cost_time=0:00:20.593150 2021-04-10 03:16:35,553 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.3695, top1-acc=88.55%, top5-acc=99.13%, remaining_time=0:00:06.762690, arrival_time=2021-04-10 03:16:42.316542, cost_time=0:00:22.052323 2021-04-10 03:16:37,020 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.33ms, fps=1746 images/s, loss=0.3691, top1-acc=88.57%, top5-acc=99.13%, remaining_time=0:00:05.291712, arrival_time=2021-04-10 03:16:42.312057, cost_time=0:00:23.518745 2021-04-10 03:16:38,483 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.87ms, fps=1751 images/s, loss=0.3676, top1-acc=88.63%, top5-acc=99.16%, remaining_time=0:00:03.820726, arrival_time=2021-04-10 03:16:42.303951, cost_time=0:00:24.981658 2021-04-10 03:16:39,944 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.3680, top1-acc=88.62%, top5-acc=99.14%, remaining_time=0:00:02.350480, arrival_time=2021-04-10 03:16:42.294905, cost_time=0:00:26.442896 2021-04-10 03:16:41,405 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.3677, top1-acc=88.64%, top5-acc=99.14%, remaining_time=0:00:00.881190, arrival_time=2021-04-10 03:16:42.287140, cost_time=0:00:27.904423 2021-04-10 03:16:42,200 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.26ms, fps=1713 images/s, loss=0.3686, top1-acc=88.64%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:42.200480, cost_time=0:00:28.698894 2021-04-10 03:16:42,764 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.19ms, fps=4550 images/s, loss=0.4919, top1-acc=84.77%, top5-acc=98.55%, remaining_time=0:00:01.687770, arrival_time=2021-04-10 03:16:44.451977, cost_time=0:00:00.562591 2021-04-10 03:16:43,244 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=2.29ms, fps=5337 images/s, loss=0.5113, top1-acc=84.43%, top5-acc=98.75%, remaining_time=0:00:01.042740, arrival_time=2021-04-10 03:16:44.287085, cost_time=0:00:01.042747 2021-04-10 03:16:43,728 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.38ms, fps=5290 images/s, loss=0.5063, top1-acc=84.28%, top5-acc=98.71%, remaining_time=0:00:00.509030, arrival_time=2021-04-10 03:16:44.237709, cost_time=0:00:01.527092 2021-04-10 03:16:44,164 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.06ms, fps=5326 images/s, loss=0.5195, top1-acc=84.06%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:44.164585, cost_time=0:00:01.963018 2021-04-10 03:16:46,561 INFO : Epoch=0024 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:35:11.662528, arrival_time=2021-04-10 04:51:58.223964, cost_time=0:12:58.863076 2021-04-10 03:16:46,562 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 03:16:48,209 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.42ms, fps=1554 images/s, loss=0.3989, top1-acc=87.54%, top5-acc=98.55%, remaining_time=0:00:30.643872, arrival_time=2021-04-10 03:17:18.853592, cost_time=0:00:01.647517 2021-04-10 03:16:49,672 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.75ms, fps=1751 images/s, loss=0.3719, top1-acc=88.36%, top5-acc=98.91%, remaining_time=0:00:27.367120, arrival_time=2021-04-10 03:17:17.039319, cost_time=0:00:03.109901 2021-04-10 03:16:51,129 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.3652, top1-acc=88.36%, top5-acc=99.06%, remaining_time=0:00:25.270678, arrival_time=2021-04-10 03:17:16.399822, cost_time=0:00:04.566977 2021-04-10 03:16:52,591 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=0.3775, top1-acc=88.17%, top5-acc=99.05%, remaining_time=0:00:23.515128, arrival_time=2021-04-10 03:17:16.106861, cost_time=0:00:06.029534 2021-04-10 03:16:54,052 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.3729, top1-acc=88.45%, top5-acc=99.05%, remaining_time=0:00:21.870654, arrival_time=2021-04-10 03:17:15.922892, cost_time=0:00:07.489967 2021-04-10 03:16:55,523 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.84ms, fps=1741 images/s, loss=0.3700, top1-acc=88.49%, top5-acc=99.08%, remaining_time=0:00:20.311736, arrival_time=2021-04-10 03:17:15.834996, cost_time=0:00:08.961069 2021-04-10 03:16:56,985 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.60ms, fps=1751 images/s, loss=0.3647, top1-acc=88.63%, top5-acc=99.08%, remaining_time=0:00:18.762282, arrival_time=2021-04-10 03:17:15.747995, cost_time=0:00:10.423507 2021-04-10 03:16:58,450 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.49ms, fps=1748 images/s, loss=0.3610, top1-acc=88.64%, top5-acc=99.10%, remaining_time=0:00:17.238180, arrival_time=2021-04-10 03:17:15.688835, cost_time=0:00:11.888428 2021-04-10 03:16:59,916 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.47ms, fps=1747 images/s, loss=0.3584, top1-acc=88.75%, top5-acc=99.11%, remaining_time=0:00:15.728386, arrival_time=2021-04-10 03:17:15.644803, cost_time=0:00:13.354272 2021-04-10 03:17:01,377 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.29ms, fps=1753 images/s, loss=0.3541, top1-acc=88.91%, top5-acc=99.13%, remaining_time=0:00:14.222400, arrival_time=2021-04-10 03:17:15.599809, cost_time=0:00:14.815047 2021-04-10 03:17:02,835 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.3528, top1-acc=88.97%, top5-acc=99.14%, remaining_time=0:00:12.722410, arrival_time=2021-04-10 03:17:15.557446, cost_time=0:00:16.272875 2021-04-10 03:17:04,295 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.3551, top1-acc=88.87%, top5-acc=99.13%, remaining_time=0:00:11.231204, arrival_time=2021-04-10 03:17:15.526865, cost_time=0:00:17.733521 2021-04-10 03:17:05,756 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.59ms, fps=1753 images/s, loss=0.3584, top1-acc=88.84%, top5-acc=99.13%, remaining_time=0:00:09.744900, arrival_time=2021-04-10 03:17:15.501566, cost_time=0:00:19.194451 2021-04-10 03:17:07,230 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=2.11ms, fps=1737 images/s, loss=0.3597, top1-acc=88.78%, top5-acc=99.15%, remaining_time=0:00:08.267336, arrival_time=2021-04-10 03:17:15.497794, cost_time=0:00:20.668302 2021-04-10 03:17:08,689 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.3607, top1-acc=88.73%, top5-acc=99.15%, remaining_time=0:00:06.785736, arrival_time=2021-04-10 03:17:15.475342, cost_time=0:00:22.127402 2021-04-10 03:17:10,148 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=2.17ms, fps=1755 images/s, loss=0.3595, top1-acc=88.77%, top5-acc=99.15%, remaining_time=0:00:05.306940, arrival_time=2021-04-10 03:17:15.455569, cost_time=0:00:23.586372 2021-04-10 03:17:11,606 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.3608, top1-acc=88.73%, top5-acc=99.13%, remaining_time=0:00:03.830294, arrival_time=2021-04-10 03:17:15.436846, cost_time=0:00:25.044188 2021-04-10 03:17:13,067 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.66ms, fps=1754 images/s, loss=0.3614, top1-acc=88.71%, top5-acc=99.13%, remaining_time=0:00:02.355968, arrival_time=2021-04-10 03:17:15.422888, cost_time=0:00:26.504702 2021-04-10 03:17:14,530 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=0.3596, top1-acc=88.79%, top5-acc=99.12%, remaining_time=0:00:00.883194, arrival_time=2021-04-10 03:17:15.413262, cost_time=0:00:27.967862 2021-04-10 03:17:15,324 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.34ms, fps=1713 images/s, loss=0.3620, top1-acc=88.71%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:15.324577, cost_time=0:00:28.762433 2021-04-10 03:17:15,912 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=6.68ms, fps=4367 images/s, loss=0.6132, top1-acc=80.82%, top5-acc=97.89%, remaining_time=0:00:01.758780, arrival_time=2021-04-10 03:17:17.670839, cost_time=0:00:00.586259 2021-04-10 03:17:16,390 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.55ms, fps=5354 images/s, loss=0.6227, top1-acc=80.16%, top5-acc=97.93%, remaining_time=0:00:01.064960, arrival_time=2021-04-10 03:17:17.455657, cost_time=0:00:01.064955 2021-04-10 03:17:16,867 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.39ms, fps=5373 images/s, loss=0.6097, top1-acc=80.59%, top5-acc=98.02%, remaining_time=0:00:00.513960, arrival_time=2021-04-10 03:17:17.381543, cost_time=0:00:01.541880 2021-04-10 03:17:17,309 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=5260 images/s, loss=0.5973, top1-acc=80.70%, top5-acc=97.95%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:17.308988, cost_time=0:00:01.983254 2021-04-10 03:17:18,493 INFO : Epoch=0025 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:34:35.565525, arrival_time=2021-04-10 04:51:54.058940, cost_time=0:13:30.795068 2021-04-10 03:17:18,494 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 03:17:20,166 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.12ms, fps=1531 images/s, loss=0.3569, top1-acc=88.63%, top5-acc=99.30%, remaining_time=0:00:31.091388, arrival_time=2021-04-10 03:17:51.257355, cost_time=0:00:01.671577 2021-04-10 03:17:21,631 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.22ms, fps=1748 images/s, loss=0.3399, top1-acc=89.20%, top5-acc=99.30%, remaining_time=0:00:27.607712, arrival_time=2021-04-10 03:17:49.239336, cost_time=0:00:03.137243 2021-04-10 03:17:23,101 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.74ms, fps=1742 images/s, loss=0.3539, top1-acc=88.89%, top5-acc=99.30%, remaining_time=0:00:25.494778, arrival_time=2021-04-10 03:17:48.596548, cost_time=0:00:04.607487 2021-04-10 03:17:24,581 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=2.14ms, fps=1732 images/s, loss=0.3569, top1-acc=88.94%, top5-acc=99.13%, remaining_time=0:00:23.738676, arrival_time=2021-04-10 03:17:48.319707, cost_time=0:00:06.086825 2021-04-10 03:17:26,042 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.3546, top1-acc=89.11%, top5-acc=99.16%, remaining_time=0:00:22.042058, arrival_time=2021-04-10 03:17:48.084901, cost_time=0:00:07.548645 2021-04-10 03:17:27,502 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.3514, top1-acc=89.18%, top5-acc=99.15%, remaining_time=0:00:20.419584, arrival_time=2021-04-10 03:17:47.922469, cost_time=0:00:09.008612 2021-04-10 03:17:28,974 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.3520, top1-acc=89.12%, top5-acc=99.19%, remaining_time=0:00:18.865098, arrival_time=2021-04-10 03:17:47.839918, cost_time=0:00:10.480604 2021-04-10 03:17:30,437 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.28ms, fps=1751 images/s, loss=0.3509, top1-acc=89.09%, top5-acc=99.17%, remaining_time=0:00:17.317524, arrival_time=2021-04-10 03:17:47.754880, cost_time=0:00:11.943137 2021-04-10 03:17:31,898 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.3500, top1-acc=89.10%, top5-acc=99.19%, remaining_time=0:00:15.787322, arrival_time=2021-04-10 03:17:47.685882, cost_time=0:00:13.404338 2021-04-10 03:17:33,364 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.3495, top1-acc=89.10%, top5-acc=99.19%, remaining_time=0:00:14.275200, arrival_time=2021-04-10 03:17:47.639395, cost_time=0:00:14.869971 2021-04-10 03:17:34,829 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=3.05ms, fps=1748 images/s, loss=0.3495, top1-acc=89.06%, top5-acc=99.18%, remaining_time=0:00:12.771086, arrival_time=2021-04-10 03:17:47.600506, cost_time=0:00:16.335073 2021-04-10 03:17:36,288 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.83ms, fps=1755 images/s, loss=0.3479, top1-acc=89.14%, top5-acc=99.18%, remaining_time=0:00:11.269736, arrival_time=2021-04-10 03:17:47.558336, cost_time=0:00:17.794350 2021-04-10 03:17:37,755 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=2.69ms, fps=1746 images/s, loss=0.3468, top1-acc=89.14%, top5-acc=99.19%, remaining_time=0:00:09.778758, arrival_time=2021-04-10 03:17:47.534156, cost_time=0:00:19.261187 2021-04-10 03:17:39,213 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.3480, top1-acc=89.10%, top5-acc=99.17%, remaining_time=0:00:08.287440, arrival_time=2021-04-10 03:17:47.500333, cost_time=0:00:20.718551 2021-04-10 03:17:40,673 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=0.3504, top1-acc=89.02%, top5-acc=99.16%, remaining_time=0:00:06.801606, arrival_time=2021-04-10 03:17:47.474914, cost_time=0:00:22.179161 2021-04-10 03:17:42,132 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.3500, top1-acc=89.04%, top5-acc=99.17%, remaining_time=0:00:05.318676, arrival_time=2021-04-10 03:17:47.451397, cost_time=0:00:23.638515 2021-04-10 03:17:43,594 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.3517, top1-acc=88.98%, top5-acc=99.17%, remaining_time=0:00:03.838822, arrival_time=2021-04-10 03:17:47.433153, cost_time=0:00:25.100017 2021-04-10 03:17:45,053 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.3526, top1-acc=88.93%, top5-acc=99.15%, remaining_time=0:00:02.360832, arrival_time=2021-04-10 03:17:47.414288, cost_time=0:00:26.559318 2021-04-10 03:17:46,517 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.3546, top1-acc=88.91%, top5-acc=99.16%, remaining_time=0:00:00.884928, arrival_time=2021-04-10 03:17:47.401864, cost_time=0:00:28.022732 2021-04-10 03:17:47,314 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.53ms, fps=1707 images/s, loss=0.3552, top1-acc=88.91%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:47.314365, cost_time=0:00:28.820158 2021-04-10 03:17:47,881 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.29ms, fps=4527 images/s, loss=0.5455, top1-acc=83.05%, top5-acc=98.28%, remaining_time=0:00:01.696560, arrival_time=2021-04-10 03:17:49.577697, cost_time=0:00:00.565517 2021-04-10 03:17:48,362 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.28ms, fps=5328 images/s, loss=0.5688, top1-acc=82.25%, top5-acc=98.24%, remaining_time=0:00:01.046420, arrival_time=2021-04-10 03:17:49.408528, cost_time=0:00:01.046419 2021-04-10 03:17:48,841 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.48ms, fps=5342 images/s, loss=0.5755, top1-acc=82.10%, top5-acc=98.12%, remaining_time=0:00:00.508750, arrival_time=2021-04-10 03:17:49.350577, cost_time=0:00:01.526238 2021-04-10 03:17:49,282 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.08ms, fps=5271 images/s, loss=0.5731, top1-acc=82.03%, top5-acc=98.17%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:49.282350, cost_time=0:00:01.966789 2021-04-10 03:17:50,336 INFO : Epoch=0026 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:33:59.191578, arrival_time=2021-04-10 04:51:49.527782, cost_time=0:14:02.637815 2021-04-10 03:17:50,337 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 03:17:51,982 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.43ms, fps=1557 images/s, loss=0.3963, top1-acc=87.23%, top5-acc=99.10%, remaining_time=0:00:30.591420, arrival_time=2021-04-10 03:18:22.573787, cost_time=0:00:01.644701 2021-04-10 03:17:53,444 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=0.3884, top1-acc=87.56%, top5-acc=99.14%, remaining_time=0:00:27.339136, arrival_time=2021-04-10 03:18:20.783525, cost_time=0:00:03.106718 2021-04-10 03:17:54,904 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.3669, top1-acc=88.31%, top5-acc=99.10%, remaining_time=0:00:25.266528, arrival_time=2021-04-10 03:18:20.170501, cost_time=0:00:04.566236 2021-04-10 03:17:56,369 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.57ms, fps=1748 images/s, loss=0.3569, top1-acc=88.53%, top5-acc=99.15%, remaining_time=0:00:23.522928, arrival_time=2021-04-10 03:18:19.892158, cost_time=0:00:06.031511 2021-04-10 03:17:57,823 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.3483, top1-acc=88.85%, top5-acc=99.17%, remaining_time=0:00:21.858974, arrival_time=2021-04-10 03:18:19.682575, cost_time=0:00:07.485955 2021-04-10 03:17:59,287 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.3483, top1-acc=88.88%, top5-acc=99.14%, remaining_time=0:00:20.285216, arrival_time=2021-04-10 03:18:19.572256, cost_time=0:00:08.949371 2021-04-10 03:18:00,754 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.94ms, fps=1745 images/s, loss=0.3455, top1-acc=88.95%, top5-acc=99.18%, remaining_time=0:00:18.750060, arrival_time=2021-04-10 03:18:19.504436, cost_time=0:00:10.416723 2021-04-10 03:18:02,219 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.3446, top1-acc=89.03%, top5-acc=99.17%, remaining_time=0:00:17.227972, arrival_time=2021-04-10 03:18:19.447067, cost_time=0:00:11.881373 2021-04-10 03:18:03,686 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=2.55ms, fps=1745 images/s, loss=0.3456, top1-acc=89.04%, top5-acc=99.18%, remaining_time=0:00:15.721814, arrival_time=2021-04-10 03:18:19.408194, cost_time=0:00:13.348722 2021-04-10 03:18:05,145 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.3502, top1-acc=88.87%, top5-acc=99.16%, remaining_time=0:00:14.215680, arrival_time=2021-04-10 03:18:19.361484, cost_time=0:00:14.808046 2021-04-10 03:18:06,610 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=2.08ms, fps=1749 images/s, loss=0.3528, top1-acc=88.82%, top5-acc=99.17%, remaining_time=0:00:12.722152, arrival_time=2021-04-10 03:18:19.332316, cost_time=0:00:16.272516 2021-04-10 03:18:08,070 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.63ms, fps=1754 images/s, loss=0.3530, top1-acc=88.84%, top5-acc=99.18%, remaining_time=0:00:11.230824, arrival_time=2021-04-10 03:18:19.301388, cost_time=0:00:17.732821 2021-04-10 03:18:09,538 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.88ms, fps=1745 images/s, loss=0.3555, top1-acc=88.78%, top5-acc=99.17%, remaining_time=0:00:09.747870, arrival_time=2021-04-10 03:18:19.285855, cost_time=0:00:19.200300 2021-04-10 03:18:11,001 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=5.73ms, fps=1750 images/s, loss=0.3567, top1-acc=88.76%, top5-acc=99.16%, remaining_time=0:00:08.265544, arrival_time=2021-04-10 03:18:19.267030, cost_time=0:00:20.663837 2021-04-10 03:18:12,462 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.80ms, fps=1753 images/s, loss=0.3565, top1-acc=88.77%, top5-acc=99.15%, remaining_time=0:00:06.785000, arrival_time=2021-04-10 03:18:19.247569, cost_time=0:00:22.124963 2021-04-10 03:18:13,922 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.46ms, fps=1755 images/s, loss=0.3573, top1-acc=88.77%, top5-acc=99.15%, remaining_time=0:00:05.306472, arrival_time=2021-04-10 03:18:19.228516, cost_time=0:00:23.584316 2021-04-10 03:18:15,383 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=0.3574, top1-acc=88.80%, top5-acc=99.14%, remaining_time=0:00:03.830606, arrival_time=2021-04-10 03:18:19.214468, cost_time=0:00:25.046220 2021-04-10 03:18:16,847 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.91ms, fps=1749 images/s, loss=0.3574, top1-acc=88.77%, top5-acc=99.15%, remaining_time=0:00:02.356464, arrival_time=2021-04-10 03:18:19.204212, cost_time=0:00:26.510142 2021-04-10 03:18:18,305 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.81ms, fps=1757 images/s, loss=0.3573, top1-acc=88.78%, top5-acc=99.15%, remaining_time=0:00:00.883182, arrival_time=2021-04-10 03:18:19.188335, cost_time=0:00:27.967497 2021-04-10 03:18:19,105 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.67ms, fps=1701 images/s, loss=0.3592, top1-acc=88.79%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:19.105366, cost_time=0:00:28.767691 2021-04-10 03:18:19,695 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.26ms, fps=4350 images/s, loss=0.6480, top1-acc=79.57%, top5-acc=97.77%, remaining_time=0:00:01.765530, arrival_time=2021-04-10 03:18:21.461112, cost_time=0:00:00.588509 2021-04-10 03:18:20,174 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.29ms, fps=5357 images/s, loss=0.6359, top1-acc=80.16%, top5-acc=97.97%, remaining_time=0:00:01.066940, arrival_time=2021-04-10 03:18:21.240895, cost_time=0:00:01.066944 2021-04-10 03:18:20,652 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.43ms, fps=5356 images/s, loss=0.6392, top1-acc=80.30%, top5-acc=97.96%, remaining_time=0:00:00.515080, arrival_time=2021-04-10 03:18:21.167322, cost_time=0:00:01.545228 2021-04-10 03:18:21,088 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=5318 images/s, loss=0.6345, top1-acc=80.15%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:21.088797, cost_time=0:00:01.981804 2021-04-10 03:18:22,116 INFO : Epoch=0027 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:33:22.752223, arrival_time=2021-04-10 04:51:44.868554, cost_time=0:14:34.417985 2021-04-10 03:18:22,116 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 03:18:23,794 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.87ms, fps=1526 images/s, loss=0.3733, top1-acc=88.52%, top5-acc=99.49%, remaining_time=0:00:31.199454, arrival_time=2021-04-10 03:18:54.993930, cost_time=0:00:01.677393 2021-04-10 03:18:25,259 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.44ms, fps=1749 images/s, loss=0.3834, top1-acc=88.24%, top5-acc=99.30%, remaining_time=0:00:27.648896, arrival_time=2021-04-10 03:18:52.907896, cost_time=0:00:03.141911 2021-04-10 03:18:26,713 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.3719, top1-acc=88.63%, top5-acc=99.35%, remaining_time=0:00:25.432860, arrival_time=2021-04-10 03:18:52.146223, cost_time=0:00:04.596298 2021-04-10 03:18:28,173 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.29ms, fps=1754 images/s, loss=0.3638, top1-acc=88.77%, top5-acc=99.34%, remaining_time=0:00:23.619336, arrival_time=2021-04-10 03:18:51.792628, cost_time=0:00:06.056257 2021-04-10 03:18:29,632 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.3576, top1-acc=88.95%, top5-acc=99.34%, remaining_time=0:00:21.945698, arrival_time=2021-04-10 03:18:51.578441, cost_time=0:00:07.515658 2021-04-10 03:18:31,093 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.3621, top1-acc=88.84%, top5-acc=99.26%, remaining_time=0:00:20.347232, arrival_time=2021-04-10 03:18:51.440976, cost_time=0:00:08.976711 2021-04-10 03:18:32,557 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.57ms, fps=1750 images/s, loss=0.3577, top1-acc=89.02%, top5-acc=99.30%, remaining_time=0:00:18.792270, arrival_time=2021-04-10 03:18:51.349586, cost_time=0:00:10.440182 2021-04-10 03:18:34,018 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.3582, top1-acc=88.98%, top5-acc=99.26%, remaining_time=0:00:17.256508, arrival_time=2021-04-10 03:18:51.274700, cost_time=0:00:11.901035 2021-04-10 03:18:35,482 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.65ms, fps=1750 images/s, loss=0.3600, top1-acc=89.00%, top5-acc=99.24%, remaining_time=0:00:15.741106, arrival_time=2021-04-10 03:18:51.223283, cost_time=0:00:13.365079 2021-04-10 03:18:36,973 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.51ms, fps=1718 images/s, loss=0.3571, top1-acc=89.10%, top5-acc=99.24%, remaining_time=0:00:14.261568, arrival_time=2021-04-10 03:18:51.234479, cost_time=0:00:14.855782 2021-04-10 03:18:38,436 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.04ms, fps=1750 images/s, loss=0.3552, top1-acc=89.15%, top5-acc=99.23%, remaining_time=0:00:12.759046, arrival_time=2021-04-10 03:18:51.195789, cost_time=0:00:16.319670 2021-04-10 03:18:39,897 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.3561, top1-acc=89.10%, top5-acc=99.21%, remaining_time=0:00:11.260768, arrival_time=2021-04-10 03:18:51.158017, cost_time=0:00:17.780147 2021-04-10 03:18:41,370 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.66ms, fps=1739 images/s, loss=0.3571, top1-acc=89.02%, top5-acc=99.20%, remaining_time=0:00:09.774732, arrival_time=2021-04-10 03:18:51.145063, cost_time=0:00:19.253223 2021-04-10 03:18:42,828 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.59ms, fps=1756 images/s, loss=0.3582, top1-acc=88.99%, top5-acc=99.18%, remaining_time=0:00:08.284696, arrival_time=2021-04-10 03:18:51.113529, cost_time=0:00:20.711737 2021-04-10 03:18:44,289 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.70ms, fps=1753 images/s, loss=0.3576, top1-acc=89.02%, top5-acc=99.18%, remaining_time=0:00:06.799536, arrival_time=2021-04-10 03:18:51.089110, cost_time=0:00:22.172468 2021-04-10 03:18:45,743 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.3562, top1-acc=89.04%, top5-acc=99.20%, remaining_time=0:00:05.315940, arrival_time=2021-04-10 03:18:51.059356, cost_time=0:00:23.626346 2021-04-10 03:18:47,206 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=0.3556, top1-acc=89.06%, top5-acc=99.20%, remaining_time=0:00:03.837236, arrival_time=2021-04-10 03:18:51.043983, cost_time=0:00:25.089612 2021-04-10 03:18:48,668 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.3556, top1-acc=89.08%, top5-acc=99.18%, remaining_time=0:00:02.360096, arrival_time=2021-04-10 03:18:51.028233, cost_time=0:00:26.551099 2021-04-10 03:18:50,125 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.3555, top1-acc=89.06%, top5-acc=99.19%, remaining_time=0:00:00.884466, arrival_time=2021-04-10 03:18:51.009554, cost_time=0:00:28.008031 2021-04-10 03:18:50,924 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.34ms, fps=1702 images/s, loss=0.3549, top1-acc=89.04%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:50.924639, cost_time=0:00:28.807508 2021-04-10 03:18:51,514 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.32ms, fps=4353 images/s, loss=0.7390, top1-acc=78.98%, top5-acc=98.48%, remaining_time=0:00:01.764390, arrival_time=2021-04-10 03:18:53.278349, cost_time=0:00:00.588130 2021-04-10 03:18:51,996 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.75ms, fps=5314 images/s, loss=0.7429, top1-acc=78.40%, top5-acc=98.34%, remaining_time=0:00:01.070200, arrival_time=2021-04-10 03:18:53.066285, cost_time=0:00:01.070202 2021-04-10 03:18:52,478 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.75ms, fps=5317 images/s, loss=0.7691, top1-acc=77.77%, top5-acc=98.19%, remaining_time=0:00:00.517410, arrival_time=2021-04-10 03:18:52.995465, cost_time=0:00:01.552223 2021-04-10 03:18:52,911 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=5353 images/s, loss=0.7853, top1-acc=77.87%, top5-acc=98.27%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:52.911746, cost_time=0:00:01.985935 2021-04-10 03:18:54,306 INFO : Epoch=0028 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:32:49.162372, arrival_time=2021-04-10 04:51:43.468548, cost_time=0:15:06.607829 2021-04-10 03:18:54,306 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 03:18:55,978 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.69ms, fps=1531 images/s, loss=0.3437, top1-acc=88.79%, top5-acc=98.87%, remaining_time=0:00:31.096596, arrival_time=2021-04-10 03:19:27.075348, cost_time=0:00:01.671858 2021-04-10 03:18:57,435 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.59ms, fps=1758 images/s, loss=0.3368, top1-acc=89.41%, top5-acc=99.00%, remaining_time=0:00:27.529216, arrival_time=2021-04-10 03:19:24.964500, cost_time=0:00:03.128325 2021-04-10 03:18:58,899 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.52ms, fps=1749 images/s, loss=0.3388, top1-acc=89.24%, top5-acc=99.09%, remaining_time=0:00:25.413106, arrival_time=2021-04-10 03:19:24.312742, cost_time=0:00:04.592724 2021-04-10 03:19:00,358 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=0.3366, top1-acc=89.39%, top5-acc=99.18%, remaining_time=0:00:23.600928, arrival_time=2021-04-10 03:19:23.959352, cost_time=0:00:06.051537 2021-04-10 03:19:01,817 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=0.3425, top1-acc=89.18%, top5-acc=99.17%, remaining_time=0:00:21.929930, arrival_time=2021-04-10 03:19:23.747068, cost_time=0:00:07.510249 2021-04-10 03:19:03,282 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.51ms, fps=1748 images/s, loss=0.3396, top1-acc=89.23%, top5-acc=99.21%, remaining_time=0:00:20.343288, arrival_time=2021-04-10 03:19:23.625220, cost_time=0:00:08.974979 2021-04-10 03:19:04,742 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.99ms, fps=1754 images/s, loss=0.3368, top1-acc=89.35%, top5-acc=99.19%, remaining_time=0:00:18.783576, arrival_time=2021-04-10 03:19:23.525875, cost_time=0:00:10.435349 2021-04-10 03:19:06,202 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.3338, top1-acc=89.46%, top5-acc=99.21%, remaining_time=0:00:17.249316, arrival_time=2021-04-10 03:19:23.452246, cost_time=0:00:11.896043 2021-04-10 03:19:07,659 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.32ms, fps=1758 images/s, loss=0.3332, top1-acc=89.59%, top5-acc=99.22%, remaining_time=0:00:15.726690, arrival_time=2021-04-10 03:19:23.386472, cost_time=0:00:13.352894 2021-04-10 03:19:09,124 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.86ms, fps=1749 images/s, loss=0.3305, top1-acc=89.67%, top5-acc=99.22%, remaining_time=0:00:14.224320, arrival_time=2021-04-10 03:19:23.348277, cost_time=0:00:14.817021 2021-04-10 03:19:10,585 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.20ms, fps=1752 images/s, loss=0.3347, top1-acc=89.50%, top5-acc=99.21%, remaining_time=0:00:12.727140, arrival_time=2021-04-10 03:19:23.313019, cost_time=0:00:16.278952 2021-04-10 03:19:12,043 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.3355, top1-acc=89.46%, top5-acc=99.20%, remaining_time=0:00:11.233484, arrival_time=2021-04-10 03:19:23.277427, cost_time=0:00:17.737052 2021-04-10 03:19:13,504 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.3351, top1-acc=89.44%, top5-acc=99.22%, remaining_time=0:00:09.746286, arrival_time=2021-04-10 03:19:23.250393, cost_time=0:00:19.197219 2021-04-10 03:19:14,961 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.3368, top1-acc=89.40%, top5-acc=99.21%, remaining_time=0:00:08.261848, arrival_time=2021-04-10 03:19:23.223342, cost_time=0:00:20.654566 2021-04-10 03:19:16,423 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.3386, top1-acc=89.30%, top5-acc=99.20%, remaining_time=0:00:06.782286, arrival_time=2021-04-10 03:19:23.205373, cost_time=0:00:22.116200 2021-04-10 03:19:17,881 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.3384, top1-acc=89.34%, top5-acc=99.20%, remaining_time=0:00:05.304276, arrival_time=2021-04-10 03:19:23.185917, cost_time=0:00:23.574636 2021-04-10 03:19:19,346 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.3383, top1-acc=89.34%, top5-acc=99.21%, remaining_time=0:00:03.829592, arrival_time=2021-04-10 03:19:23.176248, cost_time=0:00:25.039717 2021-04-10 03:19:20,808 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.3391, top1-acc=89.31%, top5-acc=99.19%, remaining_time=0:00:02.355712, arrival_time=2021-04-10 03:19:23.164411, cost_time=0:00:26.501809 2021-04-10 03:19:22,266 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.3398, top1-acc=89.30%, top5-acc=99.18%, remaining_time=0:00:00.882924, arrival_time=2021-04-10 03:19:23.149100, cost_time=0:00:27.959286 2021-04-10 03:19:23,060 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.30ms, fps=1713 images/s, loss=0.3395, top1-acc=89.33%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:23.060497, cost_time=0:00:28.753590 2021-04-10 03:19:23,637 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=3.89ms, fps=4447 images/s, loss=0.8189, top1-acc=76.13%, top5-acc=97.73%, remaining_time=0:00:01.727070, arrival_time=2021-04-10 03:19:25.364419, cost_time=0:00:00.575689 2021-04-10 03:19:24,116 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.63ms, fps=5353 images/s, loss=0.8027, top1-acc=76.70%, top5-acc=97.89%, remaining_time=0:00:01.054400, arrival_time=2021-04-10 03:19:25.170409, cost_time=0:00:01.054405 2021-04-10 03:19:24,597 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.30ms, fps=5326 images/s, loss=0.7961, top1-acc=77.10%, top5-acc=97.76%, remaining_time=0:00:00.511800, arrival_time=2021-04-10 03:19:25.108796, cost_time=0:00:01.535396 2021-04-10 03:19:25,030 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.07ms, fps=5354 images/s, loss=0.7826, top1-acc=77.14%, top5-acc=97.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:25.030643, cost_time=0:00:01.969064 2021-04-10 03:19:26,055 INFO : Epoch=0029 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:32:13.069743, arrival_time=2021-04-10 04:51:39.124938, cost_time=0:15:38.356850 2021-04-10 03:19:26,055 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 03:19:27,711 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.27ms, fps=1546 images/s, loss=0.3092, top1-acc=90.35%, top5-acc=99.53%, remaining_time=0:00:30.792486, arrival_time=2021-04-10 03:19:58.503943, cost_time=0:00:01.655506 2021-04-10 03:19:29,168 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.3114, top1-acc=90.21%, top5-acc=99.37%, remaining_time=0:00:27.388416, arrival_time=2021-04-10 03:19:56.556653, cost_time=0:00:03.112330 2021-04-10 03:19:30,629 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=0.3104, top1-acc=90.43%, top5-acc=99.41%, remaining_time=0:00:25.305870, arrival_time=2021-04-10 03:19:55.935112, cost_time=0:00:04.573351 2021-04-10 03:19:32,087 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.3183, top1-acc=90.20%, top5-acc=99.35%, remaining_time=0:00:23.522928, arrival_time=2021-04-10 03:19:55.610359, cost_time=0:00:06.031540 2021-04-10 03:19:33,542 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.50ms, fps=1760 images/s, loss=0.3198, top1-acc=89.95%, top5-acc=99.28%, remaining_time=0:00:21.860142, arrival_time=2021-04-10 03:19:55.402371, cost_time=0:00:07.486333 2021-04-10 03:19:34,998 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.3231, top1-acc=89.88%, top5-acc=99.24%, remaining_time=0:00:20.268760, arrival_time=2021-04-10 03:19:55.266731, cost_time=0:00:08.942085 2021-04-10 03:19:36,461 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.3230, top1-acc=89.87%, top5-acc=99.25%, remaining_time=0:00:18.729900, arrival_time=2021-04-10 03:19:55.191317, cost_time=0:00:10.405523 2021-04-10 03:19:37,921 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.81ms, fps=1753 images/s, loss=0.3221, top1-acc=89.89%, top5-acc=99.28%, remaining_time=0:00:17.205700, arrival_time=2021-04-10 03:19:55.127584, cost_time=0:00:11.865969 2021-04-10 03:19:39,379 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.3224, top1-acc=89.91%, top5-acc=99.29%, remaining_time=0:00:15.692452, arrival_time=2021-04-10 03:19:55.072140, cost_time=0:00:13.323747 2021-04-10 03:19:40,841 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.3240, top1-acc=89.83%, top5-acc=99.32%, remaining_time=0:00:14.194368, arrival_time=2021-04-10 03:19:55.036042, cost_time=0:00:14.785773 2021-04-10 03:19:42,297 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.3266, top1-acc=89.74%, top5-acc=99.31%, remaining_time=0:00:12.697900, arrival_time=2021-04-10 03:19:54.995245, cost_time=0:00:16.241458 2021-04-10 03:19:43,751 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.3281, top1-acc=89.70%, top5-acc=99.29%, remaining_time=0:00:11.207188, arrival_time=2021-04-10 03:19:54.958587, cost_time=0:00:17.695503 2021-04-10 03:19:45,210 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.3288, top1-acc=89.72%, top5-acc=99.26%, remaining_time=0:00:09.724572, arrival_time=2021-04-10 03:19:54.934987, cost_time=0:00:19.154522 2021-04-10 03:19:46,676 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.3323, top1-acc=89.60%, top5-acc=99.25%, remaining_time=0:00:08.248184, arrival_time=2021-04-10 03:19:54.924593, cost_time=0:00:20.620513 2021-04-10 03:19:48,132 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.78ms, fps=1759 images/s, loss=0.3316, top1-acc=89.58%, top5-acc=99.25%, remaining_time=0:00:06.770096, arrival_time=2021-04-10 03:19:54.902493, cost_time=0:00:22.076467 2021-04-10 03:19:49,592 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.3324, top1-acc=89.57%, top5-acc=99.27%, remaining_time=0:00:05.295780, arrival_time=2021-04-10 03:19:54.888461, cost_time=0:00:23.536791 2021-04-10 03:19:51,053 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.3326, top1-acc=89.56%, top5-acc=99.27%, remaining_time=0:00:03.823118, arrival_time=2021-04-10 03:19:54.876398, cost_time=0:00:24.997327 2021-04-10 03:19:52,509 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.3331, top1-acc=89.54%, top5-acc=99.24%, remaining_time=0:00:02.351424, arrival_time=2021-04-10 03:19:54.860756, cost_time=0:00:26.453434 2021-04-10 03:19:53,966 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.3341, top1-acc=89.55%, top5-acc=99.24%, remaining_time=0:00:00.881370, arrival_time=2021-04-10 03:19:54.847337, cost_time=0:00:27.910068 2021-04-10 03:19:54,758 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.24ms, fps=1718 images/s, loss=0.3349, top1-acc=89.53%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:54.758171, cost_time=0:00:28.702274 2021-04-10 03:19:55,336 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=2.39ms, fps=4433 images/s, loss=0.7629, top1-acc=76.29%, top5-acc=97.89%, remaining_time=0:00:01.732230, arrival_time=2021-04-10 03:19:57.068957, cost_time=0:00:00.577406 2021-04-10 03:19:55,812 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.43ms, fps=5386 images/s, loss=0.7761, top1-acc=76.15%, top5-acc=97.93%, remaining_time=0:00:01.053020, arrival_time=2021-04-10 03:19:56.865350, cost_time=0:00:01.053014 2021-04-10 03:19:56,317 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.74ms, fps=5068 images/s, loss=0.7878, top1-acc=75.79%, top5-acc=97.84%, remaining_time=0:00:00.519490, arrival_time=2021-04-10 03:19:56.837286, cost_time=0:00:01.558480 2021-04-10 03:19:56,765 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.10ms, fps=5191 images/s, loss=0.7750, top1-acc=75.94%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:56.765068, cost_time=0:00:02.005722 2021-04-10 03:19:57,786 INFO : Epoch=0030 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:31:37.167430, arrival_time=2021-04-10 04:51:34.954150, cost_time=0:16:10.088375 2021-04-10 03:19:57,787 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 03:19:59,430 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.38ms, fps=1558 images/s, loss=0.3179, top1-acc=90.27%, top5-acc=99.06%, remaining_time=0:00:30.561288, arrival_time=2021-04-10 03:20:29.991863, cost_time=0:00:01.643080 2021-04-10 03:20:00,898 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.87ms, fps=1745 images/s, loss=0.3228, top1-acc=90.10%, top5-acc=99.12%, remaining_time=0:00:27.377328, arrival_time=2021-04-10 03:20:28.275899, cost_time=0:00:03.111056 2021-04-10 03:20:02,358 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.3351, top1-acc=89.67%, top5-acc=99.19%, remaining_time=0:00:25.292756, arrival_time=2021-04-10 03:20:27.651240, cost_time=0:00:04.570975 2021-04-10 03:20:03,814 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.54ms, fps=1759 images/s, loss=0.3309, top1-acc=89.78%, top5-acc=99.32%, remaining_time=0:00:23.506548, arrival_time=2021-04-10 03:20:27.321378, cost_time=0:00:06.027329 2021-04-10 03:20:05,269 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.3348, top1-acc=89.77%, top5-acc=99.27%, remaining_time=0:00:21.847732, arrival_time=2021-04-10 03:20:27.117385, cost_time=0:00:07.482101 2021-04-10 03:20:06,734 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.81ms, fps=1748 images/s, loss=0.3340, top1-acc=89.71%, top5-acc=99.31%, remaining_time=0:00:20.279912, arrival_time=2021-04-10 03:20:27.014425, cost_time=0:00:08.947040 2021-04-10 03:20:08,185 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.32ms, fps=1765 images/s, loss=0.3342, top1-acc=89.68%, top5-acc=99.32%, remaining_time=0:00:18.716418, arrival_time=2021-04-10 03:20:26.901940, cost_time=0:00:10.398029 2021-04-10 03:20:09,651 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.76ms, fps=1748 images/s, loss=0.3341, top1-acc=89.68%, top5-acc=99.32%, remaining_time=0:00:17.202104, arrival_time=2021-04-10 03:20:26.853140, cost_time=0:00:11.863504 2021-04-10 03:20:11,116 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.3312, top1-acc=89.79%, top5-acc=99.35%, remaining_time=0:00:15.698918, arrival_time=2021-04-10 03:20:26.815594, cost_time=0:00:13.329237 2021-04-10 03:20:12,573 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.3284, top1-acc=89.81%, top5-acc=99.36%, remaining_time=0:00:14.194368, arrival_time=2021-04-10 03:20:26.767741, cost_time=0:00:14.785802 2021-04-10 03:20:14,041 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=3.83ms, fps=1745 images/s, loss=0.3306, top1-acc=89.77%, top5-acc=99.36%, remaining_time=0:00:12.707446, arrival_time=2021-04-10 03:20:26.748619, cost_time=0:00:16.253710 2021-04-10 03:20:15,499 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.3315, top1-acc=89.74%, top5-acc=99.36%, remaining_time=0:00:11.217752, arrival_time=2021-04-10 03:20:26.717451, cost_time=0:00:17.712259 2021-04-10 03:20:16,959 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.3324, top1-acc=89.70%, top5-acc=99.36%, remaining_time=0:00:09.733482, arrival_time=2021-04-10 03:20:26.693115, cost_time=0:00:19.172072 2021-04-10 03:20:18,418 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.3338, top1-acc=89.68%, top5-acc=99.35%, remaining_time=0:00:08.252272, arrival_time=2021-04-10 03:20:26.670328, cost_time=0:00:20.630616 2021-04-10 03:20:19,881 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.3344, top1-acc=89.69%, top5-acc=99.32%, remaining_time=0:00:06.775616, arrival_time=2021-04-10 03:20:26.657451, cost_time=0:00:22.094403 2021-04-10 03:20:21,344 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=0.3346, top1-acc=89.63%, top5-acc=99.32%, remaining_time=0:00:05.300280, arrival_time=2021-04-10 03:20:26.644576, cost_time=0:00:23.556762 2021-04-10 03:20:22,810 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.3355, top1-acc=89.58%, top5-acc=99.32%, remaining_time=0:00:03.826992, arrival_time=2021-04-10 03:20:26.637119, cost_time=0:00:25.022678 2021-04-10 03:20:24,270 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.3349, top1-acc=89.59%, top5-acc=99.32%, remaining_time=0:00:02.354064, arrival_time=2021-04-10 03:20:26.624719, cost_time=0:00:26.483184 2021-04-10 03:20:25,733 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.3344, top1-acc=89.59%, top5-acc=99.33%, remaining_time=0:00:00.882510, arrival_time=2021-04-10 03:20:26.616020, cost_time=0:00:27.946078 2021-04-10 03:20:26,528 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.31ms, fps=1712 images/s, loss=0.3348, top1-acc=89.59%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:26.528453, cost_time=0:00:28.740967 2021-04-10 03:20:27,121 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.19ms, fps=4329 images/s, loss=0.8489, top1-acc=77.38%, top5-acc=98.36%, remaining_time=0:00:01.774200, arrival_time=2021-04-10 03:20:28.895313, cost_time=0:00:00.591402 2021-04-10 03:20:27,599 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.73ms, fps=5355 images/s, loss=0.8341, top1-acc=77.85%, top5-acc=98.30%, remaining_time=0:00:01.070120, arrival_time=2021-04-10 03:20:28.669917, cost_time=0:00:01.070113 2021-04-10 03:20:28,085 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.75ms, fps=5275 images/s, loss=0.8256, top1-acc=78.01%, top5-acc=98.32%, remaining_time=0:00:00.518640, arrival_time=2021-04-10 03:20:28.604249, cost_time=0:00:01.555909 2021-04-10 03:20:28,523 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.08ms, fps=5302 images/s, loss=0.8048, top1-acc=78.40%, top5-acc=98.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:28.523595, cost_time=0:00:01.993980 2021-04-10 03:20:29,516 INFO : Epoch=0031 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:31:01.522638, arrival_time=2021-04-10 04:51:31.038749, cost_time=0:16:41.817761 2021-04-10 03:20:29,516 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 03:20:31,177 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.47ms, fps=1542 images/s, loss=0.3577, top1-acc=88.59%, top5-acc=99.26%, remaining_time=0:00:30.876372, arrival_time=2021-04-10 03:21:02.053298, cost_time=0:00:01.660024 2021-04-10 03:20:32,641 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=2.22ms, fps=1748 images/s, loss=0.3522, top1-acc=88.91%, top5-acc=99.28%, remaining_time=0:00:27.498944, arrival_time=2021-04-10 03:21:00.140736, cost_time=0:00:03.124889 2021-04-10 03:20:34,103 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.70ms, fps=1752 images/s, loss=0.3444, top1-acc=89.09%, top5-acc=99.32%, remaining_time=0:00:25.379906, arrival_time=2021-04-10 03:20:59.483604, cost_time=0:00:04.586741 2021-04-10 03:20:35,564 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.3418, top1-acc=89.37%, top5-acc=99.31%, remaining_time=0:00:23.586576, arrival_time=2021-04-10 03:20:59.151335, cost_time=0:00:06.047856 2021-04-10 03:20:37,028 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.55ms, fps=1750 images/s, loss=0.3342, top1-acc=89.59%, top5-acc=99.34%, remaining_time=0:00:21.932704, arrival_time=2021-04-10 03:20:58.960810, cost_time=0:00:07.511205 2021-04-10 03:20:38,491 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.30ms, fps=1750 images/s, loss=0.3318, top1-acc=89.65%, top5-acc=99.33%, remaining_time=0:00:20.341928, arrival_time=2021-04-10 03:20:58.833196, cost_time=0:00:08.974368 2021-04-10 03:20:39,953 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=2.37ms, fps=1752 images/s, loss=0.3295, top1-acc=89.72%, top5-acc=99.31%, remaining_time=0:00:18.785340, arrival_time=2021-04-10 03:20:58.738624, cost_time=0:00:10.436323 2021-04-10 03:20:41,417 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.63ms, fps=1749 images/s, loss=0.3273, top1-acc=89.74%, top5-acc=99.30%, remaining_time=0:00:17.256392, arrival_time=2021-04-10 03:20:58.674234, cost_time=0:00:11.900937 2021-04-10 03:20:42,880 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.68ms, fps=1751 images/s, loss=0.3281, top1-acc=89.74%, top5-acc=99.22%, remaining_time=0:00:15.739198, arrival_time=2021-04-10 03:20:58.619663, cost_time=0:00:13.363465 2021-04-10 03:20:44,345 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.3288, top1-acc=89.71%, top5-acc=99.20%, remaining_time=0:00:14.235456, arrival_time=2021-04-10 03:20:58.580868, cost_time=0:00:14.828577 2021-04-10 03:20:45,805 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.3276, top1-acc=89.77%, top5-acc=99.22%, remaining_time=0:00:12.734536, arrival_time=2021-04-10 03:20:58.539782, cost_time=0:00:16.288341 2021-04-10 03:20:47,260 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.3270, top1-acc=89.79%, top5-acc=99.21%, remaining_time=0:00:11.237664, arrival_time=2021-04-10 03:20:58.498132, cost_time=0:00:17.743632 2021-04-10 03:20:48,723 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.3265, top1-acc=89.80%, top5-acc=99.21%, remaining_time=0:00:09.751038, arrival_time=2021-04-10 03:20:58.474579, cost_time=0:00:19.206644 2021-04-10 03:20:50,180 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.3272, top1-acc=89.79%, top5-acc=99.23%, remaining_time=0:00:08.265544, arrival_time=2021-04-10 03:20:58.446273, cost_time=0:00:20.663897 2021-04-10 03:20:51,638 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.60ms, fps=1757 images/s, loss=0.3284, top1-acc=89.77%, top5-acc=99.21%, remaining_time=0:00:06.783942, arrival_time=2021-04-10 03:20:58.422349, cost_time=0:00:22.121494 2021-04-10 03:20:53,099 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.81ms, fps=1753 images/s, loss=0.3297, top1-acc=89.70%, top5-acc=99.20%, remaining_time=0:00:05.306004, arrival_time=2021-04-10 03:20:58.405060, cost_time=0:00:23.582222 2021-04-10 03:20:54,553 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.84ms, fps=1761 images/s, loss=0.3322, top1-acc=89.64%, top5-acc=99.19%, remaining_time=0:00:03.829124, arrival_time=2021-04-10 03:20:58.382548, cost_time=0:00:25.036540 2021-04-10 03:20:56,017 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.80ms, fps=1749 images/s, loss=0.3331, top1-acc=89.66%, top5-acc=99.19%, remaining_time=0:00:02.355616, arrival_time=2021-04-10 03:20:58.373206, cost_time=0:00:26.500738 2021-04-10 03:20:57,472 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.3351, top1-acc=89.59%, top5-acc=99.19%, remaining_time=0:00:00.882798, arrival_time=2021-04-10 03:20:58.354849, cost_time=0:00:27.955217 2021-04-10 03:20:58,265 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.35ms, fps=1714 images/s, loss=0.3354, top1-acc=89.60%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:58.265924, cost_time=0:00:28.749100 2021-04-10 03:20:58,848 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.20ms, fps=4402 images/s, loss=0.7682, top1-acc=76.99%, top5-acc=98.36%, remaining_time=0:00:01.744590, arrival_time=2021-04-10 03:21:00.593240, cost_time=0:00:00.581534 2021-04-10 03:20:59,331 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.82ms, fps=5304 images/s, loss=0.7770, top1-acc=77.58%, top5-acc=98.01%, remaining_time=0:00:01.064780, arrival_time=2021-04-10 03:21:00.396513, cost_time=0:00:01.064774 2021-04-10 03:20:59,814 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=2.62ms, fps=5306 images/s, loss=0.7789, top1-acc=77.88%, top5-acc=97.84%, remaining_time=0:00:00.515860, arrival_time=2021-04-10 03:21:00.330414, cost_time=0:00:01.547571 2021-04-10 03:21:00,268 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.10ms, fps=5115 images/s, loss=0.7857, top1-acc=77.76%, top5-acc=97.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:00.268560, cost_time=0:00:02.001567 2021-04-10 03:21:01,335 INFO : Epoch=0032 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:30:26.593872, arrival_time=2021-04-10 04:51:27.929158, cost_time=0:17:13.636937 2021-04-10 03:21:01,335 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 03:21:02,997 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=2.01ms, fps=1541 images/s, loss=0.3352, top1-acc=89.69%, top5-acc=99.57%, remaining_time=0:00:30.904458, arrival_time=2021-04-10 03:21:33.902130, cost_time=0:00:01.661526 2021-04-10 03:21:04,462 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.33ms, fps=1749 images/s, loss=0.3447, top1-acc=89.41%, top5-acc=99.28%, remaining_time=0:00:27.508976, arrival_time=2021-04-10 03:21:31.971073, cost_time=0:00:03.126014 2021-04-10 03:21:05,944 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.43ms, fps=1728 images/s, loss=0.3411, top1-acc=89.57%, top5-acc=99.21%, remaining_time=0:00:25.500256, arrival_time=2021-04-10 03:21:31.444838, cost_time=0:00:04.608480 2021-04-10 03:21:07,403 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.3359, top1-acc=89.58%, top5-acc=99.25%, remaining_time=0:00:23.663016, arrival_time=2021-04-10 03:21:31.066519, cost_time=0:00:06.067425 2021-04-10 03:21:08,870 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.87ms, fps=1746 images/s, loss=0.3322, top1-acc=89.70%, top5-acc=99.30%, remaining_time=0:00:22.001032, arrival_time=2021-04-10 03:21:30.871715, cost_time=0:00:07.534594 2021-04-10 03:21:10,330 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=2.08ms, fps=1755 images/s, loss=0.3274, top1-acc=89.86%, top5-acc=99.30%, remaining_time=0:00:20.386944, arrival_time=2021-04-10 03:21:30.717273, cost_time=0:00:08.994265 2021-04-10 03:21:11,786 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.3259, top1-acc=90.00%, top5-acc=99.34%, remaining_time=0:00:18.811296, arrival_time=2021-04-10 03:21:30.598098, cost_time=0:00:10.450705 2021-04-10 03:21:13,246 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=0.3239, top1-acc=90.03%, top5-acc=99.34%, remaining_time=0:00:17.269964, arrival_time=2021-04-10 03:21:30.516447, cost_time=0:00:11.910329 2021-04-10 03:21:14,715 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.53ms, fps=1744 images/s, loss=0.3249, top1-acc=89.97%, top5-acc=99.31%, remaining_time=0:00:15.757642, arrival_time=2021-04-10 03:21:30.472758, cost_time=0:00:13.379089 2021-04-10 03:21:16,182 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.86ms, fps=1745 images/s, loss=0.3289, top1-acc=89.81%, top5-acc=99.28%, remaining_time=0:00:14.252352, arrival_time=2021-04-10 03:21:30.434688, cost_time=0:00:14.846225 2021-04-10 03:21:17,647 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.3287, top1-acc=89.74%, top5-acc=99.30%, remaining_time=0:00:12.752854, arrival_time=2021-04-10 03:21:30.400707, cost_time=0:00:16.311815 2021-04-10 03:21:19,114 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.52ms, fps=1746 images/s, loss=0.3260, top1-acc=89.86%, top5-acc=99.29%, remaining_time=0:00:11.259932, arrival_time=2021-04-10 03:21:30.374844, cost_time=0:00:17.778893 2021-04-10 03:21:20,578 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=2.23ms, fps=1750 images/s, loss=0.3255, top1-acc=89.87%, top5-acc=99.29%, remaining_time=0:00:09.768990, arrival_time=2021-04-10 03:21:30.347066, cost_time=0:00:19.241988 2021-04-10 03:21:22,040 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.71ms, fps=1751 images/s, loss=0.3231, top1-acc=89.93%, top5-acc=99.30%, remaining_time=0:00:08.281784, arrival_time=2021-04-10 03:21:30.322276, cost_time=0:00:20.704405 2021-04-10 03:21:23,499 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.3231, top1-acc=89.96%, top5-acc=99.31%, remaining_time=0:00:06.796914, arrival_time=2021-04-10 03:21:30.296820, cost_time=0:00:22.163834 2021-04-10 03:21:24,969 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.47ms, fps=1743 images/s, loss=0.3226, top1-acc=89.98%, top5-acc=99.32%, remaining_time=0:00:05.317560, arrival_time=2021-04-10 03:21:30.287191, cost_time=0:00:23.633537 2021-04-10 03:21:26,427 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.3223, top1-acc=89.97%, top5-acc=99.33%, remaining_time=0:00:03.837496, arrival_time=2021-04-10 03:21:30.264867, cost_time=0:00:25.091280 2021-04-10 03:21:27,882 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.3240, top1-acc=89.94%, top5-acc=99.32%, remaining_time=0:00:02.359664, arrival_time=2021-04-10 03:21:30.242005, cost_time=0:00:26.546250 2021-04-10 03:21:29,346 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.3251, top1-acc=89.90%, top5-acc=99.31%, remaining_time=0:00:00.884544, arrival_time=2021-04-10 03:21:30.231198, cost_time=0:00:28.010499 2021-04-10 03:21:30,140 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.45ms, fps=1715 images/s, loss=0.3245, top1-acc=89.90%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:30.140052, cost_time=0:00:28.804003 2021-04-10 03:21:30,731 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.34ms, fps=4336 images/s, loss=0.6729, top1-acc=80.74%, top5-acc=98.67%, remaining_time=0:00:01.771320, arrival_time=2021-04-10 03:21:32.503125, cost_time=0:00:00.590436 2021-04-10 03:21:31,254 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.41ms, fps=4911 images/s, loss=0.6666, top1-acc=80.98%, top5-acc=98.48%, remaining_time=0:00:01.112740, arrival_time=2021-04-10 03:21:32.366750, cost_time=0:00:01.112736 2021-04-10 03:21:31,739 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.45ms, fps=5278 images/s, loss=0.6787, top1-acc=80.62%, top5-acc=98.37%, remaining_time=0:00:00.532700, arrival_time=2021-04-10 03:21:32.272145, cost_time=0:00:01.598106 2021-04-10 03:21:32,176 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=5309 images/s, loss=0.7005, top1-acc=80.46%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:32.176885, cost_time=0:00:02.035641 2021-04-10 03:21:33,895 INFO : Epoch=0033 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:29:55.604336, arrival_time=2021-04-10 04:51:29.499979, cost_time=0:17:46.197269 2021-04-10 03:21:33,896 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 03:21:35,590 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.85ms, fps=1512 images/s, loss=0.3402, top1-acc=88.95%, top5-acc=99.18%, remaining_time=0:00:31.497426, arrival_time=2021-04-10 03:22:07.087674, cost_time=0:00:01.693406 2021-04-10 03:21:37,060 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.41ms, fps=1743 images/s, loss=0.3306, top1-acc=89.43%, top5-acc=99.34%, remaining_time=0:00:27.836336, arrival_time=2021-04-10 03:22:04.896340, cost_time=0:00:03.163224 2021-04-10 03:21:38,519 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.3244, top1-acc=89.53%, top5-acc=99.47%, remaining_time=0:00:25.580268, arrival_time=2021-04-10 03:22:04.100036, cost_time=0:00:04.622952 2021-04-10 03:21:39,983 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.34ms, fps=1750 images/s, loss=0.3166, top1-acc=89.82%, top5-acc=99.45%, remaining_time=0:00:23.736336, arrival_time=2021-04-10 03:22:03.719379, cost_time=0:00:06.086234 2021-04-10 03:21:41,438 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.83ms, fps=1759 images/s, loss=0.3201, top1-acc=89.88%, top5-acc=99.40%, remaining_time=0:00:22.022202, arrival_time=2021-04-10 03:22:03.460857, cost_time=0:00:07.541869 2021-04-10 03:21:42,896 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.3160, top1-acc=89.99%, top5-acc=99.36%, remaining_time=0:00:20.400136, arrival_time=2021-04-10 03:22:03.296977, cost_time=0:00:09.000079 2021-04-10 03:21:44,359 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.73ms, fps=1751 images/s, loss=0.3153, top1-acc=90.07%, top5-acc=99.34%, remaining_time=0:00:18.832212, arrival_time=2021-04-10 03:22:03.191360, cost_time=0:00:10.462331 2021-04-10 03:21:45,821 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.3172, top1-acc=90.05%, top5-acc=99.35%, remaining_time=0:00:17.291540, arrival_time=2021-04-10 03:22:03.113483, cost_time=0:00:11.925184 2021-04-10 03:21:47,280 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.68ms, fps=1756 images/s, loss=0.3199, top1-acc=89.96%, top5-acc=99.35%, remaining_time=0:00:15.763154, arrival_time=2021-04-10 03:22:03.043773, cost_time=0:00:13.383821 2021-04-10 03:21:48,742 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=2.18ms, fps=1752 images/s, loss=0.3255, top1-acc=89.84%, top5-acc=99.32%, remaining_time=0:00:14.251872, arrival_time=2021-04-10 03:22:02.994379, cost_time=0:00:14.845688 2021-04-10 03:21:50,215 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=2.03ms, fps=1739 images/s, loss=0.3259, top1-acc=89.80%, top5-acc=99.33%, remaining_time=0:00:12.758358, arrival_time=2021-04-10 03:22:02.974079, cost_time=0:00:16.318851 2021-04-10 03:21:51,689 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.80ms, fps=1738 images/s, loss=0.3258, top1-acc=89.84%, top5-acc=99.34%, remaining_time=0:00:11.268596, arrival_time=2021-04-10 03:22:02.957954, cost_time=0:00:17.792554 2021-04-10 03:21:53,151 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.30ms, fps=1751 images/s, loss=0.3268, top1-acc=89.80%, top5-acc=99.32%, remaining_time=0:00:09.775590, arrival_time=2021-04-10 03:22:02.927302, cost_time=0:00:19.254898 2021-04-10 03:21:54,615 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.83ms, fps=1750 images/s, loss=0.3249, top1-acc=89.83%, top5-acc=99.32%, remaining_time=0:00:08.287496, arrival_time=2021-04-10 03:22:02.903050, cost_time=0:00:20.718744 2021-04-10 03:21:56,078 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.3281, top1-acc=89.73%, top5-acc=99.32%, remaining_time=0:00:06.802342, arrival_time=2021-04-10 03:22:02.880747, cost_time=0:00:22.181614 2021-04-10 03:21:57,540 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.3269, top1-acc=89.77%, top5-acc=99.33%, remaining_time=0:00:05.319756, arrival_time=2021-04-10 03:22:02.859943, cost_time=0:00:23.643365 2021-04-10 03:21:59,001 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=0.3257, top1-acc=89.82%, top5-acc=99.34%, remaining_time=0:00:03.839550, arrival_time=2021-04-10 03:22:02.841117, cost_time=0:00:25.104747 2021-04-10 03:22:00,459 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.3271, top1-acc=89.75%, top5-acc=99.34%, remaining_time=0:00:02.361168, arrival_time=2021-04-10 03:22:02.821057, cost_time=0:00:26.563150 2021-04-10 03:22:01,920 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.25ms, fps=1753 images/s, loss=0.3264, top1-acc=89.76%, top5-acc=99.34%, remaining_time=0:00:00.884970, arrival_time=2021-04-10 03:22:02.805842, cost_time=0:00:28.024068 2021-04-10 03:22:02,710 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.24ms, fps=1724 images/s, loss=0.3270, top1-acc=89.74%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:02.710431, cost_time=0:00:28.813694 2021-04-10 03:22:03,325 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.29ms, fps=4167 images/s, loss=0.5298, top1-acc=83.79%, top5-acc=98.79%, remaining_time=0:00:01.843140, arrival_time=2021-04-10 03:22:05.168997, cost_time=0:00:00.614378 2021-04-10 03:22:03,808 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.65ms, fps=5312 images/s, loss=0.5408, top1-acc=83.93%, top5-acc=98.55%, remaining_time=0:00:01.096620, arrival_time=2021-04-10 03:22:04.904793, cost_time=0:00:01.096624 2021-04-10 03:22:04,288 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.47ms, fps=5336 images/s, loss=0.5417, top1-acc=83.82%, top5-acc=98.55%, remaining_time=0:00:00.525640, arrival_time=2021-04-10 03:22:04.814055, cost_time=0:00:01.576932 2021-04-10 03:22:04,727 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.07ms, fps=5293 images/s, loss=0.5579, top1-acc=83.75%, top5-acc=98.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:04.727124, cost_time=0:00:02.015598 2021-04-10 03:22:05,798 INFO : Epoch=0034 complete, best val top1-acc=84.06%, top5-acc=98.77% (epoch=24), remaining_time=1:29:21.311628, arrival_time=2021-04-10 04:51:27.109944, cost_time=0:18:18.099961 2021-04-10 03:22:05,799 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 03:22:07,492 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.26ms, fps=1512 images/s, loss=0.3340, top1-acc=89.69%, top5-acc=99.22%, remaining_time=0:00:31.487940, arrival_time=2021-04-10 03:22:38.980008, cost_time=0:00:01.692896 2021-04-10 03:22:08,950 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.56ms, fps=1756 images/s, loss=0.3214, top1-acc=89.88%, top5-acc=99.39%, remaining_time=0:00:27.731616, arrival_time=2021-04-10 03:22:36.682137, cost_time=0:00:03.151328 2021-04-10 03:22:10,412 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=0.3145, top1-acc=90.08%, top5-acc=99.40%, remaining_time=0:00:25.527978, arrival_time=2021-04-10 03:22:35.940718, cost_time=0:00:04.613482 2021-04-10 03:22:11,877 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.3116, top1-acc=90.18%, top5-acc=99.39%, remaining_time=0:00:23.705604, arrival_time=2021-04-10 03:22:35.583114, cost_time=0:00:06.078379 2021-04-10 03:22:13,344 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.56ms, fps=1750 images/s, loss=0.3202, top1-acc=90.09%, top5-acc=99.35%, remaining_time=0:00:22.032130, arrival_time=2021-04-10 03:22:35.376527, cost_time=0:00:07.545235 2021-04-10 03:22:14,798 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=2.06ms, fps=1761 images/s, loss=0.3186, top1-acc=90.12%, top5-acc=99.27%, remaining_time=0:00:20.398776, arrival_time=2021-04-10 03:22:35.197338, cost_time=0:00:08.999457 2021-04-10 03:22:16,262 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.3141, top1-acc=90.23%, top5-acc=99.28%, remaining_time=0:00:18.833094, arrival_time=2021-04-10 03:22:35.095080, cost_time=0:00:10.462810 2021-04-10 03:22:17,725 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=2.48ms, fps=1749 images/s, loss=0.3201, top1-acc=90.11%, top5-acc=99.24%, remaining_time=0:00:17.293860, arrival_time=2021-04-10 03:22:35.019730, cost_time=0:00:11.926772 2021-04-10 03:22:19,191 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.3226, top1-acc=90.06%, top5-acc=99.22%, remaining_time=0:00:15.772800, arrival_time=2021-04-10 03:22:34.963975, cost_time=0:00:13.392004 2021-04-10 03:22:20,651 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=2.11ms, fps=1754 images/s, loss=0.3208, top1-acc=90.08%, top5-acc=99.21%, remaining_time=0:00:14.257920, arrival_time=2021-04-10 03:22:34.909165, cost_time=0:00:14.851990 2021-04-10 03:22:22,115 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.08ms, fps=1749 images/s, loss=0.3224, top1-acc=90.05%, top5-acc=99.22%, remaining_time=0:00:12.756294, arrival_time=2021-04-10 03:22:34.871667, cost_time=0:00:16.316210 2021-04-10 03:22:23,573 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.61ms, fps=1756 images/s, loss=0.3234, top1-acc=89.97%, top5-acc=99.22%, remaining_time=0:00:11.257120, arrival_time=2021-04-10 03:22:34.830732, cost_time=0:00:17.774436 2021-04-10 03:22:25,030 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.66ms, fps=1758 images/s, loss=0.3234, top1-acc=89.98%, top5-acc=99.23%, remaining_time=0:00:09.763578, arrival_time=2021-04-10 03:22:34.794088, cost_time=0:00:19.231310 2021-04-10 03:22:26,491 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.3238, top1-acc=89.98%, top5-acc=99.25%, remaining_time=0:00:08.277024, arrival_time=2021-04-10 03:22:34.768758, cost_time=0:00:20.692497 2021-04-10 03:22:27,952 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.51ms, fps=1753 images/s, loss=0.3243, top1-acc=89.96%, top5-acc=99.25%, remaining_time=0:00:06.793832, arrival_time=2021-04-10 03:22:34.746728, cost_time=0:00:22.153775 2021-04-10 03:22:29,421 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.23ms, fps=1744 images/s, loss=0.3249, top1-acc=89.92%, top5-acc=99.26%, remaining_time=0:00:05.314932, arrival_time=2021-04-10 03:22:34.735988, cost_time=0:00:23.621878 2021-04-10 03:22:30,887 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=0.3232, top1-acc=89.95%, top5-acc=99.27%, remaining_time=0:00:03.837106, arrival_time=2021-04-10 03:22:34.725049, cost_time=0:00:25.088839 2021-04-10 03:22:32,352 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.3230, top1-acc=89.92%, top5-acc=99.26%, remaining_time=0:00:02.360304, arrival_time=2021-04-10 03:22:34.712999, cost_time=0:00:26.553509 2021-04-10 03:22:33,812 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.28ms, fps=1754 images/s, loss=0.3236, top1-acc=89.91%, top5-acc=99.26%, remaining_time=0:00:00.884646, arrival_time=2021-04-10 03:22:34.697447, cost_time=0:00:28.013701 2021-04-10 03:22:34,609 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.80ms, fps=1709 images/s, loss=0.3226, top1-acc=89.93%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:34.608978, cost_time=0:00:28.809822 2021-04-10 03:22:35,176 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.20ms, fps=4524 images/s, loss=0.4566, top1-acc=86.56%, top5-acc=98.71%, remaining_time=0:00:01.697610, arrival_time=2021-04-10 03:22:36.873594, cost_time=0:00:00.565872 2021-04-10 03:22:35,658 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.92ms, fps=5307 images/s, loss=0.4529, top1-acc=86.64%, top5-acc=98.91%, remaining_time=0:00:01.048660, arrival_time=2021-04-10 03:22:36.707453, cost_time=0:00:01.048656 2021-04-10 03:22:36,138 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.34ms, fps=5342 images/s, loss=0.4841, top1-acc=85.83%, top5-acc=98.79%, remaining_time=0:00:00.509450, arrival_time=2021-04-10 03:22:36.647941, cost_time=0:00:01.528351 2021-04-10 03:22:36,575 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.08ms, fps=5311 images/s, loss=0.4806, top1-acc=85.74%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:36.575722, cost_time=0:00:01.965654 2021-04-10 03:22:38,691 INFO : Epoch=0035 complete, best val top1-acc=85.74%, top5-acc=98.85% (epoch=35), remaining_time=1:28:51.826335, arrival_time=2021-04-10 04:51:30.518161, cost_time=0:18:50.993467 2021-04-10 03:22:38,692 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 03:22:40,354 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.52ms, fps=1540 images/s, loss=0.2791, top1-acc=91.68%, top5-acc=99.61%, remaining_time=0:00:30.913386, arrival_time=2021-04-10 03:23:11.268036, cost_time=0:00:01.662007 2021-04-10 03:22:41,818 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.3033, top1-acc=90.33%, top5-acc=99.53%, remaining_time=0:00:27.508272, arrival_time=2021-04-10 03:23:09.326892, cost_time=0:00:03.125931 2021-04-10 03:22:43,281 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.3127, top1-acc=90.08%, top5-acc=99.51%, remaining_time=0:00:25.392854, arrival_time=2021-04-10 03:23:08.674477, cost_time=0:00:04.589082 2021-04-10 03:22:44,740 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.3131, top1-acc=90.23%, top5-acc=99.39%, remaining_time=0:00:23.587980, arrival_time=2021-04-10 03:23:08.328773, cost_time=0:00:06.048215 2021-04-10 03:22:46,206 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.3160, top1-acc=90.05%, top5-acc=99.33%, remaining_time=0:00:21.938836, arrival_time=2021-04-10 03:23:08.144767, cost_time=0:00:07.513276 2021-04-10 03:22:47,669 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.64ms, fps=1750 images/s, loss=0.3166, top1-acc=90.05%, top5-acc=99.29%, remaining_time=0:00:20.347368, arrival_time=2021-04-10 03:23:08.016738, cost_time=0:00:08.976780 2021-04-10 03:22:49,126 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.3159, top1-acc=90.05%, top5-acc=99.26%, remaining_time=0:00:18.781812, arrival_time=2021-04-10 03:23:07.908729, cost_time=0:00:10.434337 2021-04-10 03:22:50,590 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.3193, top1-acc=89.97%, top5-acc=99.24%, remaining_time=0:00:17.251868, arrival_time=2021-04-10 03:23:07.842275, cost_time=0:00:11.897821 2021-04-10 03:22:52,054 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.54ms, fps=1750 images/s, loss=0.3184, top1-acc=89.95%, top5-acc=99.25%, remaining_time=0:00:15.736972, arrival_time=2021-04-10 03:23:07.791177, cost_time=0:00:13.361568 2021-04-10 03:22:53,510 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.3180, top1-acc=89.94%, top5-acc=99.24%, remaining_time=0:00:14.225664, arrival_time=2021-04-10 03:23:07.736593, cost_time=0:00:14.818411 2021-04-10 03:22:54,969 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.3181, top1-acc=89.95%, top5-acc=99.24%, remaining_time=0:00:12.725162, arrival_time=2021-04-10 03:23:07.694151, cost_time=0:00:16.276339 2021-04-10 03:22:56,433 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.84ms, fps=1749 images/s, loss=0.3165, top1-acc=90.01%, top5-acc=99.26%, remaining_time=0:00:11.236068, arrival_time=2021-04-10 03:23:07.669802, cost_time=0:00:17.741166 2021-04-10 03:22:57,889 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.48ms, fps=1759 images/s, loss=0.3198, top1-acc=89.91%, top5-acc=99.26%, remaining_time=0:00:09.746220, arrival_time=2021-04-10 03:23:07.635831, cost_time=0:00:19.197069 2021-04-10 03:22:59,349 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=0.3195, top1-acc=89.94%, top5-acc=99.27%, remaining_time=0:00:08.262744, arrival_time=2021-04-10 03:23:07.612225, cost_time=0:00:20.656819 2021-04-10 03:23:00,801 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.32ms, fps=1764 images/s, loss=0.3197, top1-acc=89.89%, top5-acc=99.27%, remaining_time=0:00:06.779986, arrival_time=2021-04-10 03:23:07.581242, cost_time=0:00:22.108712 2021-04-10 03:23:02,259 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.3194, top1-acc=89.88%, top5-acc=99.27%, remaining_time=0:00:05.302584, arrival_time=2021-04-10 03:23:07.562131, cost_time=0:00:23.567030 2021-04-10 03:23:03,716 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.3206, top1-acc=89.84%, top5-acc=99.26%, remaining_time=0:00:03.827200, arrival_time=2021-04-10 03:23:07.543841, cost_time=0:00:25.024033 2021-04-10 03:23:05,178 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=0.3206, top1-acc=89.85%, top5-acc=99.26%, remaining_time=0:00:02.354336, arrival_time=2021-04-10 03:23:07.533171, cost_time=0:00:26.486308 2021-04-10 03:23:06,643 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.3206, top1-acc=89.89%, top5-acc=99.25%, remaining_time=0:00:00.882666, arrival_time=2021-04-10 03:23:07.526364, cost_time=0:00:27.951183 2021-04-10 03:23:07,436 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.30ms, fps=1717 images/s, loss=0.3202, top1-acc=89.92%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:07.436142, cost_time=0:00:28.743636 2021-04-10 03:23:08,010 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=0.22ms, fps=4465 images/s, loss=0.5856, top1-acc=82.66%, top5-acc=98.16%, remaining_time=0:00:01.720020, arrival_time=2021-04-10 03:23:09.730604, cost_time=0:00:00.573343 2021-04-10 03:23:08,498 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.30ms, fps=5256 images/s, loss=0.6069, top1-acc=82.34%, top5-acc=98.34%, remaining_time=0:00:01.060860, arrival_time=2021-04-10 03:23:09.558939, cost_time=0:00:01.060863 2021-04-10 03:23:08,978 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.06ms, fps=5331 images/s, loss=0.6023, top1-acc=82.33%, top5-acc=98.36%, remaining_time=0:00:00.513820, arrival_time=2021-04-10 03:23:09.492557, cost_time=0:00:01.541475 2021-04-10 03:23:09,415 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.10ms, fps=5317 images/s, loss=0.6254, top1-acc=81.93%, top5-acc=98.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:09.415508, cost_time=0:00:01.978338 2021-04-10 03:23:11,161 INFO : Epoch=0036 complete, best val top1-acc=85.74%, top5-acc=98.85% (epoch=35), remaining_time=1:28:20.220060, arrival_time=2021-04-10 04:51:31.381386, cost_time=0:19:23.462952 2021-04-10 03:23:11,162 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 03:23:12,798 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.28ms, fps=1564 images/s, loss=0.3295, top1-acc=89.57%, top5-acc=99.34%, remaining_time=0:00:30.440946, arrival_time=2021-04-10 03:23:43.239866, cost_time=0:00:01.636611 2021-04-10 03:23:14,260 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.90ms, fps=1753 images/s, loss=0.3235, top1-acc=89.61%, top5-acc=99.28%, remaining_time=0:00:27.258704, arrival_time=2021-04-10 03:23:41.518695, cost_time=0:00:03.097582 2021-04-10 03:23:15,734 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.34ms, fps=1737 images/s, loss=0.3309, top1-acc=89.36%, top5-acc=99.31%, remaining_time=0:00:25.299894, arrival_time=2021-04-10 03:23:41.034544, cost_time=0:00:04.572271 2021-04-10 03:23:17,197 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.61ms, fps=1751 images/s, loss=0.3247, top1-acc=89.43%, top5-acc=99.37%, remaining_time=0:00:23.534940, arrival_time=2021-04-10 03:23:40.731961, cost_time=0:00:06.034613 2021-04-10 03:23:18,657 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.3173, top1-acc=89.66%, top5-acc=99.39%, remaining_time=0:00:21.884962, arrival_time=2021-04-10 03:23:40.542168, cost_time=0:00:07.494827 2021-04-10 03:23:20,111 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.3165, top1-acc=89.79%, top5-acc=99.39%, remaining_time=0:00:20.285488, arrival_time=2021-04-10 03:23:40.397401, cost_time=0:00:08.949465 2021-04-10 03:23:21,575 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.3192, top1-acc=89.69%, top5-acc=99.38%, remaining_time=0:00:18.743256, arrival_time=2021-04-10 03:23:40.318587, cost_time=0:00:10.412944 2021-04-10 03:23:23,044 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.3156, top1-acc=89.82%, top5-acc=99.40%, remaining_time=0:00:17.228900, arrival_time=2021-04-10 03:23:40.273264, cost_time=0:00:11.881983 2021-04-10 03:23:24,505 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.3148, top1-acc=89.90%, top5-acc=99.39%, remaining_time=0:00:15.715242, arrival_time=2021-04-10 03:23:40.220686, cost_time=0:00:13.343104 2021-04-10 03:23:25,963 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.3148, top1-acc=89.93%, top5-acc=99.38%, remaining_time=0:00:14.208576, arrival_time=2021-04-10 03:23:40.171586, cost_time=0:00:14.800561 2021-04-10 03:23:27,426 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.89ms, fps=1750 images/s, loss=0.3142, top1-acc=89.98%, top5-acc=99.36%, remaining_time=0:00:12.715874, arrival_time=2021-04-10 03:23:40.142746, cost_time=0:00:16.264510 2021-04-10 03:23:28,885 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=0.3160, top1-acc=89.92%, top5-acc=99.35%, remaining_time=0:00:11.224820, arrival_time=2021-04-10 03:23:40.110594, cost_time=0:00:17.723380 2021-04-10 03:23:30,347 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=2.03ms, fps=1752 images/s, loss=0.3168, top1-acc=89.91%, top5-acc=99.35%, remaining_time=0:00:09.740280, arrival_time=2021-04-10 03:23:40.087940, cost_time=0:00:19.185347 2021-04-10 03:23:31,806 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.80ms, fps=1755 images/s, loss=0.3165, top1-acc=89.90%, top5-acc=99.36%, remaining_time=0:00:08.257648, arrival_time=2021-04-10 03:23:40.064177, cost_time=0:00:20.644170 2021-04-10 03:23:33,269 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=0.3176, top1-acc=89.87%, top5-acc=99.34%, remaining_time=0:00:06.779434, arrival_time=2021-04-10 03:23:40.048671, cost_time=0:00:22.106849 2021-04-10 03:23:34,728 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=0.3160, top1-acc=89.92%, top5-acc=99.34%, remaining_time=0:00:05.302404, arrival_time=2021-04-10 03:23:40.030997, cost_time=0:00:23.566269 2021-04-10 03:23:36,187 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.3173, top1-acc=89.91%, top5-acc=99.34%, remaining_time=0:00:03.827356, arrival_time=2021-04-10 03:23:40.014838, cost_time=0:00:25.025021 2021-04-10 03:23:37,649 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=0.3168, top1-acc=89.91%, top5-acc=99.35%, remaining_time=0:00:02.354384, arrival_time=2021-04-10 03:23:40.003460, cost_time=0:00:26.486739 2021-04-10 03:23:39,106 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.31ms, fps=1757 images/s, loss=0.3172, top1-acc=89.91%, top5-acc=99.34%, remaining_time=0:00:00.882456, arrival_time=2021-04-10 03:23:39.989169, cost_time=0:00:27.944360 2021-04-10 03:23:39,909 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.73ms, fps=1695 images/s, loss=0.3176, top1-acc=89.89%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:39.909374, cost_time=0:00:28.747060 2021-04-10 03:23:40,467 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.91ms, fps=4595 images/s, loss=0.7415, top1-acc=79.45%, top5-acc=96.87%, remaining_time=0:00:01.671360, arrival_time=2021-04-10 03:23:42.139049, cost_time=0:00:00.557116 2021-04-10 03:23:40,949 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.29ms, fps=5322 images/s, loss=0.7241, top1-acc=79.39%, top5-acc=97.13%, remaining_time=0:00:01.038620, arrival_time=2021-04-10 03:23:41.987786, cost_time=0:00:01.038629 2021-04-10 03:23:41,424 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.36ms, fps=5392 images/s, loss=0.7183, top1-acc=79.84%, top5-acc=97.10%, remaining_time=0:00:00.504580, arrival_time=2021-04-10 03:23:41.929058, cost_time=0:00:01.513741 2021-04-10 03:23:41,873 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.11ms, fps=5172 images/s, loss=0.7210, top1-acc=79.62%, top5-acc=97.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:41.873589, cost_time=0:00:01.963046 2021-04-10 03:23:42,937 INFO : Epoch=0037 complete, best val top1-acc=85.74%, top5-acc=98.85% (epoch=35), remaining_time=1:27:45.512880, arrival_time=2021-04-10 04:51:28.450371, cost_time=0:19:55.239132 2021-04-10 03:23:42,938 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 03:23:44,576 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=0.38ms, fps=1563 images/s, loss=0.3219, top1-acc=90.00%, top5-acc=99.30%, remaining_time=0:00:30.470892, arrival_time=2021-04-10 03:24:15.047380, cost_time=0:00:01.638221 2021-04-10 03:23:46,044 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.89ms, fps=1744 images/s, loss=0.3291, top1-acc=89.73%, top5-acc=99.43%, remaining_time=0:00:27.337200, arrival_time=2021-04-10 03:24:13.382002, cost_time=0:00:03.106494 2021-04-10 03:23:47,513 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.89ms, fps=1743 images/s, loss=0.3203, top1-acc=90.03%, top5-acc=99.35%, remaining_time=0:00:25.317656, arrival_time=2021-04-10 03:24:12.831420, cost_time=0:00:04.575495 2021-04-10 03:23:48,976 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.3169, top1-acc=90.04%, top5-acc=99.35%, remaining_time=0:00:23.546328, arrival_time=2021-04-10 03:24:12.522317, cost_time=0:00:06.037528 2021-04-10 03:23:50,435 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.3200, top1-acc=90.05%, top5-acc=99.29%, remaining_time=0:00:21.892116, arrival_time=2021-04-10 03:24:12.327712, cost_time=0:00:07.497325 2021-04-10 03:23:51,889 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.3142, top1-acc=90.18%, top5-acc=99.32%, remaining_time=0:00:20.289568, arrival_time=2021-04-10 03:24:12.179118, cost_time=0:00:08.951287 2021-04-10 03:23:53,345 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.3163, top1-acc=90.06%, top5-acc=99.34%, remaining_time=0:00:18.732924, arrival_time=2021-04-10 03:24:12.078389, cost_time=0:00:10.407195 2021-04-10 03:23:54,807 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.54ms, fps=1751 images/s, loss=0.3134, top1-acc=90.21%, top5-acc=99.34%, remaining_time=0:00:17.210804, arrival_time=2021-04-10 03:24:12.018582, cost_time=0:00:11.869515 2021-04-10 03:23:56,279 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.3171, top1-acc=90.13%, top5-acc=99.30%, remaining_time=0:00:15.713016, arrival_time=2021-04-10 03:24:11.992556, cost_time=0:00:13.341226 2021-04-10 03:23:57,735 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.3160, top1-acc=90.18%, top5-acc=99.28%, remaining_time=0:00:14.204832, arrival_time=2021-04-10 03:24:11.939833, cost_time=0:00:14.796713 2021-04-10 03:23:59,195 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.3166, top1-acc=90.12%, top5-acc=99.29%, remaining_time=0:00:12.710198, arrival_time=2021-04-10 03:24:11.905750, cost_time=0:00:16.257274 2021-04-10 03:24:00,660 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.70ms, fps=1748 images/s, loss=0.3196, top1-acc=90.03%, top5-acc=99.27%, remaining_time=0:00:11.224212, arrival_time=2021-04-10 03:24:11.884943, cost_time=0:00:17.722470 2021-04-10 03:24:02,115 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.3161, top1-acc=90.14%, top5-acc=99.30%, remaining_time=0:00:09.736320, arrival_time=2021-04-10 03:24:11.852237, cost_time=0:00:19.177658 2021-04-10 03:24:03,572 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.3172, top1-acc=90.11%, top5-acc=99.30%, remaining_time=0:00:08.253728, arrival_time=2021-04-10 03:24:11.826287, cost_time=0:00:20.634276 2021-04-10 03:24:05,030 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=0.3163, top1-acc=90.14%, top5-acc=99.31%, remaining_time=0:00:06.774834, arrival_time=2021-04-10 03:24:11.805017, cost_time=0:00:22.091917 2021-04-10 03:24:06,491 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.3171, top1-acc=90.10%, top5-acc=99.30%, remaining_time=0:00:05.299344, arrival_time=2021-04-10 03:24:11.790326, cost_time=0:00:23.552652 2021-04-10 03:24:07,950 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=2.09ms, fps=1755 images/s, loss=0.3175, top1-acc=90.08%, top5-acc=99.30%, remaining_time=0:00:03.825380, arrival_time=2021-04-10 03:24:11.775757, cost_time=0:00:25.012101 2021-04-10 03:24:09,408 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.3182, top1-acc=90.08%, top5-acc=99.29%, remaining_time=0:00:02.352896, arrival_time=2021-04-10 03:24:11.761272, cost_time=0:00:26.470111 2021-04-10 03:24:10,873 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.63ms, fps=1748 images/s, loss=0.3198, top1-acc=90.04%, top5-acc=99.28%, remaining_time=0:00:00.882156, arrival_time=2021-04-10 03:24:11.755365, cost_time=0:00:27.934942 2021-04-10 03:24:11,669 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.65ms, fps=1708 images/s, loss=0.3196, top1-acc=90.03%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:11.669733, cost_time=0:00:28.731422 2021-04-10 03:24:12,245 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.21ms, fps=4461 images/s, loss=0.4944, top1-acc=84.65%, top5-acc=98.63%, remaining_time=0:00:01.721700, arrival_time=2021-04-10 03:24:13.966839, cost_time=0:00:00.573895 2021-04-10 03:24:12,728 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.75ms, fps=5300 images/s, loss=0.4740, top1-acc=85.12%, top5-acc=98.91%, remaining_time=0:00:01.057240, arrival_time=2021-04-10 03:24:13.785734, cost_time=0:00:01.057240 2021-04-10 03:24:13,209 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.31ms, fps=5329 images/s, loss=0.4718, top1-acc=85.05%, top5-acc=98.91%, remaining_time=0:00:00.512660, arrival_time=2021-04-10 03:24:13.721928, cost_time=0:00:01.537975 2021-04-10 03:24:13,644 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=5335 images/s, loss=0.4995, top1-acc=85.01%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:13.644535, cost_time=0:00:01.973298 2021-04-10 03:24:14,667 INFO : Epoch=0038 complete, best val top1-acc=85.74%, top5-acc=98.85% (epoch=35), remaining_time=1:27:10.764216, arrival_time=2021-04-10 04:51:25.431933, cost_time=0:20:26.969369 2021-04-10 03:24:14,668 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 03:24:16,306 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.72ms, fps=1563 images/s, loss=0.3423, top1-acc=89.02%, top5-acc=99.41%, remaining_time=0:00:30.465312, arrival_time=2021-04-10 03:24:46.771834, cost_time=0:00:01.637917 2021-04-10 03:24:17,766 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=0.3370, top1-acc=89.36%, top5-acc=99.36%, remaining_time=0:00:27.263456, arrival_time=2021-04-10 03:24:45.030173, cost_time=0:00:03.098116 2021-04-10 03:24:19,223 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.3270, top1-acc=89.56%, top5-acc=99.47%, remaining_time=0:00:25.204278, arrival_time=2021-04-10 03:24:44.427721, cost_time=0:00:04.554981 2021-04-10 03:24:20,694 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.36ms, fps=1741 images/s, loss=0.3136, top1-acc=90.04%, top5-acc=99.41%, remaining_time=0:00:23.502024, arrival_time=2021-04-10 03:24:44.196685, cost_time=0:00:06.026140 2021-04-10 03:24:22,161 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.91ms, fps=1746 images/s, loss=0.3070, top1-acc=90.37%, top5-acc=99.45%, remaining_time=0:00:21.879998, arrival_time=2021-04-10 03:24:44.041712, cost_time=0:00:07.493144 2021-04-10 03:24:23,635 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.95ms, fps=1738 images/s, loss=0.3065, top1-acc=90.43%, top5-acc=99.39%, remaining_time=0:00:20.325336, arrival_time=2021-04-10 03:24:43.961044, cost_time=0:00:08.967085 2021-04-10 03:24:25,137 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=2.14ms, fps=1706 images/s, loss=0.3079, top1-acc=90.45%, top5-acc=99.36%, remaining_time=0:00:18.843678, arrival_time=2021-04-10 03:24:43.980835, cost_time=0:00:10.468691 2021-04-10 03:24:26,590 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.28ms, fps=1762 images/s, loss=0.3063, top1-acc=90.47%, top5-acc=99.36%, remaining_time=0:00:17.286900, arrival_time=2021-04-10 03:24:43.877482, cost_time=0:00:11.922031 2021-04-10 03:24:28,058 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.80ms, fps=1745 images/s, loss=0.3038, top1-acc=90.56%, top5-acc=99.38%, remaining_time=0:00:15.770044, arrival_time=2021-04-10 03:24:43.828183, cost_time=0:00:13.389686 2021-04-10 03:24:29,523 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.75ms, fps=1748 images/s, loss=0.3084, top1-acc=90.43%, top5-acc=99.32%, remaining_time=0:00:14.260416, arrival_time=2021-04-10 03:24:43.783492, cost_time=0:00:14.854575 2021-04-10 03:24:30,978 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.3084, top1-acc=90.44%, top5-acc=99.32%, remaining_time=0:00:12.751134, arrival_time=2021-04-10 03:24:43.729177, cost_time=0:00:16.309575 2021-04-10 03:24:32,436 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.3088, top1-acc=90.43%, top5-acc=99.31%, remaining_time=0:00:11.253320, arrival_time=2021-04-10 03:24:43.690173, cost_time=0:00:17.768406 2021-04-10 03:24:33,899 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.90ms, fps=1751 images/s, loss=0.3065, top1-acc=90.47%, top5-acc=99.31%, remaining_time=0:00:09.763248, arrival_time=2021-04-10 03:24:43.662437, cost_time=0:00:19.230679 2021-04-10 03:24:35,360 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.3067, top1-acc=90.46%, top5-acc=99.32%, remaining_time=0:00:08.276688, arrival_time=2021-04-10 03:24:43.636872, cost_time=0:00:20.691734 2021-04-10 03:24:36,819 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.3073, top1-acc=90.45%, top5-acc=99.32%, remaining_time=0:00:06.793004, arrival_time=2021-04-10 03:24:43.612626, cost_time=0:00:22.151146 2021-04-10 03:24:38,281 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.26ms, fps=1752 images/s, loss=0.3066, top1-acc=90.46%, top5-acc=99.33%, remaining_time=0:00:05.312880, arrival_time=2021-04-10 03:24:43.594280, cost_time=0:00:23.612863 2021-04-10 03:24:39,740 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.3084, top1-acc=90.37%, top5-acc=99.33%, remaining_time=0:00:03.834506, arrival_time=2021-04-10 03:24:43.574687, cost_time=0:00:25.071740 2021-04-10 03:24:41,203 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.3092, top1-acc=90.36%, top5-acc=99.34%, remaining_time=0:00:02.358672, arrival_time=2021-04-10 03:24:43.562151, cost_time=0:00:26.535038 2021-04-10 03:24:42,660 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.21ms, fps=1757 images/s, loss=0.3100, top1-acc=90.35%, top5-acc=99.33%, remaining_time=0:00:00.883974, arrival_time=2021-04-10 03:24:43.544918, cost_time=0:00:27.992502 2021-04-10 03:24:43,452 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.28ms, fps=1720 images/s, loss=0.3116, top1-acc=90.31%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:43.452313, cost_time=0:00:28.783790 2021-04-10 03:24:44,006 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.21ms, fps=4631 images/s, loss=0.8448, top1-acc=78.09%, top5-acc=95.74%, remaining_time=0:00:01.658460, arrival_time=2021-04-10 03:24:45.664859, cost_time=0:00:00.552824 2021-04-10 03:24:44,492 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.65ms, fps=5276 images/s, loss=0.8985, top1-acc=77.11%, top5-acc=95.41%, remaining_time=0:00:01.038620, arrival_time=2021-04-10 03:24:45.530790, cost_time=0:00:01.038616 2021-04-10 03:24:44,974 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.43ms, fps=5313 images/s, loss=0.8933, top1-acc=76.82%, top5-acc=95.56%, remaining_time=0:00:00.506970, arrival_time=2021-04-10 03:24:45.481393, cost_time=0:00:01.520914 2021-04-10 03:24:45,418 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.12ms, fps=5226 images/s, loss=0.8832, top1-acc=76.62%, top5-acc=95.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:45.418723, cost_time=0:00:01.965237 2021-04-10 03:24:46,483 INFO : Epoch=0039 complete, best val top1-acc=85.74%, top5-acc=98.85% (epoch=35), remaining_time=1:26:36.522940, arrival_time=2021-04-10 04:51:23.006372, cost_time=0:20:58.785079 2021-04-10 03:24:46,484 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 03:24:48,120 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.60ms, fps=1564 images/s, loss=0.3179, top1-acc=90.04%, top5-acc=99.26%, remaining_time=0:00:30.440388, arrival_time=2021-04-10 03:25:18.561123, cost_time=0:00:01.636584 2021-04-10 03:24:49,579 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.75ms, fps=1755 images/s, loss=0.3037, top1-acc=90.66%, top5-acc=99.39%, remaining_time=0:00:27.238288, arrival_time=2021-04-10 03:25:16.817742, cost_time=0:00:03.095251 2021-04-10 03:24:51,048 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.2992, top1-acc=90.83%, top5-acc=99.40%, remaining_time=0:00:25.254078, arrival_time=2021-04-10 03:25:16.302227, cost_time=0:00:04.563984 2021-04-10 03:24:52,510 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.32ms, fps=1751 images/s, loss=0.2958, top1-acc=90.74%, top5-acc=99.43%, remaining_time=0:00:23.503896, arrival_time=2021-04-10 03:25:16.014772, cost_time=0:00:06.026652 2021-04-10 03:24:53,968 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.2927, top1-acc=90.87%, top5-acc=99.47%, remaining_time=0:00:21.852696, arrival_time=2021-04-10 03:25:15.820738, cost_time=0:00:07.483822 2021-04-10 03:24:55,448 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=20.86ms, fps=1730 images/s, loss=0.2906, top1-acc=90.81%, top5-acc=99.45%, remaining_time=0:00:20.318536, arrival_time=2021-04-10 03:25:15.766844, cost_time=0:00:08.964087 2021-04-10 03:24:56,912 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.47ms, fps=1750 images/s, loss=0.2931, top1-acc=90.71%, top5-acc=99.39%, remaining_time=0:00:18.770094, arrival_time=2021-04-10 03:25:15.682132, cost_time=0:00:10.427808 2021-04-10 03:24:58,380 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.48ms, fps=1744 images/s, loss=0.2959, top1-acc=90.62%, top5-acc=99.40%, remaining_time=0:00:17.249084, arrival_time=2021-04-10 03:25:15.629224, cost_time=0:00:11.895911 2021-04-10 03:24:59,838 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=0.2972, top1-acc=90.57%, top5-acc=99.40%, remaining_time=0:00:15.728386, arrival_time=2021-04-10 03:25:15.566840, cost_time=0:00:13.354261 2021-04-10 03:25:01,305 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.2957, top1-acc=90.51%, top5-acc=99.40%, remaining_time=0:00:14.228352, arrival_time=2021-04-10 03:25:15.533728, cost_time=0:00:14.821150 2021-04-10 03:25:02,777 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=2.41ms, fps=1740 images/s, loss=0.2955, top1-acc=90.54%, top5-acc=99.39%, remaining_time=0:00:12.738320, arrival_time=2021-04-10 03:25:15.515781, cost_time=0:00:16.293202 2021-04-10 03:25:04,239 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.72ms, fps=1752 images/s, loss=0.2985, top1-acc=90.49%, top5-acc=99.40%, remaining_time=0:00:11.245036, arrival_time=2021-04-10 03:25:15.484542, cost_time=0:00:17.755328 2021-04-10 03:25:05,700 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.2998, top1-acc=90.51%, top5-acc=99.40%, remaining_time=0:00:09.756120, arrival_time=2021-04-10 03:25:15.456890, cost_time=0:00:19.216614 2021-04-10 03:25:07,170 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.88ms, fps=1742 images/s, loss=0.3026, top1-acc=90.47%, top5-acc=99.37%, remaining_time=0:00:08.274560, arrival_time=2021-04-10 03:25:15.445130, cost_time=0:00:20.686344 2021-04-10 03:25:08,632 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.30ms, fps=1752 images/s, loss=0.3011, top1-acc=90.53%, top5-acc=99.37%, remaining_time=0:00:06.792084, arrival_time=2021-04-10 03:25:15.424369, cost_time=0:00:22.148058 2021-04-10 03:25:10,099 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.82ms, fps=1746 images/s, loss=0.3024, top1-acc=90.49%, top5-acc=99.37%, remaining_time=0:00:05.313348, arrival_time=2021-04-10 03:25:15.412328, cost_time=0:00:23.614836 2021-04-10 03:25:11,564 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=0.3048, top1-acc=90.41%, top5-acc=99.36%, remaining_time=0:00:03.835780, arrival_time=2021-04-10 03:25:15.400102, cost_time=0:00:25.080115 2021-04-10 03:25:13,022 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.61ms, fps=1757 images/s, loss=0.3060, top1-acc=90.40%, top5-acc=99.34%, remaining_time=0:00:02.358912, arrival_time=2021-04-10 03:25:15.380921, cost_time=0:00:26.537779 2021-04-10 03:25:14,480 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.63ms, fps=1756 images/s, loss=0.3069, top1-acc=90.36%, top5-acc=99.34%, remaining_time=0:00:00.884094, arrival_time=2021-04-10 03:25:15.364644, cost_time=0:00:27.996378 2021-04-10 03:25:15,275 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.53ms, fps=1712 images/s, loss=0.3081, top1-acc=90.31%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:15.275219, cost_time=0:00:28.791066 2021-04-10 03:25:15,864 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.31ms, fps=4353 images/s, loss=0.4096, top1-acc=86.37%, top5-acc=98.63%, remaining_time=0:00:01.764360, arrival_time=2021-04-10 03:25:17.629059, cost_time=0:00:00.588123 2021-04-10 03:25:16,344 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=2.46ms, fps=5343 images/s, loss=0.4274, top1-acc=85.96%, top5-acc=98.48%, remaining_time=0:00:01.067600, arrival_time=2021-04-10 03:25:17.411902, cost_time=0:00:01.067609 2021-04-10 03:25:16,834 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.88ms, fps=5228 images/s, loss=0.4444, top1-acc=85.56%, top5-acc=98.50%, remaining_time=0:00:00.519300, arrival_time=2021-04-10 03:25:17.353868, cost_time=0:00:01.557886 2021-04-10 03:25:17,274 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.08ms, fps=5284 images/s, loss=0.4509, top1-acc=85.62%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:17.274231, cost_time=0:00:01.997682 2021-04-10 03:25:18,311 INFO : Epoch=0040 complete, best val top1-acc=85.74%, top5-acc=98.85% (epoch=35), remaining_time=1:26:02.451200, arrival_time=2021-04-10 04:51:20.762345, cost_time=0:21:30.612790 2021-04-10 03:25:18,311 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 03:25:19,934 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.62ms, fps=1577 images/s, loss=0.3092, top1-acc=90.55%, top5-acc=99.22%, remaining_time=0:00:30.185940, arrival_time=2021-04-10 03:25:50.120800, cost_time=0:00:01.622898 2021-04-10 03:25:21,395 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.2919, top1-acc=90.88%, top5-acc=99.47%, remaining_time=0:00:27.133216, arrival_time=2021-04-10 03:25:48.528432, cost_time=0:00:03.083312 2021-04-10 03:25:22,860 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.92ms, fps=1748 images/s, loss=0.2889, top1-acc=90.95%, top5-acc=99.48%, remaining_time=0:00:25.166098, arrival_time=2021-04-10 03:25:48.026160, cost_time=0:00:04.548088 2021-04-10 03:25:24,316 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=2.75ms, fps=1758 images/s, loss=0.2876, top1-acc=90.93%, top5-acc=99.47%, remaining_time=0:00:23.418252, arrival_time=2021-04-10 03:25:47.734969, cost_time=0:00:06.004683 2021-04-10 03:25:25,782 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.2885, top1-acc=90.84%, top5-acc=99.44%, remaining_time=0:00:21.812838, arrival_time=2021-04-10 03:25:47.594974, cost_time=0:00:07.470162 2021-04-10 03:25:27,241 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.2961, top1-acc=90.69%, top5-acc=99.40%, remaining_time=0:00:20.241152, arrival_time=2021-04-10 03:25:47.482953, cost_time=0:00:08.929900 2021-04-10 03:25:28,704 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.2971, top1-acc=90.70%, top5-acc=99.40%, remaining_time=0:00:18.705330, arrival_time=2021-04-10 03:25:47.409243, cost_time=0:00:10.391864 2021-04-10 03:25:30,167 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.72ms, fps=1750 images/s, loss=0.2949, top1-acc=90.74%, top5-acc=99.43%, remaining_time=0:00:17.191084, arrival_time=2021-04-10 03:25:47.358902, cost_time=0:00:11.855923 2021-04-10 03:25:31,623 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.77ms, fps=1759 images/s, loss=0.2938, top1-acc=90.77%, top5-acc=99.41%, remaining_time=0:00:15.678142, arrival_time=2021-04-10 03:25:47.301761, cost_time=0:00:13.311655 2021-04-10 03:25:33,087 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.91ms, fps=1749 images/s, loss=0.2938, top1-acc=90.82%, top5-acc=99.43%, remaining_time=0:00:14.184480, arrival_time=2021-04-10 03:25:47.271965, cost_time=0:00:14.775531 2021-04-10 03:25:34,546 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.29ms, fps=1755 images/s, loss=0.2939, top1-acc=90.82%, top5-acc=99.42%, remaining_time=0:00:12.692396, arrival_time=2021-04-10 03:25:47.238747, cost_time=0:00:16.234420 2021-04-10 03:25:36,016 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=0.2953, top1-acc=90.80%, top5-acc=99.41%, remaining_time=0:00:11.212964, arrival_time=2021-04-10 03:25:47.229718, cost_time=0:00:17.704722 2021-04-10 03:25:37,481 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.2953, top1-acc=90.82%, top5-acc=99.40%, remaining_time=0:00:09.731964, arrival_time=2021-04-10 03:25:47.212918, cost_time=0:00:19.168992 2021-04-10 03:25:38,941 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.2948, top1-acc=90.85%, top5-acc=99.37%, remaining_time=0:00:08.251824, arrival_time=2021-04-10 03:25:47.193294, cost_time=0:00:20.629526 2021-04-10 03:25:40,417 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.72ms, fps=1735 images/s, loss=0.2963, top1-acc=90.82%, top5-acc=99.38%, remaining_time=0:00:06.779112, arrival_time=2021-04-10 03:25:47.196860, cost_time=0:00:22.105853 2021-04-10 03:25:41,881 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.39ms, fps=1750 images/s, loss=0.2971, top1-acc=90.77%, top5-acc=99.39%, remaining_time=0:00:05.303124, arrival_time=2021-04-10 03:25:47.184498, cost_time=0:00:23.569410 2021-04-10 03:25:43,337 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.64ms, fps=1759 images/s, loss=0.2987, top1-acc=90.72%, top5-acc=99.38%, remaining_time=0:00:03.827356, arrival_time=2021-04-10 03:25:47.164354, cost_time=0:00:25.025099 2021-04-10 03:25:44,795 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.33ms, fps=1755 images/s, loss=0.2993, top1-acc=90.71%, top5-acc=99.37%, remaining_time=0:00:02.354128, arrival_time=2021-04-10 03:25:47.149892, cost_time=0:00:26.483867 2021-04-10 03:25:46,251 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.32ms, fps=1759 images/s, loss=0.2995, top1-acc=90.69%, top5-acc=99.36%, remaining_time=0:00:00.882300, arrival_time=2021-04-10 03:25:47.133818, cost_time=0:00:27.939587 2021-04-10 03:25:47,046 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.29ms, fps=1713 images/s, loss=0.2996, top1-acc=90.71%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:47.046050, cost_time=0:00:28.734101 2021-04-10 03:25:47,628 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.19ms, fps=4405 images/s, loss=0.4100, top1-acc=86.91%, top5-acc=98.91%, remaining_time=0:00:01.743270, arrival_time=2021-04-10 03:25:49.371728, cost_time=0:00:00.581093 2021-04-10 03:25:48,112 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.61ms, fps=5291 images/s, loss=0.4126, top1-acc=87.09%, top5-acc=98.79%, remaining_time=0:00:01.065520, arrival_time=2021-04-10 03:25:49.178415, cost_time=0:00:01.065520 2021-04-10 03:25:48,593 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.54ms, fps=5334 images/s, loss=0.4223, top1-acc=86.80%, top5-acc=98.83%, remaining_time=0:00:00.515320, arrival_time=2021-04-10 03:25:49.108602, cost_time=0:00:01.545971 2021-04-10 03:25:49,027 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.06ms, fps=5343 images/s, loss=0.4232, top1-acc=86.71%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:49.027815, cost_time=0:00:01.980540 2021-04-10 03:25:51,211 INFO : Epoch=0041 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:25:32.646882, arrival_time=2021-04-10 04:51:23.857969, cost_time=0:22:03.512728 2021-04-10 03:25:51,211 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 03:25:52,836 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.07ms, fps=1576 images/s, loss=0.2573, top1-acc=92.38%, top5-acc=99.45%, remaining_time=0:00:30.216816, arrival_time=2021-04-10 03:26:23.053214, cost_time=0:00:01.624557 2021-04-10 03:25:54,313 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.36ms, fps=1734 images/s, loss=0.2574, top1-acc=91.93%, top5-acc=99.36%, remaining_time=0:00:27.290208, arrival_time=2021-04-10 03:26:21.603271, cost_time=0:00:03.101150 2021-04-10 03:25:55,776 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.61ms, fps=1750 images/s, loss=0.2801, top1-acc=91.34%, top5-acc=99.39%, remaining_time=0:00:25.258726, arrival_time=2021-04-10 03:26:21.035524, cost_time=0:00:04.564843 2021-04-10 03:25:57,236 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.2859, top1-acc=91.08%, top5-acc=99.42%, remaining_time=0:00:23.493756, arrival_time=2021-04-10 03:26:20.729734, cost_time=0:00:06.024043 2021-04-10 03:25:58,698 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.53ms, fps=1751 images/s, loss=0.2973, top1-acc=90.75%, top5-acc=99.38%, remaining_time=0:00:21.861456, arrival_time=2021-04-10 03:26:20.560150, cost_time=0:00:07.486779 2021-04-10 03:26:00,166 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=4.31ms, fps=1745 images/s, loss=0.3037, top1-acc=90.62%, top5-acc=99.37%, remaining_time=0:00:20.296368, arrival_time=2021-04-10 03:26:20.462498, cost_time=0:00:08.954286 2021-04-10 03:26:01,629 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.71ms, fps=1750 images/s, loss=0.3042, top1-acc=90.57%, top5-acc=99.37%, remaining_time=0:00:18.752202, arrival_time=2021-04-10 03:26:20.381977, cost_time=0:00:10.417860 2021-04-10 03:26:03,091 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.57ms, fps=1752 images/s, loss=0.3031, top1-acc=90.56%, top5-acc=99.40%, remaining_time=0:00:17.225768, arrival_time=2021-04-10 03:26:20.317428, cost_time=0:00:11.879833 2021-04-10 03:26:04,566 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.85ms, fps=1737 images/s, loss=0.3027, top1-acc=90.54%, top5-acc=99.40%, remaining_time=0:00:15.728386, arrival_time=2021-04-10 03:26:20.294532, cost_time=0:00:13.354304 2021-04-10 03:26:06,031 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.95ms, fps=1748 images/s, loss=0.2999, top1-acc=90.64%, top5-acc=99.41%, remaining_time=0:00:14.226912, arrival_time=2021-04-10 03:26:20.258448, cost_time=0:00:14.819697 2021-04-10 03:26:07,490 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.78ms, fps=1755 images/s, loss=0.2992, top1-acc=90.66%, top5-acc=99.41%, remaining_time=0:00:12.727140, arrival_time=2021-04-10 03:26:20.217802, cost_time=0:00:16.278879 2021-04-10 03:26:08,956 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.77ms, fps=1747 images/s, loss=0.2995, top1-acc=90.66%, top5-acc=99.39%, remaining_time=0:00:11.238120, arrival_time=2021-04-10 03:26:20.194350, cost_time=0:00:17.744358 2021-04-10 03:26:10,416 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.3009, top1-acc=90.63%, top5-acc=99.36%, remaining_time=0:00:09.750048, arrival_time=2021-04-10 03:26:20.166419, cost_time=0:00:19.204598 2021-04-10 03:26:11,881 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.85ms, fps=1748 images/s, loss=0.3014, top1-acc=90.65%, top5-acc=99.37%, remaining_time=0:00:08.267952, arrival_time=2021-04-10 03:26:20.149611, cost_time=0:00:20.669826 2021-04-10 03:26:13,339 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.3002, top1-acc=90.67%, top5-acc=99.37%, remaining_time=0:00:06.785920, arrival_time=2021-04-10 03:26:20.125685, cost_time=0:00:22.127963 2021-04-10 03:26:14,803 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.47ms, fps=1750 images/s, loss=0.3012, top1-acc=90.66%, top5-acc=99.35%, remaining_time=0:00:05.308056, arrival_time=2021-04-10 03:26:20.111258, cost_time=0:00:23.591422 2021-04-10 03:26:16,266 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=2.01ms, fps=1750 images/s, loss=0.3027, top1-acc=90.61%, top5-acc=99.35%, remaining_time=0:00:03.831828, arrival_time=2021-04-10 03:26:20.097955, cost_time=0:00:25.054289 2021-04-10 03:26:17,724 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.3035, top1-acc=90.59%, top5-acc=99.36%, remaining_time=0:00:02.356672, arrival_time=2021-04-10 03:26:20.081013, cost_time=0:00:26.512515 2021-04-10 03:26:19,185 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=0.3064, top1-acc=90.53%, top5-acc=99.35%, remaining_time=0:00:00.883374, arrival_time=2021-04-10 03:26:20.068611, cost_time=0:00:27.973462 2021-04-10 03:26:19,980 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=2.24ms, fps=1712 images/s, loss=0.3053, top1-acc=90.55%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:19.980045, cost_time=0:00:28.768150 2021-04-10 03:26:20,566 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.20ms, fps=4375 images/s, loss=0.4531, top1-acc=85.94%, top5-acc=98.79%, remaining_time=0:00:01.755510, arrival_time=2021-04-10 03:26:22.322423, cost_time=0:00:00.585168 2021-04-10 03:26:21,149 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.44ms, fps=5021 images/s, loss=0.4701, top1-acc=86.09%, top5-acc=98.83%, remaining_time=0:00:01.167760, arrival_time=2021-04-10 03:26:22.317237, cost_time=0:00:01.167753 2021-04-10 03:26:21,627 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.84ms, fps=5355 images/s, loss=0.4592, top1-acc=86.08%, top5-acc=98.89%, remaining_time=0:00:00.548720, arrival_time=2021-04-10 03:26:22.176624, cost_time=0:00:01.646170 2021-04-10 03:26:22,069 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.08ms, fps=5264 images/s, loss=0.4672, top1-acc=85.99%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:22.069083, cost_time=0:00:02.087301 2021-04-10 03:26:23,118 INFO : Epoch=0042 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:24:58.960674, arrival_time=2021-04-10 04:51:22.078962, cost_time=0:22:35.419941 2021-04-10 03:26:23,118 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 03:26:24,768 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=0.37ms, fps=1552 images/s, loss=0.2818, top1-acc=91.95%, top5-acc=99.37%, remaining_time=0:00:30.678282, arrival_time=2021-04-10 03:26:55.446709, cost_time=0:00:01.649372 2021-04-10 03:26:26,236 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=2.29ms, fps=1744 images/s, loss=0.2911, top1-acc=91.31%, top5-acc=99.41%, remaining_time=0:00:27.434000, arrival_time=2021-04-10 03:26:53.670577, cost_time=0:00:03.117503 2021-04-10 03:26:27,698 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.2943, top1-acc=91.33%, top5-acc=99.34%, remaining_time=0:00:25.340896, arrival_time=2021-04-10 03:26:53.039730, cost_time=0:00:04.579685 2021-04-10 03:26:29,167 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.82ms, fps=1744 images/s, loss=0.2896, top1-acc=91.48%, top5-acc=99.36%, remaining_time=0:00:23.587356, arrival_time=2021-04-10 03:26:52.754409, cost_time=0:00:06.048036 2021-04-10 03:26:30,625 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.2947, top1-acc=91.25%, top5-acc=99.28%, remaining_time=0:00:21.919564, arrival_time=2021-04-10 03:26:52.545406, cost_time=0:00:07.506725 2021-04-10 03:26:32,090 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.34ms, fps=1749 images/s, loss=0.2992, top1-acc=91.10%, top5-acc=99.29%, remaining_time=0:00:20.334040, arrival_time=2021-04-10 03:26:52.423997, cost_time=0:00:08.970904 2021-04-10 03:26:33,553 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.37ms, fps=1750 images/s, loss=0.2960, top1-acc=91.12%, top5-acc=99.34%, remaining_time=0:00:18.781434, arrival_time=2021-04-10 03:26:52.334588, cost_time=0:00:10.434158 2021-04-10 03:26:35,014 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.32ms, fps=1752 images/s, loss=0.2941, top1-acc=91.19%, top5-acc=99.34%, remaining_time=0:00:17.248968, arrival_time=2021-04-10 03:26:52.263872, cost_time=0:00:11.895850 2021-04-10 03:26:36,474 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.83ms, fps=1754 images/s, loss=0.2953, top1-acc=91.22%, top5-acc=99.33%, remaining_time=0:00:15.730294, arrival_time=2021-04-10 03:26:52.205195, cost_time=0:00:13.355912 2021-04-10 03:26:37,933 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=0.2957, top1-acc=91.11%, top5-acc=99.34%, remaining_time=0:00:14.221728, arrival_time=2021-04-10 03:26:52.155095, cost_time=0:00:14.814308 2021-04-10 03:26:39,390 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.2939, top1-acc=91.12%, top5-acc=99.37%, remaining_time=0:00:12.721292, arrival_time=2021-04-10 03:26:52.111703, cost_time=0:00:16.271426 2021-04-10 03:26:40,850 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.58ms, fps=1754 images/s, loss=0.2949, top1-acc=91.07%, top5-acc=99.36%, remaining_time=0:00:11.229988, arrival_time=2021-04-10 03:26:52.080664, cost_time=0:00:17.731591 2021-04-10 03:26:42,307 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.2935, top1-acc=91.10%, top5-acc=99.35%, remaining_time=0:00:09.741732, arrival_time=2021-04-10 03:26:52.048939, cost_time=0:00:19.188215 2021-04-10 03:26:43,766 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.2964, top1-acc=90.99%, top5-acc=99.34%, remaining_time=0:00:08.258880, arrival_time=2021-04-10 03:26:52.025048, cost_time=0:00:20.647141 2021-04-10 03:26:45,226 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.68ms, fps=1754 images/s, loss=0.2959, top1-acc=91.00%, top5-acc=99.36%, remaining_time=0:00:06.779618, arrival_time=2021-04-10 03:26:52.006135, cost_time=0:00:22.107458 2021-04-10 03:26:46,682 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.86ms, fps=1759 images/s, loss=0.2958, top1-acc=90.99%, top5-acc=99.37%, remaining_time=0:00:05.301828, arrival_time=2021-04-10 03:26:51.984496, cost_time=0:00:23.563683 2021-04-10 03:26:48,146 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.2975, top1-acc=90.94%, top5-acc=99.37%, remaining_time=0:00:03.827772, arrival_time=2021-04-10 03:26:51.974467, cost_time=0:00:25.027711 2021-04-10 03:26:49,607 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.73ms, fps=1753 images/s, loss=0.2984, top1-acc=90.89%, top5-acc=99.38%, remaining_time=0:00:02.354512, arrival_time=2021-04-10 03:26:51.961928, cost_time=0:00:26.488244 2021-04-10 03:26:51,069 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.2989, top1-acc=90.88%, top5-acc=99.37%, remaining_time=0:00:00.882624, arrival_time=2021-04-10 03:26:51.951503, cost_time=0:00:27.949735 2021-04-10 03:26:51,867 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.52ms, fps=1705 images/s, loss=0.3009, top1-acc=90.84%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:51.867105, cost_time=0:00:28.748123 2021-04-10 03:26:52,439 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.68ms, fps=4480 images/s, loss=0.6022, top1-acc=81.21%, top5-acc=98.32%, remaining_time=0:00:01.714260, arrival_time=2021-04-10 03:26:54.153963, cost_time=0:00:00.571417 2021-04-10 03:26:52,923 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.38ms, fps=5301 images/s, loss=0.6278, top1-acc=81.00%, top5-acc=98.38%, remaining_time=0:00:01.055000, arrival_time=2021-04-10 03:26:53.978214, cost_time=0:00:01.055005 2021-04-10 03:26:53,408 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.43ms, fps=5281 images/s, loss=0.6111, top1-acc=81.60%, top5-acc=98.26%, remaining_time=0:00:00.513410, arrival_time=2021-04-10 03:26:53.921795, cost_time=0:00:01.540216 2021-04-10 03:26:53,846 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=5302 images/s, loss=0.6081, top1-acc=81.81%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:53.846337, cost_time=0:00:01.978118 2021-04-10 03:26:55,145 INFO : Epoch=0043 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:24:25.795127, arrival_time=2021-04-10 04:51:20.940548, cost_time=0:23:07.447069 2021-04-10 03:26:55,146 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 03:26:56,773 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.42ms, fps=1574 images/s, loss=0.3161, top1-acc=89.84%, top5-acc=99.26%, remaining_time=0:00:30.257364, arrival_time=2021-04-10 03:27:27.030336, cost_time=0:00:01.626737 2021-04-10 03:26:58,241 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.29ms, fps=1744 images/s, loss=0.2962, top1-acc=90.43%, top5-acc=99.32%, remaining_time=0:00:27.239872, arrival_time=2021-04-10 03:27:25.481519, cost_time=0:00:03.095438 2021-04-10 03:26:59,704 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.54ms, fps=1751 images/s, loss=0.2894, top1-acc=90.73%, top5-acc=99.39%, remaining_time=0:00:25.222538, arrival_time=2021-04-10 03:27:24.927037, cost_time=0:00:04.558302 2021-04-10 03:27:01,161 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.2901, top1-acc=90.77%, top5-acc=99.40%, remaining_time=0:00:23.460684, arrival_time=2021-04-10 03:27:24.622452, cost_time=0:00:06.015578 2021-04-10 03:27:02,628 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.35ms, fps=1746 images/s, loss=0.2960, top1-acc=90.70%, top5-acc=99.40%, remaining_time=0:00:21.849484, arrival_time=2021-04-10 03:27:24.478389, cost_time=0:00:07.482705 2021-04-10 03:27:04,098 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.68ms, fps=1742 images/s, loss=0.2880, top1-acc=90.96%, top5-acc=99.41%, remaining_time=0:00:20.292288, arrival_time=2021-04-10 03:27:24.391062, cost_time=0:00:08.952482 2021-04-10 03:27:05,566 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.62ms, fps=1746 images/s, loss=0.2893, top1-acc=90.99%, top5-acc=99.40%, remaining_time=0:00:18.755730, arrival_time=2021-04-10 03:27:24.321706, cost_time=0:00:10.419839 2021-04-10 03:27:07,024 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.2904, top1-acc=90.91%, top5-acc=99.41%, remaining_time=0:00:17.223448, arrival_time=2021-04-10 03:27:24.247922, cost_time=0:00:11.878209 2021-04-10 03:27:08,486 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.2930, top1-acc=90.77%, top5-acc=99.41%, remaining_time=0:00:15.711426, arrival_time=2021-04-10 03:27:24.197489, cost_time=0:00:13.339924 2021-04-10 03:27:09,942 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.2969, top1-acc=90.63%, top5-acc=99.39%, remaining_time=0:00:14.204640, arrival_time=2021-04-10 03:27:24.147365, cost_time=0:00:14.796544 2021-04-10 03:27:11,396 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.2969, top1-acc=90.66%, top5-acc=99.37%, remaining_time=0:00:12.704780, arrival_time=2021-04-10 03:27:24.101236, cost_time=0:00:16.250299 2021-04-10 03:27:12,855 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.2982, top1-acc=90.58%, top5-acc=99.37%, remaining_time=0:00:11.215852, arrival_time=2021-04-10 03:27:24.071182, cost_time=0:00:17.709201 2021-04-10 03:27:14,308 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.29ms, fps=1762 images/s, loss=0.2985, top1-acc=90.56%, top5-acc=99.37%, remaining_time=0:00:09.728664, arrival_time=2021-04-10 03:27:24.037441, cost_time=0:00:19.162578 2021-04-10 03:27:15,764 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.2990, top1-acc=90.53%, top5-acc=99.37%, remaining_time=0:00:08.247288, arrival_time=2021-04-10 03:27:24.011749, cost_time=0:00:20.618282 2021-04-10 03:27:17,228 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.28ms, fps=1749 images/s, loss=0.3015, top1-acc=90.44%, top5-acc=99.36%, remaining_time=0:00:06.771982, arrival_time=2021-04-10 03:27:24.000717, cost_time=0:00:22.082605 2021-04-10 03:27:18,684 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=2.18ms, fps=1759 images/s, loss=0.3011, top1-acc=90.42%, top5-acc=99.36%, remaining_time=0:00:05.296140, arrival_time=2021-04-10 03:27:23.980913, cost_time=0:00:23.538467 2021-04-10 03:27:20,143 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.3000, top1-acc=90.45%, top5-acc=99.35%, remaining_time=0:00:03.823092, arrival_time=2021-04-10 03:27:23.966343, cost_time=0:00:24.997101 2021-04-10 03:27:21,605 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.53ms, fps=1752 images/s, loss=0.2996, top1-acc=90.46%, top5-acc=99.35%, remaining_time=0:00:02.351920, arrival_time=2021-04-10 03:27:23.957116, cost_time=0:00:26.459069 2021-04-10 03:27:23,060 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.23ms, fps=1759 images/s, loss=0.3004, top1-acc=90.42%, top5-acc=99.34%, remaining_time=0:00:00.881520, arrival_time=2021-04-10 03:27:23.942472, cost_time=0:00:27.914821 2021-04-10 03:27:23,855 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.41ms, fps=1713 images/s, loss=0.3026, top1-acc=90.38%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:23.855524, cost_time=0:00:28.709348 2021-04-10 03:27:24,444 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.25ms, fps=4356 images/s, loss=0.4602, top1-acc=85.27%, top5-acc=98.91%, remaining_time=0:00:01.763220, arrival_time=2021-04-10 03:27:26.207588, cost_time=0:00:00.587742 2021-04-10 03:27:24,928 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.52ms, fps=5288 images/s, loss=0.4627, top1-acc=85.29%, top5-acc=98.75%, remaining_time=0:00:01.072300, arrival_time=2021-04-10 03:27:26.001226, cost_time=0:00:01.072292 2021-04-10 03:27:25,414 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.40ms, fps=5281 images/s, loss=0.4569, top1-acc=85.56%, top5-acc=98.87%, remaining_time=0:00:00.519150, arrival_time=2021-04-10 03:27:25.933245, cost_time=0:00:01.557446 2021-04-10 03:27:25,857 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.08ms, fps=5241 images/s, loss=0.4787, top1-acc=85.38%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:25.857200, cost_time=0:00:02.000609 2021-04-10 03:27:27,466 INFO : Epoch=0044 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:23:53.721732, arrival_time=2021-04-10 04:51:21.187764, cost_time=0:23:39.767673 2021-04-10 03:27:27,466 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 03:27:29,200 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=0.27ms, fps=1477 images/s, loss=0.2940, top1-acc=91.05%, top5-acc=99.37%, remaining_time=0:00:32.232498, arrival_time=2021-04-10 03:28:01.432444, cost_time=0:00:01.732931 2021-04-10 03:27:30,657 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.78ms, fps=1757 images/s, loss=0.2850, top1-acc=91.41%, top5-acc=99.43%, remaining_time=0:00:28.075872, arrival_time=2021-04-10 03:27:58.733351, cost_time=0:00:03.190443 2021-04-10 03:27:32,115 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=2.49ms, fps=1756 images/s, loss=0.2915, top1-acc=91.09%, top5-acc=99.41%, remaining_time=0:00:25.722364, arrival_time=2021-04-10 03:27:57.837989, cost_time=0:00:04.648624 2021-04-10 03:27:33,577 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.67ms, fps=1752 images/s, loss=0.2889, top1-acc=91.04%, top5-acc=99.42%, remaining_time=0:00:23.829468, arrival_time=2021-04-10 03:27:57.406639, cost_time=0:00:06.110132 2021-04-10 03:27:35,041 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.46ms, fps=1749 images/s, loss=0.2889, top1-acc=90.99%, top5-acc=99.43%, remaining_time=0:00:22.118416, arrival_time=2021-04-10 03:27:57.160224, cost_time=0:00:07.574782 2021-04-10 03:27:36,506 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.66ms, fps=1748 images/s, loss=0.2824, top1-acc=91.20%, top5-acc=99.44%, remaining_time=0:00:20.490168, arrival_time=2021-04-10 03:27:56.996932, cost_time=0:00:09.039780 2021-04-10 03:27:37,965 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.86ms, fps=1755 images/s, loss=0.2841, top1-acc=91.13%, top5-acc=99.44%, remaining_time=0:00:18.897354, arrival_time=2021-04-10 03:27:56.862924, cost_time=0:00:10.498551 2021-04-10 03:27:39,437 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.60ms, fps=1740 images/s, loss=0.2834, top1-acc=91.22%, top5-acc=99.43%, remaining_time=0:00:17.356732, arrival_time=2021-04-10 03:27:56.794009, cost_time=0:00:11.970167 2021-04-10 03:27:40,903 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=0.2814, top1-acc=91.27%, top5-acc=99.44%, remaining_time=0:00:15.824846, arrival_time=2021-04-10 03:27:56.728034, cost_time=0:00:13.436197 2021-04-10 03:27:42,359 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.2817, top1-acc=91.24%, top5-acc=99.44%, remaining_time=0:00:14.296320, arrival_time=2021-04-10 03:27:56.655341, cost_time=0:00:14.892035 2021-04-10 03:27:43,817 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.65ms, fps=1756 images/s, loss=0.2873, top1-acc=91.03%, top5-acc=99.40%, remaining_time=0:00:12.782868, arrival_time=2021-04-10 03:27:56.600042, cost_time=0:00:16.350149 2021-04-10 03:27:45,279 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.29ms, fps=1752 images/s, loss=0.2894, top1-acc=90.97%, top5-acc=99.37%, remaining_time=0:00:11.280908, arrival_time=2021-04-10 03:27:56.559895, cost_time=0:00:17.811973 2021-04-10 03:27:46,741 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.33ms, fps=1751 images/s, loss=0.2910, top1-acc=90.86%, top5-acc=99.36%, remaining_time=0:00:09.785358, arrival_time=2021-04-10 03:27:56.526525, cost_time=0:00:19.274144 2021-04-10 03:27:48,218 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.33ms, fps=1733 images/s, loss=0.2927, top1-acc=90.82%, top5-acc=99.35%, remaining_time=0:00:08.300656, arrival_time=2021-04-10 03:27:56.519373, cost_time=0:00:20.751606 2021-04-10 03:27:49,683 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.81ms, fps=1749 images/s, loss=0.2937, top1-acc=90.79%, top5-acc=99.34%, remaining_time=0:00:06.813060, arrival_time=2021-04-10 03:27:56.496520, cost_time=0:00:22.216426 2021-04-10 03:27:51,146 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.2958, top1-acc=90.73%, top5-acc=99.32%, remaining_time=0:00:05.327964, arrival_time=2021-04-10 03:27:56.474828, cost_time=0:00:23.679887 2021-04-10 03:27:52,604 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.32ms, fps=1757 images/s, loss=0.2960, top1-acc=90.74%, top5-acc=99.31%, remaining_time=0:00:03.844490, arrival_time=2021-04-10 03:27:56.448512, cost_time=0:00:25.137044 2021-04-10 03:27:54,062 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.49ms, fps=1756 images/s, loss=0.2964, top1-acc=90.76%, top5-acc=99.30%, remaining_time=0:00:02.364048, arrival_time=2021-04-10 03:27:56.426531, cost_time=0:00:26.595467 2021-04-10 03:27:55,516 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.24ms, fps=1762 images/s, loss=0.2965, top1-acc=90.75%, top5-acc=99.31%, remaining_time=0:00:00.885756, arrival_time=2021-04-10 03:27:56.401735, cost_time=0:00:28.048994 2021-04-10 03:27:56,314 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.51ms, fps=1705 images/s, loss=0.2970, top1-acc=90.73%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:56.314308, cost_time=0:00:28.847262 2021-04-10 03:27:56,889 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.41ms, fps=4459 images/s, loss=0.5589, top1-acc=82.23%, top5-acc=98.55%, remaining_time=0:00:01.722360, arrival_time=2021-04-10 03:27:58.611959, cost_time=0:00:00.574124 2021-04-10 03:27:57,367 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.66ms, fps=5365 images/s, loss=0.5710, top1-acc=82.38%, top5-acc=98.46%, remaining_time=0:00:01.051600, arrival_time=2021-04-10 03:27:58.418826, cost_time=0:00:01.051602 2021-04-10 03:27:57,849 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.29ms, fps=5319 images/s, loss=0.5731, top1-acc=82.41%, top5-acc=98.53%, remaining_time=0:00:00.511160, arrival_time=2021-04-10 03:27:58.360128, cost_time=0:00:01.533474 2021-04-10 03:27:58,288 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.07ms, fps=5278 images/s, loss=0.5861, top1-acc=81.89%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:58.288943, cost_time=0:00:01.973499 2021-04-10 03:27:59,311 INFO : Epoch=0045 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:23:19.998990, arrival_time=2021-04-10 04:51:19.309981, cost_time=0:24:11.612619 2021-04-10 03:27:59,312 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 03:28:00,989 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.30ms, fps=1527 images/s, loss=0.2741, top1-acc=91.84%, top5-acc=99.34%, remaining_time=0:00:31.185318, arrival_time=2021-04-10 03:28:32.174648, cost_time=0:00:01.676630 2021-04-10 03:28:02,452 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=2.07ms, fps=1750 images/s, loss=0.2665, top1-acc=91.58%, top5-acc=99.37%, remaining_time=0:00:27.630416, arrival_time=2021-04-10 03:28:30.082896, cost_time=0:00:03.139813 2021-04-10 03:28:03,914 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.2849, top1-acc=91.00%, top5-acc=99.28%, remaining_time=0:00:25.461578, arrival_time=2021-04-10 03:28:29.375672, cost_time=0:00:04.601478 2021-04-10 03:28:05,379 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.2902, top1-acc=90.81%, top5-acc=99.23%, remaining_time=0:00:23.659740, arrival_time=2021-04-10 03:28:29.039049, cost_time=0:00:06.066585 2021-04-10 03:28:06,849 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.91ms, fps=1743 images/s, loss=0.2859, top1-acc=90.91%, top5-acc=99.29%, remaining_time=0:00:22.005996, arrival_time=2021-04-10 03:28:28.854943, cost_time=0:00:07.536285 2021-04-10 03:28:08,310 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=2.15ms, fps=1752 images/s, loss=0.2896, top1-acc=90.81%, top5-acc=99.28%, remaining_time=0:00:20.395784, arrival_time=2021-04-10 03:28:28.706555, cost_time=0:00:08.998127 2021-04-10 03:28:09,775 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.99ms, fps=1749 images/s, loss=0.2877, top1-acc=90.85%, top5-acc=99.31%, remaining_time=0:00:18.832212, arrival_time=2021-04-10 03:28:28.607234, cost_time=0:00:10.462358 2021-04-10 03:28:11,263 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.82ms, fps=1721 images/s, loss=0.2889, top1-acc=90.90%, top5-acc=99.32%, remaining_time=0:00:17.328776, arrival_time=2021-04-10 03:28:28.592340, cost_time=0:00:11.950898 2021-04-10 03:28:12,729 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.2884, top1-acc=90.94%, top5-acc=99.33%, remaining_time=0:00:15.801526, arrival_time=2021-04-10 03:28:28.530703, cost_time=0:00:13.416428 2021-04-10 03:28:14,198 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=0.2891, top1-acc=90.97%, top5-acc=99.31%, remaining_time=0:00:14.289984, arrival_time=2021-04-10 03:28:28.488017, cost_time=0:00:14.885375 2021-04-10 03:28:15,661 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.60ms, fps=1750 images/s, loss=0.2916, top1-acc=90.83%, top5-acc=99.31%, remaining_time=0:00:12.781578, arrival_time=2021-04-10 03:28:28.442790, cost_time=0:00:16.348550 2021-04-10 03:28:17,118 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.2928, top1-acc=90.77%, top5-acc=99.30%, remaining_time=0:00:11.276956, arrival_time=2021-04-10 03:28:28.395245, cost_time=0:00:17.805683 2021-04-10 03:28:18,578 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.2929, top1-acc=90.78%, top5-acc=99.30%, remaining_time=0:00:09.781134, arrival_time=2021-04-10 03:28:28.359685, cost_time=0:00:19.265893 2021-04-10 03:28:20,039 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=2.15ms, fps=1754 images/s, loss=0.2932, top1-acc=90.72%, top5-acc=99.32%, remaining_time=0:00:08.290520, arrival_time=2021-04-10 03:28:28.329602, cost_time=0:00:20.726321 2021-04-10 03:28:21,504 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.82ms, fps=1748 images/s, loss=0.2915, top1-acc=90.79%, top5-acc=99.33%, remaining_time=0:00:06.805516, arrival_time=2021-04-10 03:28:28.309989, cost_time=0:00:22.191840 2021-04-10 03:28:22,965 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=0.2923, top1-acc=90.78%, top5-acc=99.32%, remaining_time=0:00:05.321772, arrival_time=2021-04-10 03:28:28.286810, cost_time=0:00:23.652373 2021-04-10 03:28:24,458 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.70ms, fps=1715 images/s, loss=0.2917, top1-acc=90.82%, top5-acc=99.34%, remaining_time=0:00:03.845842, arrival_time=2021-04-10 03:28:28.304333, cost_time=0:00:25.145841 2021-04-10 03:28:25,917 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.68ms, fps=1755 images/s, loss=0.2924, top1-acc=90.79%, top5-acc=99.34%, remaining_time=0:00:02.364896, arrival_time=2021-04-10 03:28:28.282574, cost_time=0:00:26.604991 2021-04-10 03:28:27,379 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.59ms, fps=1752 images/s, loss=0.2925, top1-acc=90.82%, top5-acc=99.33%, remaining_time=0:00:00.886314, arrival_time=2021-04-10 03:28:28.265668, cost_time=0:00:28.066696 2021-04-10 03:28:28,173 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.87ms, fps=1713 images/s, loss=0.2938, top1-acc=90.80%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:28.173806, cost_time=0:00:28.861213 2021-04-10 03:28:28,727 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.43ms, fps=4636 images/s, loss=0.4678, top1-acc=85.94%, top5-acc=99.18%, remaining_time=0:00:01.656480, arrival_time=2021-04-10 03:28:30.383633, cost_time=0:00:00.552165 2021-04-10 03:28:29,212 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.26ms, fps=5284 images/s, loss=0.4487, top1-acc=86.27%, top5-acc=98.91%, remaining_time=0:00:01.037400, arrival_time=2021-04-10 03:28:30.249688, cost_time=0:00:01.037405 2021-04-10 03:28:29,699 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.79ms, fps=5261 images/s, loss=0.4565, top1-acc=86.11%, top5-acc=98.95%, remaining_time=0:00:00.508150, arrival_time=2021-04-10 03:28:30.207482, cost_time=0:00:01.524448 2021-04-10 03:28:30,149 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.11ms, fps=5162 images/s, loss=0.4433, top1-acc=86.20%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:30.149363, cost_time=0:00:01.974345 2021-04-10 03:28:31,237 INFO : Epoch=0046 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:22:46.632286, arrival_time=2021-04-10 04:51:17.870160, cost_time=0:24:43.539522 2021-04-10 03:28:31,238 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 03:28:32,897 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.70ms, fps=1543 images/s, loss=0.3050, top1-acc=90.86%, top5-acc=99.10%, remaining_time=0:00:30.851262, arrival_time=2021-04-10 03:29:03.748528, cost_time=0:00:01.658674 2021-04-10 03:28:34,358 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.3152, top1-acc=90.57%, top5-acc=99.24%, remaining_time=0:00:27.450016, arrival_time=2021-04-10 03:29:01.808074, cost_time=0:00:03.119325 2021-04-10 03:28:35,819 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.3135, top1-acc=90.47%, top5-acc=99.23%, remaining_time=0:00:25.349362, arrival_time=2021-04-10 03:29:01.169211, cost_time=0:00:04.581210 2021-04-10 03:28:37,278 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.3078, top1-acc=90.71%, top5-acc=99.27%, remaining_time=0:00:23.556468, arrival_time=2021-04-10 03:29:00.835186, cost_time=0:00:06.040102 2021-04-10 03:28:38,736 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.2964, top1-acc=91.02%, top5-acc=99.27%, remaining_time=0:00:21.893138, arrival_time=2021-04-10 03:29:00.629522, cost_time=0:00:07.497666 2021-04-10 03:28:40,196 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.37ms, fps=1754 images/s, loss=0.2888, top1-acc=91.22%, top5-acc=99.32%, remaining_time=0:00:20.304120, arrival_time=2021-04-10 03:29:00.500460, cost_time=0:00:08.957728 2021-04-10 03:28:41,659 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.10ms, fps=1750 images/s, loss=0.2870, top1-acc=91.28%, top5-acc=99.35%, remaining_time=0:00:18.757746, arrival_time=2021-04-10 03:29:00.417345, cost_time=0:00:10.420961 2021-04-10 03:28:43,116 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.2876, top1-acc=91.20%, top5-acc=99.37%, remaining_time=0:00:17.222752, arrival_time=2021-04-10 03:29:00.339173, cost_time=0:00:11.877771 2021-04-10 03:28:44,579 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.2914, top1-acc=91.04%, top5-acc=99.35%, remaining_time=0:00:15.712062, arrival_time=2021-04-10 03:29:00.291119, cost_time=0:00:13.340458 2021-04-10 03:28:46,033 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.83ms, fps=1760 images/s, loss=0.2905, top1-acc=91.11%, top5-acc=99.37%, remaining_time=0:00:14.203200, arrival_time=2021-04-10 03:29:00.236834, cost_time=0:00:14.794993 2021-04-10 03:28:47,499 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=0.2886, top1-acc=91.18%, top5-acc=99.38%, remaining_time=0:00:12.713036, arrival_time=2021-04-10 03:29:00.212573, cost_time=0:00:16.260895 2021-04-10 03:28:48,960 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.31ms, fps=1753 images/s, loss=0.2910, top1-acc=91.16%, top5-acc=99.36%, remaining_time=0:00:11.223604, arrival_time=2021-04-10 03:29:00.183702, cost_time=0:00:17.721485 2021-04-10 03:28:50,438 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.40ms, fps=1732 images/s, loss=0.2912, top1-acc=91.16%, top5-acc=99.33%, remaining_time=0:00:09.747738, arrival_time=2021-04-10 03:29:00.186474, cost_time=0:00:19.200138 2021-04-10 03:28:51,897 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.77ms, fps=1756 images/s, loss=0.2914, top1-acc=91.12%, top5-acc=99.33%, remaining_time=0:00:08.263416, arrival_time=2021-04-10 03:29:00.160598, cost_time=0:00:20.658570 2021-04-10 03:28:53,361 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.2915, top1-acc=91.14%, top5-acc=99.34%, remaining_time=0:00:06.784402, arrival_time=2021-04-10 03:29:00.146129, cost_time=0:00:22.123062 2021-04-10 03:28:54,822 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.2896, top1-acc=91.18%, top5-acc=99.37%, remaining_time=0:00:05.306220, arrival_time=2021-04-10 03:29:00.128167, cost_time=0:00:23.583210 2021-04-10 03:28:56,287 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.33ms, fps=1748 images/s, loss=0.2874, top1-acc=91.23%, top5-acc=99.38%, remaining_time=0:00:03.830944, arrival_time=2021-04-10 03:29:00.118098, cost_time=0:00:25.048488 2021-04-10 03:28:57,746 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=0.2894, top1-acc=91.17%, top5-acc=99.38%, remaining_time=0:00:02.356288, arrival_time=2021-04-10 03:29:00.103208, cost_time=0:00:26.508280 2021-04-10 03:28:59,212 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.25ms, fps=1747 images/s, loss=0.2923, top1-acc=91.08%, top5-acc=99.37%, remaining_time=0:00:00.883386, arrival_time=2021-04-10 03:29:00.095896, cost_time=0:00:27.973908 2021-04-10 03:29:00,003 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.43ms, fps=1720 images/s, loss=0.2913, top1-acc=91.09%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:00.003547, cost_time=0:00:28.764955 2021-04-10 03:29:00,586 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=2.45ms, fps=4400 images/s, loss=0.5571, top1-acc=83.59%, top5-acc=98.44%, remaining_time=0:00:01.745220, arrival_time=2021-04-10 03:29:02.331611, cost_time=0:00:00.581736 2021-04-10 03:29:01,068 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.47ms, fps=5312 images/s, loss=0.5726, top1-acc=83.54%, top5-acc=98.54%, remaining_time=0:00:01.064040, arrival_time=2021-04-10 03:29:02.132807, cost_time=0:00:01.064036 2021-04-10 03:29:01,552 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.25ms, fps=5296 images/s, loss=0.5773, top1-acc=83.62%, top5-acc=98.49%, remaining_time=0:00:00.516000, arrival_time=2021-04-10 03:29:02.068650, cost_time=0:00:01.547998 2021-04-10 03:29:01,991 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.10ms, fps=5289 images/s, loss=0.5870, top1-acc=83.43%, top5-acc=98.41%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:01.991660, cost_time=0:00:01.986961 2021-04-10 03:29:03,083 INFO : Epoch=0047 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:22:13.063179, arrival_time=2021-04-10 04:51:16.146957, cost_time=0:25:15.385408 2021-04-10 03:29:03,084 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 03:29:04,764 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=0.29ms, fps=1524 images/s, loss=0.2353, top1-acc=93.16%, top5-acc=99.37%, remaining_time=0:00:31.243908, arrival_time=2021-04-10 03:29:36.008615, cost_time=0:00:01.679782 2021-04-10 03:29:06,227 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.89ms, fps=1752 images/s, loss=0.2434, top1-acc=92.64%, top5-acc=99.43%, remaining_time=0:00:27.648896, arrival_time=2021-04-10 03:29:33.875801, cost_time=0:00:03.141916 2021-04-10 03:29:07,690 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.2682, top1-acc=92.03%, top5-acc=99.35%, remaining_time=0:00:25.481830, arrival_time=2021-04-10 03:29:33.171891, cost_time=0:00:04.605141 2021-04-10 03:29:09,150 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.2661, top1-acc=92.15%, top5-acc=99.43%, remaining_time=0:00:23.654280, arrival_time=2021-04-10 03:29:32.804407, cost_time=0:00:06.065213 2021-04-10 03:29:10,621 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.81ms, fps=1741 images/s, loss=0.2685, top1-acc=92.05%, top5-acc=99.43%, remaining_time=0:00:22.006288, arrival_time=2021-04-10 03:29:32.627622, cost_time=0:00:07.536411 2021-04-10 03:29:12,078 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.92ms, fps=1757 images/s, loss=0.2697, top1-acc=92.03%, top5-acc=99.45%, remaining_time=0:00:20.386672, arrival_time=2021-04-10 03:29:32.465619, cost_time=0:00:08.994093 2021-04-10 03:29:13,542 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.40ms, fps=1750 images/s, loss=0.2697, top1-acc=91.98%, top5-acc=99.43%, remaining_time=0:00:18.823140, arrival_time=2021-04-10 03:29:32.365402, cost_time=0:00:10.457326 2021-04-10 03:29:15,005 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=2.40ms, fps=1750 images/s, loss=0.2712, top1-acc=91.91%, top5-acc=99.43%, remaining_time=0:00:17.285276, arrival_time=2021-04-10 03:29:32.291042, cost_time=0:00:11.920908 2021-04-10 03:29:16,465 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.2749, top1-acc=91.78%, top5-acc=99.43%, remaining_time=0:00:15.759656, arrival_time=2021-04-10 03:29:32.225387, cost_time=0:00:13.380807 2021-04-10 03:29:17,920 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.2801, top1-acc=91.59%, top5-acc=99.43%, remaining_time=0:00:14.242560, arrival_time=2021-04-10 03:29:32.163378, cost_time=0:00:14.835953 2021-04-10 03:29:19,382 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=0.2829, top1-acc=91.46%, top5-acc=99.42%, remaining_time=0:00:12.741760, arrival_time=2021-04-10 03:29:32.124266, cost_time=0:00:16.297651 2021-04-10 03:29:20,841 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=0.2855, top1-acc=91.35%, top5-acc=99.41%, remaining_time=0:00:11.245948, arrival_time=2021-04-10 03:29:32.087663, cost_time=0:00:17.756791 2021-04-10 03:29:22,309 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.35ms, fps=1745 images/s, loss=0.2883, top1-acc=91.25%, top5-acc=99.39%, remaining_time=0:00:09.760080, arrival_time=2021-04-10 03:29:32.069352, cost_time=0:00:19.224417 2021-04-10 03:29:23,769 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.33ms, fps=1754 images/s, loss=0.2878, top1-acc=91.24%, top5-acc=99.39%, remaining_time=0:00:08.273720, arrival_time=2021-04-10 03:29:32.042904, cost_time=0:00:20.684295 2021-04-10 03:29:25,229 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.85ms, fps=1754 images/s, loss=0.2888, top1-acc=91.20%, top5-acc=99.37%, remaining_time=0:00:06.790842, arrival_time=2021-04-10 03:29:32.019851, cost_time=0:00:22.144110 2021-04-10 03:29:26,695 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.38ms, fps=1746 images/s, loss=0.2901, top1-acc=91.12%, top5-acc=99.36%, remaining_time=0:00:05.312340, arrival_time=2021-04-10 03:29:32.007683, cost_time=0:00:23.610424 2021-04-10 03:29:28,155 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.46ms, fps=1754 images/s, loss=0.2912, top1-acc=91.09%, top5-acc=99.37%, remaining_time=0:00:03.834272, arrival_time=2021-04-10 03:29:31.989430, cost_time=0:00:25.070260 2021-04-10 03:29:29,617 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.95ms, fps=1752 images/s, loss=0.2909, top1-acc=91.09%, top5-acc=99.36%, remaining_time=0:00:02.358448, arrival_time=2021-04-10 03:29:31.975806, cost_time=0:00:26.532499 2021-04-10 03:29:31,075 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.63ms, fps=1756 images/s, loss=0.2924, top1-acc=91.03%, top5-acc=99.36%, remaining_time=0:00:00.883908, arrival_time=2021-04-10 03:29:31.959286, cost_time=0:00:27.990470 2021-04-10 03:29:31,867 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.26ms, fps=1719 images/s, loss=0.2930, top1-acc=91.01%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:31.867157, cost_time=0:00:28.782280 2021-04-10 03:29:32,463 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.18ms, fps=4301 images/s, loss=0.5063, top1-acc=84.14%, top5-acc=98.98%, remaining_time=0:00:01.785630, arrival_time=2021-04-10 03:29:34.249150, cost_time=0:00:00.595211 2021-04-10 03:29:32,943 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.97ms, fps=5343 images/s, loss=0.5079, top1-acc=84.28%, top5-acc=98.69%, remaining_time=0:00:01.074700, arrival_time=2021-04-10 03:29:34.017759, cost_time=0:00:01.074694 2021-04-10 03:29:33,422 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.69ms, fps=5343 images/s, loss=0.5068, top1-acc=84.18%, top5-acc=98.59%, remaining_time=0:00:00.518100, arrival_time=2021-04-10 03:29:33.940728, cost_time=0:00:01.554314 2021-04-10 03:29:33,861 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.08ms, fps=5287 images/s, loss=0.5180, top1-acc=83.99%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:33.861766, cost_time=0:00:01.993481 2021-04-10 03:29:34,945 INFO : Epoch=0048 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:21:39.617096, arrival_time=2021-04-10 04:51:14.562964, cost_time=0:25:47.247505 2021-04-10 03:29:34,946 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 03:29:36,589 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.27ms, fps=1559 images/s, loss=0.2519, top1-acc=91.87%, top5-acc=99.49%, remaining_time=0:00:30.542874, arrival_time=2021-04-10 03:30:07.131951, cost_time=0:00:01.642091 2021-04-10 03:29:38,054 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.94ms, fps=1748 images/s, loss=0.2741, top1-acc=91.52%, top5-acc=99.47%, remaining_time=0:00:27.346880, arrival_time=2021-04-10 03:30:05.401447, cost_time=0:00:03.107605 2021-04-10 03:29:39,512 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.46ms, fps=1756 images/s, loss=0.2744, top1-acc=91.72%, top5-acc=99.51%, remaining_time=0:00:25.264038, arrival_time=2021-04-10 03:30:04.776844, cost_time=0:00:04.565794 2021-04-10 03:29:40,975 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.2812, top1-acc=91.52%, top5-acc=99.41%, remaining_time=0:00:23.508888, arrival_time=2021-04-10 03:30:04.483853, cost_time=0:00:06.027927 2021-04-10 03:29:42,438 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.2824, top1-acc=91.42%, top5-acc=99.42%, remaining_time=0:00:21.873866, arrival_time=2021-04-10 03:30:04.311906, cost_time=0:00:07.491068 2021-04-10 03:29:43,902 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=0.2744, top1-acc=91.50%, top5-acc=99.47%, remaining_time=0:00:20.299496, arrival_time=2021-04-10 03:30:04.202120, cost_time=0:00:08.955657 2021-04-10 03:29:45,367 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=2.30ms, fps=1748 images/s, loss=0.2735, top1-acc=91.45%, top5-acc=99.49%, remaining_time=0:00:18.757494, arrival_time=2021-04-10 03:30:04.125258, cost_time=0:00:10.420813 2021-04-10 03:29:46,829 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=0.2743, top1-acc=91.49%, top5-acc=99.49%, remaining_time=0:00:17.229828, arrival_time=2021-04-10 03:30:04.059490, cost_time=0:00:11.882633 2021-04-10 03:29:48,292 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.30ms, fps=1751 images/s, loss=0.2742, top1-acc=91.48%, top5-acc=99.49%, remaining_time=0:00:15.717892, arrival_time=2021-04-10 03:30:04.010219, cost_time=0:00:13.345424 2021-04-10 03:29:49,755 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.55ms, fps=1750 images/s, loss=0.2743, top1-acc=91.46%, top5-acc=99.50%, remaining_time=0:00:14.216256, arrival_time=2021-04-10 03:30:03.971911, cost_time=0:00:14.808638 2021-04-10 03:29:51,224 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.78ms, fps=1744 images/s, loss=0.2752, top1-acc=91.50%, top5-acc=99.46%, remaining_time=0:00:12.725850, arrival_time=2021-04-10 03:30:03.950104, cost_time=0:00:16.277285 2021-04-10 03:29:52,700 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.2764, top1-acc=91.40%, top5-acc=99.46%, remaining_time=0:00:11.244048, arrival_time=2021-04-10 03:30:03.944903, cost_time=0:00:17.753818 2021-04-10 03:29:54,170 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.61ms, fps=1743 images/s, loss=0.2771, top1-acc=91.37%, top5-acc=99.45%, remaining_time=0:00:09.759618, arrival_time=2021-04-10 03:30:03.930080, cost_time=0:00:19.223496 2021-04-10 03:29:55,629 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.65ms, fps=1756 images/s, loss=0.2793, top1-acc=91.29%, top5-acc=99.41%, remaining_time=0:00:08.272936, arrival_time=2021-04-10 03:30:03.902305, cost_time=0:00:20.682348 2021-04-10 03:29:57,089 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.75ms, fps=1754 images/s, loss=0.2820, top1-acc=91.20%, top5-acc=99.42%, remaining_time=0:00:06.790428, arrival_time=2021-04-10 03:30:03.880101, cost_time=0:00:22.142700 2021-04-10 03:29:58,553 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.67ms, fps=1750 images/s, loss=0.2837, top1-acc=91.16%, top5-acc=99.41%, remaining_time=0:00:05.311332, arrival_time=2021-04-10 03:30:03.864360, cost_time=0:00:23.605986 2021-04-10 03:30:00,014 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=0.2835, top1-acc=91.14%, top5-acc=99.42%, remaining_time=0:00:03.833830, arrival_time=2021-04-10 03:30:03.848133, cost_time=0:00:25.067325 2021-04-10 03:30:01,472 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=2.12ms, fps=1757 images/s, loss=0.2834, top1-acc=91.13%, top5-acc=99.44%, remaining_time=0:00:02.357808, arrival_time=2021-04-10 03:30:03.830014, cost_time=0:00:26.525254 2021-04-10 03:30:02,927 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2829, top1-acc=91.15%, top5-acc=99.45%, remaining_time=0:00:00.883590, arrival_time=2021-04-10 03:30:03.810907, cost_time=0:00:27.980389 2021-04-10 03:30:03,719 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.26ms, fps=1718 images/s, loss=0.2822, top1-acc=91.16%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:03.719222, cost_time=0:00:28.772328 2021-04-10 03:30:04,300 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.30ms, fps=4414 images/s, loss=0.5356, top1-acc=84.02%, top5-acc=98.44%, remaining_time=0:00:01.739850, arrival_time=2021-04-10 03:30:06.040026, cost_time=0:00:00.579948 2021-04-10 03:30:04,782 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.61ms, fps=5311 images/s, loss=0.5316, top1-acc=84.10%, top5-acc=98.54%, remaining_time=0:00:01.062460, arrival_time=2021-04-10 03:30:05.845157, cost_time=0:00:01.062457 2021-04-10 03:30:05,260 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.46ms, fps=5361 images/s, loss=0.5173, top1-acc=84.56%, top5-acc=98.59%, remaining_time=0:00:00.513450, arrival_time=2021-04-10 03:30:05.774077, cost_time=0:00:01.540356 2021-04-10 03:30:05,698 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.09ms, fps=5307 images/s, loss=0.4978, top1-acc=84.73%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:05.698397, cost_time=0:00:01.978176 2021-04-10 03:30:06,815 INFO : Epoch=0049 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:21:06.258880, arrival_time=2021-04-10 04:51:13.074383, cost_time=0:26:19.117124 2021-04-10 03:30:06,816 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 03:30:08,495 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.18ms, fps=1525 images/s, loss=0.2575, top1-acc=91.33%, top5-acc=99.37%, remaining_time=0:00:31.226052, arrival_time=2021-04-10 03:30:39.721502, cost_time=0:00:01.678819 2021-04-10 03:30:09,956 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.60ms, fps=1753 images/s, loss=0.2554, top1-acc=91.72%, top5-acc=99.55%, remaining_time=0:00:27.629184, arrival_time=2021-04-10 03:30:37.585488, cost_time=0:00:03.139676 2021-04-10 03:30:11,417 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.87ms, fps=1753 images/s, loss=0.2489, top1-acc=92.01%, top5-acc=99.54%, remaining_time=0:00:25.458258, arrival_time=2021-04-10 03:30:36.875854, cost_time=0:00:04.600893 2021-04-10 03:30:12,877 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.85ms, fps=1754 images/s, loss=0.2534, top1-acc=91.98%, top5-acc=99.52%, remaining_time=0:00:23.637588, arrival_time=2021-04-10 03:30:36.515133, cost_time=0:00:06.060912 2021-04-10 03:30:14,340 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.57ms, fps=1751 images/s, loss=0.2565, top1-acc=91.86%, top5-acc=99.52%, remaining_time=0:00:21.968328, arrival_time=2021-04-10 03:30:36.308390, cost_time=0:00:07.523408 2021-04-10 03:30:15,837 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=10.92ms, fps=1711 images/s, loss=0.2559, top1-acc=91.87%, top5-acc=99.53%, remaining_time=0:00:20.446240, arrival_time=2021-04-10 03:30:36.283353, cost_time=0:00:09.020404 2021-04-10 03:30:17,310 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.95ms, fps=1738 images/s, loss=0.2552, top1-acc=91.93%, top5-acc=99.54%, remaining_time=0:00:18.889416, arrival_time=2021-04-10 03:30:36.200268, cost_time=0:00:10.494125 2021-04-10 03:30:18,788 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=0.2559, top1-acc=91.90%, top5-acc=99.54%, remaining_time=0:00:17.359052, arrival_time=2021-04-10 03:30:36.147449, cost_time=0:00:11.971777 2021-04-10 03:30:20,254 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.96ms, fps=1747 images/s, loss=0.2604, top1-acc=91.77%, top5-acc=99.49%, remaining_time=0:00:15.826224, arrival_time=2021-04-10 03:30:36.080224, cost_time=0:00:13.437377 2021-04-10 03:30:21,715 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=2.15ms, fps=1753 images/s, loss=0.2607, top1-acc=91.79%, top5-acc=99.51%, remaining_time=0:00:14.302656, arrival_time=2021-04-10 03:30:36.017918, cost_time=0:00:14.898627 2021-04-10 03:30:23,178 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.74ms, fps=1750 images/s, loss=0.2641, top1-acc=91.67%, top5-acc=99.49%, remaining_time=0:00:12.791898, arrival_time=2021-04-10 03:30:35.970308, cost_time=0:00:16.361778 2021-04-10 03:30:24,634 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.2673, top1-acc=91.58%, top5-acc=99.49%, remaining_time=0:00:11.284784, arrival_time=2021-04-10 03:30:35.919575, cost_time=0:00:17.818030 2021-04-10 03:30:26,096 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.2673, top1-acc=91.59%, top5-acc=99.49%, remaining_time=0:00:09.788130, arrival_time=2021-04-10 03:30:35.884369, cost_time=0:00:19.279657 2021-04-10 03:30:27,551 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.69ms, fps=1760 images/s, loss=0.2687, top1-acc=91.53%, top5-acc=99.48%, remaining_time=0:00:08.293880, arrival_time=2021-04-10 03:30:35.845197, cost_time=0:00:20.734639 2021-04-10 03:30:29,011 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=0.2706, top1-acc=91.52%, top5-acc=99.47%, remaining_time=0:00:06.806344, arrival_time=2021-04-10 03:30:35.817571, cost_time=0:00:22.194602 2021-04-10 03:30:30,475 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.2705, top1-acc=91.52%, top5-acc=99.48%, remaining_time=0:00:05.323212, arrival_time=2021-04-10 03:30:35.798617, cost_time=0:00:23.658790 2021-04-10 03:30:31,942 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=0.2726, top1-acc=91.44%, top5-acc=99.46%, remaining_time=0:00:03.842748, arrival_time=2021-04-10 03:30:35.784977, cost_time=0:00:25.125643 2021-04-10 03:30:33,405 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.31ms, fps=1750 images/s, loss=0.2738, top1-acc=91.43%, top5-acc=99.45%, remaining_time=0:00:02.363472, arrival_time=2021-04-10 03:30:35.769111, cost_time=0:00:26.589076 2021-04-10 03:30:34,874 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=0.2758, top1-acc=91.35%, top5-acc=99.44%, remaining_time=0:00:00.886038, arrival_time=2021-04-10 03:30:35.760535, cost_time=0:00:28.057865 2021-04-10 03:30:35,670 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.41ms, fps=1710 images/s, loss=0.2773, top1-acc=91.30%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:35.670444, cost_time=0:00:28.853887 2021-04-10 03:30:36,271 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=2.66ms, fps=4270 images/s, loss=0.5108, top1-acc=84.37%, top5-acc=98.28%, remaining_time=0:00:01.798440, arrival_time=2021-04-10 03:30:38.069431, cost_time=0:00:00.599482 2021-04-10 03:30:36,785 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=2.15ms, fps=4977 images/s, loss=0.5079, top1-acc=84.37%, top5-acc=98.22%, remaining_time=0:00:01.114140, arrival_time=2021-04-10 03:30:37.899843, cost_time=0:00:01.114149 2021-04-10 03:30:37,271 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.45ms, fps=5273 images/s, loss=0.5251, top1-acc=83.96%, top5-acc=98.14%, remaining_time=0:00:00.533370, arrival_time=2021-04-10 03:30:37.805027, cost_time=0:00:01.600098 2021-04-10 03:30:37,717 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.10ms, fps=5214 images/s, loss=0.5145, top1-acc=83.95%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:37.716960, cost_time=0:00:02.045453 2021-04-10 03:30:38,751 INFO : Epoch=0050 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:20:33.158400, arrival_time=2021-04-10 04:51:11.909526, cost_time=0:26:51.052777 2021-04-10 03:30:38,751 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 03:30:40,419 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.41ms, fps=1535 images/s, loss=0.3292, top1-acc=90.55%, top5-acc=99.18%, remaining_time=0:00:31.016244, arrival_time=2021-04-10 03:31:11.435847, cost_time=0:00:01.667538 2021-04-10 03:30:41,891 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=2.11ms, fps=1741 images/s, loss=0.3254, top1-acc=90.43%, top5-acc=99.14%, remaining_time=0:00:27.626192, arrival_time=2021-04-10 03:31:09.517495, cost_time=0:00:03.139344 2021-04-10 03:30:43,350 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.81ms, fps=1755 images/s, loss=0.3093, top1-acc=90.76%, top5-acc=99.26%, remaining_time=0:00:25.447468, arrival_time=2021-04-10 03:31:08.798354, cost_time=0:00:04.598929 2021-04-10 03:30:44,820 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.99ms, fps=1742 images/s, loss=0.3107, top1-acc=90.79%, top5-acc=99.14%, remaining_time=0:00:23.668632, arrival_time=2021-04-10 03:31:08.489465, cost_time=0:00:06.068883 2021-04-10 03:30:46,286 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.3136, top1-acc=90.57%, top5-acc=99.18%, remaining_time=0:00:22.001178, arrival_time=2021-04-10 03:31:08.287906, cost_time=0:00:07.534639 2021-04-10 03:30:47,755 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.91ms, fps=1744 images/s, loss=0.3121, top1-acc=90.68%, top5-acc=99.19%, remaining_time=0:00:20.407208, arrival_time=2021-04-10 03:31:08.162316, cost_time=0:00:09.003151 2021-04-10 03:30:49,231 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=7.59ms, fps=1735 images/s, loss=0.3023, top1-acc=90.91%, top5-acc=99.22%, remaining_time=0:00:18.862326, arrival_time=2021-04-10 03:31:08.093390, cost_time=0:00:10.479045 2021-04-10 03:30:50,694 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=0.2977, top1-acc=91.09%, top5-acc=99.25%, remaining_time=0:00:17.317060, arrival_time=2021-04-10 03:31:08.011844, cost_time=0:00:11.942826 2021-04-10 03:30:52,164 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.49ms, fps=1743 images/s, loss=0.2999, top1-acc=90.96%, top5-acc=99.26%, remaining_time=0:00:15.797074, arrival_time=2021-04-10 03:31:07.961637, cost_time=0:00:13.412639 2021-04-10 03:30:53,629 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.42ms, fps=1748 images/s, loss=0.3017, top1-acc=90.88%, top5-acc=99.27%, remaining_time=0:00:14.282400, arrival_time=2021-04-10 03:31:07.911930, cost_time=0:00:14.877548 2021-04-10 03:30:55,098 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.73ms, fps=1744 images/s, loss=0.2984, top1-acc=90.96%, top5-acc=99.29%, remaining_time=0:00:12.779600, arrival_time=2021-04-10 03:31:07.877555, cost_time=0:00:16.345968 2021-04-10 03:30:56,568 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.86ms, fps=1741 images/s, loss=0.2974, top1-acc=91.01%, top5-acc=99.27%, remaining_time=0:00:11.284024, arrival_time=2021-04-10 03:31:07.852772, cost_time=0:00:17.816890 2021-04-10 03:30:58,035 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=2.15ms, fps=1746 images/s, loss=0.2988, top1-acc=90.98%, top5-acc=99.28%, remaining_time=0:00:09.790242, arrival_time=2021-04-10 03:31:07.826061, cost_time=0:00:19.283854 2021-04-10 03:30:59,499 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.77ms, fps=1750 images/s, loss=0.2964, top1-acc=91.04%, top5-acc=99.29%, remaining_time=0:00:08.299032, arrival_time=2021-04-10 03:31:07.798508, cost_time=0:00:20.747578 2021-04-10 03:31:00,962 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.64ms, fps=1750 images/s, loss=0.2943, top1-acc=91.08%, top5-acc=99.30%, remaining_time=0:00:06.811266, arrival_time=2021-04-10 03:31:07.773825, cost_time=0:00:22.210655 2021-04-10 03:31:02,428 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=2.26ms, fps=1747 images/s, loss=0.2961, top1-acc=91.02%, top5-acc=99.30%, remaining_time=0:00:05.327172, arrival_time=2021-04-10 03:31:07.755345, cost_time=0:00:23.676249 2021-04-10 03:31:03,895 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.00ms, fps=1745 images/s, loss=0.2945, top1-acc=91.04%, top5-acc=99.32%, remaining_time=0:00:03.845556, arrival_time=2021-04-10 03:31:07.741362, cost_time=0:00:25.143956 2021-04-10 03:31:05,357 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.71ms, fps=1752 images/s, loss=0.2952, top1-acc=91.01%, top5-acc=99.31%, remaining_time=0:00:02.364944, arrival_time=2021-04-10 03:31:07.722698, cost_time=0:00:26.605651 2021-04-10 03:31:06,825 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.85ms, fps=1745 images/s, loss=0.2945, top1-acc=91.02%, top5-acc=99.32%, remaining_time=0:00:00.886542, arrival_time=2021-04-10 03:31:07.712341, cost_time=0:00:28.073768 2021-04-10 03:31:07,623 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.86ms, fps=1706 images/s, loss=0.2942, top1-acc=91.05%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:07.623683, cost_time=0:00:28.871772 2021-04-10 03:31:08,205 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=2.42ms, fps=4411 images/s, loss=0.6167, top1-acc=82.27%, top5-acc=97.85%, remaining_time=0:00:01.741140, arrival_time=2021-04-10 03:31:09.946972, cost_time=0:00:00.580385 2021-04-10 03:31:08,682 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.51ms, fps=5376 images/s, loss=0.5983, top1-acc=83.12%, top5-acc=97.97%, remaining_time=0:00:01.057180, arrival_time=2021-04-10 03:31:09.739732, cost_time=0:00:01.057189 2021-04-10 03:31:09,170 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=2.76ms, fps=5248 images/s, loss=0.6154, top1-acc=82.80%, top5-acc=97.90%, remaining_time=0:00:00.515170, arrival_time=2021-04-10 03:31:09.686069, cost_time=0:00:01.545510 2021-04-10 03:31:09,611 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.09ms, fps=5269 images/s, loss=0.6316, top1-acc=82.65%, top5-acc=97.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:09.611687, cost_time=0:00:01.986394 2021-04-10 03:31:10,628 INFO : Epoch=0051 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:19:59.932339, arrival_time=2021-04-10 04:51:10.560554, cost_time=0:27:22.929862 2021-04-10 03:31:10,628 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 03:31:12,288 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.13ms, fps=1542 images/s, loss=0.2675, top1-acc=91.80%, top5-acc=99.45%, remaining_time=0:00:30.872466, arrival_time=2021-04-10 03:31:43.161334, cost_time=0:00:01.659808 2021-04-10 03:31:13,751 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.51ms, fps=1751 images/s, loss=0.2667, top1-acc=91.72%, top5-acc=99.36%, remaining_time=0:00:27.477120, arrival_time=2021-04-10 03:31:41.228559, cost_time=0:00:03.122393 2021-04-10 03:31:15,238 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.54ms, fps=1723 images/s, loss=0.2662, top1-acc=91.76%, top5-acc=99.36%, remaining_time=0:00:25.503742, arrival_time=2021-04-10 03:31:40.741838, cost_time=0:00:04.609099 2021-04-10 03:31:16,718 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.93ms, fps=1730 images/s, loss=0.2693, top1-acc=91.62%, top5-acc=99.37%, remaining_time=0:00:23.748192, arrival_time=2021-04-10 03:31:40.466566, cost_time=0:00:06.089277 2021-04-10 03:31:18,179 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.53ms, fps=1753 images/s, loss=0.2690, top1-acc=91.70%, top5-acc=99.35%, remaining_time=0:00:22.047460, arrival_time=2021-04-10 03:31:40.226978, cost_time=0:00:07.550516 2021-04-10 03:31:19,663 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.88ms, fps=1725 images/s, loss=0.2703, top1-acc=91.57%, top5-acc=99.30%, remaining_time=0:00:20.479016, arrival_time=2021-04-10 03:31:40.142899, cost_time=0:00:09.034878 2021-04-10 03:31:21,133 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=2.86ms, fps=1742 images/s, loss=0.2730, top1-acc=91.50%, top5-acc=99.33%, remaining_time=0:00:18.908568, arrival_time=2021-04-10 03:31:40.042413, cost_time=0:00:10.504781 2021-04-10 03:31:22,601 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.52ms, fps=1745 images/s, loss=0.2730, top1-acc=91.49%, top5-acc=99.32%, remaining_time=0:00:17.360328, arrival_time=2021-04-10 03:31:39.961938, cost_time=0:00:11.972676 2021-04-10 03:31:24,064 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=0.2735, top1-acc=91.46%, top5-acc=99.33%, remaining_time=0:00:15.824422, arrival_time=2021-04-10 03:31:39.889245, cost_time=0:00:13.435820 2021-04-10 03:31:25,529 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=2.13ms, fps=1749 images/s, loss=0.2746, top1-acc=91.45%, top5-acc=99.33%, remaining_time=0:00:14.303904, arrival_time=2021-04-10 03:31:39.833010, cost_time=0:00:14.899864 2021-04-10 03:31:27,003 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.89ms, fps=1738 images/s, loss=0.2726, top1-acc=91.50%, top5-acc=99.36%, remaining_time=0:00:12.801616, arrival_time=2021-04-10 03:31:39.804924, cost_time=0:00:16.374139 2021-04-10 03:31:28,470 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.58ms, fps=1746 images/s, loss=0.2723, top1-acc=91.54%, top5-acc=99.36%, remaining_time=0:00:11.299756, arrival_time=2021-04-10 03:31:39.770491, cost_time=0:00:17.841733 2021-04-10 03:31:29,930 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.2693, top1-acc=91.60%, top5-acc=99.38%, remaining_time=0:00:09.798888, arrival_time=2021-04-10 03:31:39.728825, cost_time=0:00:19.300846 2021-04-10 03:31:31,398 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=0.2719, top1-acc=91.53%, top5-acc=99.38%, remaining_time=0:00:08.307712, arrival_time=2021-04-10 03:31:39.705975, cost_time=0:00:20.769256 2021-04-10 03:31:32,866 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.54ms, fps=1744 images/s, loss=0.2719, top1-acc=91.54%, top5-acc=99.38%, remaining_time=0:00:06.819592, arrival_time=2021-04-10 03:31:39.686418, cost_time=0:00:22.237735 2021-04-10 03:31:34,325 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=2.92ms, fps=1756 images/s, loss=0.2745, top1-acc=91.46%, top5-acc=99.37%, remaining_time=0:00:05.331780, arrival_time=2021-04-10 03:31:39.657591, cost_time=0:00:23.696756 2021-04-10 03:31:35,789 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.53ms, fps=1750 images/s, loss=0.2775, top1-acc=91.36%, top5-acc=99.37%, remaining_time=0:00:03.848026, arrival_time=2021-04-10 03:31:39.637134, cost_time=0:00:25.160146 2021-04-10 03:31:37,249 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.2788, top1-acc=91.29%, top5-acc=99.38%, remaining_time=0:00:02.366272, arrival_time=2021-04-10 03:31:39.615857, cost_time=0:00:26.620547 2021-04-10 03:31:38,704 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.2774, top1-acc=91.33%, top5-acc=99.38%, remaining_time=0:00:00.886584, arrival_time=2021-04-10 03:31:39.590655, cost_time=0:00:28.075129 2021-04-10 03:31:39,500 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.67ms, fps=1709 images/s, loss=0.2776, top1-acc=91.32%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:39.500365, cost_time=0:00:28.871384 2021-04-10 03:31:40,109 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.52ms, fps=4212 images/s, loss=0.6799, top1-acc=80.43%, top5-acc=98.24%, remaining_time=0:00:01.823220, arrival_time=2021-04-10 03:31:41.933019, cost_time=0:00:00.607738 2021-04-10 03:31:40,590 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.30ms, fps=5333 images/s, loss=0.6813, top1-acc=80.39%, top5-acc=98.22%, remaining_time=0:00:01.088480, arrival_time=2021-04-10 03:31:41.678898, cost_time=0:00:01.088487 2021-04-10 03:31:41,072 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.31ms, fps=5320 images/s, loss=0.6987, top1-acc=80.26%, top5-acc=98.09%, remaining_time=0:00:00.523350, arrival_time=2021-04-10 03:31:41.595377, cost_time=0:00:01.570051 2021-04-10 03:31:41,517 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.11ms, fps=5217 images/s, loss=0.7384, top1-acc=79.80%, top5-acc=97.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:31:41.517177, cost_time=0:00:02.015240 2021-04-10 03:31:42,519 INFO : Epoch=0052 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:19:26.797764, arrival_time=2021-04-10 04:51:09.316966, cost_time=0:27:54.820851 2021-04-10 03:31:42,519 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 03:31:44,159 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.53ms, fps=1562 images/s, loss=0.3227, top1-acc=90.59%, top5-acc=99.22%, remaining_time=0:00:30.491724, arrival_time=2021-04-10 03:32:14.651029, cost_time=0:00:01.639337 2021-04-10 03:31:45,624 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=2.22ms, fps=1749 images/s, loss=0.3276, top1-acc=89.84%, top5-acc=99.20%, remaining_time=0:00:27.316432, arrival_time=2021-04-10 03:32:12.940540, cost_time=0:00:03.104139 2021-04-10 03:31:47,079 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.3088, top1-acc=90.53%, top5-acc=99.22%, remaining_time=0:00:25.227186, arrival_time=2021-04-10 03:32:12.306278, cost_time=0:00:04.559121 2021-04-10 03:31:48,541 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.83ms, fps=1752 images/s, loss=0.3067, top1-acc=90.61%, top5-acc=99.20%, remaining_time=0:00:23.482992, arrival_time=2021-04-10 03:32:12.024255, cost_time=0:00:06.021287 2021-04-10 03:31:50,003 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=0.2909, top1-acc=91.05%, top5-acc=99.29%, remaining_time=0:00:21.852112, arrival_time=2021-04-10 03:32:11.855690, cost_time=0:00:07.483608 2021-04-10 03:31:51,464 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.52ms, fps=1754 images/s, loss=0.2892, top1-acc=91.07%, top5-acc=99.33%, remaining_time=0:00:20.273248, arrival_time=2021-04-10 03:32:11.737263, cost_time=0:00:08.944108 2021-04-10 03:31:52,934 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.60ms, fps=1742 images/s, loss=0.2843, top1-acc=91.14%, top5-acc=99.35%, remaining_time=0:00:18.745650, arrival_time=2021-04-10 03:32:11.679935, cost_time=0:00:10.414255 2021-04-10 03:31:54,391 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.2825, top1-acc=91.24%, top5-acc=99.36%, remaining_time=0:00:17.213240, arrival_time=2021-04-10 03:32:11.604346, cost_time=0:00:11.871205 2021-04-10 03:31:55,861 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.95ms, fps=1742 images/s, loss=0.2816, top1-acc=91.28%, top5-acc=99.34%, remaining_time=0:00:15.713122, arrival_time=2021-04-10 03:32:11.574467, cost_time=0:00:13.341301 2021-04-10 03:31:57,327 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=0.2800, top1-acc=91.29%, top5-acc=99.37%, remaining_time=0:00:14.215104, arrival_time=2021-04-10 03:32:11.542432, cost_time=0:00:14.807361 2021-04-10 03:31:58,790 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.2813, top1-acc=91.25%, top5-acc=99.36%, remaining_time=0:00:12.720346, arrival_time=2021-04-10 03:32:11.510486, cost_time=0:00:16.270173 2021-04-10 03:32:00,255 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.2807, top1-acc=91.24%, top5-acc=99.37%, remaining_time=0:00:11.232496, arrival_time=2021-04-10 03:32:11.488074, cost_time=0:00:17.735539 2021-04-10 03:32:01,718 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.83ms, fps=1751 images/s, loss=0.2808, top1-acc=91.19%, top5-acc=99.38%, remaining_time=0:00:09.746748, arrival_time=2021-04-10 03:32:11.464845, cost_time=0:00:19.198124 2021-04-10 03:32:03,174 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.2810, top1-acc=91.21%, top5-acc=99.39%, remaining_time=0:00:08.261624, arrival_time=2021-04-10 03:32:11.435631, cost_time=0:00:20.654106 2021-04-10 03:32:04,636 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.2808, top1-acc=91.21%, top5-acc=99.39%, remaining_time=0:00:06.782424, arrival_time=2021-04-10 03:32:11.419038, cost_time=0:00:22.116637 2021-04-10 03:32:06,099 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=0.2819, top1-acc=91.21%, top5-acc=99.39%, remaining_time=0:00:05.305428, arrival_time=2021-04-10 03:32:11.405091, cost_time=0:00:23.579725 2021-04-10 03:32:07,558 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.2816, top1-acc=91.22%, top5-acc=99.40%, remaining_time=0:00:03.829436, arrival_time=2021-04-10 03:32:11.388154, cost_time=0:00:25.038705 2021-04-10 03:32:09,030 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.82ms, fps=1740 images/s, loss=0.2814, top1-acc=91.20%, top5-acc=99.40%, remaining_time=0:00:02.356512, arrival_time=2021-04-10 03:32:11.387163, cost_time=0:00:26.510753 2021-04-10 03:32:10,492 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.24ms, fps=1752 images/s, loss=0.2816, top1-acc=91.21%, top5-acc=99.40%, remaining_time=0:00:00.883326, arrival_time=2021-04-10 03:32:11.375270, cost_time=0:00:27.971982 2021-04-10 03:32:11,286 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.27ms, fps=1713 images/s, loss=0.2824, top1-acc=91.19%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:11.286226, cost_time=0:00:28.766316 2021-04-10 03:32:11,837 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=2.73ms, fps=4657 images/s, loss=0.5237, top1-acc=83.87%, top5-acc=98.95%, remaining_time=0:00:01.649160, arrival_time=2021-04-10 03:32:13.486234, cost_time=0:00:00.549719 2021-04-10 03:32:12,314 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.33ms, fps=5365 images/s, loss=0.5033, top1-acc=84.41%, top5-acc=99.00%, remaining_time=0:00:01.027180, arrival_time=2021-04-10 03:32:13.341715, cost_time=0:00:01.027187 2021-04-10 03:32:12,797 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.28ms, fps=5309 images/s, loss=0.5157, top1-acc=84.13%, top5-acc=99.00%, remaining_time=0:00:00.503230, arrival_time=2021-04-10 03:32:13.300257, cost_time=0:00:01.509685 2021-04-10 03:32:13,231 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=5345 images/s, loss=0.5109, top1-acc=84.07%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:13.231407, cost_time=0:00:01.944072 2021-04-10 03:32:14,319 INFO : Epoch=0053 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:18:53.456889, arrival_time=2021-04-10 04:51:07.775827, cost_time=0:28:26.620529 2021-04-10 03:32:14,320 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 03:32:16,033 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.27ms, fps=1495 images/s, loss=0.2859, top1-acc=90.78%, top5-acc=99.61%, remaining_time=0:00:31.855104, arrival_time=2021-04-10 03:32:47.888740, cost_time=0:00:01.712643 2021-04-10 03:32:17,491 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.2825, top1-acc=90.92%, top5-acc=99.53%, remaining_time=0:00:27.900224, arrival_time=2021-04-10 03:32:45.391673, cost_time=0:00:03.170473 2021-04-10 03:32:18,956 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.56ms, fps=1748 images/s, loss=0.2753, top1-acc=91.13%, top5-acc=99.53%, remaining_time=0:00:25.647664, arrival_time=2021-04-10 03:32:44.603923, cost_time=0:00:04.635114 2021-04-10 03:32:20,415 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.2697, top1-acc=91.35%, top5-acc=99.56%, remaining_time=0:00:23.768004, arrival_time=2021-04-10 03:32:44.183395, cost_time=0:00:06.094376 2021-04-10 03:32:21,875 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=0.2664, top1-acc=91.48%, top5-acc=99.56%, remaining_time=0:00:22.058556, arrival_time=2021-04-10 03:32:43.933847, cost_time=0:00:07.554319 2021-04-10 03:32:23,338 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=2.39ms, fps=1750 images/s, loss=0.2626, top1-acc=91.65%, top5-acc=99.54%, remaining_time=0:00:20.439576, arrival_time=2021-04-10 03:32:43.778126, cost_time=0:00:09.017471 2021-04-10 03:32:24,796 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.2688, top1-acc=91.57%, top5-acc=99.48%, remaining_time=0:00:18.855774, arrival_time=2021-04-10 03:32:43.652243, cost_time=0:00:10.475446 2021-04-10 03:32:26,257 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.65ms, fps=1753 images/s, loss=0.2718, top1-acc=91.55%, top5-acc=99.44%, remaining_time=0:00:17.307316, arrival_time=2021-04-10 03:32:43.564412, cost_time=0:00:11.936115 2021-04-10 03:32:27,723 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.19ms, fps=1747 images/s, loss=0.2680, top1-acc=91.69%, top5-acc=99.46%, remaining_time=0:00:15.784672, arrival_time=2021-04-10 03:32:43.507803, cost_time=0:00:13.402107 2021-04-10 03:32:29,183 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=2.16ms, fps=1754 images/s, loss=0.2691, top1-acc=91.61%, top5-acc=99.47%, remaining_time=0:00:14.267616, arrival_time=2021-04-10 03:32:43.450697, cost_time=0:00:14.862107 2021-04-10 03:32:30,645 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=0.2709, top1-acc=91.53%, top5-acc=99.47%, remaining_time=0:00:12.762916, arrival_time=2021-04-10 03:32:43.408580, cost_time=0:00:16.324635 2021-04-10 03:32:32,110 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.99ms, fps=1749 images/s, loss=0.2714, top1-acc=91.48%, top5-acc=99.46%, remaining_time=0:00:11.266392, arrival_time=2021-04-10 03:32:43.376471, cost_time=0:00:17.789080 2021-04-10 03:32:33,569 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.2733, top1-acc=91.45%, top5-acc=99.47%, remaining_time=0:00:09.772290, arrival_time=2021-04-10 03:32:43.341683, cost_time=0:00:19.248418 2021-04-10 03:32:35,026 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.2734, top1-acc=91.45%, top5-acc=99.48%, remaining_time=0:00:08.282008, arrival_time=2021-04-10 03:32:43.307990, cost_time=0:00:20.705004 2021-04-10 03:32:36,502 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.89ms, fps=1735 images/s, loss=0.2732, top1-acc=91.45%, top5-acc=99.48%, remaining_time=0:00:06.802204, arrival_time=2021-04-10 03:32:43.304317, cost_time=0:00:22.181136 2021-04-10 03:32:37,961 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.2737, top1-acc=91.48%, top5-acc=99.48%, remaining_time=0:00:05.319144, arrival_time=2021-04-10 03:32:43.280756, cost_time=0:00:23.640648 2021-04-10 03:32:39,423 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.59ms, fps=1752 images/s, loss=0.2727, top1-acc=91.51%, top5-acc=99.49%, remaining_time=0:00:03.839160, arrival_time=2021-04-10 03:32:43.262482, cost_time=0:00:25.102247 2021-04-10 03:32:40,937 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.81ms, fps=1743 images/s, loss=0.2742, top1-acc=91.46%, top5-acc=99.47%, remaining_time=0:00:02.365872, arrival_time=2021-04-10 03:32:43.302951, cost_time=0:00:26.616061 2021-04-10 03:32:42,401 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.26ms, fps=1749 images/s, loss=0.2745, top1-acc=91.46%, top5-acc=99.48%, remaining_time=0:00:00.886740, arrival_time=2021-04-10 03:32:43.287943, cost_time=0:00:28.080089 2021-04-10 03:32:43,196 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.32ms, fps=1712 images/s, loss=0.2752, top1-acc=91.45%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:43.196323, cost_time=0:00:28.875321 2021-04-10 03:32:43,765 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.24ms, fps=4507 images/s, loss=0.5566, top1-acc=83.95%, top5-acc=98.36%, remaining_time=0:00:01.703910, arrival_time=2021-04-10 03:32:45.469716, cost_time=0:00:00.567969 2021-04-10 03:32:44,247 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.86ms, fps=5322 images/s, loss=0.5930, top1-acc=83.22%, top5-acc=98.32%, remaining_time=0:00:01.049440, arrival_time=2021-04-10 03:32:45.296731, cost_time=0:00:01.049440 2021-04-10 03:32:44,739 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.29ms, fps=5212 images/s, loss=0.5911, top1-acc=83.44%, top5-acc=98.32%, remaining_time=0:00:00.513770, arrival_time=2021-04-10 03:32:45.252851, cost_time=0:00:01.541303 2021-04-10 03:32:45,185 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=5205 images/s, loss=0.5746, top1-acc=83.65%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-10 03:32:45.185165, cost_time=0:00:01.987334 2021-04-10 03:32:46,238 INFO : Epoch=0054 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:18:20.498032, arrival_time=2021-04-10 04:51:06.736769, cost_time=0:28:58.540383 2021-04-10 03:32:46,239 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 03:32:47,905 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.28ms, fps=1537 images/s, loss=0.2521, top1-acc=91.99%, top5-acc=99.49%, remaining_time=0:00:30.988530, arrival_time=2021-04-10 03:33:18.894223, cost_time=0:00:01.666049 2021-04-10 03:32:49,375 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.48ms, fps=1742 images/s, loss=0.2574, top1-acc=92.13%, top5-acc=99.43%, remaining_time=0:00:27.597152, arrival_time=2021-04-10 03:33:16.972875, cost_time=0:00:03.136043 2021-04-10 03:32:50,831 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.2584, top1-acc=92.20%, top5-acc=99.47%, remaining_time=0:00:25.410118, arrival_time=2021-04-10 03:33:16.241885, cost_time=0:00:04.592179 2021-04-10 03:32:52,298 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.85ms, fps=1746 images/s, loss=0.2525, top1-acc=92.39%, top5-acc=99.52%, remaining_time=0:00:23.628696, arrival_time=2021-04-10 03:33:15.927003, cost_time=0:00:06.058660 2021-04-10 03:32:53,767 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.53ms, fps=1743 images/s, loss=0.2534, top1-acc=92.37%, top5-acc=99.48%, remaining_time=0:00:21.981030, arrival_time=2021-04-10 03:33:15.748380, cost_time=0:00:07.527772 2021-04-10 03:32:55,228 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.2545, top1-acc=92.34%, top5-acc=99.51%, remaining_time=0:00:20.373752, arrival_time=2021-04-10 03:33:15.601826, cost_time=0:00:08.988429 2021-04-10 03:32:56,697 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.90ms, fps=1743 images/s, loss=0.2544, top1-acc=92.25%, top5-acc=99.54%, remaining_time=0:00:18.823770, arrival_time=2021-04-10 03:33:15.521030, cost_time=0:00:10.457642 2021-04-10 03:32:58,167 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.67ms, fps=1743 images/s, loss=0.2576, top1-acc=92.18%, top5-acc=99.52%, remaining_time=0:00:17.294556, arrival_time=2021-04-10 03:33:15.461533, cost_time=0:00:11.927282 2021-04-10 03:32:59,629 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.2577, top1-acc=92.17%, top5-acc=99.49%, remaining_time=0:00:15.770786, arrival_time=2021-04-10 03:33:15.400629, cost_time=0:00:13.390261 2021-04-10 03:33:01,090 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.95ms, fps=1753 images/s, loss=0.2567, top1-acc=92.16%, top5-acc=99.49%, remaining_time=0:00:14.256960, arrival_time=2021-04-10 03:33:15.347645, cost_time=0:00:14.851047 2021-04-10 03:33:02,553 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.79ms, fps=1751 images/s, loss=0.2567, top1-acc=92.17%, top5-acc=99.49%, remaining_time=0:00:12.754230, arrival_time=2021-04-10 03:33:15.307427, cost_time=0:00:16.313551 2021-04-10 03:33:04,019 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.74ms, fps=1747 images/s, loss=0.2573, top1-acc=92.16%, top5-acc=99.51%, remaining_time=0:00:11.260540, arrival_time=2021-04-10 03:33:15.280003, cost_time=0:00:17.779849 2021-04-10 03:33:05,482 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.42ms, fps=1751 images/s, loss=0.2595, top1-acc=92.10%, top5-acc=99.49%, remaining_time=0:00:09.769386, arrival_time=2021-04-10 03:33:15.251647, cost_time=0:00:19.242675 2021-04-10 03:33:06,945 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.67ms, fps=1750 images/s, loss=0.2606, top1-acc=92.07%, top5-acc=99.49%, remaining_time=0:00:08.282400, arrival_time=2021-04-10 03:33:15.228012, cost_time=0:00:20.705968 2021-04-10 03:33:08,411 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=0.2595, top1-acc=92.07%, top5-acc=99.50%, remaining_time=0:00:06.799260, arrival_time=2021-04-10 03:33:15.210458, cost_time=0:00:22.171481 2021-04-10 03:33:09,895 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.95ms, fps=1726 images/s, loss=0.2594, top1-acc=92.09%, top5-acc=99.48%, remaining_time=0:00:05.322456, arrival_time=2021-04-10 03:33:15.217521, cost_time=0:00:23.655281 2021-04-10 03:33:11,359 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.84ms, fps=1749 images/s, loss=0.2617, top1-acc=92.01%, top5-acc=99.49%, remaining_time=0:00:03.841786, arrival_time=2021-04-10 03:33:15.200869, cost_time=0:00:25.119355 2021-04-10 03:33:12,826 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=2.09ms, fps=1746 images/s, loss=0.2622, top1-acc=91.99%, top5-acc=99.51%, remaining_time=0:00:02.363264, arrival_time=2021-04-10 03:33:15.189619, cost_time=0:00:26.586697 2021-04-10 03:33:14,291 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.89ms, fps=1748 images/s, loss=0.2618, top1-acc=91.97%, top5-acc=99.51%, remaining_time=0:00:00.885846, arrival_time=2021-04-10 03:33:15.177336, cost_time=0:00:28.051764 2021-04-10 03:33:15,097 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.42ms, fps=1690 images/s, loss=0.2620, top1-acc=91.96%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:15.096950, cost_time=0:00:28.857327 2021-04-10 03:33:15,662 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.34ms, fps=4542 images/s, loss=0.6432, top1-acc=81.33%, top5-acc=98.16%, remaining_time=0:00:01.690800, arrival_time=2021-04-10 03:33:17.352980, cost_time=0:00:00.563599 2021-04-10 03:33:16,141 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.34ms, fps=5343 images/s, loss=0.6358, top1-acc=81.56%, top5-acc=97.93%, remaining_time=0:00:01.043320, arrival_time=2021-04-10 03:33:17.185145, cost_time=0:00:01.043318 2021-04-10 03:33:16,621 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.77ms, fps=5338 images/s, loss=0.6451, top1-acc=81.54%, top5-acc=97.99%, remaining_time=0:00:00.507750, arrival_time=2021-04-10 03:33:17.129495, cost_time=0:00:01.523249 2021-04-10 03:33:17,060 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.08ms, fps=5293 images/s, loss=0.6513, top1-acc=81.56%, top5-acc=98.01%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:17.060401, cost_time=0:00:01.961917 2021-04-10 03:33:18,146 INFO : Epoch=0055 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:17:47.544055, arrival_time=2021-04-10 04:51:05.690181, cost_time=0:29:30.447763 2021-04-10 03:33:18,147 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 03:33:19,815 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.51ms, fps=1535 images/s, loss=0.2629, top1-acc=92.34%, top5-acc=99.41%, remaining_time=0:00:31.026102, arrival_time=2021-04-10 03:33:50.841439, cost_time=0:00:01.668070 2021-04-10 03:33:21,279 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.55ms, fps=1749 images/s, loss=0.2642, top1-acc=91.89%, top5-acc=99.49%, remaining_time=0:00:27.566528, arrival_time=2021-04-10 03:33:48.846378, cost_time=0:00:03.132569 2021-04-10 03:33:22,749 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.19ms, fps=1743 images/s, loss=0.2638, top1-acc=92.01%, top5-acc=99.48%, remaining_time=0:00:25.464732, arrival_time=2021-04-10 03:33:48.214105, cost_time=0:00:04.602068 2021-04-10 03:33:24,212 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.50ms, fps=1751 images/s, loss=0.2715, top1-acc=91.70%, top5-acc=99.46%, remaining_time=0:00:23.652876, arrival_time=2021-04-10 03:33:47.865092, cost_time=0:00:06.064850 2021-04-10 03:33:25,671 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.2644, top1-acc=91.79%, top5-acc=99.43%, remaining_time=0:00:21.969642, arrival_time=2021-04-10 03:33:47.640735, cost_time=0:00:07.523862 2021-04-10 03:33:27,140 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.2626, top1-acc=91.78%, top5-acc=99.47%, remaining_time=0:00:20.385312, arrival_time=2021-04-10 03:33:47.526131, cost_time=0:00:08.993549 2021-04-10 03:33:28,620 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=2.14ms, fps=1731 images/s, loss=0.2650, top1-acc=91.68%, top5-acc=99.45%, remaining_time=0:00:18.851490, arrival_time=2021-04-10 03:33:47.471765, cost_time=0:00:10.473016 2021-04-10 03:33:30,082 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=0.2647, top1-acc=91.66%, top5-acc=99.47%, remaining_time=0:00:17.305344, arrival_time=2021-04-10 03:33:47.387349, cost_time=0:00:11.934704 2021-04-10 03:33:31,538 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.2635, top1-acc=91.74%, top5-acc=99.48%, remaining_time=0:00:15.772058, arrival_time=2021-04-10 03:33:47.310673, cost_time=0:00:13.391380 2021-04-10 03:33:32,999 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.63ms, fps=1753 images/s, loss=0.2640, top1-acc=91.76%, top5-acc=99.49%, remaining_time=0:00:14.258496, arrival_time=2021-04-10 03:33:47.258347, cost_time=0:00:14.852587 2021-04-10 03:33:34,463 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.2629, top1-acc=91.79%, top5-acc=99.48%, remaining_time=0:00:12.756122, arrival_time=2021-04-10 03:33:47.219448, cost_time=0:00:16.315927 2021-04-10 03:33:35,922 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.82ms, fps=1756 images/s, loss=0.2643, top1-acc=91.70%, top5-acc=99.48%, remaining_time=0:00:11.257348, arrival_time=2021-04-10 03:33:47.179373, cost_time=0:00:17.774724 2021-04-10 03:33:37,384 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=2.04ms, fps=1752 images/s, loss=0.2650, top1-acc=91.70%, top5-acc=99.47%, remaining_time=0:00:09.766284, arrival_time=2021-04-10 03:33:47.150238, cost_time=0:00:19.236630 2021-04-10 03:33:38,851 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=0.2656, top1-acc=91.64%, top5-acc=99.45%, remaining_time=0:00:08.281504, arrival_time=2021-04-10 03:33:47.132603, cost_time=0:00:20.703810 2021-04-10 03:33:40,313 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=2.83ms, fps=1751 images/s, loss=0.2666, top1-acc=91.58%, top5-acc=99.43%, remaining_time=0:00:06.797742, arrival_time=2021-04-10 03:33:47.111596, cost_time=0:00:22.166586 2021-04-10 03:33:41,768 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.2663, top1-acc=91.62%, top5-acc=99.43%, remaining_time=0:00:05.314680, arrival_time=2021-04-10 03:33:47.082682, cost_time=0:00:23.620797 2021-04-10 03:33:43,232 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=0.2674, top1-acc=91.57%, top5-acc=99.44%, remaining_time=0:00:03.836508, arrival_time=2021-04-10 03:33:47.068702, cost_time=0:00:25.084859 2021-04-10 03:33:44,696 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.68ms, fps=1749 images/s, loss=0.2665, top1-acc=91.59%, top5-acc=99.45%, remaining_time=0:00:02.359952, arrival_time=2021-04-10 03:33:47.056791, cost_time=0:00:26.549371 2021-04-10 03:33:46,159 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.2664, top1-acc=91.59%, top5-acc=99.45%, remaining_time=0:00:00.884598, arrival_time=2021-04-10 03:33:47.044039, cost_time=0:00:28.012221 2021-04-10 03:33:46,953 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.24ms, fps=1715 images/s, loss=0.2671, top1-acc=91.57%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:46.952967, cost_time=0:00:28.805782 2021-04-10 03:33:47,518 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.61ms, fps=4537 images/s, loss=0.7482, top1-acc=80.00%, top5-acc=96.37%, remaining_time=0:00:01.692690, arrival_time=2021-04-10 03:33:49.210914, cost_time=0:00:00.564226 2021-04-10 03:33:48,002 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.34ms, fps=5291 images/s, loss=0.7447, top1-acc=79.90%, top5-acc=96.54%, remaining_time=0:00:01.048380, arrival_time=2021-04-10 03:33:49.050826, cost_time=0:00:01.048388 2021-04-10 03:33:48,485 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.99ms, fps=5305 images/s, loss=0.7309, top1-acc=80.27%, top5-acc=96.54%, remaining_time=0:00:00.510460, arrival_time=2021-04-10 03:33:48.995916, cost_time=0:00:01.531383 2021-04-10 03:33:48,926 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=5267 images/s, loss=0.7415, top1-acc=80.47%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:33:48.926468, cost_time=0:00:01.972492 2021-04-10 03:33:49,974 INFO : Epoch=0056 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:17:14.424288, arrival_time=2021-04-10 04:51:04.398768, cost_time=0:30:02.276100 2021-04-10 03:33:49,975 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 03:33:51,681 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.96ms, fps=1501 images/s, loss=0.3239, top1-acc=90.16%, top5-acc=99.06%, remaining_time=0:00:31.730670, arrival_time=2021-04-10 03:34:23.412245, cost_time=0:00:01.705951 2021-04-10 03:33:53,163 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.51ms, fps=1728 images/s, loss=0.3196, top1-acc=90.08%, top5-acc=99.06%, remaining_time=0:00:28.055280, arrival_time=2021-04-10 03:34:21.219061, cost_time=0:00:03.188107 2021-04-10 03:33:54,632 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.3082, top1-acc=90.38%, top5-acc=99.23%, remaining_time=0:00:25.765690, arrival_time=2021-04-10 03:34:20.397848, cost_time=0:00:04.656459 2021-04-10 03:33:56,096 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.61ms, fps=1749 images/s, loss=0.3020, top1-acc=90.66%, top5-acc=99.28%, remaining_time=0:00:23.872056, arrival_time=2021-04-10 03:34:19.968716, cost_time=0:00:06.121026 2021-04-10 03:33:57,559 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.60ms, fps=1750 images/s, loss=0.2910, top1-acc=90.98%, top5-acc=99.32%, remaining_time=0:00:22.145864, arrival_time=2021-04-10 03:34:19.705660, cost_time=0:00:07.584177 2021-04-10 03:33:59,020 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.64ms, fps=1754 images/s, loss=0.2909, top1-acc=90.98%, top5-acc=99.33%, remaining_time=0:00:20.501184, arrival_time=2021-04-10 03:34:19.521460, cost_time=0:00:09.044658 2021-04-10 03:34:00,479 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.98ms, fps=1755 images/s, loss=0.2884, top1-acc=91.18%, top5-acc=99.35%, remaining_time=0:00:18.906552, arrival_time=2021-04-10 03:34:19.385861, cost_time=0:00:10.503658 2021-04-10 03:34:01,937 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=2.25ms, fps=1757 images/s, loss=0.2859, top1-acc=91.26%, top5-acc=99.36%, remaining_time=0:00:17.343972, arrival_time=2021-04-10 03:34:19.280919, cost_time=0:00:11.961344 2021-04-10 03:34:03,395 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.85ms, fps=1756 images/s, loss=0.2795, top1-acc=91.41%, top5-acc=99.40%, remaining_time=0:00:15.805448, arrival_time=2021-04-10 03:34:19.200821, cost_time=0:00:13.419757 2021-04-10 03:34:04,856 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=0.2793, top1-acc=91.40%, top5-acc=99.42%, remaining_time=0:00:14.285856, arrival_time=2021-04-10 03:34:19.142562, cost_time=0:00:14.881074 2021-04-10 03:34:06,326 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.96ms, fps=1742 images/s, loss=0.2790, top1-acc=91.46%, top5-acc=99.42%, remaining_time=0:00:12.783814, arrival_time=2021-04-10 03:34:19.110735, cost_time=0:00:16.351380 2021-04-10 03:34:07,786 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.2792, top1-acc=91.42%, top5-acc=99.41%, remaining_time=0:00:11.279996, arrival_time=2021-04-10 03:34:19.066265, cost_time=0:00:17.810573 2021-04-10 03:34:09,253 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=2.01ms, fps=1746 images/s, loss=0.2791, top1-acc=91.42%, top5-acc=99.41%, remaining_time=0:00:09.787074, arrival_time=2021-04-10 03:34:19.040184, cost_time=0:00:19.277572 2021-04-10 03:34:10,721 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=2.31ms, fps=1745 images/s, loss=0.2769, top1-acc=91.51%, top5-acc=99.43%, remaining_time=0:00:08.298192, arrival_time=2021-04-10 03:34:19.019236, cost_time=0:00:20.745419 2021-04-10 03:34:12,178 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.2764, top1-acc=91.54%, top5-acc=99.45%, remaining_time=0:00:06.809012, arrival_time=2021-04-10 03:34:18.987947, cost_time=0:00:22.203355 2021-04-10 03:34:13,646 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.90ms, fps=1745 images/s, loss=0.2761, top1-acc=91.53%, top5-acc=99.46%, remaining_time=0:00:05.325948, arrival_time=2021-04-10 03:34:18.972459, cost_time=0:00:23.670860 2021-04-10 03:34:15,107 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.2743, top1-acc=91.57%, top5-acc=99.46%, remaining_time=0:00:03.843736, arrival_time=2021-04-10 03:34:18.951459, cost_time=0:00:25.132174 2021-04-10 03:34:16,569 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.66ms, fps=1752 images/s, loss=0.2749, top1-acc=91.54%, top5-acc=99.46%, remaining_time=0:00:02.363872, arrival_time=2021-04-10 03:34:18.933011, cost_time=0:00:26.593595 2021-04-10 03:34:18,031 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=0.2739, top1-acc=91.54%, top5-acc=99.45%, remaining_time=0:00:00.885978, arrival_time=2021-04-10 03:34:18.917595, cost_time=0:00:28.055967 2021-04-10 03:34:18,824 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.35ms, fps=1717 images/s, loss=0.2751, top1-acc=91.51%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:18.824068, cost_time=0:00:28.848526 2021-04-10 03:34:19,383 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.28ms, fps=4586 images/s, loss=0.4345, top1-acc=86.91%, top5-acc=98.83%, remaining_time=0:00:01.674720, arrival_time=2021-04-10 03:34:21.058079, cost_time=0:00:00.558241 2021-04-10 03:34:19,867 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=2.20ms, fps=5290 images/s, loss=0.4423, top1-acc=86.64%, top5-acc=98.73%, remaining_time=0:00:01.042520, arrival_time=2021-04-10 03:34:20.910202, cost_time=0:00:01.042510 2021-04-10 03:34:20,370 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.20ms, fps=5093 images/s, loss=0.4367, top1-acc=86.80%, top5-acc=98.83%, remaining_time=0:00:00.515220, arrival_time=2021-04-10 03:34:20.886043, cost_time=0:00:01.545662 2021-04-10 03:34:20,821 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.07ms, fps=5155 images/s, loss=0.4334, top1-acc=86.69%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:20.821302, cost_time=0:00:01.996120 2021-04-10 03:34:21,882 INFO : Epoch=0057 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:16:41.548380, arrival_time=2021-04-10 04:51:03.430348, cost_time=0:30:34.183592 2021-04-10 03:34:21,882 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 03:34:23,556 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=2.54ms, fps=1530 images/s, loss=0.2447, top1-acc=92.38%, top5-acc=99.49%, remaining_time=0:00:31.112964, arrival_time=2021-04-10 03:34:54.668841, cost_time=0:00:01.672745 2021-04-10 03:34:25,028 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=2.14ms, fps=1753 images/s, loss=0.2452, top1-acc=92.44%, top5-acc=99.53%, remaining_time=0:00:27.676528, arrival_time=2021-04-10 03:34:52.704719, cost_time=0:00:03.145065 2021-04-10 03:34:26,491 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.38ms, fps=1751 images/s, loss=0.2512, top1-acc=92.27%, top5-acc=99.49%, remaining_time=0:00:25.499924, arrival_time=2021-04-10 03:34:51.991467, cost_time=0:00:04.608423 2021-04-10 03:34:27,956 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.61ms, fps=1748 images/s, loss=0.2489, top1-acc=92.29%, top5-acc=99.54%, remaining_time=0:00:23.687352, arrival_time=2021-04-10 03:34:51.644072, cost_time=0:00:06.073665 2021-04-10 03:34:29,418 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.2539, top1-acc=92.02%, top5-acc=99.54%, remaining_time=0:00:22.003952, arrival_time=2021-04-10 03:34:51.422646, cost_time=0:00:07.535610 2021-04-10 03:34:30,888 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.48ms, fps=1743 images/s, loss=0.2538, top1-acc=92.04%, top5-acc=99.55%, remaining_time=0:00:20.412104, arrival_time=2021-04-10 03:34:51.300543, cost_time=0:00:09.005313 2021-04-10 03:34:32,375 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.47ms, fps=1723 images/s, loss=0.2555, top1-acc=92.06%, top5-acc=99.55%, remaining_time=0:00:18.886266, arrival_time=2021-04-10 03:34:51.261683, cost_time=0:00:10.492393 2021-04-10 03:34:33,855 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=0.2577, top1-acc=92.02%, top5-acc=99.51%, remaining_time=0:00:17.359516, arrival_time=2021-04-10 03:34:51.214640, cost_time=0:00:11.972049 2021-04-10 03:34:35,334 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.74ms, fps=1732 images/s, loss=0.2628, top1-acc=91.93%, top5-acc=99.48%, remaining_time=0:00:15.842230, arrival_time=2021-04-10 03:34:51.176440, cost_time=0:00:13.450947 2021-04-10 03:34:36,800 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.54ms, fps=1747 images/s, loss=0.2642, top1-acc=91.95%, top5-acc=99.47%, remaining_time=0:00:14.320704, arrival_time=2021-04-10 03:34:51.121305, cost_time=0:00:14.917404 2021-04-10 03:34:38,261 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.82ms, fps=1753 images/s, loss=0.2670, top1-acc=91.84%, top5-acc=99.48%, remaining_time=0:00:12.805142, arrival_time=2021-04-10 03:34:51.066981, cost_time=0:00:16.378654 2021-04-10 03:34:39,728 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=0.2691, top1-acc=91.77%, top5-acc=99.44%, remaining_time=0:00:11.301808, arrival_time=2021-04-10 03:34:51.029749, cost_time=0:00:17.844910 2021-04-10 03:34:41,187 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=0.2683, top1-acc=91.79%, top5-acc=99.45%, remaining_time=0:00:09.800670, arrival_time=2021-04-10 03:34:50.988039, cost_time=0:00:19.304297 2021-04-10 03:34:42,655 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.57ms, fps=1748 images/s, loss=0.2674, top1-acc=91.84%, top5-acc=99.46%, remaining_time=0:00:08.307768, arrival_time=2021-04-10 03:34:50.960248, cost_time=0:00:20.769486 2021-04-10 03:34:44,119 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.98ms, fps=1750 images/s, loss=0.2679, top1-acc=91.85%, top5-acc=99.47%, remaining_time=0:00:06.819086, arrival_time=2021-04-10 03:34:50.938337, cost_time=0:00:22.236186 2021-04-10 03:34:45,578 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.92ms, fps=1755 images/s, loss=0.2700, top1-acc=91.72%, top5-acc=99.47%, remaining_time=0:00:05.331528, arrival_time=2021-04-10 03:34:50.910220, cost_time=0:00:23.695635 2021-04-10 03:34:47,047 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.91ms, fps=1743 images/s, loss=0.2695, top1-acc=91.76%, top5-acc=99.47%, remaining_time=0:00:03.848728, arrival_time=2021-04-10 03:34:50.896460, cost_time=0:00:25.164703 2021-04-10 03:34:48,510 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.85ms, fps=1751 images/s, loss=0.2695, top1-acc=91.77%, top5-acc=99.46%, remaining_time=0:00:02.366896, arrival_time=2021-04-10 03:34:50.877464, cost_time=0:00:26.627505 2021-04-10 03:34:49,983 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.24ms, fps=1739 images/s, loss=0.2684, top1-acc=91.77%, top5-acc=99.46%, remaining_time=0:00:00.887370, arrival_time=2021-04-10 03:34:50.870442, cost_time=0:00:28.100001 2021-04-10 03:34:50,779 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.91ms, fps=1709 images/s, loss=0.2682, top1-acc=91.77%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:50.779344, cost_time=0:00:28.896210 2021-04-10 03:34:51,352 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.85ms, fps=4480 images/s, loss=0.4674, top1-acc=86.29%, top5-acc=99.18%, remaining_time=0:00:01.714380, arrival_time=2021-04-10 03:34:53.066996, cost_time=0:00:00.571464 2021-04-10 03:34:51,844 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=2.26ms, fps=5214 images/s, loss=0.4687, top1-acc=85.84%, top5-acc=99.00%, remaining_time=0:00:01.062920, arrival_time=2021-04-10 03:34:52.907052, cost_time=0:00:01.062927 2021-04-10 03:34:52,321 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.42ms, fps=5368 images/s, loss=0.4761, top1-acc=85.69%, top5-acc=99.05%, remaining_time=0:00:00.513490, arrival_time=2021-04-10 03:34:52.835044, cost_time=0:00:01.540468 2021-04-10 03:34:52,758 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.07ms, fps=5312 images/s, loss=0.4933, top1-acc=85.64%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:34:52.758576, cost_time=0:00:01.977502 2021-04-10 03:34:53,905 INFO : Epoch=0058 complete, best val top1-acc=86.71%, top5-acc=98.90% (epoch=41), remaining_time=1:16:08.990296, arrival_time=2021-04-10 04:51:02.896005, cost_time=0:31:06.207293 2021-04-10 03:34:53,907 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 03:34:55,568 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.43ms, fps=1542 images/s, loss=0.2763, top1-acc=91.37%, top5-acc=99.14%, remaining_time=0:00:30.886602, arrival_time=2021-04-10 03:35:26.454535, cost_time=0:00:01.660570 2021-04-10 03:34:57,029 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.60ms, fps=1753 images/s, loss=0.2457, top1-acc=92.36%, top5-acc=99.39%, remaining_time=0:00:27.469904, arrival_time=2021-04-10 03:35:24.498851, cost_time=0:00:03.121576 2021-04-10 03:34:58,491 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=2.04ms, fps=1752 images/s, loss=0.2637, top1-acc=91.80%, top5-acc=99.36%, remaining_time=0:00:25.363804, arrival_time=2021-04-10 03:35:23.854986, cost_time=0:00:04.583808 2021-04-10 03:34:59,951 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.2579, top1-acc=91.98%, top5-acc=99.43%, remaining_time=0:00:23.570508, arrival_time=2021-04-10 03:35:23.521634, cost_time=0:00:06.043724 2021-04-10 03:35:01,418 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=5.48ms, fps=1745 images/s, loss=0.2540, top1-acc=92.04%, top5-acc=99.45%, remaining_time=0:00:21.932558, arrival_time=2021-04-10 03:35:23.351145, cost_time=0:00:07.511157 2021-04-10 03:35:02,884 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.29ms, fps=1748 images/s, loss=0.2531, top1-acc=92.19%, top5-acc=99.43%, remaining_time=0:00:20.347368, arrival_time=2021-04-10 03:35:23.231561, cost_time=0:00:08.976791 2021-04-10 03:35:04,349 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=2.04ms, fps=1749 images/s, loss=0.2528, top1-acc=92.20%, top5-acc=99.41%, remaining_time=0:00:18.794790, arrival_time=2021-04-10 03:35:23.143760, cost_time=0:00:10.441562 2021-04-10 03:35:05,807 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.2534, top1-acc=92.19%, top5-acc=99.40%, remaining_time=0:00:17.254420, arrival_time=2021-04-10 03:35:23.061431, cost_time=0:00:11.899606 2021-04-10 03:35:07,283 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=3.03ms, fps=1734 images/s, loss=0.2534, top1-acc=92.18%, top5-acc=99.39%, remaining_time=0:00:15.754356, arrival_time=2021-04-10 03:35:23.038166, cost_time=0:00:13.376359 2021-04-10 03:35:08,770 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.91ms, fps=1723 images/s, loss=0.2555, top1-acc=92.15%, top5-acc=99.40%, remaining_time=0:00:14.268192, arrival_time=2021-04-10 03:35:23.038254, cost_time=0:00:14.862659 2021-04-10 03:35:10,234 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=0.2575, top1-acc=92.11%, top5-acc=99.41%, remaining_time=0:00:12.764722, arrival_time=2021-04-10 03:35:22.999111, cost_time=0:00:16.326950 2021-04-10 03:35:11,696 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.86ms, fps=1752 images/s, loss=0.2584, top1-acc=92.04%, top5-acc=99.40%, remaining_time=0:00:11.266468, arrival_time=2021-04-10 03:35:22.962998, cost_time=0:00:17.789148 2021-04-10 03:35:13,164 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.81ms, fps=1745 images/s, loss=0.2590, top1-acc=92.00%, top5-acc=99.41%, remaining_time=0:00:09.776514, arrival_time=2021-04-10 03:35:22.940656, cost_time=0:00:19.256737 2021-04-10 03:35:14,620 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.2612, top1-acc=91.93%, top5-acc=99.40%, remaining_time=0:00:08.285088, arrival_time=2021-04-10 03:35:22.905305, cost_time=0:00:20.712737 2021-04-10 03:35:16,123 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.35ms, fps=1704 images/s, loss=0.2613, top1-acc=91.90%, top5-acc=99.41%, remaining_time=0:00:06.812830, arrival_time=2021-04-10 03:35:22.936016, cost_time=0:00:22.215808 2021-04-10 03:35:17,589 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.51ms, fps=1747 images/s, loss=0.2607, top1-acc=91.94%, top5-acc=99.42%, remaining_time=0:00:05.328432, arrival_time=2021-04-10 03:35:22.917782, cost_time=0:00:23.681951 2021-04-10 03:35:19,050 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.90ms, fps=1753 images/s, loss=0.2620, top1-acc=91.88%, top5-acc=99.42%, remaining_time=0:00:03.845400, arrival_time=2021-04-10 03:35:22.895821, cost_time=0:00:25.143084 2021-04-10 03:35:20,514 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.77ms, fps=1750 images/s, loss=0.2614, top1-acc=91.89%, top5-acc=99.44%, remaining_time=0:00:02.365056, arrival_time=2021-04-10 03:35:22.879243, cost_time=0:00:26.606818 2021-04-10 03:35:21,970 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.32ms, fps=1759 images/s, loss=0.2632, top1-acc=91.83%, top5-acc=99.43%, remaining_time=0:00:00.886200, arrival_time=2021-04-10 03:35:22.856473, cost_time=0:00:28.062981 2021-04-10 03:35:22,763 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.63ms, fps=1715 images/s, loss=0.2641, top1-acc=91.81%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:22.763494, cost_time=0:00:28.856166 2021-04-10 03:35:23,309 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.21ms, fps=4698 images/s, loss=0.4122, top1-acc=87.07%, top5-acc=99.06%, remaining_time=0:00:01.634790, arrival_time=2021-04-10 03:35:24.944242, cost_time=0:00:00.544931 2021-04-10 03:35:23,787 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.24ms, fps=5359 images/s, loss=0.4153, top1-acc=87.03%, top5-acc=99.14%, remaining_time=0:00:01.023080, arrival_time=2021-04-10 03:35:24.810682, cost_time=0:00:01.023085 2021-04-10 03:35:24,264 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.27ms, fps=5376 images/s, loss=0.4228, top1-acc=87.07%, top5-acc=99.06%, remaining_time=0:00:00.499870, arrival_time=2021-04-10 03:35:24.763980, cost_time=0:00:01.499609 2021-04-10 03:35:24,698 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.06ms, fps=5342 images/s, loss=0.4236, top1-acc=87.01%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:24.698677, cost_time=0:00:01.934198 2021-04-10 03:35:26,671 INFO : Epoch=0059 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:15:38.224308, arrival_time=2021-04-10 04:51:04.895957, cost_time=0:31:38.973287 2021-04-10 03:35:26,672 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 03:35:28,299 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=2.01ms, fps=1574 images/s, loss=0.1968, top1-acc=93.63%, top5-acc=99.53%, remaining_time=0:00:30.259968, arrival_time=2021-04-10 03:35:58.559321, cost_time=0:00:01.626884 2021-04-10 03:35:29,765 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=2.10ms, fps=1747 images/s, loss=0.2191, top1-acc=92.99%, top5-acc=99.57%, remaining_time=0:00:27.217696, arrival_time=2021-04-10 03:35:56.983098, cost_time=0:00:03.092929 2021-04-10 03:35:31,223 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.2360, top1-acc=92.38%, top5-acc=99.51%, remaining_time=0:00:25.184192, arrival_time=2021-04-10 03:35:56.408006, cost_time=0:00:04.551362 2021-04-10 03:35:32,682 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.2420, top1-acc=92.30%, top5-acc=99.56%, remaining_time=0:00:23.439312, arrival_time=2021-04-10 03:35:56.121760, cost_time=0:00:06.010076 2021-04-10 03:35:34,139 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.2430, top1-acc=92.20%, top5-acc=99.55%, remaining_time=0:00:21.804954, arrival_time=2021-04-10 03:35:55.944844, cost_time=0:00:07.467450 2021-04-10 03:35:35,607 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.94ms, fps=1745 images/s, loss=0.2454, top1-acc=92.16%, top5-acc=99.56%, remaining_time=0:00:20.252440, arrival_time=2021-04-10 03:35:55.859786, cost_time=0:00:08.934876 2021-04-10 03:35:37,068 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=2.02ms, fps=1753 images/s, loss=0.2480, top1-acc=92.10%, top5-acc=99.56%, remaining_time=0:00:18.713394, arrival_time=2021-04-10 03:35:55.782106, cost_time=0:00:10.396349 2021-04-10 03:35:38,529 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.58ms, fps=1753 images/s, loss=0.2478, top1-acc=92.03%, top5-acc=99.54%, remaining_time=0:00:17.192940, arrival_time=2021-04-10 03:35:55.722617, cost_time=0:00:11.857228 2021-04-10 03:35:39,988 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.2505, top1-acc=92.00%, top5-acc=99.53%, remaining_time=0:00:15.683336, arrival_time=2021-04-10 03:35:55.671773, cost_time=0:00:13.316074 2021-04-10 03:35:41,446 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.61ms, fps=1757 images/s, loss=0.2492, top1-acc=92.05%, top5-acc=99.50%, remaining_time=0:00:14.182560, arrival_time=2021-04-10 03:35:55.628526, cost_time=0:00:14.773520 2021-04-10 03:35:42,900 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.2506, top1-acc=92.00%, top5-acc=99.50%, remaining_time=0:00:12.687064, arrival_time=2021-04-10 03:35:55.587116, cost_time=0:00:16.227689 2021-04-10 03:35:44,357 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=3.59ms, fps=1757 images/s, loss=0.2497, top1-acc=92.06%, top5-acc=99.49%, remaining_time=0:00:11.200804, arrival_time=2021-04-10 03:35:55.558694, cost_time=0:00:17.685475 2021-04-10 03:35:45,817 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.59ms, fps=1754 images/s, loss=0.2508, top1-acc=92.08%, top5-acc=99.48%, remaining_time=0:00:09.720018, arrival_time=2021-04-10 03:35:55.537879, cost_time=0:00:19.145467 2021-04-10 03:35:47,277 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.2529, top1-acc=92.01%, top5-acc=99.47%, remaining_time=0:00:08.242080, arrival_time=2021-04-10 03:35:55.519650, cost_time=0:00:20.605172 2021-04-10 03:35:48,731 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.2543, top1-acc=91.97%, top5-acc=99.48%, remaining_time=0:00:06.764668, arrival_time=2021-04-10 03:35:55.495662, cost_time=0:00:22.058642 2021-04-10 03:35:50,189 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.66ms, fps=1756 images/s, loss=0.2547, top1-acc=91.96%, top5-acc=99.47%, remaining_time=0:00:05.291280, arrival_time=2021-04-10 03:35:55.480437, cost_time=0:00:23.516721 2021-04-10 03:35:51,640 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.37ms, fps=1764 images/s, loss=0.2545, top1-acc=92.00%, top5-acc=99.46%, remaining_time=0:00:03.818724, arrival_time=2021-04-10 03:35:55.459653, cost_time=0:00:24.968567 2021-04-10 03:35:53,095 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.67ms, fps=1760 images/s, loss=0.2539, top1-acc=91.99%, top5-acc=99.47%, remaining_time=0:00:02.348752, arrival_time=2021-04-10 03:35:55.444509, cost_time=0:00:26.423397 2021-04-10 03:35:54,552 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.25ms, fps=1758 images/s, loss=0.2526, top1-acc=92.03%, top5-acc=99.48%, remaining_time=0:00:00.880416, arrival_time=2021-04-10 03:35:55.432845, cost_time=0:00:27.879887 2021-04-10 03:35:55,347 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.72ms, fps=1713 images/s, loss=0.2540, top1-acc=92.01%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:55.346972, cost_time=0:00:28.674598 2021-04-10 03:35:55,929 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.41ms, fps=4478 images/s, loss=0.6799, top1-acc=81.68%, top5-acc=97.03%, remaining_time=0:00:01.715040, arrival_time=2021-04-10 03:35:57.644425, cost_time=0:00:00.571685 2021-04-10 03:35:56,404 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.29ms, fps=5398 images/s, loss=0.6677, top1-acc=82.34%, top5-acc=97.19%, remaining_time=0:00:01.046320, arrival_time=2021-04-10 03:35:57.450319, cost_time=0:00:01.046323 2021-04-10 03:35:56,888 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.67ms, fps=5292 images/s, loss=0.6937, top1-acc=81.73%, top5-acc=96.99%, remaining_time=0:00:00.510130, arrival_time=2021-04-10 03:35:57.398237, cost_time=0:00:01.530389 2021-04-10 03:35:57,324 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=5326 images/s, loss=0.7012, top1-acc=81.64%, top5-acc=97.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:35:57.324070, cost_time=0:00:01.966413 2021-04-10 03:35:58,728 INFO : Epoch=0060 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:15:05.737880, arrival_time=2021-04-10 04:51:04.466766, cost_time=0:32:11.030532 2021-04-10 03:35:58,729 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 03:36:00,430 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=0.27ms, fps=1505 images/s, loss=0.2847, top1-acc=91.80%, top5-acc=99.22%, remaining_time=0:00:31.628742, arrival_time=2021-04-10 03:36:32.058903, cost_time=0:00:01.700474 2021-04-10 03:36:01,894 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.58ms, fps=1749 images/s, loss=0.2812, top1-acc=91.37%, top5-acc=99.36%, remaining_time=0:00:27.853408, arrival_time=2021-04-10 03:36:29.748258, cost_time=0:00:03.165167 2021-04-10 03:36:03,350 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.61ms, fps=1760 images/s, loss=0.2723, top1-acc=91.71%, top5-acc=99.39%, remaining_time=0:00:25.566656, arrival_time=2021-04-10 03:36:28.916827, cost_time=0:00:04.620479 2021-04-10 03:36:04,807 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.2643, top1-acc=91.92%, top5-acc=99.43%, remaining_time=0:00:23.702484, arrival_time=2021-04-10 03:36:28.509747, cost_time=0:00:06.077576 2021-04-10 03:36:06,264 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.2518, top1-acc=92.23%, top5-acc=99.46%, remaining_time=0:00:22.002346, arrival_time=2021-04-10 03:36:28.267113, cost_time=0:00:07.535068 2021-04-10 03:36:07,718 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.2530, top1-acc=92.23%, top5-acc=99.45%, remaining_time=0:00:20.374024, arrival_time=2021-04-10 03:36:28.092288, cost_time=0:00:08.988540 2021-04-10 03:36:09,171 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.2542, top1-acc=92.22%, top5-acc=99.47%, remaining_time=0:00:18.795798, arrival_time=2021-04-10 03:36:27.967504, cost_time=0:00:10.442088 2021-04-10 03:36:10,626 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.2557, top1-acc=92.08%, top5-acc=99.48%, remaining_time=0:00:17.250592, arrival_time=2021-04-10 03:36:27.877219, cost_time=0:00:11.896936 2021-04-10 03:36:12,126 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.2566, top1-acc=92.05%, top5-acc=99.48%, remaining_time=0:00:15.777994, arrival_time=2021-04-10 03:36:27.903997, cost_time=0:00:13.396387 2021-04-10 03:36:13,585 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.2570, top1-acc=91.97%, top5-acc=99.50%, remaining_time=0:00:14.261280, arrival_time=2021-04-10 03:36:27.846520, cost_time=0:00:14.855546 2021-04-10 03:36:15,038 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.2561, top1-acc=92.01%, top5-acc=99.49%, remaining_time=0:00:12.750618, arrival_time=2021-04-10 03:36:27.789220, cost_time=0:00:16.308978 2021-04-10 03:36:16,494 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.2556, top1-acc=92.00%, top5-acc=99.49%, remaining_time=0:00:11.251040, arrival_time=2021-04-10 03:36:27.745485, cost_time=0:00:17.764797 2021-04-10 03:36:17,953 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.2543, top1-acc=92.05%, top5-acc=99.49%, remaining_time=0:00:09.760014, arrival_time=2021-04-10 03:36:27.713914, cost_time=0:00:19.224208 2021-04-10 03:36:19,412 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.2545, top1-acc=92.00%, top5-acc=99.49%, remaining_time=0:00:08.273272, arrival_time=2021-04-10 03:36:27.686001, cost_time=0:00:20.683120 2021-04-10 03:36:20,864 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.2552, top1-acc=91.97%, top5-acc=99.49%, remaining_time=0:00:06.788082, arrival_time=2021-04-10 03:36:27.652701, cost_time=0:00:22.135001 2021-04-10 03:36:22,321 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.2560, top1-acc=91.96%, top5-acc=99.49%, remaining_time=0:00:05.308128, arrival_time=2021-04-10 03:36:27.629424, cost_time=0:00:23.591611 2021-04-10 03:36:23,778 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.2569, top1-acc=91.94%, top5-acc=99.49%, remaining_time=0:00:03.830944, arrival_time=2021-04-10 03:36:27.609098, cost_time=0:00:25.048523 2021-04-10 03:36:25,237 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.2554, top1-acc=91.99%, top5-acc=99.50%, remaining_time=0:00:02.356240, arrival_time=2021-04-10 03:36:27.593523, cost_time=0:00:26.507677 2021-04-10 03:36:26,701 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.66ms, fps=1749 images/s, loss=0.2553, top1-acc=92.01%, top5-acc=99.49%, remaining_time=0:00:00.883320, arrival_time=2021-04-10 03:36:27.584837, cost_time=0:00:27.971847 2021-04-10 03:36:27,494 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.25ms, fps=1717 images/s, loss=0.2556, top1-acc=91.99%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:27.494052, cost_time=0:00:28.764432 2021-04-10 03:36:28,041 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.19ms, fps=4683 images/s, loss=0.6631, top1-acc=81.29%, top5-acc=97.42%, remaining_time=0:00:01.640040, arrival_time=2021-04-10 03:36:29.681895, cost_time=0:00:00.546677 2021-04-10 03:36:28,521 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.35ms, fps=5344 images/s, loss=0.6809, top1-acc=80.33%, top5-acc=97.38%, remaining_time=0:00:01.026120, arrival_time=2021-04-10 03:36:29.547381, cost_time=0:00:01.026115 2021-04-10 03:36:29,000 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.58ms, fps=5351 images/s, loss=0.6699, top1-acc=80.64%, top5-acc=97.50%, remaining_time=0:00:00.501620, arrival_time=2021-04-10 03:36:29.501632, cost_time=0:00:01.504867 2021-04-10 03:36:29,434 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=5344 images/s, loss=0.6611, top1-acc=80.76%, top5-acc=97.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:29.434476, cost_time=0:00:01.939363 2021-04-10 03:36:30,462 INFO : Epoch=0061 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:14:32.527523, arrival_time=2021-04-10 04:51:02.989745, cost_time=0:32:42.763871 2021-04-10 03:36:30,462 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 03:36:32,099 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.32ms, fps=1564 images/s, loss=0.2781, top1-acc=91.52%, top5-acc=99.22%, remaining_time=0:00:30.435552, arrival_time=2021-04-10 03:37:02.534806, cost_time=0:00:01.636315 2021-04-10 03:36:33,554 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.2618, top1-acc=92.13%, top5-acc=99.36%, remaining_time=0:00:27.207136, arrival_time=2021-04-10 03:37:00.761791, cost_time=0:00:03.091711 2021-04-10 03:36:35,008 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.2504, top1-acc=92.41%, top5-acc=99.40%, remaining_time=0:00:25.148834, arrival_time=2021-04-10 03:37:00.156832, cost_time=0:00:04.544984 2021-04-10 03:36:36,461 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.56ms, fps=1762 images/s, loss=0.2494, top1-acc=92.37%, top5-acc=99.40%, remaining_time=0:00:23.393916, arrival_time=2021-04-10 03:36:59.855288, cost_time=0:00:05.998421 2021-04-10 03:36:37,916 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.2461, top1-acc=92.37%, top5-acc=99.47%, remaining_time=0:00:21.763928, arrival_time=2021-04-10 03:36:59.680252, cost_time=0:00:07.453383 2021-04-10 03:36:39,365 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.36ms, fps=1767 images/s, loss=0.2431, top1-acc=92.45%, top5-acc=99.50%, remaining_time=0:00:20.178456, arrival_time=2021-04-10 03:36:59.543684, cost_time=0:00:08.902287 2021-04-10 03:36:40,819 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.2490, top1-acc=92.27%, top5-acc=99.48%, remaining_time=0:00:18.641196, arrival_time=2021-04-10 03:36:59.460385, cost_time=0:00:10.356251 2021-04-10 03:36:42,271 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.36ms, fps=1764 images/s, loss=0.2479, top1-acc=92.29%, top5-acc=99.51%, remaining_time=0:00:17.122064, arrival_time=2021-04-10 03:36:59.393341, cost_time=0:00:11.808280 2021-04-10 03:36:43,731 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=2.28ms, fps=1754 images/s, loss=0.2501, top1-acc=92.24%, top5-acc=99.51%, remaining_time=0:00:15.627580, arrival_time=2021-04-10 03:36:59.359245, cost_time=0:00:13.268688 2021-04-10 03:36:45,185 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.2502, top1-acc=92.23%, top5-acc=99.52%, remaining_time=0:00:14.133888, arrival_time=2021-04-10 03:36:59.319674, cost_time=0:00:14.722849 2021-04-10 03:36:46,638 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.53ms, fps=1763 images/s, loss=0.2487, top1-acc=92.24%, top5-acc=99.52%, remaining_time=0:00:12.646386, arrival_time=2021-04-10 03:36:59.284946, cost_time=0:00:16.175625 2021-04-10 03:36:48,095 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.46ms, fps=1757 images/s, loss=0.2520, top1-acc=92.11%, top5-acc=99.51%, remaining_time=0:00:11.167440, arrival_time=2021-04-10 03:36:59.263161, cost_time=0:00:17.632778 2021-04-10 03:36:49,550 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2507, top1-acc=92.14%, top5-acc=99.50%, remaining_time=0:00:09.690714, arrival_time=2021-04-10 03:36:59.241474, cost_time=0:00:19.087819 2021-04-10 03:36:51,008 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.2522, top1-acc=92.10%, top5-acc=99.51%, remaining_time=0:00:08.218336, arrival_time=2021-04-10 03:36:59.227182, cost_time=0:00:20.545845 2021-04-10 03:36:52,463 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.2537, top1-acc=92.05%, top5-acc=99.50%, remaining_time=0:00:06.746728, arrival_time=2021-04-10 03:36:59.209899, cost_time=0:00:22.000152 2021-04-10 03:36:53,928 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.60ms, fps=1748 images/s, loss=0.2538, top1-acc=92.06%, top5-acc=99.50%, remaining_time=0:00:05.279688, arrival_time=2021-04-10 03:36:59.208046, cost_time=0:00:23.465319 2021-04-10 03:36:55,384 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.2528, top1-acc=92.07%, top5-acc=99.52%, remaining_time=0:00:03.811522, arrival_time=2021-04-10 03:36:59.196059, cost_time=0:00:24.921503 2021-04-10 03:36:56,841 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.2520, top1-acc=92.10%, top5-acc=99.53%, remaining_time=0:00:02.344720, arrival_time=2021-04-10 03:36:59.185908, cost_time=0:00:26.378163 2021-04-10 03:36:58,300 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.23ms, fps=1755 images/s, loss=0.2523, top1-acc=92.07%, top5-acc=99.53%, remaining_time=0:00:00.879072, arrival_time=2021-04-10 03:36:59.179329, cost_time=0:00:27.837239 2021-04-10 03:36:59,092 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.59ms, fps=1718 images/s, loss=0.2538, top1-acc=92.06%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:36:59.092287, cost_time=0:00:28.629360 2021-04-10 03:36:59,643 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=2.54ms, fps=4650 images/s, loss=0.5771, top1-acc=83.12%, top5-acc=97.93%, remaining_time=0:00:01.651440, arrival_time=2021-04-10 03:37:01.295227, cost_time=0:00:00.550484 2021-04-10 03:37:00,168 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=13.22ms, fps=4888 images/s, loss=0.5522, top1-acc=84.16%, top5-acc=97.99%, remaining_time=0:00:01.074800, arrival_time=2021-04-10 03:37:01.242838, cost_time=0:00:01.074803 2021-04-10 03:37:00,645 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.39ms, fps=5361 images/s, loss=0.5592, top1-acc=84.06%, top5-acc=97.96%, remaining_time=0:00:00.517550, arrival_time=2021-04-10 03:37:01.163425, cost_time=0:00:01.552648 2021-04-10 03:37:01,080 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.06ms, fps=5340 images/s, loss=0.5574, top1-acc=83.86%, top5-acc=97.96%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:01.080637, cost_time=0:00:01.987437 2021-04-10 03:37:02,100 INFO : Epoch=0062 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:13:59.152122, arrival_time=2021-04-10 04:51:01.252166, cost_time=0:33:14.401687 2021-04-10 03:37:02,100 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 03:37:03,755 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.28ms, fps=1547 images/s, loss=0.2991, top1-acc=90.94%, top5-acc=99.26%, remaining_time=0:00:30.775374, arrival_time=2021-04-10 03:37:34.530833, cost_time=0:00:01.654592 2021-04-10 03:37:05,210 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.56ms, fps=1761 images/s, loss=0.2975, top1-acc=91.11%, top5-acc=99.37%, remaining_time=0:00:27.361488, arrival_time=2021-04-10 03:37:32.571615, cost_time=0:00:03.109264 2021-04-10 03:37:06,663 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.2752, top1-acc=91.65%, top5-acc=99.43%, remaining_time=0:00:25.244948, arrival_time=2021-04-10 03:37:31.908139, cost_time=0:00:04.562351 2021-04-10 03:37:08,118 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.2613, top1-acc=92.00%, top5-acc=99.45%, remaining_time=0:00:23.470044, arrival_time=2021-04-10 03:37:31.588806, cost_time=0:00:06.017977 2021-04-10 03:37:09,576 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.2582, top1-acc=92.08%, top5-acc=99.45%, remaining_time=0:00:21.827730, arrival_time=2021-04-10 03:37:31.403927, cost_time=0:00:07.475270 2021-04-10 03:37:11,042 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.2590, top1-acc=92.15%, top5-acc=99.44%, remaining_time=0:00:20.268080, arrival_time=2021-04-10 03:37:31.310674, cost_time=0:00:08.941811 2021-04-10 03:37:12,497 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.2609, top1-acc=92.00%, top5-acc=99.45%, remaining_time=0:00:18.713646, arrival_time=2021-04-10 03:37:31.211019, cost_time=0:00:10.396481 2021-04-10 03:37:13,951 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2588, top1-acc=92.02%, top5-acc=99.46%, remaining_time=0:00:17.184124, arrival_time=2021-04-10 03:37:31.136005, cost_time=0:00:11.851085 2021-04-10 03:37:15,401 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.35ms, fps=1767 images/s, loss=0.2580, top1-acc=92.04%, top5-acc=99.47%, remaining_time=0:00:15.665316, arrival_time=2021-04-10 03:37:31.066829, cost_time=0:00:13.300695 2021-04-10 03:37:16,858 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.2605, top1-acc=91.98%, top5-acc=99.47%, remaining_time=0:00:14.167584, arrival_time=2021-04-10 03:37:31.026372, cost_time=0:00:14.757945 2021-04-10 03:37:18,317 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.2614, top1-acc=91.94%, top5-acc=99.47%, remaining_time=0:00:12.678808, arrival_time=2021-04-10 03:37:30.996646, cost_time=0:00:16.217033 2021-04-10 03:37:19,771 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.2602, top1-acc=91.95%, top5-acc=99.49%, remaining_time=0:00:11.191228, arrival_time=2021-04-10 03:37:30.962407, cost_time=0:00:17.670394 2021-04-10 03:37:21,230 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.2596, top1-acc=92.01%, top5-acc=99.48%, remaining_time=0:00:09.712032, arrival_time=2021-04-10 03:37:30.942516, cost_time=0:00:19.129695 2021-04-10 03:37:22,689 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.2594, top1-acc=92.01%, top5-acc=99.48%, remaining_time=0:00:08.235248, arrival_time=2021-04-10 03:37:30.924261, cost_time=0:00:20.588119 2021-04-10 03:37:24,142 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.2591, top1-acc=92.02%, top5-acc=99.48%, remaining_time=0:00:06.759470, arrival_time=2021-04-10 03:37:30.902022, cost_time=0:00:22.041755 2021-04-10 03:37:25,602 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.2594, top1-acc=92.01%, top5-acc=99.48%, remaining_time=0:00:05.287860, arrival_time=2021-04-10 03:37:30.890279, cost_time=0:00:23.501634 2021-04-10 03:37:27,056 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.2589, top1-acc=91.99%, top5-acc=99.47%, remaining_time=0:00:03.816748, arrival_time=2021-04-10 03:37:30.873292, cost_time=0:00:24.955735 2021-04-10 03:37:28,510 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.88ms, fps=1761 images/s, loss=0.2575, top1-acc=92.00%, top5-acc=99.48%, remaining_time=0:00:02.347536, arrival_time=2021-04-10 03:37:30.858190, cost_time=0:00:26.409811 2021-04-10 03:37:29,965 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2585, top1-acc=91.94%, top5-acc=99.48%, remaining_time=0:00:00.879924, arrival_time=2021-04-10 03:37:30.845034, cost_time=0:00:27.864300 2021-04-10 03:37:30,757 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.24ms, fps=1717 images/s, loss=0.2591, top1-acc=91.94%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:30.757665, cost_time=0:00:28.656874 2021-04-10 03:37:31,305 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.22ms, fps=4682 images/s, loss=0.7405, top1-acc=79.34%, top5-acc=97.23%, remaining_time=0:00:01.640460, arrival_time=2021-04-10 03:37:32.946000, cost_time=0:00:00.546816 2021-04-10 03:37:31,782 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.30ms, fps=5369 images/s, loss=0.7072, top1-acc=80.25%, top5-acc=97.11%, remaining_time=0:00:01.023940, arrival_time=2021-04-10 03:37:32.806607, cost_time=0:00:01.023939 2021-04-10 03:37:32,258 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.44ms, fps=5389 images/s, loss=0.7051, top1-acc=80.55%, top5-acc=97.11%, remaining_time=0:00:00.499770, arrival_time=2021-04-10 03:37:32.757793, cost_time=0:00:01.499300 2021-04-10 03:37:32,692 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=5344 images/s, loss=0.7060, top1-acc=80.73%, top5-acc=97.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:37:32.692447, cost_time=0:00:01.933744 2021-04-10 03:37:33,724 INFO : Epoch=0063 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:13:25.803139, arrival_time=2021-04-10 04:50:59.527728, cost_time=0:33:46.026237 2021-04-10 03:37:33,725 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 03:37:35,348 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.27ms, fps=1578 images/s, loss=0.2831, top1-acc=90.70%, top5-acc=99.57%, remaining_time=0:00:30.182034, arrival_time=2021-04-10 03:38:05.530079, cost_time=0:00:01.622686 2021-04-10 03:37:36,804 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.96ms, fps=1758 images/s, loss=0.2728, top1-acc=90.98%, top5-acc=99.53%, remaining_time=0:00:27.096432, arrival_time=2021-04-10 03:38:03.900955, cost_time=0:00:03.079136 2021-04-10 03:37:38,263 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.2581, top1-acc=91.55%, top5-acc=99.49%, remaining_time=0:00:25.110488, arrival_time=2021-04-10 03:38:03.373989, cost_time=0:00:04.538027 2021-04-10 03:37:39,724 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.50ms, fps=1753 images/s, loss=0.2571, top1-acc=91.77%, top5-acc=99.47%, remaining_time=0:00:23.397660, arrival_time=2021-04-10 03:38:03.122436, cost_time=0:00:05.999415 2021-04-10 03:37:41,185 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.2621, top1-acc=91.67%, top5-acc=99.44%, remaining_time=0:00:21.782908, arrival_time=2021-04-10 03:38:02.968174, cost_time=0:00:07.459904 2021-04-10 03:37:42,645 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.65ms, fps=1754 images/s, loss=0.2622, top1-acc=91.68%, top5-acc=99.49%, remaining_time=0:00:20.218984, arrival_time=2021-04-10 03:38:02.864505, cost_time=0:00:08.920155 2021-04-10 03:37:44,103 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.2635, top1-acc=91.71%, top5-acc=99.48%, remaining_time=0:00:18.679878, arrival_time=2021-04-10 03:38:02.782839, cost_time=0:00:10.377676 2021-04-10 03:37:45,559 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.2666, top1-acc=91.64%, top5-acc=99.45%, remaining_time=0:00:17.159880, arrival_time=2021-04-10 03:38:02.719670, cost_time=0:00:11.834426 2021-04-10 03:37:47,014 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.50ms, fps=1760 images/s, loss=0.2650, top1-acc=91.64%, top5-acc=99.47%, remaining_time=0:00:15.652278, arrival_time=2021-04-10 03:38:02.667218, cost_time=0:00:13.289651 2021-04-10 03:37:48,478 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.2649, top1-acc=91.68%, top5-acc=99.44%, remaining_time=0:00:14.162880, arrival_time=2021-04-10 03:38:02.641334, cost_time=0:00:14.752956 2021-04-10 03:37:49,958 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.54ms, fps=1731 images/s, loss=0.2652, top1-acc=91.68%, top5-acc=99.44%, remaining_time=0:00:12.691020, arrival_time=2021-04-10 03:38:02.649031, cost_time=0:00:16.232648 2021-04-10 03:37:51,413 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.55ms, fps=1759 images/s, loss=0.2632, top1-acc=91.78%, top5-acc=99.44%, remaining_time=0:00:11.202704, arrival_time=2021-04-10 03:38:02.616605, cost_time=0:00:17.688537 2021-04-10 03:37:52,869 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.2590, top1-acc=91.92%, top5-acc=99.45%, remaining_time=0:00:09.719292, arrival_time=2021-04-10 03:38:02.588675, cost_time=0:00:19.144013 2021-04-10 03:37:54,338 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=0.2592, top1-acc=91.90%, top5-acc=99.46%, remaining_time=0:00:08.245384, arrival_time=2021-04-10 03:38:02.584245, cost_time=0:00:20.613502 2021-04-10 03:37:55,796 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=0.2585, top1-acc=91.91%, top5-acc=99.47%, remaining_time=0:00:06.768532, arrival_time=2021-04-10 03:38:02.565249, cost_time=0:00:22.071347 2021-04-10 03:37:57,251 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.2567, top1-acc=91.96%, top5-acc=99.47%, remaining_time=0:00:05.293404, arrival_time=2021-04-10 03:38:02.544980, cost_time=0:00:23.526288 2021-04-10 03:37:58,709 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.2577, top1-acc=91.96%, top5-acc=99.46%, remaining_time=0:00:03.821012, arrival_time=2021-04-10 03:38:02.529972, cost_time=0:00:24.983595 2021-04-10 03:38:00,163 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.81ms, fps=1761 images/s, loss=0.2580, top1-acc=91.98%, top5-acc=99.46%, remaining_time=0:00:02.350032, arrival_time=2021-04-10 03:38:02.513259, cost_time=0:00:26.437888 2021-04-10 03:38:01,617 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.21ms, fps=1760 images/s, loss=0.2591, top1-acc=91.93%, top5-acc=99.45%, remaining_time=0:00:00.880818, arrival_time=2021-04-10 03:38:02.498702, cost_time=0:00:27.892569 2021-04-10 03:38:02,413 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.45ms, fps=1712 images/s, loss=0.2588, top1-acc=91.95%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:02.413034, cost_time=0:00:28.687727 2021-04-10 03:38:02,971 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.43ms, fps=4592 images/s, loss=0.4669, top1-acc=86.13%, top5-acc=98.48%, remaining_time=0:00:01.672620, arrival_time=2021-04-10 03:38:04.644488, cost_time=0:00:00.557539 2021-04-10 03:38:03,448 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.42ms, fps=5370 images/s, loss=0.4920, top1-acc=85.51%, top5-acc=98.61%, remaining_time=0:00:01.034560, arrival_time=2021-04-10 03:38:04.483504, cost_time=0:00:01.034556 2021-04-10 03:38:03,925 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.26ms, fps=5381 images/s, loss=0.4853, top1-acc=85.70%, top5-acc=98.72%, remaining_time=0:00:00.503560, arrival_time=2021-04-10 03:38:04.428646, cost_time=0:00:01.510680 2021-04-10 03:38:04,363 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.07ms, fps=5298 images/s, loss=0.4754, top1-acc=85.82%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:04.363521, cost_time=0:00:01.949209 2021-04-10 03:38:05,407 INFO : Epoch=0064 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:12:52.632832, arrival_time=2021-04-10 04:50:58.040766, cost_time=0:34:17.709575 2021-04-10 03:38:05,408 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 03:38:07,061 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.27ms, fps=1549 images/s, loss=0.2173, top1-acc=92.85%, top5-acc=99.73%, remaining_time=0:00:30.740778, arrival_time=2021-04-10 03:38:37.802266, cost_time=0:00:01.652731 2021-04-10 03:38:08,515 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.2217, top1-acc=93.09%, top5-acc=99.63%, remaining_time=0:00:27.339488, arrival_time=2021-04-10 03:38:35.855001, cost_time=0:00:03.106754 2021-04-10 03:38:09,972 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.2200, top1-acc=93.11%, top5-acc=99.67%, remaining_time=0:00:25.254576, arrival_time=2021-04-10 03:38:35.227414, cost_time=0:00:04.564083 2021-04-10 03:38:11,429 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.2272, top1-acc=92.98%, top5-acc=99.64%, remaining_time=0:00:23.480340, arrival_time=2021-04-10 03:38:34.909702, cost_time=0:00:06.020602 2021-04-10 03:38:12,889 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.2258, top1-acc=93.07%, top5-acc=99.62%, remaining_time=0:00:21.842184, arrival_time=2021-04-10 03:38:34.731129, cost_time=0:00:07.480189 2021-04-10 03:38:14,346 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.34ms, fps=1758 images/s, loss=0.2312, top1-acc=92.83%, top5-acc=99.65%, remaining_time=0:00:20.257880, arrival_time=2021-04-10 03:38:34.604026, cost_time=0:00:08.937292 2021-04-10 03:38:15,806 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.80ms, fps=1754 images/s, loss=0.2296, top1-acc=92.90%, top5-acc=99.66%, remaining_time=0:00:18.715788, arrival_time=2021-04-10 03:38:34.522157, cost_time=0:00:10.397663 2021-04-10 03:38:17,264 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.2322, top1-acc=92.77%, top5-acc=99.63%, remaining_time=0:00:17.191084, arrival_time=2021-04-10 03:38:34.455855, cost_time=0:00:11.855916 2021-04-10 03:38:18,722 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.2358, top1-acc=92.68%, top5-acc=99.63%, remaining_time=0:00:15.681216, arrival_time=2021-04-10 03:38:34.404132, cost_time=0:00:13.314226 2021-04-10 03:38:20,179 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=2.63ms, fps=1758 images/s, loss=0.2367, top1-acc=92.72%, top5-acc=99.60%, remaining_time=0:00:14.179776, arrival_time=2021-04-10 03:38:34.359146, cost_time=0:00:14.770627 2021-04-10 03:38:21,638 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.2356, top1-acc=92.75%, top5-acc=99.62%, remaining_time=0:00:12.688526, arrival_time=2021-04-10 03:38:34.326744, cost_time=0:00:16.229509 2021-04-10 03:38:23,096 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=0.2356, top1-acc=92.71%, top5-acc=99.62%, remaining_time=0:00:11.202552, arrival_time=2021-04-10 03:38:34.299443, cost_time=0:00:17.688207 2021-04-10 03:38:24,555 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.2355, top1-acc=92.71%, top5-acc=99.62%, remaining_time=0:00:09.720546, arrival_time=2021-04-10 03:38:34.275768, cost_time=0:00:19.146468 2021-04-10 03:38:26,008 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.2352, top1-acc=92.69%, top5-acc=99.61%, remaining_time=0:00:08.240008, arrival_time=2021-04-10 03:38:34.248780, cost_time=0:00:20.600081 2021-04-10 03:38:27,463 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.2370, top1-acc=92.61%, top5-acc=99.60%, remaining_time=0:00:06.763564, arrival_time=2021-04-10 03:38:34.227284, cost_time=0:00:22.055042 2021-04-10 03:38:28,918 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.2371, top1-acc=92.59%, top5-acc=99.59%, remaining_time=0:00:05.289552, arrival_time=2021-04-10 03:38:34.207500, cost_time=0:00:23.509172 2021-04-10 03:38:30,377 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.69ms, fps=1755 images/s, loss=0.2365, top1-acc=92.64%, top5-acc=99.58%, remaining_time=0:00:03.818750, arrival_time=2021-04-10 03:38:34.196316, cost_time=0:00:24.968747 2021-04-10 03:38:31,842 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.94ms, fps=1748 images/s, loss=0.2383, top1-acc=92.57%, top5-acc=99.57%, remaining_time=0:00:02.349680, arrival_time=2021-04-10 03:38:34.192293, cost_time=0:00:26.433850 2021-04-10 03:38:33,301 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.26ms, fps=1755 images/s, loss=0.2394, top1-acc=92.55%, top5-acc=99.57%, remaining_time=0:00:00.880830, arrival_time=2021-04-10 03:38:34.182535, cost_time=0:00:27.892952 2021-04-10 03:38:34,095 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.73ms, fps=1715 images/s, loss=0.2392, top1-acc=92.56%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:34.095410, cost_time=0:00:28.686661 2021-04-10 03:38:34,644 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.34ms, fps=4676 images/s, loss=0.6083, top1-acc=82.27%, top5-acc=99.02%, remaining_time=0:00:01.642560, arrival_time=2021-04-10 03:38:36.286574, cost_time=0:00:00.547518 2021-04-10 03:38:35,121 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.35ms, fps=5363 images/s, loss=0.6068, top1-acc=82.70%, top5-acc=98.87%, remaining_time=0:00:01.025180, arrival_time=2021-04-10 03:38:36.146892, cost_time=0:00:01.025173 2021-04-10 03:38:35,598 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.47ms, fps=5378 images/s, loss=0.6121, top1-acc=82.79%, top5-acc=98.78%, remaining_time=0:00:00.500550, arrival_time=2021-04-10 03:38:36.098689, cost_time=0:00:01.501644 2021-04-10 03:38:36,037 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.05ms, fps=5291 images/s, loss=0.6406, top1-acc=82.88%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:38:36.037033, cost_time=0:00:01.940489 2021-04-10 03:38:37,018 INFO : Epoch=0065 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:12:19.357245, arrival_time=2021-04-10 04:50:56.375785, cost_time=0:34:49.320175 2021-04-10 03:38:37,019 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 03:38:38,643 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.45ms, fps=1577 images/s, loss=0.2430, top1-acc=92.50%, top5-acc=99.69%, remaining_time=0:00:30.194868, arrival_time=2021-04-10 03:39:08.837787, cost_time=0:00:01.623380 2021-04-10 03:38:40,094 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.2478, top1-acc=92.48%, top5-acc=99.51%, remaining_time=0:00:27.063344, arrival_time=2021-04-10 03:39:07.158142, cost_time=0:00:03.075378 2021-04-10 03:38:41,552 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.2523, top1-acc=92.49%, top5-acc=99.49%, remaining_time=0:00:25.081106, arrival_time=2021-04-10 03:39:06.633274, cost_time=0:00:04.532729 2021-04-10 03:38:43,009 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=2.29ms, fps=1757 images/s, loss=0.2474, top1-acc=92.54%, top5-acc=99.52%, remaining_time=0:00:23.361156, arrival_time=2021-04-10 03:39:06.370576, cost_time=0:00:05.990041 2021-04-10 03:38:44,463 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.2433, top1-acc=92.64%, top5-acc=99.55%, remaining_time=0:00:21.735020, arrival_time=2021-04-10 03:39:06.198044, cost_time=0:00:07.443481 2021-04-10 03:38:45,923 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.2394, top1-acc=92.58%, top5-acc=99.58%, remaining_time=0:00:20.183352, arrival_time=2021-04-10 03:39:06.107142, cost_time=0:00:08.904409 2021-04-10 03:38:47,376 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.2348, top1-acc=92.69%, top5-acc=99.62%, remaining_time=0:00:18.642834, arrival_time=2021-04-10 03:39:06.019358, cost_time=0:00:10.357145 2021-04-10 03:38:48,835 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.2351, top1-acc=92.74%, top5-acc=99.62%, remaining_time=0:00:17.133780, arrival_time=2021-04-10 03:39:05.969649, cost_time=0:00:11.816391 2021-04-10 03:38:50,289 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.2369, top1-acc=92.66%, top5-acc=99.61%, remaining_time=0:00:15.629382, arrival_time=2021-04-10 03:39:05.918994, cost_time=0:00:13.270248 2021-04-10 03:38:51,746 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.73ms, fps=1758 images/s, loss=0.2358, top1-acc=92.67%, top5-acc=99.61%, remaining_time=0:00:14.137536, arrival_time=2021-04-10 03:39:05.883543, cost_time=0:00:14.726597 2021-04-10 03:38:53,206 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.2351, top1-acc=92.67%, top5-acc=99.61%, remaining_time=0:00:12.654986, arrival_time=2021-04-10 03:39:05.861000, cost_time=0:00:16.186571 2021-04-10 03:38:54,662 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.2369, top1-acc=92.63%, top5-acc=99.59%, remaining_time=0:00:11.173900, arrival_time=2021-04-10 03:39:05.836296, cost_time=0:00:17.643017 2021-04-10 03:38:56,115 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.2386, top1-acc=92.58%, top5-acc=99.58%, remaining_time=0:00:09.694872, arrival_time=2021-04-10 03:39:05.810235, cost_time=0:00:19.095996 2021-04-10 03:38:57,570 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.60ms, fps=1760 images/s, loss=0.2384, top1-acc=92.58%, top5-acc=99.58%, remaining_time=0:00:08.220464, arrival_time=2021-04-10 03:39:05.790977, cost_time=0:00:20.551146 2021-04-10 03:38:59,027 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.2401, top1-acc=92.54%, top5-acc=99.57%, remaining_time=0:00:06.749074, arrival_time=2021-04-10 03:39:05.776334, cost_time=0:00:22.007819 2021-04-10 03:39:00,481 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.2405, top1-acc=92.51%, top5-acc=99.57%, remaining_time=0:00:05.278860, arrival_time=2021-04-10 03:39:05.759873, cost_time=0:00:23.461629 2021-04-10 03:39:01,939 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.2395, top1-acc=92.54%, top5-acc=99.56%, remaining_time=0:00:03.811314, arrival_time=2021-04-10 03:39:05.750798, cost_time=0:00:24.920117 2021-04-10 03:39:03,392 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.56ms, fps=1762 images/s, loss=0.2382, top1-acc=92.59%, top5-acc=99.56%, remaining_time=0:00:02.344272, arrival_time=2021-04-10 03:39:05.736670, cost_time=0:00:26.373029 2021-04-10 03:39:04,846 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.22ms, fps=1761 images/s, loss=0.2371, top1-acc=92.59%, top5-acc=99.56%, remaining_time=0:00:00.878748, arrival_time=2021-04-10 03:39:05.725179, cost_time=0:00:27.826972 2021-04-10 03:39:05,638 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.63ms, fps=1719 images/s, loss=0.2391, top1-acc=92.54%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:05.638036, cost_time=0:00:28.618664 2021-04-10 03:39:06,232 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.19ms, fps=4313 images/s, loss=0.5085, top1-acc=85.20%, top5-acc=98.59%, remaining_time=0:00:01.780620, arrival_time=2021-04-10 03:39:08.013302, cost_time=0:00:00.593543 2021-04-10 03:39:06,707 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.54ms, fps=5391 images/s, loss=0.5296, top1-acc=84.43%, top5-acc=98.59%, remaining_time=0:00:01.068740, arrival_time=2021-04-10 03:39:07.776613, cost_time=0:00:01.068742 2021-04-10 03:39:07,184 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.43ms, fps=5373 images/s, loss=0.5274, top1-acc=84.37%, top5-acc=98.67%, remaining_time=0:00:00.515190, arrival_time=2021-04-10 03:39:07.699884, cost_time=0:00:01.545572 2021-04-10 03:39:07,619 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=5342 images/s, loss=0.5269, top1-acc=84.26%, top5-acc=98.62%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:07.619318, cost_time=0:00:01.980186 2021-04-10 03:39:08,915 INFO : Epoch=0066 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:11:46.712832, arrival_time=2021-04-10 04:50:55.627981, cost_time=0:35:21.216799 2021-04-10 03:39:08,915 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 03:39:10,545 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.42ms, fps=1571 images/s, loss=0.2550, top1-acc=91.91%, top5-acc=99.53%, remaining_time=0:00:30.310188, arrival_time=2021-04-10 03:39:40.855621, cost_time=0:00:01.629581 2021-04-10 03:39:12,003 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.2532, top1-acc=92.03%, top5-acc=99.61%, remaining_time=0:00:27.166656, arrival_time=2021-04-10 03:39:39.169711, cost_time=0:00:03.087130 2021-04-10 03:39:13,471 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=0.2567, top1-acc=92.15%, top5-acc=99.57%, remaining_time=0:00:25.207432, arrival_time=2021-04-10 03:39:38.679046, cost_time=0:00:04.555572 2021-04-10 03:39:14,924 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.87ms, fps=1763 images/s, loss=0.2424, top1-acc=92.47%, top5-acc=99.58%, remaining_time=0:00:23.433852, arrival_time=2021-04-10 03:39:38.358494, cost_time=0:00:06.008665 2021-04-10 03:39:16,383 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.85ms, fps=1756 images/s, loss=0.2430, top1-acc=92.46%, top5-acc=99.58%, remaining_time=0:00:21.805100, arrival_time=2021-04-10 03:39:38.188566, cost_time=0:00:07.467509 2021-04-10 03:39:17,841 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.2405, top1-acc=92.45%, top5-acc=99.62%, remaining_time=0:00:20.231224, arrival_time=2021-04-10 03:39:38.072684, cost_time=0:00:08.925569 2021-04-10 03:39:19,300 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.2410, top1-acc=92.37%, top5-acc=99.61%, remaining_time=0:00:18.691218, arrival_time=2021-04-10 03:39:37.991178, cost_time=0:00:10.384027 2021-04-10 03:39:20,752 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.2431, top1-acc=92.29%, top5-acc=99.58%, remaining_time=0:00:17.162896, arrival_time=2021-04-10 03:39:37.915327, cost_time=0:00:11.836464 2021-04-10 03:39:22,207 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.2419, top1-acc=92.32%, top5-acc=99.59%, remaining_time=0:00:15.654610, arrival_time=2021-04-10 03:39:37.862119, cost_time=0:00:13.291659 2021-04-10 03:39:23,665 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.2404, top1-acc=92.33%, top5-acc=99.60%, remaining_time=0:00:14.159808, arrival_time=2021-04-10 03:39:37.825555, cost_time=0:00:14.749761 2021-04-10 03:39:25,127 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=0.2421, top1-acc=92.30%, top5-acc=99.61%, remaining_time=0:00:12.674164, arrival_time=2021-04-10 03:39:37.801182, cost_time=0:00:16.211087 2021-04-10 03:39:26,586 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.2418, top1-acc=92.35%, top5-acc=99.59%, remaining_time=0:00:11.191380, arrival_time=2021-04-10 03:39:37.778052, cost_time=0:00:17.670635 2021-04-10 03:39:28,045 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.2429, top1-acc=92.30%, top5-acc=99.58%, remaining_time=0:00:09.711570, arrival_time=2021-04-10 03:39:37.756564, cost_time=0:00:19.128850 2021-04-10 03:39:29,501 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.2423, top1-acc=92.31%, top5-acc=99.59%, remaining_time=0:00:08.234128, arrival_time=2021-04-10 03:39:37.735341, cost_time=0:00:20.585329 2021-04-10 03:39:30,961 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.36ms, fps=1754 images/s, loss=0.2434, top1-acc=92.27%, top5-acc=99.59%, remaining_time=0:00:06.760482, arrival_time=2021-04-10 03:39:37.721414, cost_time=0:00:22.044994 2021-04-10 03:39:32,418 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.99ms, fps=1757 images/s, loss=0.2442, top1-acc=92.28%, top5-acc=99.58%, remaining_time=0:00:05.288040, arrival_time=2021-04-10 03:39:37.706292, cost_time=0:00:23.502324 2021-04-10 03:39:33,875 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.2436, top1-acc=92.28%, top5-acc=99.59%, remaining_time=0:00:03.817294, arrival_time=2021-04-10 03:39:37.692365, cost_time=0:00:24.959205 2021-04-10 03:39:35,338 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=0.2441, top1-acc=92.30%, top5-acc=99.57%, remaining_time=0:00:02.348656, arrival_time=2021-04-10 03:39:37.686922, cost_time=0:00:26.422308 2021-04-10 03:39:36,795 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.2441, top1-acc=92.31%, top5-acc=99.57%, remaining_time=0:00:00.880404, arrival_time=2021-04-10 03:39:37.675766, cost_time=0:00:27.879512 2021-04-10 03:39:37,589 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.24ms, fps=1713 images/s, loss=0.2455, top1-acc=92.28%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:37.589458, cost_time=0:00:28.673615 2021-04-10 03:39:38,159 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.35ms, fps=4499 images/s, loss=0.5344, top1-acc=84.37%, top5-acc=98.95%, remaining_time=0:00:01.706880, arrival_time=2021-04-10 03:39:39.866426, cost_time=0:00:00.568965 2021-04-10 03:39:38,637 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.35ms, fps=5363 images/s, loss=0.5283, top1-acc=84.98%, top5-acc=98.91%, remaining_time=0:00:01.046860, arrival_time=2021-04-10 03:39:39.684232, cost_time=0:00:01.046865 2021-04-10 03:39:39,117 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.32ms, fps=5334 images/s, loss=0.5201, top1-acc=84.92%, top5-acc=98.89%, remaining_time=0:00:00.509070, arrival_time=2021-04-10 03:39:39.626760, cost_time=0:00:01.527220 2021-04-10 03:39:39,551 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.08ms, fps=5352 images/s, loss=0.5240, top1-acc=84.65%, top5-acc=98.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:39:39.551525, cost_time=0:00:01.961059 2021-04-10 03:39:41,066 INFO : Epoch=0067 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:11:14.596858, arrival_time=2021-04-10 04:50:55.663567, cost_time=0:35:53.368351 2021-04-10 03:39:41,067 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 03:39:42,691 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.39ms, fps=1576 images/s, loss=0.2300, top1-acc=92.30%, top5-acc=99.61%, remaining_time=0:00:30.207516, arrival_time=2021-04-10 03:40:12.899090, cost_time=0:00:01.624057 2021-04-10 03:39:44,147 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.57ms, fps=1759 images/s, loss=0.2280, top1-acc=92.58%, top5-acc=99.77%, remaining_time=0:00:27.103120, arrival_time=2021-04-10 03:40:11.250642, cost_time=0:00:03.079900 2021-04-10 03:39:45,601 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.2320, top1-acc=92.54%, top5-acc=99.73%, remaining_time=0:00:25.088908, arrival_time=2021-04-10 03:40:10.690615, cost_time=0:00:04.534137 2021-04-10 03:39:47,057 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.2318, top1-acc=92.70%, top5-acc=99.65%, remaining_time=0:00:23.360688, arrival_time=2021-04-10 03:40:10.418063, cost_time=0:00:05.989906 2021-04-10 03:39:48,512 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.2324, top1-acc=92.75%, top5-acc=99.60%, remaining_time=0:00:21.739838, arrival_time=2021-04-10 03:40:10.252502, cost_time=0:00:07.445130 2021-04-10 03:39:49,967 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.60ms, fps=1760 images/s, loss=0.2309, top1-acc=92.78%, top5-acc=99.62%, remaining_time=0:00:20.173832, arrival_time=2021-04-10 03:40:10.141560, cost_time=0:00:08.900217 2021-04-10 03:39:51,423 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.2282, top1-acc=92.89%, top5-acc=99.61%, remaining_time=0:00:18.640062, arrival_time=2021-04-10 03:40:10.063094, cost_time=0:00:10.355591 2021-04-10 03:39:52,879 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.2312, top1-acc=92.80%, top5-acc=99.60%, remaining_time=0:00:17.127748, arrival_time=2021-04-10 03:40:10.007592, cost_time=0:00:11.812213 2021-04-10 03:39:54,334 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.2318, top1-acc=92.81%, top5-acc=99.61%, remaining_time=0:00:15.625248, arrival_time=2021-04-10 03:40:09.959382, cost_time=0:00:13.266693 2021-04-10 03:39:55,790 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.2298, top1-acc=92.87%, top5-acc=99.60%, remaining_time=0:00:14.134176, arrival_time=2021-04-10 03:40:09.924779, cost_time=0:00:14.723097 2021-04-10 03:39:57,243 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.34ms, fps=1763 images/s, loss=0.2266, top1-acc=92.94%, top5-acc=99.61%, remaining_time=0:00:12.646300, arrival_time=2021-04-10 03:40:09.889279, cost_time=0:00:16.175541 2021-04-10 03:39:58,697 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.2289, top1-acc=92.89%, top5-acc=99.60%, remaining_time=0:00:11.165388, arrival_time=2021-04-10 03:40:09.862469, cost_time=0:00:17.629561 2021-04-10 03:40:00,149 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.2325, top1-acc=92.79%, top5-acc=99.59%, remaining_time=0:00:09.687810, arrival_time=2021-04-10 03:40:09.837312, cost_time=0:00:19.082048 2021-04-10 03:40:01,606 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.2322, top1-acc=92.79%, top5-acc=99.59%, remaining_time=0:00:08.215760, arrival_time=2021-04-10 03:40:09.822590, cost_time=0:00:20.539393 2021-04-10 03:40:03,065 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.2345, top1-acc=92.78%, top5-acc=99.56%, remaining_time=0:00:06.746130, arrival_time=2021-04-10 03:40:09.811945, cost_time=0:00:21.998304 2021-04-10 03:40:04,515 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.2349, top1-acc=92.77%, top5-acc=99.57%, remaining_time=0:00:05.275836, arrival_time=2021-04-10 03:40:09.791495, cost_time=0:00:23.448207 2021-04-10 03:40:05,982 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=2.04ms, fps=1746 images/s, loss=0.2359, top1-acc=92.76%, top5-acc=99.56%, remaining_time=0:00:03.810482, arrival_time=2021-04-10 03:40:09.792763, cost_time=0:00:24.914713 2021-04-10 03:40:07,440 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.2355, top1-acc=92.75%, top5-acc=99.56%, remaining_time=0:00:02.344240, arrival_time=2021-04-10 03:40:09.784476, cost_time=0:00:26.372716 2021-04-10 03:40:08,898 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.67ms, fps=1756 images/s, loss=0.2359, top1-acc=92.74%, top5-acc=99.56%, remaining_time=0:00:00.878886, arrival_time=2021-04-10 03:40:09.777770, cost_time=0:00:27.831371 2021-04-10 03:40:09,691 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.56ms, fps=1717 images/s, loss=0.2371, top1-acc=92.72%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:09.691782, cost_time=0:00:28.624277 2021-04-10 03:40:10,295 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=1.71ms, fps=4246 images/s, loss=0.4595, top1-acc=85.47%, top5-acc=98.75%, remaining_time=0:00:01.808700, arrival_time=2021-04-10 03:40:12.104559, cost_time=0:00:00.602898 2021-04-10 03:40:10,773 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.41ms, fps=5360 images/s, loss=0.4437, top1-acc=86.23%, top5-acc=98.71%, remaining_time=0:00:01.080880, arrival_time=2021-04-10 03:40:11.854704, cost_time=0:00:01.080875 2021-04-10 03:40:11,248 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.32ms, fps=5398 images/s, loss=0.4507, top1-acc=85.95%, top5-acc=98.67%, remaining_time=0:00:00.518480, arrival_time=2021-04-10 03:40:11.766886, cost_time=0:00:01.555452 2021-04-10 03:40:11,683 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=5339 images/s, loss=0.4521, top1-acc=86.18%, top5-acc=98.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:11.683314, cost_time=0:00:01.990304 2021-04-10 03:40:12,708 INFO : Epoch=0068 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:10:41.490264, arrival_time=2021-04-10 04:50:54.198783, cost_time=0:36:25.010142 2021-04-10 03:40:12,709 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 03:40:14,331 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.43ms, fps=1578 images/s, loss=0.2681, top1-acc=91.64%, top5-acc=99.49%, remaining_time=0:00:30.171804, arrival_time=2021-04-10 03:40:44.503372, cost_time=0:00:01.622139 2021-04-10 03:40:15,787 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.55ms, fps=1759 images/s, loss=0.2567, top1-acc=92.07%, top5-acc=99.55%, remaining_time=0:00:27.086576, arrival_time=2021-04-10 03:40:42.874220, cost_time=0:00:03.078013 2021-04-10 03:40:17,245 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.2538, top1-acc=92.34%, top5-acc=99.52%, remaining_time=0:00:25.096710, arrival_time=2021-04-10 03:40:42.341777, cost_time=0:00:04.535537 2021-04-10 03:40:18,699 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.2505, top1-acc=92.38%, top5-acc=99.50%, remaining_time=0:00:23.360844, arrival_time=2021-04-10 03:40:42.060173, cost_time=0:00:05.989956 2021-04-10 03:40:20,154 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.2506, top1-acc=92.38%, top5-acc=99.49%, remaining_time=0:00:21.738816, arrival_time=2021-04-10 03:40:41.893048, cost_time=0:00:07.444803 2021-04-10 03:40:21,613 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=0.2460, top1-acc=92.51%, top5-acc=99.51%, remaining_time=0:00:20.181856, arrival_time=2021-04-10 03:40:41.795039, cost_time=0:00:08.903732 2021-04-10 03:40:23,063 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.36ms, fps=1765 images/s, loss=0.2468, top1-acc=92.44%, top5-acc=99.51%, remaining_time=0:00:18.638172, arrival_time=2021-04-10 03:40:41.702081, cost_time=0:00:10.354545 2021-04-10 03:40:24,519 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.2462, top1-acc=92.41%, top5-acc=99.53%, remaining_time=0:00:17.124964, arrival_time=2021-04-10 03:40:41.644687, cost_time=0:00:11.810299 2021-04-10 03:40:25,973 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.2444, top1-acc=92.43%, top5-acc=99.51%, remaining_time=0:00:15.622386, arrival_time=2021-04-10 03:40:41.596026, cost_time=0:00:13.264279 2021-04-10 03:40:27,432 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.2410, top1-acc=92.48%, top5-acc=99.54%, remaining_time=0:00:14.134464, arrival_time=2021-04-10 03:40:41.567306, cost_time=0:00:14.723371 2021-04-10 03:40:28,885 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.45ms, fps=1763 images/s, loss=0.2405, top1-acc=92.50%, top5-acc=99.54%, remaining_time=0:00:12.646730, arrival_time=2021-04-10 03:40:41.532105, cost_time=0:00:16.176008 2021-04-10 03:40:30,341 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.64ms, fps=1759 images/s, loss=0.2397, top1-acc=92.50%, top5-acc=99.55%, remaining_time=0:00:11.166908, arrival_time=2021-04-10 03:40:41.508268, cost_time=0:00:17.632014 2021-04-10 03:40:31,794 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.2412, top1-acc=92.46%, top5-acc=99.55%, remaining_time=0:00:09.689130, arrival_time=2021-04-10 03:40:41.483208, cost_time=0:00:19.084605 2021-04-10 03:40:33,250 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.99ms, fps=1759 images/s, loss=0.2402, top1-acc=92.48%, top5-acc=99.55%, remaining_time=0:00:08.216432, arrival_time=2021-04-10 03:40:41.466832, cost_time=0:00:20.541041 2021-04-10 03:40:34,705 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.2399, top1-acc=92.49%, top5-acc=99.57%, remaining_time=0:00:06.745348, arrival_time=2021-04-10 03:40:41.450437, cost_time=0:00:21.995735 2021-04-10 03:40:36,158 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.2379, top1-acc=92.54%, top5-acc=99.57%, remaining_time=0:00:05.275944, arrival_time=2021-04-10 03:40:41.434079, cost_time=0:00:23.448713 2021-04-10 03:40:37,622 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.85ms, fps=1749 images/s, loss=0.2372, top1-acc=92.53%, top5-acc=99.58%, remaining_time=0:00:03.810196, arrival_time=2021-04-10 03:40:41.432449, cost_time=0:00:24.912827 2021-04-10 03:40:39,091 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.39ms, fps=1744 images/s, loss=0.2379, top1-acc=92.48%, top5-acc=99.59%, remaining_time=0:00:02.345040, arrival_time=2021-04-10 03:40:41.436215, cost_time=0:00:26.381741 2021-04-10 03:40:40,548 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.21ms, fps=1758 images/s, loss=0.2409, top1-acc=92.40%, top5-acc=99.57%, remaining_time=0:00:00.879120, arrival_time=2021-04-10 03:40:41.427317, cost_time=0:00:27.838772 2021-04-10 03:40:41,341 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.42ms, fps=1715 images/s, loss=0.2406, top1-acc=92.42%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:41.341853, cost_time=0:00:28.632416 2021-04-10 03:40:41,893 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.28ms, fps=4651 images/s, loss=0.4418, top1-acc=87.30%, top5-acc=98.24%, remaining_time=0:00:01.651380, arrival_time=2021-04-10 03:40:43.544951, cost_time=0:00:00.550455 2021-04-10 03:40:42,369 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.32ms, fps=5384 images/s, loss=0.4277, top1-acc=87.11%, top5-acc=98.61%, remaining_time=0:00:01.026240, arrival_time=2021-04-10 03:40:43.395608, cost_time=0:00:01.026246 2021-04-10 03:40:42,851 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.46ms, fps=5319 images/s, loss=0.4320, top1-acc=86.89%, top5-acc=98.75%, remaining_time=0:00:00.502620, arrival_time=2021-04-10 03:40:43.353683, cost_time=0:00:01.507871 2021-04-10 03:40:43,287 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.06ms, fps=5326 images/s, loss=0.4345, top1-acc=86.87%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:40:43.287130, cost_time=0:00:01.944041 2021-04-10 03:40:44,376 INFO : Epoch=0069 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:10:08.475477, arrival_time=2021-04-10 04:50:52.851767, cost_time=0:36:56.677915 2021-04-10 03:40:44,376 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 03:40:46,025 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.86ms, fps=1554 images/s, loss=0.2110, top1-acc=93.55%, top5-acc=99.37%, remaining_time=0:00:30.650382, arrival_time=2021-04-10 03:41:16.675458, cost_time=0:00:01.647867 2021-04-10 03:40:47,486 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.66ms, fps=1753 images/s, loss=0.2210, top1-acc=93.38%, top5-acc=99.47%, remaining_time=0:00:27.359904, arrival_time=2021-04-10 03:41:14.846233, cost_time=0:00:03.109073 2021-04-10 03:40:48,944 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.00ms, fps=1757 images/s, loss=0.2210, top1-acc=93.24%, top5-acc=99.51%, remaining_time=0:00:25.270346, arrival_time=2021-04-10 03:41:14.214423, cost_time=0:00:04.566937 2021-04-10 03:40:50,401 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.2259, top1-acc=93.11%, top5-acc=99.50%, remaining_time=0:00:23.496096, arrival_time=2021-04-10 03:41:13.897834, cost_time=0:00:06.024628 2021-04-10 03:40:51,856 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.64ms, fps=1760 images/s, loss=0.2287, top1-acc=92.92%, top5-acc=99.51%, remaining_time=0:00:21.839994, arrival_time=2021-04-10 03:41:13.696636, cost_time=0:00:07.479471 2021-04-10 03:40:53,316 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.2320, top1-acc=92.82%, top5-acc=99.50%, remaining_time=0:00:20.261824, arrival_time=2021-04-10 03:41:13.578159, cost_time=0:00:08.939065 2021-04-10 03:40:54,777 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.57ms, fps=1753 images/s, loss=0.2340, top1-acc=92.67%, top5-acc=99.49%, remaining_time=0:00:18.720954, arrival_time=2021-04-10 03:41:13.498594, cost_time=0:00:10.400551 2021-04-10 03:40:56,233 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.2357, top1-acc=92.62%, top5-acc=99.49%, remaining_time=0:00:17.191548, arrival_time=2021-04-10 03:41:13.424962, cost_time=0:00:11.856258 2021-04-10 03:40:57,687 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.2389, top1-acc=92.60%, top5-acc=99.47%, remaining_time=0:00:15.676658, arrival_time=2021-04-10 03:41:13.364174, cost_time=0:00:13.310367 2021-04-10 03:40:59,143 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.2382, top1-acc=92.69%, top5-acc=99.47%, remaining_time=0:00:14.175168, arrival_time=2021-04-10 03:41:13.318288, cost_time=0:00:14.765828 2021-04-10 03:41:00,600 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.69ms, fps=1757 images/s, loss=0.2355, top1-acc=92.81%, top5-acc=99.47%, remaining_time=0:00:12.683796, arrival_time=2021-04-10 03:41:13.284295, cost_time=0:00:16.223408 2021-04-10 03:41:02,053 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.2335, top1-acc=92.81%, top5-acc=99.50%, remaining_time=0:00:11.194876, arrival_time=2021-04-10 03:41:13.248052, cost_time=0:00:17.676101 2021-04-10 03:41:03,507 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2353, top1-acc=92.77%, top5-acc=99.49%, remaining_time=0:00:09.712230, arrival_time=2021-04-10 03:41:13.219622, cost_time=0:00:19.130202 2021-04-10 03:41:04,960 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.34ms, fps=1763 images/s, loss=0.2343, top1-acc=92.82%, top5-acc=99.51%, remaining_time=0:00:08.233232, arrival_time=2021-04-10 03:41:13.193403, cost_time=0:00:20.583098 2021-04-10 03:41:06,418 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.2372, top1-acc=92.70%, top5-acc=99.49%, remaining_time=0:00:06.759332, arrival_time=2021-04-10 03:41:13.177762, cost_time=0:00:22.041352 2021-04-10 03:41:07,874 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.2350, top1-acc=92.76%, top5-acc=99.49%, remaining_time=0:00:05.286888, arrival_time=2021-04-10 03:41:13.161347, cost_time=0:00:23.497301 2021-04-10 03:41:09,328 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.2343, top1-acc=92.76%, top5-acc=99.50%, remaining_time=0:00:03.816124, arrival_time=2021-04-10 03:41:13.144759, cost_time=0:00:24.951531 2021-04-10 03:41:10,781 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.2342, top1-acc=92.77%, top5-acc=99.51%, remaining_time=0:00:02.347056, arrival_time=2021-04-10 03:41:13.128594, cost_time=0:00:26.404367 2021-04-10 03:41:12,238 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.24ms, fps=1758 images/s, loss=0.2356, top1-acc=92.70%, top5-acc=99.51%, remaining_time=0:00:00.879828, arrival_time=2021-04-10 03:41:13.118148, cost_time=0:00:27.861239 2021-04-10 03:41:13,029 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.25ms, fps=1720 images/s, loss=0.2368, top1-acc=92.67%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:13.029322, cost_time=0:00:28.652145 2021-04-10 03:41:13,579 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=2.04ms, fps=4667 images/s, loss=0.4750, top1-acc=87.07%, top5-acc=98.63%, remaining_time=0:00:01.645500, arrival_time=2021-04-10 03:41:15.224462, cost_time=0:00:00.548495 2021-04-10 03:41:14,054 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.40ms, fps=5385 images/s, loss=0.4872, top1-acc=86.80%, top5-acc=98.59%, remaining_time=0:00:01.024200, arrival_time=2021-04-10 03:41:15.078883, cost_time=0:00:01.024200 2021-04-10 03:41:14,531 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.36ms, fps=5377 images/s, loss=0.4773, top1-acc=86.85%, top5-acc=98.66%, remaining_time=0:00:00.500220, arrival_time=2021-04-10 03:41:15.031359, cost_time=0:00:01.500665 2021-04-10 03:41:14,970 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.11ms, fps=5289 images/s, loss=0.4981, top1-acc=86.23%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:14.970125, cost_time=0:00:01.939626 2021-04-10 03:41:16,003 INFO : Epoch=0070 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:09:35.424110, arrival_time=2021-04-10 04:50:51.427775, cost_time=0:37:28.305311 2021-04-10 03:41:16,004 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 03:41:17,643 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.34ms, fps=1562 images/s, loss=0.2325, top1-acc=93.09%, top5-acc=99.34%, remaining_time=0:00:30.479262, arrival_time=2021-04-10 03:41:48.122395, cost_time=0:00:01.638669 2021-04-10 03:41:19,099 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.2322, top1-acc=92.97%, top5-acc=99.55%, remaining_time=0:00:27.236176, arrival_time=2021-04-10 03:41:46.335706, cost_time=0:00:03.095011 2021-04-10 03:41:20,557 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.2271, top1-acc=92.94%, top5-acc=99.60%, remaining_time=0:00:25.192326, arrival_time=2021-04-10 03:41:45.749740, cost_time=0:00:04.552839 2021-04-10 03:41:22,016 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.2292, top1-acc=92.89%, top5-acc=99.60%, remaining_time=0:00:23.446176, arrival_time=2021-04-10 03:41:45.462428, cost_time=0:00:06.011840 2021-04-10 03:41:23,475 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.2382, top1-acc=92.70%, top5-acc=99.59%, remaining_time=0:00:21.816050, arrival_time=2021-04-10 03:41:45.291791, cost_time=0:00:07.471272 2021-04-10 03:41:24,931 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.2336, top1-acc=92.86%, top5-acc=99.60%, remaining_time=0:00:20.233128, arrival_time=2021-04-10 03:41:45.164020, cost_time=0:00:08.926379 2021-04-10 03:41:26,391 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.2310, top1-acc=92.84%, top5-acc=99.63%, remaining_time=0:00:18.695880, arrival_time=2021-04-10 03:41:45.086895, cost_time=0:00:10.386621 2021-04-10 03:41:27,851 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.49ms, fps=1753 images/s, loss=0.2334, top1-acc=92.78%, top5-acc=99.60%, remaining_time=0:00:17.178672, arrival_time=2021-04-10 03:41:45.030491, cost_time=0:00:11.847349 2021-04-10 03:41:29,303 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.55ms, fps=1764 images/s, loss=0.2335, top1-acc=92.75%, top5-acc=99.58%, remaining_time=0:00:15.663832, arrival_time=2021-04-10 03:41:44.967755, cost_time=0:00:13.299514 2021-04-10 03:41:30,773 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.17ms, fps=1743 images/s, loss=0.2327, top1-acc=92.77%, top5-acc=99.59%, remaining_time=0:00:14.178048, arrival_time=2021-04-10 03:41:44.951341, cost_time=0:00:14.768801 2021-04-10 03:41:32,241 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.39ms, fps=1744 images/s, loss=0.2336, top1-acc=92.72%, top5-acc=99.59%, remaining_time=0:00:12.694632, arrival_time=2021-04-10 03:41:44.936425, cost_time=0:00:16.237371 2021-04-10 03:41:33,702 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.36ms, fps=1753 images/s, loss=0.2336, top1-acc=92.74%, top5-acc=99.58%, remaining_time=0:00:11.208708, arrival_time=2021-04-10 03:41:44.911140, cost_time=0:00:17.697959 2021-04-10 03:41:35,156 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.68ms, fps=1761 images/s, loss=0.2347, top1-acc=92.73%, top5-acc=99.58%, remaining_time=0:00:09.723582, arrival_time=2021-04-10 03:41:44.880506, cost_time=0:00:19.152540 2021-04-10 03:41:36,610 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.2342, top1-acc=92.76%, top5-acc=99.60%, remaining_time=0:00:08.242528, arrival_time=2021-04-10 03:41:44.853294, cost_time=0:00:20.606306 2021-04-10 03:41:38,068 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.79ms, fps=1757 images/s, loss=0.2363, top1-acc=92.70%, top5-acc=99.59%, remaining_time=0:00:06.766370, arrival_time=2021-04-10 03:41:44.835066, cost_time=0:00:22.064296 2021-04-10 03:41:39,526 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.2369, top1-acc=92.70%, top5-acc=99.60%, remaining_time=0:00:05.292504, arrival_time=2021-04-10 03:41:44.819133, cost_time=0:00:23.522242 2021-04-10 03:41:40,980 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2363, top1-acc=92.71%, top5-acc=99.60%, remaining_time=0:00:03.819920, arrival_time=2021-04-10 03:41:44.800766, cost_time=0:00:24.976458 2021-04-10 03:41:42,444 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.43ms, fps=1749 images/s, loss=0.2357, top1-acc=92.75%, top5-acc=99.60%, remaining_time=0:00:02.350240, arrival_time=2021-04-10 03:41:44.794895, cost_time=0:00:26.440169 2021-04-10 03:41:43,902 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.25ms, fps=1757 images/s, loss=0.2368, top1-acc=92.71%, top5-acc=99.60%, remaining_time=0:00:00.880986, arrival_time=2021-04-10 03:41:44.783249, cost_time=0:00:27.897841 2021-04-10 03:41:44,695 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.23ms, fps=1716 images/s, loss=0.2371, top1-acc=92.71%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:44.695472, cost_time=0:00:28.691091 2021-04-10 03:41:45,282 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.20ms, fps=4370 images/s, loss=0.5456, top1-acc=84.45%, top5-acc=98.83%, remaining_time=0:00:01.757580, arrival_time=2021-04-10 03:41:47.039919, cost_time=0:00:00.585864 2021-04-10 03:41:45,761 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.46ms, fps=5345 images/s, loss=0.5322, top1-acc=85.06%, top5-acc=98.61%, remaining_time=0:00:01.065160, arrival_time=2021-04-10 03:41:46.826789, cost_time=0:00:01.065159 2021-04-10 03:41:46,236 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.30ms, fps=5391 images/s, loss=0.5370, top1-acc=84.79%, top5-acc=98.49%, remaining_time=0:00:00.513460, arrival_time=2021-04-10 03:41:46.750299, cost_time=0:00:01.540365 2021-04-10 03:41:46,670 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.06ms, fps=5351 images/s, loss=0.5228, top1-acc=84.97%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-10 03:41:46.670708, cost_time=0:00:01.974260 2021-04-10 03:41:47,827 INFO : Epoch=0071 complete, best val top1-acc=87.01%, top5-acc=99.06% (epoch=59), remaining_time=1:09:02.769726, arrival_time=2021-04-10 04:50:50.597199, cost_time=0:38:00.129094 2021-04-10 03:41:47,828 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 03:41:49,466 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.53ms, fps=1563 images/s, loss=0.2523, top1-acc=92.58%, top5-acc=99.26%, remaining_time=0:00:30.459360, arrival_time=2021-04-10 03:42:19.925598, cost_time=0:00:01.637604 2021-04-10 03:41:50,923 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.2437, top1-acc=92.81%, top5-acc=99.36%, remaining_time=0:00:27.234416, arrival_time=2021-04-10 03:42:18.157866, cost_time=0:00:03.094811 2021-04-10 03:41:52,384 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.2488, top1-acc=92.40%, top5-acc=99.39%, remaining_time=0:00:25.210752, arrival_time=2021-04-10 03:42:17.595540, cost_time=0:00:04.556157 2021-04-10 03:41:53,837 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.2508, top1-acc=92.26%, top5-acc=99.41%, remaining_time=0:00:23.435412, arrival_time=2021-04-10 03:42:17.273109, cost_time=0:00:06.009065 2021-04-10 03:41:55,296 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=0.2547, top1-acc=92.10%, top5-acc=99.42%, remaining_time=0:00:21.806852, arrival_time=2021-04-10 03:42:17.103614, cost_time=0:00:07.468123 2021-04-10 03:41:56,750 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.87ms, fps=1762 images/s, loss=0.2490, top1-acc=92.24%, top5-acc=99.45%, remaining_time=0:00:20.222792, arrival_time=2021-04-10 03:42:16.973223, cost_time=0:00:08.921817 2021-04-10 03:41:58,203 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.49ms, fps=1763 images/s, loss=0.2432, top1-acc=92.39%, top5-acc=99.47%, remaining_time=0:00:18.674334, arrival_time=2021-04-10 03:42:16.877527, cost_time=0:00:10.374601 2021-04-10 03:41:59,665 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.58ms, fps=1752 images/s, loss=0.2396, top1-acc=92.50%, top5-acc=99.48%, remaining_time=0:00:17.162664, arrival_time=2021-04-10 03:42:16.827623, cost_time=0:00:11.836330 2021-04-10 03:42:01,120 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=2.14ms, fps=1759 images/s, loss=0.2397, top1-acc=92.46%, top5-acc=99.49%, remaining_time=0:00:15.655140, arrival_time=2021-04-10 03:42:16.775799, cost_time=0:00:13.292086 2021-04-10 03:42:02,577 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=2.55ms, fps=1757 images/s, loss=0.2370, top1-acc=92.50%, top5-acc=99.50%, remaining_time=0:00:14.159232, arrival_time=2021-04-10 03:42:16.737063, cost_time=0:00:14.749222 2021-04-10 03:42:04,033 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.61ms, fps=1760 images/s, loss=0.2351, top1-acc=92.56%, top5-acc=99.52%, remaining_time=0:00:12.669090, arrival_time=2021-04-10 03:42:16.702331, cost_time=0:00:16.204654 2021-04-10 03:42:05,488 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.2332, top1-acc=92.64%, top5-acc=99.52%, remaining_time=0:00:11.184844, arrival_time=2021-04-10 03:42:16.673648, cost_time=0:00:17.660243 2021-04-10 03:42:06,949 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.2345, top1-acc=92.58%, top5-acc=99.50%, remaining_time=0:00:09.707544, arrival_time=2021-04-10 03:42:16.657131, cost_time=0:00:19.120955 2021-04-10 03:42:08,400 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.34ms, fps=1766 images/s, loss=0.2344, top1-acc=92.59%, top5-acc=99.52%, remaining_time=0:00:08.228584, arrival_time=2021-04-10 03:42:16.628661, cost_time=0:00:20.571469 2021-04-10 03:42:09,854 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2341, top1-acc=92.57%, top5-acc=99.53%, remaining_time=0:00:06.754548, arrival_time=2021-04-10 03:42:16.608804, cost_time=0:00:22.025698 2021-04-10 03:42:11,310 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.81ms, fps=1759 images/s, loss=0.2349, top1-acc=92.52%, top5-acc=99.54%, remaining_time=0:00:05.283360, arrival_time=2021-04-10 03:42:16.593635, cost_time=0:00:23.481643 2021-04-10 03:42:12,767 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.2372, top1-acc=92.49%, top5-acc=99.53%, remaining_time=0:00:03.814226, arrival_time=2021-04-10 03:42:16.582015, cost_time=0:00:24.939176 2021-04-10 03:42:14,224 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.2376, top1-acc=92.45%, top5-acc=99.54%, remaining_time=0:00:02.346304, arrival_time=2021-04-10 03:42:16.570818, cost_time=0:00:26.395945 2021-04-10 03:42:15,678 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.2371, top1-acc=92.47%, top5-acc=99.55%, remaining_time=0:00:00.879486, arrival_time=2021-04-10 03:42:16.558364, cost_time=0:00:27.850297 2021-04-10 03:42:16,472 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.34ms, fps=1715 images/s, loss=0.2373, top1-acc=92.47%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:16.472239, cost_time=0:00:28.643642 2021-04-10 03:42:17,037 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.24ms, fps=4534 images/s, loss=0.4065, top1-acc=87.85%, top5-acc=99.34%, remaining_time=0:00:01.693740, arrival_time=2021-04-10 03:42:18.731588, cost_time=0:00:00.564585 2021-04-10 03:42:17,514 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.51ms, fps=5381 images/s, loss=0.4010, top1-acc=88.12%, top5-acc=99.18%, remaining_time=0:00:01.040800, arrival_time=2021-04-10 03:42:18.554853, cost_time=0:00:01.040801 2021-04-10 03:42:17,989 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.25ms, fps=5384 images/s, loss=0.4041, top1-acc=88.11%, top5-acc=99.26%, remaining_time=0:00:00.505540, arrival_time=2021-04-10 03:42:18.495398, cost_time=0:00:01.516615 2021-04-10 03:42:18,424 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.06ms, fps=5347 images/s, loss=0.4123, top1-acc=87.69%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:18.424028, cost_time=0:00:01.950805 2021-04-10 03:42:20,461 INFO : Epoch=0072 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:08:31.578752, arrival_time=2021-04-10 04:50:52.040193, cost_time=0:38:32.763074 2021-04-10 03:42:20,462 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 03:42:22,096 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.44ms, fps=1566 images/s, loss=0.2434, top1-acc=92.23%, top5-acc=99.22%, remaining_time=0:00:30.401886, arrival_time=2021-04-10 03:42:52.498603, cost_time=0:00:01.634510 2021-04-10 03:42:23,554 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.2349, top1-acc=92.50%, top5-acc=99.36%, remaining_time=0:00:27.208192, arrival_time=2021-04-10 03:42:50.762276, cost_time=0:00:03.091842 2021-04-10 03:42:25,014 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.61ms, fps=1754 images/s, loss=0.2235, top1-acc=92.92%, top5-acc=99.48%, remaining_time=0:00:25.187512, arrival_time=2021-04-10 03:42:50.201660, cost_time=0:00:04.551946 2021-04-10 03:42:26,464 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.2247, top1-acc=93.05%, top5-acc=99.48%, remaining_time=0:00:23.408112, arrival_time=2021-04-10 03:42:49.872405, cost_time=0:00:06.002091 2021-04-10 03:42:27,922 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.2202, top1-acc=93.19%, top5-acc=99.50%, remaining_time=0:00:21.783054, arrival_time=2021-04-10 03:42:49.705215, cost_time=0:00:07.459932 2021-04-10 03:42:29,380 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.2252, top1-acc=93.01%, top5-acc=99.50%, remaining_time=0:00:20.214224, arrival_time=2021-04-10 03:42:49.594390, cost_time=0:00:08.918036 2021-04-10 03:42:30,835 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2233, top1-acc=93.01%, top5-acc=99.53%, remaining_time=0:00:18.671436, arrival_time=2021-04-10 03:42:49.506670, cost_time=0:00:10.373032 2021-04-10 03:42:32,292 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.2239, top1-acc=92.95%, top5-acc=99.56%, remaining_time=0:00:17.153500, arrival_time=2021-04-10 03:42:49.445798, cost_time=0:00:11.830005 2021-04-10 03:42:33,748 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.2276, top1-acc=92.89%, top5-acc=99.55%, remaining_time=0:00:15.648462, arrival_time=2021-04-10 03:42:49.397083, cost_time=0:00:13.286432 2021-04-10 03:42:35,206 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.69ms, fps=1757 images/s, loss=0.2266, top1-acc=92.94%, top5-acc=99.55%, remaining_time=0:00:14.154240, arrival_time=2021-04-10 03:42:49.360351, cost_time=0:00:14.743982 2021-04-10 03:42:36,667 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.2254, top1-acc=93.01%, top5-acc=99.57%, remaining_time=0:00:12.669176, arrival_time=2021-04-10 03:42:49.336124, cost_time=0:00:16.204750 2021-04-10 03:42:38,124 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.2248, top1-acc=92.99%, top5-acc=99.58%, remaining_time=0:00:11.186364, arrival_time=2021-04-10 03:42:49.311133, cost_time=0:00:17.662643 2021-04-10 03:42:39,578 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.2259, top1-acc=92.92%, top5-acc=99.58%, remaining_time=0:00:09.704970, arrival_time=2021-04-10 03:42:49.283102, cost_time=0:00:19.115902 2021-04-10 03:42:41,040 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.2265, top1-acc=92.89%, top5-acc=99.58%, remaining_time=0:00:08.231384, arrival_time=2021-04-10 03:42:49.272027, cost_time=0:00:20.578504 2021-04-10 03:42:42,498 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.2274, top1-acc=92.88%, top5-acc=99.59%, remaining_time=0:00:06.757952, arrival_time=2021-04-10 03:42:49.256844, cost_time=0:00:22.036776 2021-04-10 03:42:43,951 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.78ms, fps=1763 images/s, loss=0.2269, top1-acc=92.91%, top5-acc=99.58%, remaining_time=0:00:05.285160, arrival_time=2021-04-10 03:42:49.236938, cost_time=0:00:23.489594 2021-04-10 03:42:45,410 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.2274, top1-acc=92.91%, top5-acc=99.57%, remaining_time=0:00:03.815526, arrival_time=2021-04-10 03:42:49.225435, cost_time=0:00:24.947707 2021-04-10 03:42:46,867 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.2258, top1-acc=92.97%, top5-acc=99.58%, remaining_time=0:00:02.347184, arrival_time=2021-04-10 03:42:49.215080, cost_time=0:00:26.405773 2021-04-10 03:42:48,322 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.24ms, fps=1760 images/s, loss=0.2244, top1-acc=93.00%, top5-acc=99.59%, remaining_time=0:00:00.879810, arrival_time=2021-04-10 03:42:49.202673, cost_time=0:00:27.860741 2021-04-10 03:42:49,114 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.24ms, fps=1720 images/s, loss=0.2259, top1-acc=92.97%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:49.114154, cost_time=0:00:28.652033 2021-04-10 03:42:49,674 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.41ms, fps=4578 images/s, loss=0.5368, top1-acc=83.87%, top5-acc=98.95%, remaining_time=0:00:01.677480, arrival_time=2021-04-10 03:42:51.351877, cost_time=0:00:00.559160 2021-04-10 03:42:50,152 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.31ms, fps=5363 images/s, loss=0.5113, top1-acc=85.04%, top5-acc=98.96%, remaining_time=0:00:01.036940, arrival_time=2021-04-10 03:42:51.189063, cost_time=0:00:01.036946 2021-04-10 03:42:50,626 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.39ms, fps=5396 images/s, loss=0.5142, top1-acc=84.97%, top5-acc=98.91%, remaining_time=0:00:00.503900, arrival_time=2021-04-10 03:42:51.130809, cost_time=0:00:01.511707 2021-04-10 03:42:51,060 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.07ms, fps=5350 images/s, loss=0.5050, top1-acc=85.07%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:42:51.060930, cost_time=0:00:01.945774 2021-04-10 03:42:52,078 INFO : Epoch=0073 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:07:58.579600, arrival_time=2021-04-10 04:50:50.658354, cost_time=0:39:04.380398 2021-04-10 03:42:52,079 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 03:42:53,699 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.39ms, fps=1580 images/s, loss=0.1993, top1-acc=93.28%, top5-acc=99.77%, remaining_time=0:00:30.137952, arrival_time=2021-04-10 03:43:23.837763, cost_time=0:00:01.620324 2021-04-10 03:42:55,155 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.1953, top1-acc=93.77%, top5-acc=99.75%, remaining_time=0:00:27.067216, arrival_time=2021-04-10 03:43:22.222537, cost_time=0:00:03.075829 2021-04-10 03:42:56,614 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.78ms, fps=1755 images/s, loss=0.2077, top1-acc=93.61%, top5-acc=99.66%, remaining_time=0:00:25.094386, arrival_time=2021-04-10 03:43:21.709099, cost_time=0:00:04.535121 2021-04-10 03:42:58,078 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.64ms, fps=1750 images/s, loss=0.2072, top1-acc=93.54%, top5-acc=99.68%, remaining_time=0:00:23.395164, arrival_time=2021-04-10 03:43:21.473505, cost_time=0:00:05.998746 2021-04-10 03:42:59,532 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.63ms, fps=1761 images/s, loss=0.2133, top1-acc=93.36%, top5-acc=99.62%, remaining_time=0:00:21.762468, arrival_time=2021-04-10 03:43:21.294948, cost_time=0:00:07.452923 2021-04-10 03:43:00,988 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.2147, top1-acc=93.27%, top5-acc=99.61%, remaining_time=0:00:20.192328, arrival_time=2021-04-10 03:43:21.180358, cost_time=0:00:08.908377 2021-04-10 03:43:02,447 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.2143, top1-acc=93.28%, top5-acc=99.60%, remaining_time=0:00:18.661608, arrival_time=2021-04-10 03:43:21.108709, cost_time=0:00:10.367592 2021-04-10 03:43:03,901 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.63ms, fps=1761 images/s, loss=0.2174, top1-acc=93.14%, top5-acc=99.59%, remaining_time=0:00:17.141204, arrival_time=2021-04-10 03:43:21.042302, cost_time=0:00:11.821537 2021-04-10 03:43:05,358 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.2165, top1-acc=93.15%, top5-acc=99.61%, remaining_time=0:00:15.639982, arrival_time=2021-04-10 03:43:20.998666, cost_time=0:00:13.279208 2021-04-10 03:43:06,815 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.61ms, fps=1758 images/s, loss=0.2184, top1-acc=93.07%, top5-acc=99.59%, remaining_time=0:00:14.146560, arrival_time=2021-04-10 03:43:20.962109, cost_time=0:00:14.735988 2021-04-10 03:43:08,267 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.2218, top1-acc=92.92%, top5-acc=99.58%, remaining_time=0:00:12.656276, arrival_time=2021-04-10 03:43:20.923970, cost_time=0:00:16.188213 2021-04-10 03:43:09,723 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.2234, top1-acc=92.85%, top5-acc=99.58%, remaining_time=0:00:11.174128, arrival_time=2021-04-10 03:43:20.897131, cost_time=0:00:17.643395 2021-04-10 03:43:11,177 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.2265, top1-acc=92.77%, top5-acc=99.57%, remaining_time=0:00:09.695796, arrival_time=2021-04-10 03:43:20.873069, cost_time=0:00:19.097781 2021-04-10 03:43:12,632 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.2270, top1-acc=92.75%, top5-acc=99.58%, remaining_time=0:00:08.221192, arrival_time=2021-04-10 03:43:20.853813, cost_time=0:00:20.552972 2021-04-10 03:43:14,087 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.2300, top1-acc=92.70%, top5-acc=99.58%, remaining_time=0:00:06.749212, arrival_time=2021-04-10 03:43:20.837008, cost_time=0:00:22.008280 2021-04-10 03:43:15,540 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.2299, top1-acc=92.70%, top5-acc=99.58%, remaining_time=0:00:05.278824, arrival_time=2021-04-10 03:43:20.819724, cost_time=0:00:23.461420 2021-04-10 03:43:17,000 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.84ms, fps=1755 images/s, loss=0.2305, top1-acc=92.71%, top5-acc=99.57%, remaining_time=0:00:03.811392, arrival_time=2021-04-10 03:43:20.811564, cost_time=0:00:24.920691 2021-04-10 03:43:18,457 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.72ms, fps=1757 images/s, loss=0.2294, top1-acc=92.71%, top5-acc=99.58%, remaining_time=0:00:02.344688, arrival_time=2021-04-10 03:43:20.802019, cost_time=0:00:26.377772 2021-04-10 03:43:19,912 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.30ms, fps=1760 images/s, loss=0.2295, top1-acc=92.75%, top5-acc=99.58%, remaining_time=0:00:00.878928, arrival_time=2021-04-10 03:43:20.791208, cost_time=0:00:27.832803 2021-04-10 03:43:20,703 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.32ms, fps=1720 images/s, loss=0.2281, top1-acc=92.78%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:20.703386, cost_time=0:00:28.623904 2021-04-10 03:43:21,256 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.20ms, fps=4636 images/s, loss=0.5675, top1-acc=84.34%, top5-acc=98.67%, remaining_time=0:00:01.656480, arrival_time=2021-04-10 03:43:22.913110, cost_time=0:00:00.552159 2021-04-10 03:43:21,730 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.70ms, fps=5407 images/s, loss=0.5425, top1-acc=84.65%, top5-acc=98.93%, remaining_time=0:00:01.025960, arrival_time=2021-04-10 03:43:22.756392, cost_time=0:00:01.025956 2021-04-10 03:43:22,206 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.46ms, fps=5377 images/s, loss=0.5410, top1-acc=84.88%, top5-acc=99.01%, remaining_time=0:00:00.500780, arrival_time=2021-04-10 03:43:22.707659, cost_time=0:00:01.502349 2021-04-10 03:43:22,643 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.08ms, fps=5325 images/s, loss=0.5350, top1-acc=85.14%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:22.643037, cost_time=0:00:01.938527 2021-04-10 03:43:24,531 INFO : Epoch=0074 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:07:27.040242, arrival_time=2021-04-10 04:50:51.571833, cost_time=0:39:36.833184 2021-04-10 03:43:24,533 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 03:43:26,150 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.43ms, fps=1583 images/s, loss=0.2284, top1-acc=92.77%, top5-acc=99.53%, remaining_time=0:00:30.080292, arrival_time=2021-04-10 03:43:56.231087, cost_time=0:00:01.617220 2021-04-10 03:43:27,608 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=0.2150, top1-acc=93.14%, top5-acc=99.59%, remaining_time=0:00:27.060352, arrival_time=2021-04-10 03:43:54.668836, cost_time=0:00:03.075038 2021-04-10 03:43:29,067 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.61ms, fps=1756 images/s, loss=0.2063, top1-acc=93.46%, top5-acc=99.64%, remaining_time=0:00:25.086252, arrival_time=2021-04-10 03:43:54.153369, cost_time=0:00:04.533672 2021-04-10 03:43:30,523 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.91ms, fps=1759 images/s, loss=0.2007, top1-acc=93.68%, top5-acc=99.69%, remaining_time=0:00:23.360064, arrival_time=2021-04-10 03:43:53.883298, cost_time=0:00:05.989753 2021-04-10 03:43:31,979 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=2.03ms, fps=1759 images/s, loss=0.2026, top1-acc=93.64%, top5-acc=99.70%, remaining_time=0:00:21.741590, arrival_time=2021-04-10 03:43:53.720768, cost_time=0:00:07.445753 2021-04-10 03:43:33,433 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.2068, top1-acc=93.54%, top5-acc=99.68%, remaining_time=0:00:20.174376, arrival_time=2021-04-10 03:43:53.608253, cost_time=0:00:08.900486 2021-04-10 03:43:34,889 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2092, top1-acc=93.48%, top5-acc=99.67%, remaining_time=0:00:18.640566, arrival_time=2021-04-10 03:43:53.529853, cost_time=0:00:10.355837 2021-04-10 03:43:36,341 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.2154, top1-acc=93.32%, top5-acc=99.62%, remaining_time=0:00:17.122296, arrival_time=2021-04-10 03:43:53.464137, cost_time=0:00:11.808482 2021-04-10 03:43:37,797 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.2152, top1-acc=93.26%, top5-acc=99.63%, remaining_time=0:00:15.622492, arrival_time=2021-04-10 03:43:53.420278, cost_time=0:00:13.264342 2021-04-10 03:43:39,257 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.2202, top1-acc=93.10%, top5-acc=99.62%, remaining_time=0:00:14.135136, arrival_time=2021-04-10 03:43:53.392590, cost_time=0:00:14.724095 2021-04-10 03:43:40,715 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.2201, top1-acc=93.11%, top5-acc=99.61%, remaining_time=0:00:12.651288, arrival_time=2021-04-10 03:43:53.366664, cost_time=0:00:16.181934 2021-04-10 03:43:42,167 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.2197, top1-acc=93.11%, top5-acc=99.63%, remaining_time=0:00:11.168352, arrival_time=2021-04-10 03:43:53.336009, cost_time=0:00:17.634291 2021-04-10 03:43:43,622 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.54ms, fps=1761 images/s, loss=0.2194, top1-acc=93.12%, top5-acc=99.64%, remaining_time=0:00:09.691110, arrival_time=2021-04-10 03:43:53.313164, cost_time=0:00:19.088614 2021-04-10 03:43:45,088 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.56ms, fps=1747 images/s, loss=0.2195, top1-acc=93.15%, top5-acc=99.64%, remaining_time=0:00:08.221976, arrival_time=2021-04-10 03:43:53.310270, cost_time=0:00:20.554917 2021-04-10 03:43:46,542 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.2194, top1-acc=93.10%, top5-acc=99.65%, remaining_time=0:00:06.749534, arrival_time=2021-04-10 03:43:53.292201, cost_time=0:00:22.009304 2021-04-10 03:43:47,998 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.58ms, fps=1760 images/s, loss=0.2206, top1-acc=93.06%, top5-acc=99.64%, remaining_time=0:00:05.279544, arrival_time=2021-04-10 03:43:53.277656, cost_time=0:00:23.464693 2021-04-10 03:43:49,453 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.2224, top1-acc=93.03%, top5-acc=99.63%, remaining_time=0:00:03.811236, arrival_time=2021-04-10 03:43:53.264241, cost_time=0:00:24.919619 2021-04-10 03:43:50,912 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.2228, top1-acc=93.01%, top5-acc=99.63%, remaining_time=0:00:02.344832, arrival_time=2021-04-10 03:43:53.257561, cost_time=0:00:26.379367 2021-04-10 03:43:52,370 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=0.2227, top1-acc=92.99%, top5-acc=99.62%, remaining_time=0:00:00.879072, arrival_time=2021-04-10 03:43:53.249675, cost_time=0:00:27.837263 2021-04-10 03:43:53,159 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.02ms, fps=1726 images/s, loss=0.2232, top1-acc=92.98%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:53.159036, cost_time=0:00:28.625602 2021-04-10 03:43:53,713 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.35ms, fps=4625 images/s, loss=0.4961, top1-acc=85.78%, top5-acc=98.67%, remaining_time=0:00:01.660440, arrival_time=2021-04-10 03:43:55.374089, cost_time=0:00:00.553479 2021-04-10 03:43:54,197 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=3.61ms, fps=5294 images/s, loss=0.5096, top1-acc=85.61%, top5-acc=98.57%, remaining_time=0:00:01.037540, arrival_time=2021-04-10 03:43:55.235295, cost_time=0:00:01.037548 2021-04-10 03:43:54,676 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.34ms, fps=5352 images/s, loss=0.5025, top1-acc=85.59%, top5-acc=98.68%, remaining_time=0:00:00.505460, arrival_time=2021-04-10 03:43:55.182018, cost_time=0:00:01.516378 2021-04-10 03:43:55,114 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.10ms, fps=5297 images/s, loss=0.5041, top1-acc=85.55%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:43:55.114928, cost_time=0:00:01.954764 2021-04-10 03:43:56,225 INFO : Epoch=0075 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:06:54.212375, arrival_time=2021-04-10 04:50:50.438137, cost_time=0:40:08.527402 2021-04-10 03:43:56,226 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 03:43:57,846 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.75ms, fps=1581 images/s, loss=0.2248, top1-acc=92.62%, top5-acc=99.53%, remaining_time=0:00:30.120654, arrival_time=2021-04-10 03:44:27.966604, cost_time=0:00:01.619387 2021-04-10 03:43:59,301 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.2251, top1-acc=92.85%, top5-acc=99.57%, remaining_time=0:00:27.055952, arrival_time=2021-04-10 03:44:26.357157, cost_time=0:00:03.074547 2021-04-10 03:44:00,757 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.2200, top1-acc=93.06%, top5-acc=99.58%, remaining_time=0:00:25.072806, arrival_time=2021-04-10 03:44:25.830562, cost_time=0:00:04.531242 2021-04-10 03:44:02,215 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.2208, top1-acc=93.08%, top5-acc=99.59%, remaining_time=0:00:23.355852, arrival_time=2021-04-10 03:44:25.571108, cost_time=0:00:05.988690 2021-04-10 03:44:03,672 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.2237, top1-acc=92.92%, top5-acc=99.63%, remaining_time=0:00:21.742174, arrival_time=2021-04-10 03:44:25.414662, cost_time=0:00:07.445926 2021-04-10 03:44:05,125 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.82ms, fps=1762 images/s, loss=0.2255, top1-acc=92.88%, top5-acc=99.57%, remaining_time=0:00:20.171384, arrival_time=2021-04-10 03:44:25.297071, cost_time=0:00:08.899143 2021-04-10 03:44:06,582 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.2247, top1-acc=92.91%, top5-acc=99.57%, remaining_time=0:00:18.640314, arrival_time=2021-04-10 03:44:25.222563, cost_time=0:00:10.355730 2021-04-10 03:44:08,033 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.65ms, fps=1765 images/s, loss=0.2234, top1-acc=92.98%, top5-acc=99.59%, remaining_time=0:00:17.119860, arrival_time=2021-04-10 03:44:25.153216, cost_time=0:00:11.806799 2021-04-10 03:44:09,485 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.36ms, fps=1764 images/s, loss=0.2230, top1-acc=92.95%, top5-acc=99.60%, remaining_time=0:00:15.616026, arrival_time=2021-04-10 03:44:25.101406, cost_time=0:00:13.258886 2021-04-10 03:44:10,939 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.2220, top1-acc=93.04%, top5-acc=99.59%, remaining_time=0:00:14.124864, arrival_time=2021-04-10 03:44:25.064775, cost_time=0:00:14.713366 2021-04-10 03:44:12,396 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.2221, top1-acc=93.06%, top5-acc=99.59%, remaining_time=0:00:12.641914, arrival_time=2021-04-10 03:44:25.038303, cost_time=0:00:16.169877 2021-04-10 03:44:13,854 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.2233, top1-acc=93.06%, top5-acc=99.58%, remaining_time=0:00:11.164324, arrival_time=2021-04-10 03:44:25.018701, cost_time=0:00:17.627894 2021-04-10 03:44:15,308 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.67ms, fps=1761 images/s, loss=0.2230, top1-acc=93.10%, top5-acc=99.60%, remaining_time=0:00:09.687876, arrival_time=2021-04-10 03:44:24.996573, cost_time=0:00:19.082123 2021-04-10 03:44:16,763 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.2235, top1-acc=93.13%, top5-acc=99.59%, remaining_time=0:00:08.214864, arrival_time=2021-04-10 03:44:24.978568, cost_time=0:00:20.537208 2021-04-10 03:44:18,216 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.65ms, fps=1763 images/s, loss=0.2285, top1-acc=92.94%, top5-acc=99.58%, remaining_time=0:00:06.743508, arrival_time=2021-04-10 03:44:24.959727, cost_time=0:00:21.989739 2021-04-10 03:44:19,670 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.32ms, fps=1761 images/s, loss=0.2306, top1-acc=92.81%, top5-acc=99.57%, remaining_time=0:00:05.274900, arrival_time=2021-04-10 03:44:24.945529, cost_time=0:00:23.443989 2021-04-10 03:44:21,123 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.2307, top1-acc=92.79%, top5-acc=99.57%, remaining_time=0:00:03.807830, arrival_time=2021-04-10 03:44:24.931619, cost_time=0:00:24.897269 2021-04-10 03:44:22,583 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.2306, top1-acc=92.76%, top5-acc=99.58%, remaining_time=0:00:02.342816, arrival_time=2021-04-10 03:44:24.925974, cost_time=0:00:26.356682 2021-04-10 03:44:24,038 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.24ms, fps=1759 images/s, loss=0.2302, top1-acc=92.78%, top5-acc=99.57%, remaining_time=0:00:00.878286, arrival_time=2021-04-10 03:44:24.917135, cost_time=0:00:27.812360 2021-04-10 03:44:24,830 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.17ms, fps=1719 images/s, loss=0.2300, top1-acc=92.79%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:24.830754, cost_time=0:00:28.604126 2021-04-10 03:44:25,408 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.30ms, fps=4444 images/s, loss=0.4188, top1-acc=87.34%, top5-acc=99.37%, remaining_time=0:00:01.728060, arrival_time=2021-04-10 03:44:27.136468, cost_time=0:00:00.576016 2021-04-10 03:44:25,884 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.80ms, fps=5381 images/s, loss=0.4269, top1-acc=87.25%, top5-acc=99.37%, remaining_time=0:00:01.052100, arrival_time=2021-04-10 03:44:26.936654, cost_time=0:00:01.052093 2021-04-10 03:44:26,362 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.45ms, fps=5363 images/s, loss=0.4308, top1-acc=87.10%, top5-acc=99.27%, remaining_time=0:00:00.509990, arrival_time=2021-04-10 03:44:26.872343, cost_time=0:00:01.529958 2021-04-10 03:44:26,798 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=5329 images/s, loss=0.4639, top1-acc=86.85%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:26.798045, cost_time=0:00:01.965681 2021-04-10 03:44:27,911 INFO : Epoch=0076 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:06:21.399936, arrival_time=2021-04-10 04:50:49.311215, cost_time=0:40:40.212898 2021-04-10 03:44:27,912 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 03:44:29,527 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.44ms, fps=1585 images/s, loss=0.2041, top1-acc=93.63%, top5-acc=99.61%, remaining_time=0:00:30.039186, arrival_time=2021-04-10 03:44:59.566587, cost_time=0:00:01.615011 2021-04-10 03:44:30,989 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.1965, top1-acc=93.61%, top5-acc=99.67%, remaining_time=0:00:27.074432, arrival_time=2021-04-10 03:44:58.063573, cost_time=0:00:03.076642 2021-04-10 03:44:32,446 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.1995, top1-acc=93.74%, top5-acc=99.65%, remaining_time=0:00:25.084924, arrival_time=2021-04-10 03:44:57.530826, cost_time=0:00:04.533415 2021-04-10 03:44:33,903 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.2002, top1-acc=93.73%, top5-acc=99.66%, remaining_time=0:00:23.365680, arrival_time=2021-04-10 03:44:57.269202, cost_time=0:00:05.991182 2021-04-10 03:44:35,358 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.64ms, fps=1760 images/s, loss=0.2045, top1-acc=93.63%, top5-acc=99.61%, remaining_time=0:00:21.743050, arrival_time=2021-04-10 03:44:57.101702, cost_time=0:00:07.446263 2021-04-10 03:44:36,816 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.73ms, fps=1756 images/s, loss=0.2078, top1-acc=93.56%, top5-acc=99.64%, remaining_time=0:00:20.183488, arrival_time=2021-04-10 03:44:57.000374, cost_time=0:00:08.904494 2021-04-10 03:44:38,268 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.2132, top1-acc=93.41%, top5-acc=99.60%, remaining_time=0:00:18.640566, arrival_time=2021-04-10 03:44:56.908748, cost_time=0:00:10.355858 2021-04-10 03:44:39,724 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=0.2139, top1-acc=93.42%, top5-acc=99.60%, remaining_time=0:00:17.126704, arrival_time=2021-04-10 03:44:56.850709, cost_time=0:00:11.811500 2021-04-10 03:44:41,179 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.2114, top1-acc=93.48%, top5-acc=99.61%, remaining_time=0:00:15.626308, arrival_time=2021-04-10 03:44:56.806235, cost_time=0:00:13.267611 2021-04-10 03:44:42,637 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.2161, top1-acc=93.38%, top5-acc=99.59%, remaining_time=0:00:14.136000, arrival_time=2021-04-10 03:44:56.773404, cost_time=0:00:14.725018 2021-04-10 03:44:44,096 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=0.2180, top1-acc=93.30%, top5-acc=99.58%, remaining_time=0:00:12.653352, arrival_time=2021-04-10 03:44:56.750163, cost_time=0:00:16.184482 2021-04-10 03:44:45,548 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.44ms, fps=1764 images/s, loss=0.2170, top1-acc=93.30%, top5-acc=99.60%, remaining_time=0:00:11.169644, arrival_time=2021-04-10 03:44:56.718217, cost_time=0:00:17.636242 2021-04-10 03:44:47,001 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.92ms, fps=1762 images/s, loss=0.2165, top1-acc=93.31%, top5-acc=99.60%, remaining_time=0:00:09.691440, arrival_time=2021-04-10 03:44:56.692992, cost_time=0:00:19.089164 2021-04-10 03:44:48,456 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.2171, top1-acc=93.33%, top5-acc=99.60%, remaining_time=0:00:08.217440, arrival_time=2021-04-10 03:44:56.673420, cost_time=0:00:20.543629 2021-04-10 03:44:49,913 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.2200, top1-acc=93.24%, top5-acc=99.60%, remaining_time=0:00:06.747004, arrival_time=2021-04-10 03:44:56.660562, cost_time=0:00:22.001159 2021-04-10 03:44:51,368 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.60ms, fps=1760 images/s, loss=0.2208, top1-acc=93.23%, top5-acc=99.59%, remaining_time=0:00:05.277672, arrival_time=2021-04-10 03:44:56.646432, cost_time=0:00:23.456369 2021-04-10 03:44:52,822 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.2220, top1-acc=93.20%, top5-acc=99.60%, remaining_time=0:00:03.809858, arrival_time=2021-04-10 03:44:56.632808, cost_time=0:00:24.910633 2021-04-10 03:44:54,278 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.2230, top1-acc=93.16%, top5-acc=99.60%, remaining_time=0:00:02.343648, arrival_time=2021-04-10 03:44:56.621964, cost_time=0:00:26.366003 2021-04-10 03:44:55,731 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.2222, top1-acc=93.20%, top5-acc=99.59%, remaining_time=0:00:00.878508, arrival_time=2021-04-10 03:44:56.610219, cost_time=0:00:27.819382 2021-04-10 03:44:56,520 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.24ms, fps=1724 images/s, loss=0.2234, top1-acc=93.16%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:56.520923, cost_time=0:00:28.608611 2021-04-10 03:44:57,072 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.21ms, fps=4651 images/s, loss=0.4618, top1-acc=85.82%, top5-acc=98.95%, remaining_time=0:00:01.651380, arrival_time=2021-04-10 03:44:58.723872, cost_time=0:00:00.550457 2021-04-10 03:44:57,548 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.32ms, fps=5378 images/s, loss=0.4443, top1-acc=86.31%, top5-acc=98.85%, remaining_time=0:00:01.026920, arrival_time=2021-04-10 03:44:58.575806, cost_time=0:00:01.026914 2021-04-10 03:44:58,027 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.32ms, fps=5349 images/s, loss=0.4479, top1-acc=86.45%, top5-acc=98.80%, remaining_time=0:00:00.501950, arrival_time=2021-04-10 03:44:58.529783, cost_time=0:00:01.505843 2021-04-10 03:44:58,462 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.05ms, fps=5345 images/s, loss=0.4457, top1-acc=86.23%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:44:58.462259, cost_time=0:00:01.940313 2021-04-10 03:44:59,475 INFO : Epoch=0077 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:05:48.423369, arrival_time=2021-04-10 04:50:47.898976, cost_time=0:41:11.777212 2021-04-10 03:44:59,476 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 03:45:01,099 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.40ms, fps=1577 images/s, loss=0.2403, top1-acc=92.70%, top5-acc=99.57%, remaining_time=0:00:30.191148, arrival_time=2021-04-10 03:45:31.291092, cost_time=0:00:01.623175 2021-04-10 03:45:02,554 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.2355, top1-acc=92.89%, top5-acc=99.51%, remaining_time=0:00:27.082176, arrival_time=2021-04-10 03:45:29.636552, cost_time=0:00:03.077526 2021-04-10 03:45:04,006 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.61ms, fps=1763 images/s, loss=0.2286, top1-acc=93.11%, top5-acc=99.52%, remaining_time=0:00:25.066498, arrival_time=2021-04-10 03:45:29.073345, cost_time=0:00:04.530078 2021-04-10 03:45:05,462 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.2257, top1-acc=92.99%, top5-acc=99.56%, remaining_time=0:00:23.343216, arrival_time=2021-04-10 03:45:28.805503, cost_time=0:00:05.985443 2021-04-10 03:45:06,927 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.54ms, fps=1747 images/s, loss=0.2218, top1-acc=93.07%, top5-acc=99.59%, remaining_time=0:00:21.756920, arrival_time=2021-04-10 03:45:28.684787, cost_time=0:00:07.451015 2021-04-10 03:45:08,383 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.2204, top1-acc=93.13%, top5-acc=99.57%, remaining_time=0:00:20.187704, arrival_time=2021-04-10 03:45:28.570906, cost_time=0:00:08.906333 2021-04-10 03:45:09,844 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.2177, top1-acc=93.22%, top5-acc=99.59%, remaining_time=0:00:18.661104, arrival_time=2021-04-10 03:45:28.505209, cost_time=0:00:10.367260 2021-04-10 03:45:11,300 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.2187, top1-acc=93.17%, top5-acc=99.58%, remaining_time=0:00:17.143988, arrival_time=2021-04-10 03:45:28.444288, cost_time=0:00:11.823420 2021-04-10 03:45:12,757 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.2179, top1-acc=93.19%, top5-acc=99.61%, remaining_time=0:00:15.640936, arrival_time=2021-04-10 03:45:28.397895, cost_time=0:00:13.280024 2021-04-10 03:45:14,215 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.33ms, fps=1755 images/s, loss=0.2191, top1-acc=93.15%, top5-acc=99.61%, remaining_time=0:00:14.149536, arrival_time=2021-04-10 03:45:28.365451, cost_time=0:00:14.739120 2021-04-10 03:45:15,675 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.2189, top1-acc=93.17%, top5-acc=99.62%, remaining_time=0:00:12.664102, arrival_time=2021-04-10 03:45:28.339178, cost_time=0:00:16.198233 2021-04-10 03:45:17,129 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.2176, top1-acc=93.19%, top5-acc=99.62%, remaining_time=0:00:11.180208, arrival_time=2021-04-10 03:45:28.309980, cost_time=0:00:17.652947 2021-04-10 03:45:18,592 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=4.13ms, fps=1751 images/s, loss=0.2184, top1-acc=93.17%, top5-acc=99.62%, remaining_time=0:00:09.704706, arrival_time=2021-04-10 03:45:28.296930, cost_time=0:00:19.115381 2021-04-10 03:45:20,048 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.34ms, fps=1758 images/s, loss=0.2181, top1-acc=93.16%, top5-acc=99.62%, remaining_time=0:00:08.228808, arrival_time=2021-04-10 03:45:28.277582, cost_time=0:00:20.571993 2021-04-10 03:45:21,502 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.2180, top1-acc=93.18%, top5-acc=99.61%, remaining_time=0:00:06.754410, arrival_time=2021-04-10 03:45:28.256597, cost_time=0:00:22.025250 2021-04-10 03:45:22,961 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.2178, top1-acc=93.21%, top5-acc=99.60%, remaining_time=0:00:05.284152, arrival_time=2021-04-10 03:45:28.246000, cost_time=0:00:23.485057 2021-04-10 03:45:24,418 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.2182, top1-acc=93.22%, top5-acc=99.61%, remaining_time=0:00:03.814642, arrival_time=2021-04-10 03:45:28.233338, cost_time=0:00:24.941931 2021-04-10 03:45:25,871 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.57ms, fps=1763 images/s, loss=0.2200, top1-acc=93.19%, top5-acc=99.59%, remaining_time=0:00:02.346192, arrival_time=2021-04-10 03:45:28.217645, cost_time=0:00:26.394621 2021-04-10 03:45:27,329 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.26ms, fps=1756 images/s, loss=0.2200, top1-acc=93.19%, top5-acc=99.59%, remaining_time=0:00:00.879570, arrival_time=2021-04-10 03:45:28.209486, cost_time=0:00:27.853122 2021-04-10 03:45:28,120 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.51ms, fps=1722 images/s, loss=0.2213, top1-acc=93.15%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:28.120385, cost_time=0:00:28.643622 2021-04-10 03:45:28,672 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.38ms, fps=4646 images/s, loss=0.4465, top1-acc=86.25%, top5-acc=98.59%, remaining_time=0:00:01.653000, arrival_time=2021-04-10 03:45:30.325486, cost_time=0:00:00.551001 2021-04-10 03:45:29,151 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.21ms, fps=5355 images/s, loss=0.4445, top1-acc=86.46%, top5-acc=98.73%, remaining_time=0:00:01.029560, arrival_time=2021-04-10 03:45:30.180564, cost_time=0:00:01.029562 2021-04-10 03:45:29,627 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.51ms, fps=5381 images/s, loss=0.4440, top1-acc=86.47%, top5-acc=98.84%, remaining_time=0:00:00.501890, arrival_time=2021-04-10 03:45:30.129025, cost_time=0:00:01.505680 2021-04-10 03:45:30,063 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.07ms, fps=5327 images/s, loss=0.4374, top1-acc=86.43%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:30.063009, cost_time=0:00:01.941583 2021-04-10 03:45:31,123 INFO : Epoch=0078 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:05:15.613180, arrival_time=2021-04-10 04:50:46.736398, cost_time=0:41:43.424840 2021-04-10 03:45:31,124 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 03:45:32,754 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.99ms, fps=1571 images/s, loss=0.2278, top1-acc=92.73%, top5-acc=99.61%, remaining_time=0:00:30.315954, arrival_time=2021-04-10 03:46:03.070266, cost_time=0:00:01.629888 2021-04-10 03:45:34,224 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.2234, top1-acc=92.93%, top5-acc=99.57%, remaining_time=0:00:27.280352, arrival_time=2021-04-10 03:46:01.504792, cost_time=0:00:03.100049 2021-04-10 03:45:35,680 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=0.2228, top1-acc=93.06%, top5-acc=99.52%, remaining_time=0:00:25.208594, arrival_time=2021-04-10 03:46:00.888768, cost_time=0:00:04.555773 2021-04-10 03:45:37,136 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.2172, top1-acc=93.19%, top5-acc=99.57%, remaining_time=0:00:23.448048, arrival_time=2021-04-10 03:46:00.584783, cost_time=0:00:06.012339 2021-04-10 03:45:38,594 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.81ms, fps=1757 images/s, loss=0.2119, top1-acc=93.37%, top5-acc=99.55%, remaining_time=0:00:21.811524, arrival_time=2021-04-10 03:46:00.405628, cost_time=0:00:07.469712 2021-04-10 03:45:40,050 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.2100, top1-acc=93.40%, top5-acc=99.57%, remaining_time=0:00:20.233536, arrival_time=2021-04-10 03:46:00.284429, cost_time=0:00:08.926568 2021-04-10 03:45:41,506 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.34ms, fps=1760 images/s, loss=0.2116, top1-acc=93.33%, top5-acc=99.57%, remaining_time=0:00:18.687312, arrival_time=2021-04-10 03:46:00.193573, cost_time=0:00:10.381861 2021-04-10 03:45:42,965 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.2112, top1-acc=93.36%, top5-acc=99.56%, remaining_time=0:00:17.169392, arrival_time=2021-04-10 03:46:00.134731, cost_time=0:00:11.840965 2021-04-10 03:45:44,421 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.2112, top1-acc=93.38%, top5-acc=99.57%, remaining_time=0:00:15.660970, arrival_time=2021-04-10 03:46:00.082382, cost_time=0:00:13.297076 2021-04-10 03:45:45,882 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.2108, top1-acc=93.37%, top5-acc=99.59%, remaining_time=0:00:14.167872, arrival_time=2021-04-10 03:46:00.050373, cost_time=0:00:14.758184 2021-04-10 03:45:47,341 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=2.44ms, fps=1756 images/s, loss=0.2099, top1-acc=93.42%, top5-acc=99.61%, remaining_time=0:00:12.678550, arrival_time=2021-04-10 03:46:00.019668, cost_time=0:00:16.216708 2021-04-10 03:45:48,798 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.2108, top1-acc=93.38%, top5-acc=99.61%, remaining_time=0:00:11.193888, arrival_time=2021-04-10 03:45:59.992729, cost_time=0:00:17.674526 2021-04-10 03:45:50,253 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.89ms, fps=1760 images/s, loss=0.2119, top1-acc=93.38%, top5-acc=99.62%, remaining_time=0:00:09.711768, arrival_time=2021-04-10 03:45:59.965498, cost_time=0:00:19.129305 2021-04-10 03:45:51,709 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.55ms, fps=1759 images/s, loss=0.2137, top1-acc=93.32%, top5-acc=99.61%, remaining_time=0:00:08.234016, arrival_time=2021-04-10 03:45:59.943384, cost_time=0:00:20.585027 2021-04-10 03:45:53,165 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.2150, top1-acc=93.26%, top5-acc=99.60%, remaining_time=0:00:06.759424, arrival_time=2021-04-10 03:45:59.925344, cost_time=0:00:22.041602 2021-04-10 03:45:54,620 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.2162, top1-acc=93.21%, top5-acc=99.60%, remaining_time=0:00:05.286636, arrival_time=2021-04-10 03:45:59.907332, cost_time=0:00:23.496195 2021-04-10 03:45:56,082 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.2169, top1-acc=93.18%, top5-acc=99.59%, remaining_time=0:00:03.817164, arrival_time=2021-04-10 03:45:59.899929, cost_time=0:00:24.958418 2021-04-10 03:45:57,536 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.2161, top1-acc=93.20%, top5-acc=99.59%, remaining_time=0:00:02.347776, arrival_time=2021-04-10 03:45:59.884532, cost_time=0:00:26.412442 2021-04-10 03:45:58,992 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.23ms, fps=1759 images/s, loss=0.2159, top1-acc=93.18%, top5-acc=99.60%, remaining_time=0:00:00.880038, arrival_time=2021-04-10 03:45:59.872256, cost_time=0:00:27.867901 2021-04-10 03:45:59,781 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.35ms, fps=1723 images/s, loss=0.2160, top1-acc=93.19%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 03:45:59.781918, cost_time=0:00:28.657604 2021-04-10 03:46:00,360 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.19ms, fps=4434 images/s, loss=0.5634, top1-acc=84.77%, top5-acc=98.20%, remaining_time=0:00:01.731900, arrival_time=2021-04-10 03:46:02.092227, cost_time=0:00:00.577297 2021-04-10 03:46:00,834 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.40ms, fps=5406 images/s, loss=0.5811, top1-acc=84.18%, top5-acc=98.18%, remaining_time=0:00:01.051300, arrival_time=2021-04-10 03:46:01.885598, cost_time=0:00:01.051297 2021-04-10 03:46:01,319 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.95ms, fps=5280 images/s, loss=0.5852, top1-acc=84.24%, top5-acc=98.11%, remaining_time=0:00:00.512270, arrival_time=2021-04-10 03:46:01.832109, cost_time=0:00:01.536824 2021-04-10 03:46:01,755 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=5326 images/s, loss=0.5836, top1-acc=83.94%, top5-acc=98.15%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:01.755831, cost_time=0:00:01.972870 2021-04-10 03:46:02,841 INFO : Epoch=0079 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:04:42.940820, arrival_time=2021-04-10 04:50:45.782390, cost_time=0:42:15.143212 2021-04-10 03:46:02,842 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 03:46:04,505 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.40ms, fps=1539 images/s, loss=0.2571, top1-acc=92.42%, top5-acc=99.34%, remaining_time=0:00:30.937752, arrival_time=2021-04-10 03:46:35.443356, cost_time=0:00:01.663318 2021-04-10 03:46:05,957 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.55ms, fps=1764 images/s, loss=0.2431, top1-acc=92.73%, top5-acc=99.45%, remaining_time=0:00:27.409888, arrival_time=2021-04-10 03:46:33.366927, cost_time=0:00:03.114753 2021-04-10 03:46:07,409 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.78ms, fps=1763 images/s, loss=0.2349, top1-acc=92.98%, top5-acc=99.48%, remaining_time=0:00:25.269848, arrival_time=2021-04-10 03:46:32.679038, cost_time=0:00:04.566837 2021-04-10 03:46:08,864 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.2216, top1-acc=93.33%, top5-acc=99.58%, remaining_time=0:00:23.485176, arrival_time=2021-04-10 03:46:32.349322, cost_time=0:00:06.021835 2021-04-10 03:46:10,316 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.56ms, fps=1763 images/s, loss=0.2208, top1-acc=93.35%, top5-acc=99.59%, remaining_time=0:00:21.825248, arrival_time=2021-04-10 03:46:32.141959, cost_time=0:00:07.474423 2021-04-10 03:46:11,769 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.62ms, fps=1762 images/s, loss=0.2216, top1-acc=93.33%, top5-acc=99.59%, remaining_time=0:00:20.235984, arrival_time=2021-04-10 03:46:32.005927, cost_time=0:00:08.927652 2021-04-10 03:46:13,228 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.2196, top1-acc=93.32%, top5-acc=99.60%, remaining_time=0:00:18.695880, arrival_time=2021-04-10 03:46:31.924771, cost_time=0:00:10.386604 2021-04-10 03:46:14,683 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.2168, top1-acc=93.38%, top5-acc=99.61%, remaining_time=0:00:17.169044, arrival_time=2021-04-10 03:46:31.852084, cost_time=0:00:11.840752 2021-04-10 03:46:16,153 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=2.17ms, fps=1741 images/s, loss=0.2140, top1-acc=93.49%, top5-acc=99.62%, remaining_time=0:00:15.678036, arrival_time=2021-04-10 03:46:31.831940, cost_time=0:00:13.311542 2021-04-10 03:46:17,607 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.58ms, fps=1762 images/s, loss=0.2114, top1-acc=93.59%, top5-acc=99.63%, remaining_time=0:00:14.174112, arrival_time=2021-04-10 03:46:31.781081, cost_time=0:00:14.764675 2021-04-10 03:46:19,063 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.2137, top1-acc=93.49%, top5-acc=99.62%, remaining_time=0:00:12.681732, arrival_time=2021-04-10 03:46:31.744795, cost_time=0:00:16.220766 2021-04-10 03:46:20,518 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.2160, top1-acc=93.43%, top5-acc=99.63%, remaining_time=0:00:11.194952, arrival_time=2021-04-10 03:46:31.713503, cost_time=0:00:17.676267 2021-04-10 03:46:21,974 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.2164, top1-acc=93.39%, top5-acc=99.64%, remaining_time=0:00:09.713352, arrival_time=2021-04-10 03:46:31.688010, cost_time=0:00:19.132372 2021-04-10 03:46:23,426 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.2162, top1-acc=93.40%, top5-acc=99.63%, remaining_time=0:00:08.233568, arrival_time=2021-04-10 03:46:31.659812, cost_time=0:00:20.583957 2021-04-10 03:46:24,882 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.2155, top1-acc=93.37%, top5-acc=99.62%, remaining_time=0:00:06.759056, arrival_time=2021-04-10 03:46:31.641843, cost_time=0:00:22.040437 2021-04-10 03:46:26,339 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.2156, top1-acc=93.39%, top5-acc=99.62%, remaining_time=0:00:05.286888, arrival_time=2021-04-10 03:46:31.626442, cost_time=0:00:23.497242 2021-04-10 03:46:27,791 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.2147, top1-acc=93.43%, top5-acc=99.62%, remaining_time=0:00:03.815786, arrival_time=2021-04-10 03:46:31.607417, cost_time=0:00:24.949333 2021-04-10 03:46:29,248 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.2140, top1-acc=93.45%, top5-acc=99.61%, remaining_time=0:00:02.347184, arrival_time=2021-04-10 03:46:31.595379, cost_time=0:00:26.405904 2021-04-10 03:46:30,703 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.24ms, fps=1759 images/s, loss=0.2128, top1-acc=93.47%, top5-acc=99.61%, remaining_time=0:00:00.879840, arrival_time=2021-04-10 03:46:31.583748, cost_time=0:00:27.861621 2021-04-10 03:46:31,493 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.34ms, fps=1723 images/s, loss=0.2138, top1-acc=93.45%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:31.493525, cost_time=0:00:28.651243 2021-04-10 03:46:32,057 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.49ms, fps=4548 images/s, loss=0.4408, top1-acc=88.09%, top5-acc=99.34%, remaining_time=0:00:01.688550, arrival_time=2021-04-10 03:46:33.745933, cost_time=0:00:00.562850 2021-04-10 03:46:32,533 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.33ms, fps=5385 images/s, loss=0.4452, top1-acc=87.44%, top5-acc=99.14%, remaining_time=0:00:01.038580, arrival_time=2021-04-10 03:46:33.571687, cost_time=0:00:01.038575 2021-04-10 03:46:33,008 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.41ms, fps=5388 images/s, loss=0.4506, top1-acc=87.38%, top5-acc=99.22%, remaining_time=0:00:00.504660, arrival_time=2021-04-10 03:46:33.513190, cost_time=0:00:01.513984 2021-04-10 03:46:33,442 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.06ms, fps=5346 images/s, loss=0.4628, top1-acc=87.26%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 03:46:33.442796, cost_time=0:00:01.948286 2021-04-10 03:46:34,521 INFO : Epoch=0080 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:04:10.235280, arrival_time=2021-04-10 04:50:44.757150, cost_time=0:42:46.823514 2021-04-10 03:46:34,522 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 03:46:36,129 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.77ms, fps=1593 images/s, loss=0.2516, top1-acc=92.11%, top5-acc=99.49%, remaining_time=0:00:29.891130, arrival_time=2021-04-10 03:47:06.020861, cost_time=0:00:01.607047 2021-04-10 03:46:37,583 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.2291, top1-acc=92.93%, top5-acc=99.61%, remaining_time=0:00:26.933984, arrival_time=2021-04-10 03:47:04.517320, cost_time=0:00:03.060681 2021-04-10 03:46:39,040 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.2294, top1-acc=92.88%, top5-acc=99.57%, remaining_time=0:00:24.995616, arrival_time=2021-04-10 03:47:04.035547, cost_time=0:00:04.517270 2021-04-10 03:46:40,496 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.28ms, fps=1758 images/s, loss=0.2254, top1-acc=93.00%, top5-acc=99.55%, remaining_time=0:00:23.299380, arrival_time=2021-04-10 03:47:03.796236, cost_time=0:00:05.974204 2021-04-10 03:46:41,953 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.82ms, fps=1758 images/s, loss=0.2196, top1-acc=93.16%, top5-acc=99.52%, remaining_time=0:00:21.698374, arrival_time=2021-04-10 03:47:03.652058, cost_time=0:00:07.430969 2021-04-10 03:46:43,411 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.2106, top1-acc=93.39%, top5-acc=99.57%, remaining_time=0:00:20.148808, arrival_time=2021-04-10 03:47:03.560578, cost_time=0:00:08.889175 2021-04-10 03:46:44,874 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.2092, top1-acc=93.45%, top5-acc=99.61%, remaining_time=0:00:18.633636, arrival_time=2021-04-10 03:47:03.508302, cost_time=0:00:10.352003 2021-04-10 03:46:46,352 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.2114, top1-acc=93.39%, top5-acc=99.61%, remaining_time=0:00:17.153384, arrival_time=2021-04-10 03:47:03.506004, cost_time=0:00:11.829931 2021-04-10 03:46:47,805 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.59ms, fps=1763 images/s, loss=0.2096, top1-acc=93.46%, top5-acc=99.64%, remaining_time=0:00:15.644328, arrival_time=2021-04-10 03:47:03.449913, cost_time=0:00:13.282929 2021-04-10 03:46:49,261 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.62ms, fps=1759 images/s, loss=0.2101, top1-acc=93.44%, top5-acc=99.64%, remaining_time=0:00:14.149536, arrival_time=2021-04-10 03:47:03.411364, cost_time=0:00:14.739135 2021-04-10 03:46:50,717 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.2105, top1-acc=93.40%, top5-acc=99.66%, remaining_time=0:00:12.661178, arrival_time=2021-04-10 03:47:03.378393, cost_time=0:00:16.194525 2021-04-10 03:46:52,175 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.87ms, fps=1757 images/s, loss=0.2115, top1-acc=93.38%, top5-acc=99.65%, remaining_time=0:00:11.179828, arrival_time=2021-04-10 03:47:03.354803, cost_time=0:00:17.652370 2021-04-10 03:46:53,634 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.2146, top1-acc=93.27%, top5-acc=99.63%, remaining_time=0:00:09.702858, arrival_time=2021-04-10 03:47:03.337179, cost_time=0:00:19.111654 2021-04-10 03:46:55,087 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.53ms, fps=1763 images/s, loss=0.2163, top1-acc=93.26%, top5-acc=99.62%, remaining_time=0:00:08.225896, arrival_time=2021-04-10 03:47:03.313206, cost_time=0:00:20.564739 2021-04-10 03:46:56,541 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.2155, top1-acc=93.29%, top5-acc=99.62%, remaining_time=0:00:06.752294, arrival_time=2021-04-10 03:47:03.293275, cost_time=0:00:22.018321 2021-04-10 03:46:57,995 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.2160, top1-acc=93.25%, top5-acc=99.62%, remaining_time=0:00:05.281344, arrival_time=2021-04-10 03:47:03.276511, cost_time=0:00:23.472593 2021-04-10 03:46:59,449 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2165, top1-acc=93.25%, top5-acc=99.61%, remaining_time=0:00:03.812380, arrival_time=2021-04-10 03:47:03.262118, cost_time=0:00:24.927046 2021-04-10 03:47:00,905 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.61ms, fps=1760 images/s, loss=0.2166, top1-acc=93.26%, top5-acc=99.61%, remaining_time=0:00:02.345104, arrival_time=2021-04-10 03:47:03.250127, cost_time=0:00:26.382450 2021-04-10 03:47:02,363 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.83ms, fps=1756 images/s, loss=0.2162, top1-acc=93.29%, top5-acc=99.61%, remaining_time=0:00:00.879192, arrival_time=2021-04-10 03:47:03.242960, cost_time=0:00:27.841028 2021-04-10 03:47:03,156 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.28ms, fps=1716 images/s, loss=0.2170, top1-acc=93.27%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:03.156898, cost_time=0:00:28.634305 2021-04-10 03:47:03,738 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.21ms, fps=4413 images/s, loss=0.4486, top1-acc=86.87%, top5-acc=98.52%, remaining_time=0:00:01.740390, arrival_time=2021-04-10 03:47:05.478589, cost_time=0:00:00.580131 2021-04-10 03:47:04,214 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.41ms, fps=5383 images/s, loss=0.4655, top1-acc=86.50%, top5-acc=98.59%, remaining_time=0:00:01.056240, arrival_time=2021-04-10 03:47:05.270491, cost_time=0:00:01.056236 2021-04-10 03:47:04,689 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.31ms, fps=5394 images/s, loss=0.4708, top1-acc=86.20%, top5-acc=98.61%, remaining_time=0:00:00.510400, arrival_time=2021-04-10 03:47:05.199614, cost_time=0:00:01.531190 2021-04-10 03:47:05,124 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.06ms, fps=5339 images/s, loss=0.4669, top1-acc=86.09%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:05.124112, cost_time=0:00:01.966092 2021-04-10 03:47:06,160 INFO : Epoch=0081 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:03:37.493106, arrival_time=2021-04-10 04:50:43.653177, cost_time=0:43:18.461715 2021-04-10 03:47:06,160 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 03:47:07,794 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.27ms, fps=1568 images/s, loss=0.2299, top1-acc=93.01%, top5-acc=99.65%, remaining_time=0:00:30.376776, arrival_time=2021-04-10 03:47:38.170850, cost_time=0:00:01.633156 2021-04-10 03:47:09,260 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.94ms, fps=1747 images/s, loss=0.2163, top1-acc=93.24%, top5-acc=99.71%, remaining_time=0:00:27.271904, arrival_time=2021-04-10 03:47:36.531943, cost_time=0:00:03.099084 2021-04-10 03:47:10,722 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=0.2023, top1-acc=93.62%, top5-acc=99.67%, remaining_time=0:00:25.241628, arrival_time=2021-04-10 03:47:35.964174, cost_time=0:00:04.561733 2021-04-10 03:47:12,173 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.43ms, fps=1765 images/s, loss=0.1998, top1-acc=93.78%, top5-acc=99.65%, remaining_time=0:00:23.448828, arrival_time=2021-04-10 03:47:35.622312, cost_time=0:00:06.012538 2021-04-10 03:47:13,635 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.2010, top1-acc=93.62%, top5-acc=99.62%, remaining_time=0:00:21.824956, arrival_time=2021-04-10 03:47:35.460117, cost_time=0:00:07.474292 2021-04-10 03:47:15,092 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.85ms, fps=1758 images/s, loss=0.1991, top1-acc=93.76%, top5-acc=99.64%, remaining_time=0:00:20.244144, arrival_time=2021-04-10 03:47:35.336216, cost_time=0:00:08.931226 2021-04-10 03:47:16,546 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.32ms, fps=1761 images/s, loss=0.1991, top1-acc=93.72%, top5-acc=99.67%, remaining_time=0:00:18.694368, arrival_time=2021-04-10 03:47:35.240968, cost_time=0:00:10.385795 2021-04-10 03:47:18,004 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.2011, top1-acc=93.65%, top5-acc=99.68%, remaining_time=0:00:17.173568, arrival_time=2021-04-10 03:47:35.178277, cost_time=0:00:11.843803 2021-04-10 03:47:19,461 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.2040, top1-acc=93.58%, top5-acc=99.66%, remaining_time=0:00:15.665528, arrival_time=2021-04-10 03:47:35.127247, cost_time=0:00:13.300924 2021-04-10 03:47:20,915 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.99ms, fps=1762 images/s, loss=0.2017, top1-acc=93.67%, top5-acc=99.66%, remaining_time=0:00:14.164416, arrival_time=2021-04-10 03:47:35.079889, cost_time=0:00:14.754630 2021-04-10 03:47:22,389 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.69ms, fps=1738 images/s, loss=0.1984, top1-acc=93.75%, top5-acc=99.67%, remaining_time=0:00:12.687580, arrival_time=2021-04-10 03:47:35.076706, cost_time=0:00:16.228316 2021-04-10 03:47:23,852 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=0.1993, top1-acc=93.73%, top5-acc=99.67%, remaining_time=0:00:11.204604, arrival_time=2021-04-10 03:47:35.056999, cost_time=0:00:17.691496 2021-04-10 03:47:25,325 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.83ms, fps=1738 images/s, loss=0.2014, top1-acc=93.67%, top5-acc=99.67%, remaining_time=0:00:09.729852, arrival_time=2021-04-10 03:47:35.055581, cost_time=0:00:19.164828 2021-04-10 03:47:26,779 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.2025, top1-acc=93.67%, top5-acc=99.66%, remaining_time=0:00:08.247456, arrival_time=2021-04-10 03:47:35.026904, cost_time=0:00:20.618573 2021-04-10 03:47:28,237 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.2028, top1-acc=93.65%, top5-acc=99.67%, remaining_time=0:00:06.770050, arrival_time=2021-04-10 03:47:35.007040, cost_time=0:00:22.076194 2021-04-10 03:47:29,690 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.2024, top1-acc=93.66%, top5-acc=99.66%, remaining_time=0:00:05.294088, arrival_time=2021-04-10 03:47:34.984237, cost_time=0:00:23.529291 2021-04-10 03:47:31,149 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.82ms, fps=1755 images/s, loss=0.2027, top1-acc=93.68%, top5-acc=99.67%, remaining_time=0:00:03.821740, arrival_time=2021-04-10 03:47:34.970971, cost_time=0:00:24.988361 2021-04-10 03:47:32,603 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.2025, top1-acc=93.69%, top5-acc=99.67%, remaining_time=0:00:02.350496, arrival_time=2021-04-10 03:47:34.954330, cost_time=0:00:26.443053 2021-04-10 03:47:34,059 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.57ms, fps=1760 images/s, loss=0.2030, top1-acc=93.67%, top5-acc=99.67%, remaining_time=0:00:00.880992, arrival_time=2021-04-10 03:47:34.939917, cost_time=0:00:27.898053 2021-04-10 03:47:34,854 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.38ms, fps=1711 images/s, loss=0.2026, top1-acc=93.67%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:34.854311, cost_time=0:00:28.693527 2021-04-10 03:47:35,410 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.24ms, fps=4617 images/s, loss=0.8240, top1-acc=79.84%, top5-acc=96.33%, remaining_time=0:00:01.663560, arrival_time=2021-04-10 03:47:37.073528, cost_time=0:00:00.554517 2021-04-10 03:47:35,885 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.33ms, fps=5384 images/s, loss=0.8024, top1-acc=80.02%, top5-acc=96.39%, remaining_time=0:00:01.030300, arrival_time=2021-04-10 03:47:36.916054, cost_time=0:00:01.030301 2021-04-10 03:47:36,361 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.34ms, fps=5384 images/s, loss=0.7805, top1-acc=80.40%, top5-acc=96.56%, remaining_time=0:00:00.502040, arrival_time=2021-04-10 03:47:36.863679, cost_time=0:00:01.506134 2021-04-10 03:47:36,798 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.08ms, fps=5314 images/s, loss=0.7885, top1-acc=80.45%, top5-acc=96.57%, remaining_time=0:00:00, arrival_time=2021-04-10 03:47:36.798597, cost_time=0:00:01.943092 2021-04-10 03:47:37,897 INFO : Epoch=0082 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:03:04.920328, arrival_time=2021-04-10 04:50:42.817601, cost_time=0:43:50.198909 2021-04-10 03:47:37,897 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 03:47:39,529 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.48ms, fps=1570 images/s, loss=0.2262, top1-acc=92.66%, top5-acc=99.53%, remaining_time=0:00:30.334368, arrival_time=2021-04-10 03:48:09.863389, cost_time=0:00:01.630885 2021-04-10 03:47:40,984 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.2099, top1-acc=93.18%, top5-acc=99.61%, remaining_time=0:00:27.156976, arrival_time=2021-04-10 03:48:08.141136, cost_time=0:00:03.086023 2021-04-10 03:47:42,446 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.42ms, fps=1751 images/s, loss=0.2044, top1-acc=93.48%, top5-acc=99.58%, remaining_time=0:00:25.168090, arrival_time=2021-04-10 03:48:07.614674, cost_time=0:00:04.548446 2021-04-10 03:47:43,900 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.2002, top1-acc=93.56%, top5-acc=99.63%, remaining_time=0:00:23.409672, arrival_time=2021-04-10 03:48:07.310289, cost_time=0:00:06.002471 2021-04-10 03:47:45,357 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.2020, top1-acc=93.65%, top5-acc=99.63%, remaining_time=0:00:21.781886, arrival_time=2021-04-10 03:48:07.139544, cost_time=0:00:07.459526 2021-04-10 03:47:46,813 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.2037, top1-acc=93.62%, top5-acc=99.61%, remaining_time=0:00:20.207832, arrival_time=2021-04-10 03:48:07.021194, cost_time=0:00:08.915237 2021-04-10 03:47:48,268 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.63ms, fps=1760 images/s, loss=0.2011, top1-acc=93.78%, top5-acc=99.63%, remaining_time=0:00:18.666270, arrival_time=2021-04-10 03:48:06.934450, cost_time=0:00:10.370117 2021-04-10 03:47:49,724 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.2015, top1-acc=93.75%, top5-acc=99.62%, remaining_time=0:00:17.148628, arrival_time=2021-04-10 03:48:06.873477, cost_time=0:00:11.826656 2021-04-10 03:47:51,179 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.69ms, fps=1761 images/s, loss=0.2014, top1-acc=93.75%, top5-acc=99.61%, remaining_time=0:00:15.642314, arrival_time=2021-04-10 03:48:06.821602, cost_time=0:00:13.281235 2021-04-10 03:47:52,638 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=0.2045, top1-acc=93.64%, top5-acc=99.61%, remaining_time=0:00:14.150688, arrival_time=2021-04-10 03:48:06.789172, cost_time=0:00:14.740337 2021-04-10 03:47:54,095 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.2060, top1-acc=93.62%, top5-acc=99.61%, remaining_time=0:00:12.662984, arrival_time=2021-04-10 03:48:06.757934, cost_time=0:00:16.196857 2021-04-10 03:47:55,552 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.59ms, fps=1757 images/s, loss=0.2041, top1-acc=93.65%, top5-acc=99.62%, remaining_time=0:00:11.181044, arrival_time=2021-04-10 03:48:06.733435, cost_time=0:00:17.654261 2021-04-10 03:47:57,005 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.72ms, fps=1763 images/s, loss=0.2027, top1-acc=93.68%, top5-acc=99.62%, remaining_time=0:00:09.700416, arrival_time=2021-04-10 03:48:06.705419, cost_time=0:00:19.106939 2021-04-10 03:47:58,458 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.2045, top1-acc=93.64%, top5-acc=99.62%, remaining_time=0:00:08.224104, arrival_time=2021-04-10 03:48:06.682431, cost_time=0:00:20.560274 2021-04-10 03:47:59,914 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.2049, top1-acc=93.61%, top5-acc=99.63%, remaining_time=0:00:06.751650, arrival_time=2021-04-10 03:48:06.666048, cost_time=0:00:22.016266 2021-04-10 03:48:01,373 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.2061, top1-acc=93.59%, top5-acc=99.63%, remaining_time=0:00:05.281992, arrival_time=2021-04-10 03:48:06.655634, cost_time=0:00:23.475583 2021-04-10 03:48:02,826 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.58ms, fps=1762 images/s, loss=0.2055, top1-acc=93.58%, top5-acc=99.64%, remaining_time=0:00:03.812588, arrival_time=2021-04-10 03:48:06.639172, cost_time=0:00:24.928537 2021-04-10 03:48:04,279 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.34ms, fps=1763 images/s, loss=0.2065, top1-acc=93.55%, top5-acc=99.64%, remaining_time=0:00:02.345008, arrival_time=2021-04-10 03:48:06.624534, cost_time=0:00:26.381415 2021-04-10 03:48:05,735 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.21ms, fps=1759 images/s, loss=0.2078, top1-acc=93.53%, top5-acc=99.64%, remaining_time=0:00:00.879066, arrival_time=2021-04-10 03:48:06.614239, cost_time=0:00:27.837095 2021-04-10 03:48:06,525 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.27ms, fps=1722 images/s, loss=0.2070, top1-acc=93.55%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:06.525639, cost_time=0:00:28.627593 2021-04-10 03:48:07,086 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.10ms, fps=4572 images/s, loss=0.4659, top1-acc=86.72%, top5-acc=98.87%, remaining_time=0:00:01.679910, arrival_time=2021-04-10 03:48:08.766562, cost_time=0:00:00.559970 2021-04-10 03:48:07,563 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.28ms, fps=5372 images/s, loss=0.4735, top1-acc=86.91%, top5-acc=98.73%, remaining_time=0:00:01.036840, arrival_time=2021-04-10 03:48:08.600350, cost_time=0:00:01.036833 2021-04-10 03:48:08,040 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.45ms, fps=5375 images/s, loss=0.4754, top1-acc=86.73%, top5-acc=98.80%, remaining_time=0:00:00.504470, arrival_time=2021-04-10 03:48:08.544595, cost_time=0:00:01.513415 2021-04-10 03:48:08,474 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=5351 images/s, loss=0.4693, top1-acc=86.65%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:08.474024, cost_time=0:00:01.947356 2021-04-10 03:48:10,240 INFO : Epoch=0083 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:02:33.222525, arrival_time=2021-04-10 04:50:43.463317, cost_time=0:44:22.542441 2021-04-10 03:48:10,241 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 03:48:11,855 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.73ms, fps=1587 images/s, loss=0.1666, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:30.010356, arrival_time=2021-04-10 03:48:41.865373, cost_time=0:00:01.613464 2021-04-10 03:48:13,309 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.1922, top1-acc=93.95%, top5-acc=99.75%, remaining_time=0:00:26.992768, arrival_time=2021-04-10 03:48:40.301679, cost_time=0:00:03.067358 2021-04-10 03:48:14,763 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.2010, top1-acc=93.61%, top5-acc=99.69%, remaining_time=0:00:25.021180, arrival_time=2021-04-10 03:48:39.784629, cost_time=0:00:04.521906 2021-04-10 03:48:16,218 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.2004, top1-acc=93.70%, top5-acc=99.64%, remaining_time=0:00:23.309052, arrival_time=2021-04-10 03:48:39.527269, cost_time=0:00:05.976662 2021-04-10 03:48:17,674 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1975, top1-acc=93.82%, top5-acc=99.66%, remaining_time=0:00:21.704798, arrival_time=2021-04-10 03:48:39.379561, cost_time=0:00:07.433161 2021-04-10 03:48:19,138 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.60ms, fps=1749 images/s, loss=0.1976, top1-acc=93.80%, top5-acc=99.68%, remaining_time=0:00:20.167168, arrival_time=2021-04-10 03:48:39.306083, cost_time=0:00:08.897282 2021-04-10 03:48:20,593 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.1968, top1-acc=93.84%, top5-acc=99.69%, remaining_time=0:00:18.633006, arrival_time=2021-04-10 03:48:39.226204, cost_time=0:00:10.351703 2021-04-10 03:48:22,052 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.50ms, fps=1755 images/s, loss=0.1967, top1-acc=93.88%, top5-acc=99.68%, remaining_time=0:00:17.126124, arrival_time=2021-04-10 03:48:39.178811, cost_time=0:00:11.811096 2021-04-10 03:48:23,507 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.2000, top1-acc=93.78%, top5-acc=99.68%, remaining_time=0:00:15.623870, arrival_time=2021-04-10 03:48:39.130905, cost_time=0:00:13.265555 2021-04-10 03:48:24,966 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.98ms, fps=1755 images/s, loss=0.2003, top1-acc=93.80%, top5-acc=99.67%, remaining_time=0:00:14.135520, arrival_time=2021-04-10 03:48:39.101530, cost_time=0:00:14.724487 2021-04-10 03:48:26,420 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.2018, top1-acc=93.72%, top5-acc=99.66%, remaining_time=0:00:12.649138, arrival_time=2021-04-10 03:48:39.069786, cost_time=0:00:16.179144 2021-04-10 03:48:27,877 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.2019, top1-acc=93.74%, top5-acc=99.66%, remaining_time=0:00:11.169492, arrival_time=2021-04-10 03:48:39.047071, cost_time=0:00:17.636051 2021-04-10 03:48:29,330 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.2005, top1-acc=93.78%, top5-acc=99.66%, remaining_time=0:00:09.691308, arrival_time=2021-04-10 03:48:39.021743, cost_time=0:00:19.088891 2021-04-10 03:48:30,789 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.2025, top1-acc=93.74%, top5-acc=99.66%, remaining_time=0:00:08.219064, arrival_time=2021-04-10 03:48:39.008268, cost_time=0:00:20.547728 2021-04-10 03:48:32,246 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.90ms, fps=1758 images/s, loss=0.2035, top1-acc=93.72%, top5-acc=99.67%, remaining_time=0:00:06.748108, arrival_time=2021-04-10 03:48:38.994273, cost_time=0:00:22.004700 2021-04-10 03:48:33,707 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=2.57ms, fps=1752 images/s, loss=0.2049, top1-acc=93.69%, top5-acc=99.66%, remaining_time=0:00:05.279868, arrival_time=2021-04-10 03:48:38.987573, cost_time=0:00:23.466090 2021-04-10 03:48:35,166 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.2064, top1-acc=93.60%, top5-acc=99.65%, remaining_time=0:00:03.812042, arrival_time=2021-04-10 03:48:38.978478, cost_time=0:00:24.924960 2021-04-10 03:48:36,628 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.80ms, fps=1752 images/s, loss=0.2063, top1-acc=93.60%, top5-acc=99.65%, remaining_time=0:00:02.345488, arrival_time=2021-04-10 03:48:38.973659, cost_time=0:00:26.386713 2021-04-10 03:48:38,079 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.28ms, fps=1764 images/s, loss=0.2060, top1-acc=93.62%, top5-acc=99.66%, remaining_time=0:00:00.879096, arrival_time=2021-04-10 03:48:38.958524, cost_time=0:00:27.837964 2021-04-10 03:48:38,882 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.65ms, fps=1695 images/s, loss=0.2061, top1-acc=93.60%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:38.882191, cost_time=0:00:28.640660 2021-04-10 03:48:39,443 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.15ms, fps=4574 images/s, loss=0.4810, top1-acc=86.21%, top5-acc=98.79%, remaining_time=0:00:01.679220, arrival_time=2021-04-10 03:48:41.122369, cost_time=0:00:00.559738 2021-04-10 03:48:39,918 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.34ms, fps=5396 images/s, loss=0.5091, top1-acc=85.27%, top5-acc=98.83%, remaining_time=0:00:01.034620, arrival_time=2021-04-10 03:48:40.952665, cost_time=0:00:01.034615 2021-04-10 03:48:40,394 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.29ms, fps=5383 images/s, loss=0.5022, top1-acc=85.56%, top5-acc=98.91%, remaining_time=0:00:00.503540, arrival_time=2021-04-10 03:48:40.897559, cost_time=0:00:01.510631 2021-04-10 03:48:40,827 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.06ms, fps=5352 images/s, loss=0.4993, top1-acc=85.53%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 03:48:40.827816, cost_time=0:00:01.944452 2021-04-10 03:48:41,820 INFO : Epoch=0084 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:02:00.453732, arrival_time=2021-04-10 04:50:42.273787, cost_time=0:44:54.121700 2021-04-10 03:48:41,820 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 03:48:43,466 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.56ms, fps=1556 images/s, loss=0.2013, top1-acc=93.79%, top5-acc=99.65%, remaining_time=0:00:30.600348, arrival_time=2021-04-10 03:49:14.066377, cost_time=0:00:01.645178 2021-04-10 03:48:44,921 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.1890, top1-acc=94.08%, top5-acc=99.73%, remaining_time=0:00:27.283344, arrival_time=2021-04-10 03:49:12.204693, cost_time=0:00:03.100384 2021-04-10 03:48:46,376 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.1981, top1-acc=93.76%, top5-acc=99.69%, remaining_time=0:00:25.206602, arrival_time=2021-04-10 03:49:11.582809, cost_time=0:00:04.555405 2021-04-10 03:48:47,831 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.1907, top1-acc=94.01%, top5-acc=99.77%, remaining_time=0:00:23.441808, arrival_time=2021-04-10 03:49:11.273397, cost_time=0:00:06.010738 2021-04-10 03:48:49,288 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.1877, top1-acc=94.02%, top5-acc=99.77%, remaining_time=0:00:21.804954, arrival_time=2021-04-10 03:49:11.093340, cost_time=0:00:07.467470 2021-04-10 03:48:50,745 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.71ms, fps=1758 images/s, loss=0.1909, top1-acc=93.94%, top5-acc=99.75%, remaining_time=0:00:20.228776, arrival_time=2021-04-10 03:49:10.974133, cost_time=0:00:08.924476 2021-04-10 03:48:52,201 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.1942, top1-acc=93.82%, top5-acc=99.71%, remaining_time=0:00:18.685044, arrival_time=2021-04-10 03:49:10.886418, cost_time=0:00:10.380587 2021-04-10 03:48:53,656 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.1969, top1-acc=93.76%, top5-acc=99.68%, remaining_time=0:00:17.161040, arrival_time=2021-04-10 03:49:10.817099, cost_time=0:00:11.835210 2021-04-10 03:48:55,112 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.1971, top1-acc=93.77%, top5-acc=99.69%, remaining_time=0:00:15.655034, arrival_time=2021-04-10 03:49:10.767818, cost_time=0:00:13.291997 2021-04-10 03:48:56,569 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.1977, top1-acc=93.75%, top5-acc=99.67%, remaining_time=0:00:14.158656, arrival_time=2021-04-10 03:49:10.728157, cost_time=0:00:14.748619 2021-04-10 03:48:58,028 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.72ms, fps=1756 images/s, loss=0.1992, top1-acc=93.75%, top5-acc=99.65%, remaining_time=0:00:12.671154, arrival_time=2021-04-10 03:49:10.699251, cost_time=0:00:16.207318 2021-04-10 03:48:59,480 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.87ms, fps=1763 images/s, loss=0.1992, top1-acc=93.77%, top5-acc=99.65%, remaining_time=0:00:11.184616, arrival_time=2021-04-10 03:49:10.665256, cost_time=0:00:17.659869 2021-04-10 03:49:00,947 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.36ms, fps=1746 images/s, loss=0.1983, top1-acc=93.81%, top5-acc=99.66%, remaining_time=0:00:09.710250, arrival_time=2021-04-10 03:49:10.657402, cost_time=0:00:19.126305 2021-04-10 03:49:02,404 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.2003, top1-acc=93.74%, top5-acc=99.65%, remaining_time=0:00:08.233344, arrival_time=2021-04-10 03:49:10.637538, cost_time=0:00:20.583403 2021-04-10 03:49:03,860 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.2010, top1-acc=93.72%, top5-acc=99.64%, remaining_time=0:00:06.758780, arrival_time=2021-04-10 03:49:10.619037, cost_time=0:00:22.039488 2021-04-10 03:49:05,315 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.73ms, fps=1760 images/s, loss=0.2007, top1-acc=93.70%, top5-acc=99.65%, remaining_time=0:00:05.286348, arrival_time=2021-04-10 03:49:10.602026, cost_time=0:00:23.494828 2021-04-10 03:49:06,767 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.2012, top1-acc=93.66%, top5-acc=99.66%, remaining_time=0:00:03.815292, arrival_time=2021-04-10 03:49:10.582331, cost_time=0:00:24.946224 2021-04-10 03:49:08,244 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.55ms, fps=1734 images/s, loss=0.2016, top1-acc=93.63%, top5-acc=99.66%, remaining_time=0:00:02.348752, arrival_time=2021-04-10 03:49:10.593026, cost_time=0:00:26.423424 2021-04-10 03:49:09,700 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.26ms, fps=1759 images/s, loss=0.2030, top1-acc=93.59%, top5-acc=99.66%, remaining_time=0:00:00.880404, arrival_time=2021-04-10 03:49:10.580773, cost_time=0:00:27.879515 2021-04-10 03:49:10,498 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.41ms, fps=1707 images/s, loss=0.2043, top1-acc=93.56%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:10.497948, cost_time=0:00:28.677060 2021-04-10 03:49:11,073 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.21ms, fps=4463 images/s, loss=0.5768, top1-acc=84.34%, top5-acc=98.48%, remaining_time=0:00:01.720890, arrival_time=2021-04-10 03:49:12.794150, cost_time=0:00:00.573631 2021-04-10 03:49:11,549 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.42ms, fps=5380 images/s, loss=0.5881, top1-acc=84.04%, top5-acc=98.50%, remaining_time=0:00:01.049780, arrival_time=2021-04-10 03:49:12.599185, cost_time=0:00:01.049782 2021-04-10 03:49:12,027 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.45ms, fps=5360 images/s, loss=0.5826, top1-acc=83.96%, top5-acc=98.48%, remaining_time=0:00:00.509220, arrival_time=2021-04-10 03:49:12.536598, cost_time=0:00:01.527658 2021-04-10 03:49:12,462 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.06ms, fps=5341 images/s, loss=0.6093, top1-acc=83.95%, top5-acc=98.43%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:12.462181, cost_time=0:00:01.962570 2021-04-10 03:49:13,829 INFO : Epoch=0085 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:01:28.294375, arrival_time=2021-04-10 04:50:42.123398, cost_time=0:45:26.130664 2021-04-10 03:49:13,829 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 03:49:15,453 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.46ms, fps=1576 images/s, loss=0.2347, top1-acc=92.81%, top5-acc=99.34%, remaining_time=0:00:30.204912, arrival_time=2021-04-10 03:49:45.658752, cost_time=0:00:01.623921 2021-04-10 03:49:16,911 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.78ms, fps=1758 images/s, loss=0.2163, top1-acc=93.28%, top5-acc=99.55%, remaining_time=0:00:27.113504, arrival_time=2021-04-10 03:49:44.024434, cost_time=0:00:03.081078 2021-04-10 03:49:18,368 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=2.05ms, fps=1758 images/s, loss=0.2044, top1-acc=93.62%, top5-acc=99.64%, remaining_time=0:00:25.112148, arrival_time=2021-04-10 03:49:43.480280, cost_time=0:00:04.538327 2021-04-10 03:49:19,822 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.2027, top1-acc=93.69%, top5-acc=99.65%, remaining_time=0:00:23.372388, arrival_time=2021-04-10 03:49:43.195076, cost_time=0:00:05.992919 2021-04-10 03:49:21,277 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1984, top1-acc=93.80%, top5-acc=99.67%, remaining_time=0:00:21.745824, arrival_time=2021-04-10 03:49:43.022857, cost_time=0:00:07.447215 2021-04-10 03:49:22,733 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.71ms, fps=1759 images/s, loss=0.1999, top1-acc=93.74%, top5-acc=99.66%, remaining_time=0:00:20.181312, arrival_time=2021-04-10 03:49:42.914629, cost_time=0:00:08.903499 2021-04-10 03:49:24,186 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.54ms, fps=1763 images/s, loss=0.2065, top1-acc=93.63%, top5-acc=99.64%, remaining_time=0:00:18.641826, arrival_time=2021-04-10 03:49:42.828140, cost_time=0:00:10.356565 2021-04-10 03:49:25,640 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.2087, top1-acc=93.54%, top5-acc=99.63%, remaining_time=0:00:17.124964, arrival_time=2021-04-10 03:49:42.765072, cost_time=0:00:11.810283 2021-04-10 03:49:27,092 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.60ms, fps=1763 images/s, loss=0.2096, top1-acc=93.44%, top5-acc=99.63%, remaining_time=0:00:15.620584, arrival_time=2021-04-10 03:49:42.713070, cost_time=0:00:13.262746 2021-04-10 03:49:28,552 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.62ms, fps=1754 images/s, loss=0.2083, top1-acc=93.50%, top5-acc=99.64%, remaining_time=0:00:14.134080, arrival_time=2021-04-10 03:49:42.686927, cost_time=0:00:14.723021 2021-04-10 03:49:30,007 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.2091, top1-acc=93.42%, top5-acc=99.63%, remaining_time=0:00:12.647762, arrival_time=2021-04-10 03:49:42.654974, cost_time=0:00:16.177417 2021-04-10 03:49:31,461 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2088, top1-acc=93.43%, top5-acc=99.64%, remaining_time=0:00:11.166528, arrival_time=2021-04-10 03:49:42.627606, cost_time=0:00:17.631346 2021-04-10 03:49:32,928 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=2.42ms, fps=1745 images/s, loss=0.2072, top1-acc=93.49%, top5-acc=99.65%, remaining_time=0:00:09.696192, arrival_time=2021-04-10 03:49:42.624600, cost_time=0:00:19.098585 2021-04-10 03:49:34,383 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.2045, top1-acc=93.54%, top5-acc=99.65%, remaining_time=0:00:08.221304, arrival_time=2021-04-10 03:49:42.604292, cost_time=0:00:20.553253 2021-04-10 03:49:35,841 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.2030, top1-acc=93.59%, top5-acc=99.66%, remaining_time=0:00:06.750224, arrival_time=2021-04-10 03:49:42.591538, cost_time=0:00:22.011574 2021-04-10 03:49:37,300 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.2025, top1-acc=93.59%, top5-acc=99.67%, remaining_time=0:00:05.280876, arrival_time=2021-04-10 03:49:42.581190, cost_time=0:00:23.470492 2021-04-10 03:49:38,753 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.56ms, fps=1763 images/s, loss=0.2030, top1-acc=93.56%, top5-acc=99.66%, remaining_time=0:00:03.811808, arrival_time=2021-04-10 03:49:42.564864, cost_time=0:00:24.923307 2021-04-10 03:49:40,210 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.2023, top1-acc=93.57%, top5-acc=99.66%, remaining_time=0:00:02.344960, arrival_time=2021-04-10 03:49:42.555561, cost_time=0:00:26.380864 2021-04-10 03:49:41,662 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.39ms, fps=1764 images/s, loss=0.2022, top1-acc=93.59%, top5-acc=99.66%, remaining_time=0:00:00.878922, arrival_time=2021-04-10 03:49:42.541497, cost_time=0:00:27.832610 2021-04-10 03:49:42,455 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.46ms, fps=1716 images/s, loss=0.2020, top1-acc=93.60%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:42.455713, cost_time=0:00:28.625972 2021-04-10 03:49:43,032 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.25ms, fps=4445 images/s, loss=0.4968, top1-acc=86.45%, top5-acc=99.02%, remaining_time=0:00:01.727700, arrival_time=2021-04-10 03:49:44.760363, cost_time=0:00:00.575904 2021-04-10 03:49:43,507 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.28ms, fps=5395 images/s, loss=0.4889, top1-acc=86.64%, top5-acc=98.87%, remaining_time=0:00:01.050680, arrival_time=2021-04-10 03:49:44.558132, cost_time=0:00:01.050685 2021-04-10 03:49:43,981 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.24ms, fps=5400 images/s, loss=0.4816, top1-acc=86.58%, top5-acc=98.85%, remaining_time=0:00:00.508350, arrival_time=2021-04-10 03:49:44.490157, cost_time=0:00:01.525042 2021-04-10 03:49:44,417 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=5333 images/s, loss=0.4706, top1-acc=86.83%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-10 03:49:44.417127, cost_time=0:00:01.960388 2021-04-10 03:49:45,452 INFO : Epoch=0086 complete, best val top1-acc=87.69%, top5-acc=99.18% (epoch=72), remaining_time=1:00:55.627854, arrival_time=2021-04-10 04:50:41.080560, cost_time=0:45:57.754351 2021-04-10 03:49:45,453 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 03:49:47,080 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.28ms, fps=1573 images/s, loss=0.2090, top1-acc=93.55%, top5-acc=99.57%, remaining_time=0:00:30.265176, arrival_time=2021-04-10 03:50:17.345834, cost_time=0:00:01.627160 2021-04-10 03:49:48,539 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.2048, top1-acc=93.65%, top5-acc=99.63%, remaining_time=0:00:27.151696, arrival_time=2021-04-10 03:50:15.690616, cost_time=0:00:03.085417 2021-04-10 03:49:49,994 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.58ms, fps=1759 images/s, loss=0.1992, top1-acc=93.87%, top5-acc=99.66%, remaining_time=0:00:25.128582, arrival_time=2021-04-10 03:50:15.123352, cost_time=0:00:04.541302 2021-04-10 03:49:51,449 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.1956, top1-acc=93.94%, top5-acc=99.70%, remaining_time=0:00:23.383932, arrival_time=2021-04-10 03:50:14.833286, cost_time=0:00:05.995876 2021-04-10 03:49:52,907 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.1955, top1-acc=93.91%, top5-acc=99.69%, remaining_time=0:00:21.763928, arrival_time=2021-04-10 03:50:14.670845, cost_time=0:00:07.453425 2021-04-10 03:49:54,358 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.35ms, fps=1765 images/s, loss=0.1906, top1-acc=94.12%, top5-acc=99.71%, remaining_time=0:00:20.184032, arrival_time=2021-04-10 03:50:14.542120, cost_time=0:00:08.904693 2021-04-10 03:49:55,817 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.1865, top1-acc=94.25%, top5-acc=99.72%, remaining_time=0:00:18.654678, arrival_time=2021-04-10 03:50:14.471846, cost_time=0:00:10.363687 2021-04-10 03:49:57,276 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=2.00ms, fps=1755 images/s, loss=0.1917, top1-acc=94.15%, top5-acc=99.71%, remaining_time=0:00:17.143060, arrival_time=2021-04-10 03:50:14.419332, cost_time=0:00:11.822783 2021-04-10 03:49:58,742 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.91ms, fps=1747 images/s, loss=0.1923, top1-acc=94.14%, top5-acc=99.68%, remaining_time=0:00:15.651430, arrival_time=2021-04-10 03:50:14.393947, cost_time=0:00:13.288921 2021-04-10 03:50:00,199 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1970, top1-acc=93.97%, top5-acc=99.66%, remaining_time=0:00:14.155584, arrival_time=2021-04-10 03:50:14.354527, cost_time=0:00:14.745373 2021-04-10 03:50:01,656 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.1975, top1-acc=93.88%, top5-acc=99.66%, remaining_time=0:00:12.668058, arrival_time=2021-04-10 03:50:14.324784, cost_time=0:00:16.203299 2021-04-10 03:50:03,112 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.38ms, fps=1759 images/s, loss=0.1960, top1-acc=93.86%, top5-acc=99.67%, remaining_time=0:00:11.183932, arrival_time=2021-04-10 03:50:14.296291, cost_time=0:00:17.658836 2021-04-10 03:50:04,576 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.41ms, fps=1750 images/s, loss=0.1947, top1-acc=93.89%, top5-acc=99.65%, remaining_time=0:00:09.708402, arrival_time=2021-04-10 03:50:14.284550, cost_time=0:00:19.122641 2021-04-10 03:50:06,029 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.1949, top1-acc=93.92%, top5-acc=99.65%, remaining_time=0:00:08.230488, arrival_time=2021-04-10 03:50:14.260177, cost_time=0:00:20.576278 2021-04-10 03:50:07,485 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.1943, top1-acc=93.95%, top5-acc=99.66%, remaining_time=0:00:06.756342, arrival_time=2021-04-10 03:50:14.241382, cost_time=0:00:22.031572 2021-04-10 03:50:08,940 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.1940, top1-acc=93.96%, top5-acc=99.66%, remaining_time=0:00:05.284620, arrival_time=2021-04-10 03:50:14.225240, cost_time=0:00:23.487203 2021-04-10 03:50:10,395 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.68ms, fps=1760 images/s, loss=0.1950, top1-acc=93.94%, top5-acc=99.66%, remaining_time=0:00:03.814642, arrival_time=2021-04-10 03:50:14.210012, cost_time=0:00:24.941905 2021-04-10 03:50:11,849 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.1969, top1-acc=93.91%, top5-acc=99.65%, remaining_time=0:00:02.346304, arrival_time=2021-04-10 03:50:14.195667, cost_time=0:00:26.395910 2021-04-10 03:50:13,306 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.26ms, fps=1757 images/s, loss=0.1972, top1-acc=93.91%, top5-acc=99.65%, remaining_time=0:00:00.879582, arrival_time=2021-04-10 03:50:14.186357, cost_time=0:00:27.853382 2021-04-10 03:50:14,100 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.33ms, fps=1714 images/s, loss=0.1969, top1-acc=93.93%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:14.100694, cost_time=0:00:28.647244 2021-04-10 03:50:14,659 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=2.92ms, fps=4592 images/s, loss=0.3410, top1-acc=89.41%, top5-acc=99.45%, remaining_time=0:00:01.672530, arrival_time=2021-04-10 03:50:16.331822, cost_time=0:00:00.557508 2021-04-10 03:50:15,135 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.23ms, fps=5378 images/s, loss=0.3644, top1-acc=88.89%, top5-acc=99.37%, remaining_time=0:00:01.033980, arrival_time=2021-04-10 03:50:16.169744, cost_time=0:00:01.033988 2021-04-10 03:50:15,614 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.69ms, fps=5356 images/s, loss=0.3639, top1-acc=88.83%, top5-acc=99.34%, remaining_time=0:00:00.504100, arrival_time=2021-04-10 03:50:16.118155, cost_time=0:00:01.512298 2021-04-10 03:50:16,050 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.07ms, fps=5323 images/s, loss=0.3604, top1-acc=88.90%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:16.050207, cost_time=0:00:01.948474 2021-04-10 03:50:18,103 INFO : Epoch=0087 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=1:00:24.318608, arrival_time=2021-04-10 04:50:42.421561, cost_time=0:46:30.404583 2021-04-10 03:50:18,103 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 03:50:19,740 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.37ms, fps=1564 images/s, loss=0.1605, top1-acc=94.88%, top5-acc=99.77%, remaining_time=0:00:30.434808, arrival_time=2021-04-10 03:50:50.174917, cost_time=0:00:01.636276 2021-04-10 03:50:21,195 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.76ms, fps=1760 images/s, loss=0.1669, top1-acc=95.00%, top5-acc=99.71%, remaining_time=0:00:27.209424, arrival_time=2021-04-10 03:50:48.405169, cost_time=0:00:03.091984 2021-04-10 03:50:22,649 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.1714, top1-acc=94.86%, top5-acc=99.74%, remaining_time=0:00:25.151490, arrival_time=2021-04-10 03:50:47.800751, cost_time=0:00:04.545444 2021-04-10 03:50:24,105 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1756, top1-acc=94.61%, top5-acc=99.70%, remaining_time=0:00:23.408268, arrival_time=2021-04-10 03:50:47.514068, cost_time=0:00:06.002120 2021-04-10 03:50:25,561 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.1811, top1-acc=94.55%, top5-acc=99.70%, remaining_time=0:00:21.775900, arrival_time=2021-04-10 03:50:47.337126, cost_time=0:00:07.457494 2021-04-10 03:50:27,017 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.84ms, fps=1759 images/s, loss=0.1800, top1-acc=94.56%, top5-acc=99.70%, remaining_time=0:00:20.204296, arrival_time=2021-04-10 03:50:47.221680, cost_time=0:00:08.913655 2021-04-10 03:50:28,469 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.1796, top1-acc=94.50%, top5-acc=99.70%, remaining_time=0:00:18.658584, arrival_time=2021-04-10 03:50:47.128151, cost_time=0:00:10.365906 2021-04-10 03:50:29,928 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.1832, top1-acc=94.47%, top5-acc=99.69%, remaining_time=0:00:17.145264, arrival_time=2021-04-10 03:50:47.073306, cost_time=0:00:11.824286 2021-04-10 03:50:31,385 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=2.25ms, fps=1758 images/s, loss=0.1830, top1-acc=94.46%, top5-acc=99.68%, remaining_time=0:00:15.642526, arrival_time=2021-04-10 03:50:47.027592, cost_time=0:00:13.281359 2021-04-10 03:50:32,842 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.70ms, fps=1757 images/s, loss=0.1884, top1-acc=94.28%, top5-acc=99.68%, remaining_time=0:00:14.149248, arrival_time=2021-04-10 03:50:46.991784, cost_time=0:00:14.738812 2021-04-10 03:50:34,296 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.33ms, fps=1761 images/s, loss=0.1899, top1-acc=94.21%, top5-acc=99.69%, remaining_time=0:00:12.660060, arrival_time=2021-04-10 03:50:46.956839, cost_time=0:00:16.193116 2021-04-10 03:50:35,754 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.1914, top1-acc=94.17%, top5-acc=99.67%, remaining_time=0:00:11.178536, arrival_time=2021-04-10 03:50:46.932507, cost_time=0:00:17.650318 2021-04-10 03:50:37,210 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.77ms, fps=1758 images/s, loss=0.1892, top1-acc=94.23%, top5-acc=99.67%, remaining_time=0:00:09.700482, arrival_time=2021-04-10 03:50:46.911250, cost_time=0:00:19.106971 2021-04-10 03:50:38,664 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.1908, top1-acc=94.14%, top5-acc=99.67%, remaining_time=0:00:08.224160, arrival_time=2021-04-10 03:50:46.888248, cost_time=0:00:20.560446 2021-04-10 03:50:40,124 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.1913, top1-acc=94.05%, top5-acc=99.69%, remaining_time=0:00:06.753122, arrival_time=2021-04-10 03:50:46.877863, cost_time=0:00:22.021091 2021-04-10 03:50:41,580 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.67ms, fps=1760 images/s, loss=0.1910, top1-acc=94.05%, top5-acc=99.69%, remaining_time=0:00:05.282136, arrival_time=2021-04-10 03:50:46.862061, cost_time=0:00:23.476159 2021-04-10 03:50:43,032 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.1910, top1-acc=94.03%, top5-acc=99.69%, remaining_time=0:00:03.812718, arrival_time=2021-04-10 03:50:46.845670, cost_time=0:00:24.929299 2021-04-10 03:50:44,486 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.1911, top1-acc=94.06%, top5-acc=99.70%, remaining_time=0:00:02.345152, arrival_time=2021-04-10 03:50:46.831682, cost_time=0:00:26.382876 2021-04-10 03:50:45,939 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.23ms, fps=1763 images/s, loss=0.1919, top1-acc=94.05%, top5-acc=99.69%, remaining_time=0:00:00.879018, arrival_time=2021-04-10 03:50:46.818221, cost_time=0:00:27.835486 2021-04-10 03:50:46,731 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.24ms, fps=1718 images/s, loss=0.1925, top1-acc=94.01%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:46.731052, cost_time=0:00:28.627382 2021-04-10 03:50:47,300 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.21ms, fps=4505 images/s, loss=0.4016, top1-acc=88.52%, top5-acc=99.10%, remaining_time=0:00:01.704660, arrival_time=2021-04-10 03:50:49.005120, cost_time=0:00:00.568216 2021-04-10 03:50:47,777 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.71ms, fps=5370 images/s, loss=0.4154, top1-acc=88.09%, top5-acc=99.12%, remaining_time=0:00:01.045480, arrival_time=2021-04-10 03:50:48.823193, cost_time=0:00:01.045487 2021-04-10 03:50:48,256 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.39ms, fps=5353 images/s, loss=0.4232, top1-acc=88.16%, top5-acc=99.15%, remaining_time=0:00:00.508060, arrival_time=2021-04-10 03:50:48.764434, cost_time=0:00:01.524195 2021-04-10 03:50:48,690 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=5353 images/s, loss=0.4170, top1-acc=88.13%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 03:50:48.690093, cost_time=0:00:01.957934 2021-04-10 03:50:49,732 INFO : Epoch=0088 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:59:51.679952, arrival_time=2021-04-10 04:50:41.412541, cost_time=0:47:02.034235 2021-04-10 03:50:49,733 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 03:50:51,342 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.67ms, fps=1591 images/s, loss=0.2123, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:29.926656, arrival_time=2021-04-10 03:51:21.269042, cost_time=0:00:01.608961 2021-04-10 03:50:52,798 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=0.1934, top1-acc=93.96%, top5-acc=99.73%, remaining_time=0:00:26.970944, arrival_time=2021-04-10 03:51:19.769290, cost_time=0:00:03.064883 2021-04-10 03:50:54,255 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.1948, top1-acc=93.82%, top5-acc=99.74%, remaining_time=0:00:25.021678, arrival_time=2021-04-10 03:51:19.277132, cost_time=0:00:04.521991 2021-04-10 03:50:55,714 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.1964, top1-acc=93.81%, top5-acc=99.71%, remaining_time=0:00:23.324964, arrival_time=2021-04-10 03:51:19.039030, cost_time=0:00:05.980757 2021-04-10 03:50:57,168 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.56ms, fps=1761 images/s, loss=0.1993, top1-acc=93.80%, top5-acc=99.68%, remaining_time=0:00:21.710054, arrival_time=2021-04-10 03:51:18.878349, cost_time=0:00:07.434936 2021-04-10 03:50:58,626 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.75ms, fps=1757 images/s, loss=0.1943, top1-acc=93.93%, top5-acc=99.69%, remaining_time=0:00:20.156968, arrival_time=2021-04-10 03:51:18.783102, cost_time=0:00:08.892788 2021-04-10 03:51:00,083 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.1926, top1-acc=94.00%, top5-acc=99.68%, remaining_time=0:00:18.629478, arrival_time=2021-04-10 03:51:18.712458, cost_time=0:00:10.349698 2021-04-10 03:51:01,536 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.1943, top1-acc=93.97%, top5-acc=99.67%, remaining_time=0:00:17.114176, arrival_time=2021-04-10 03:51:18.650459, cost_time=0:00:11.802899 2021-04-10 03:51:02,991 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.32ms, fps=1760 images/s, loss=0.1915, top1-acc=94.06%, top5-acc=99.67%, remaining_time=0:00:15.614966, arrival_time=2021-04-10 03:51:18.606229, cost_time=0:00:13.257993 2021-04-10 03:51:04,445 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.76ms, fps=1761 images/s, loss=0.1916, top1-acc=94.11%, top5-acc=99.65%, remaining_time=0:00:14.123616, arrival_time=2021-04-10 03:51:18.569154, cost_time=0:00:14.712116 2021-04-10 03:51:05,908 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.36ms, fps=1751 images/s, loss=0.1937, top1-acc=94.00%, top5-acc=99.64%, remaining_time=0:00:12.645698, arrival_time=2021-04-10 03:51:18.553722, cost_time=0:00:16.174740 2021-04-10 03:51:07,364 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.58ms, fps=1758 images/s, loss=0.1939, top1-acc=93.99%, top5-acc=99.64%, remaining_time=0:00:11.166680, arrival_time=2021-04-10 03:51:18.531489, cost_time=0:00:17.631541 2021-04-10 03:51:08,819 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.87ms, fps=1760 images/s, loss=0.1931, top1-acc=93.98%, top5-acc=99.66%, remaining_time=0:00:09.689988, arrival_time=2021-04-10 03:51:18.509759, cost_time=0:00:19.086309 2021-04-10 03:51:10,276 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.1925, top1-acc=93.98%, top5-acc=99.66%, remaining_time=0:00:08.217328, arrival_time=2021-04-10 03:51:18.493987, cost_time=0:00:20.543384 2021-04-10 03:51:11,732 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.1924, top1-acc=94.01%, top5-acc=99.66%, remaining_time=0:00:06.746452, arrival_time=2021-04-10 03:51:18.479080, cost_time=0:00:21.999344 2021-04-10 03:51:13,186 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.1931, top1-acc=94.02%, top5-acc=99.65%, remaining_time=0:00:05.276880, arrival_time=2021-04-10 03:51:18.463049, cost_time=0:00:23.452821 2021-04-10 03:51:14,640 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1921, top1-acc=94.05%, top5-acc=99.65%, remaining_time=0:00:03.809338, arrival_time=2021-04-10 03:51:18.449836, cost_time=0:00:24.907214 2021-04-10 03:51:16,092 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.1923, top1-acc=94.02%, top5-acc=99.66%, remaining_time=0:00:02.343008, arrival_time=2021-04-10 03:51:18.435133, cost_time=0:00:26.358857 2021-04-10 03:51:17,545 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.25ms, fps=1762 images/s, loss=0.1911, top1-acc=94.06%, top5-acc=99.67%, remaining_time=0:00:00.878280, arrival_time=2021-04-10 03:51:18.423906, cost_time=0:00:27.812198 2021-04-10 03:51:18,337 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.38ms, fps=1719 images/s, loss=0.1917, top1-acc=94.06%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:18.337382, cost_time=0:00:28.604086 2021-04-10 03:51:18,907 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.28ms, fps=4497 images/s, loss=0.5446, top1-acc=84.65%, top5-acc=98.63%, remaining_time=0:00:01.707780, arrival_time=2021-04-10 03:51:20.615599, cost_time=0:00:00.569261 2021-04-10 03:51:19,384 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.30ms, fps=5370 images/s, loss=0.5221, top1-acc=85.29%, top5-acc=98.75%, remaining_time=0:00:01.046360, arrival_time=2021-04-10 03:51:20.431305, cost_time=0:00:01.046359 2021-04-10 03:51:19,862 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.88ms, fps=5362 images/s, loss=0.5175, top1-acc=85.21%, top5-acc=98.76%, remaining_time=0:00:00.508040, arrival_time=2021-04-10 03:51:20.370766, cost_time=0:00:01.524122 2021-04-10 03:51:20,299 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.08ms, fps=5322 images/s, loss=0.5288, top1-acc=85.11%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:20.299030, cost_time=0:00:01.960493 2021-04-10 03:51:21,323 INFO : Epoch=0089 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:59:19.015311, arrival_time=2021-04-10 04:50:40.338567, cost_time=0:47:33.624903 2021-04-10 03:51:21,323 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 03:51:23,009 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=5.37ms, fps=1519 images/s, loss=0.2235, top1-acc=93.36%, top5-acc=99.49%, remaining_time=0:00:31.356438, arrival_time=2021-04-10 03:51:54.366330, cost_time=0:00:01.685832 2021-04-10 03:51:24,467 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.90ms, fps=1757 images/s, loss=0.2179, top1-acc=93.28%, top5-acc=99.63%, remaining_time=0:00:27.661392, arrival_time=2021-04-10 03:51:52.128803, cost_time=0:00:03.143342 2021-04-10 03:51:25,935 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=2.20ms, fps=1745 images/s, loss=0.2130, top1-acc=93.48%, top5-acc=99.61%, remaining_time=0:00:25.513868, arrival_time=2021-04-10 03:51:51.448843, cost_time=0:00:04.610952 2021-04-10 03:51:27,385 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.62ms, fps=1766 images/s, loss=0.2066, top1-acc=93.72%, top5-acc=99.61%, remaining_time=0:00:23.638368, arrival_time=2021-04-10 03:51:51.023473, cost_time=0:00:06.061110 2021-04-10 03:51:28,847 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.2021, top1-acc=93.76%, top5-acc=99.65%, remaining_time=0:00:21.967306, arrival_time=2021-04-10 03:51:50.814396, cost_time=0:00:07.523056 2021-04-10 03:51:30,304 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.2014, top1-acc=93.82%, top5-acc=99.64%, remaining_time=0:00:20.355528, arrival_time=2021-04-10 03:51:50.659998, cost_time=0:00:08.980405 2021-04-10 03:51:31,756 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.80ms, fps=1764 images/s, loss=0.1960, top1-acc=93.95%, top5-acc=99.65%, remaining_time=0:00:18.777906, arrival_time=2021-04-10 03:51:50.534046, cost_time=0:00:10.432166 2021-04-10 03:51:33,212 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.1954, top1-acc=93.95%, top5-acc=99.66%, remaining_time=0:00:17.238180, arrival_time=2021-04-10 03:51:50.450633, cost_time=0:00:11.888417 2021-04-10 03:51:34,668 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.1926, top1-acc=94.04%, top5-acc=99.66%, remaining_time=0:00:15.716620, arrival_time=2021-04-10 03:51:50.384898, cost_time=0:00:13.344318 2021-04-10 03:51:36,126 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.51ms, fps=1756 images/s, loss=0.1917, top1-acc=94.07%, top5-acc=99.66%, remaining_time=0:00:14.210400, arrival_time=2021-04-10 03:51:50.336983, cost_time=0:00:14.802518 2021-04-10 03:51:37,578 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.1892, top1-acc=94.12%, top5-acc=99.68%, remaining_time=0:00:12.708306, arrival_time=2021-04-10 03:51:50.287107, cost_time=0:00:16.254830 2021-04-10 03:51:39,034 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.1880, top1-acc=94.14%, top5-acc=99.68%, remaining_time=0:00:11.216612, arrival_time=2021-04-10 03:51:50.250978, cost_time=0:00:17.710403 2021-04-10 03:51:40,489 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1875, top1-acc=94.17%, top5-acc=99.68%, remaining_time=0:00:09.729852, arrival_time=2021-04-10 03:51:50.218766, cost_time=0:00:19.164883 2021-04-10 03:51:41,942 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.59ms, fps=1764 images/s, loss=0.1871, top1-acc=94.16%, top5-acc=99.69%, remaining_time=0:00:08.247568, arrival_time=2021-04-10 03:51:50.190395, cost_time=0:00:20.618867 2021-04-10 03:51:43,395 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.1892, top1-acc=94.12%, top5-acc=99.68%, remaining_time=0:00:06.768624, arrival_time=2021-04-10 03:51:50.164366, cost_time=0:00:22.071614 2021-04-10 03:51:44,851 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.48ms, fps=1759 images/s, loss=0.1900, top1-acc=94.09%, top5-acc=99.69%, remaining_time=0:00:05.293728, arrival_time=2021-04-10 03:51:50.145492, cost_time=0:00:23.527731 2021-04-10 03:51:46,306 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1917, top1-acc=94.01%, top5-acc=99.69%, remaining_time=0:00:03.820804, arrival_time=2021-04-10 03:51:50.126959, cost_time=0:00:24.982200 2021-04-10 03:51:47,756 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.51ms, fps=1765 images/s, loss=0.1930, top1-acc=93.99%, top5-acc=99.68%, remaining_time=0:00:02.349584, arrival_time=2021-04-10 03:51:50.106446, cost_time=0:00:26.432899 2021-04-10 03:51:49,212 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.32ms, fps=1759 images/s, loss=0.1928, top1-acc=93.98%, top5-acc=99.67%, remaining_time=0:00:00.880698, arrival_time=2021-04-10 03:51:50.093495, cost_time=0:00:27.888786 2021-04-10 03:51:50,006 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.20ms, fps=1716 images/s, loss=0.1928, top1-acc=93.98%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:50.005984, cost_time=0:00:28.682020 2021-04-10 03:51:50,561 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=2.06ms, fps=4621 images/s, loss=0.4141, top1-acc=88.44%, top5-acc=98.95%, remaining_time=0:00:01.661910, arrival_time=2021-04-10 03:51:52.222914, cost_time=0:00:00.553970 2021-04-10 03:51:51,036 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.26ms, fps=5384 images/s, loss=0.4378, top1-acc=87.58%, top5-acc=98.73%, remaining_time=0:00:01.029800, arrival_time=2021-04-10 03:51:52.066620, cost_time=0:00:01.029802 2021-04-10 03:51:51,516 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.39ms, fps=5346 images/s, loss=0.4223, top1-acc=87.97%, top5-acc=98.82%, remaining_time=0:00:00.503000, arrival_time=2021-04-10 03:51:52.019021, cost_time=0:00:01.509009 2021-04-10 03:51:51,951 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.11ms, fps=5330 images/s, loss=0.4213, top1-acc=87.83%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:51:51.951613, cost_time=0:00:01.944615 2021-04-10 03:51:52,988 INFO : Epoch=0090 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:58:46.466130, arrival_time=2021-04-10 04:50:39.454947, cost_time=0:48:05.290461 2021-04-10 03:51:52,989 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 03:51:54,643 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.36ms, fps=1548 images/s, loss=0.1994, top1-acc=93.98%, top5-acc=99.77%, remaining_time=0:00:30.757704, arrival_time=2021-04-10 03:52:25.400951, cost_time=0:00:01.653636 2021-04-10 03:51:56,099 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.94ms, fps=1758 images/s, loss=0.2106, top1-acc=93.18%, top5-acc=99.75%, remaining_time=0:00:27.368704, arrival_time=2021-04-10 03:52:23.468438, cost_time=0:00:03.110083 2021-04-10 03:51:57,550 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.50ms, fps=1766 images/s, loss=0.1989, top1-acc=93.52%, top5-acc=99.70%, remaining_time=0:00:25.235486, arrival_time=2021-04-10 03:52:22.785833, cost_time=0:00:04.560643 2021-04-10 03:51:59,000 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=2.51ms, fps=1767 images/s, loss=0.1901, top1-acc=93.79%, top5-acc=99.74%, remaining_time=0:00:23.440092, arrival_time=2021-04-10 03:52:22.439978, cost_time=0:00:06.010266 2021-04-10 03:52:00,475 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.70ms, fps=1735 images/s, loss=0.1915, top1-acc=93.77%, top5-acc=99.73%, remaining_time=0:00:21.859558, arrival_time=2021-04-10 03:52:22.335361, cost_time=0:00:07.486129 2021-04-10 03:52:01,929 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.1869, top1-acc=93.98%, top5-acc=99.75%, remaining_time=0:00:20.263184, arrival_time=2021-04-10 03:52:22.192443, cost_time=0:00:08.939625 2021-04-10 03:52:03,384 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.1874, top1-acc=94.02%, top5-acc=99.74%, remaining_time=0:00:18.711252, arrival_time=2021-04-10 03:52:22.095972, cost_time=0:00:10.395146 2021-04-10 03:52:04,839 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1851, top1-acc=94.11%, top5-acc=99.74%, remaining_time=0:00:17.182268, arrival_time=2021-04-10 03:52:22.021739, cost_time=0:00:11.849859 2021-04-10 03:52:06,299 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.37ms, fps=1754 images/s, loss=0.1857, top1-acc=94.14%, top5-acc=99.73%, remaining_time=0:00:15.676234, arrival_time=2021-04-10 03:52:21.975795, cost_time=0:00:13.310021 2021-04-10 03:52:07,754 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.1854, top1-acc=94.14%, top5-acc=99.73%, remaining_time=0:00:14.174208, arrival_time=2021-04-10 03:52:21.928653, cost_time=0:00:14.764800 2021-04-10 03:52:09,209 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.1862, top1-acc=94.09%, top5-acc=99.73%, remaining_time=0:00:12.680700, arrival_time=2021-04-10 03:52:21.889761, cost_time=0:00:16.219524 2021-04-10 03:52:10,667 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.13ms, fps=1756 images/s, loss=0.1854, top1-acc=94.12%, top5-acc=99.74%, remaining_time=0:00:11.195864, arrival_time=2021-04-10 03:52:21.863027, cost_time=0:00:17.677632 2021-04-10 03:52:12,123 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1856, top1-acc=94.11%, top5-acc=99.75%, remaining_time=0:00:09.714078, arrival_time=2021-04-10 03:52:21.837454, cost_time=0:00:19.133731 2021-04-10 03:52:13,585 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.1841, top1-acc=94.17%, top5-acc=99.75%, remaining_time=0:00:08.238440, arrival_time=2021-04-10 03:52:21.824042, cost_time=0:00:20.596071 2021-04-10 03:52:15,041 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.1836, top1-acc=94.21%, top5-acc=99.74%, remaining_time=0:00:06.762690, arrival_time=2021-04-10 03:52:21.804428, cost_time=0:00:22.052208 2021-04-10 03:52:16,496 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.48ms, fps=1761 images/s, loss=0.1845, top1-acc=94.19%, top5-acc=99.73%, remaining_time=0:00:05.288940, arrival_time=2021-04-10 03:52:21.785001, cost_time=0:00:23.506451 2021-04-10 03:52:17,948 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.1826, top1-acc=94.27%, top5-acc=99.73%, remaining_time=0:00:03.817320, arrival_time=2021-04-10 03:52:21.766255, cost_time=0:00:24.959400 2021-04-10 03:52:19,407 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.1818, top1-acc=94.29%, top5-acc=99.73%, remaining_time=0:00:02.348224, arrival_time=2021-04-10 03:52:21.755229, cost_time=0:00:26.417473 2021-04-10 03:52:20,865 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.25ms, fps=1756 images/s, loss=0.1839, top1-acc=94.24%, top5-acc=99.73%, remaining_time=0:00:00.880272, arrival_time=2021-04-10 03:52:21.745269, cost_time=0:00:27.875307 2021-04-10 03:52:21,659 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.40ms, fps=1714 images/s, loss=0.1871, top1-acc=94.18%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:21.659147, cost_time=0:00:28.669604 2021-04-10 03:52:22,212 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.19ms, fps=4640 images/s, loss=0.3919, top1-acc=88.83%, top5-acc=98.95%, remaining_time=0:00:01.655070, arrival_time=2021-04-10 03:52:23.867063, cost_time=0:00:00.551688 2021-04-10 03:52:22,687 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.33ms, fps=5386 images/s, loss=0.4242, top1-acc=88.01%, top5-acc=98.89%, remaining_time=0:00:01.027480, arrival_time=2021-04-10 03:52:23.715240, cost_time=0:00:01.027486 2021-04-10 03:52:23,163 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.44ms, fps=5384 images/s, loss=0.4219, top1-acc=87.71%, top5-acc=98.97%, remaining_time=0:00:00.501100, arrival_time=2021-04-10 03:52:23.664653, cost_time=0:00:01.503285 2021-04-10 03:52:23,596 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.05ms, fps=5367 images/s, loss=0.4284, top1-acc=87.65%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:23.596126, cost_time=0:00:01.935888 2021-04-10 03:52:24,607 INFO : Epoch=0091 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:58:13.879569, arrival_time=2021-04-10 04:50:38.486568, cost_time=0:48:36.908648 2021-04-10 03:52:24,607 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 03:52:26,231 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=0.40ms, fps=1576 images/s, loss=0.2408, top1-acc=92.81%, top5-acc=99.41%, remaining_time=0:00:30.208260, arrival_time=2021-04-10 03:52:56.440051, cost_time=0:00:01.624095 2021-04-10 03:52:27,691 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.77ms, fps=1755 images/s, loss=0.2255, top1-acc=93.32%, top5-acc=99.49%, remaining_time=0:00:27.135680, arrival_time=2021-04-10 03:52:54.826973, cost_time=0:00:03.083593 2021-04-10 03:52:29,149 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.2174, top1-acc=93.58%, top5-acc=99.52%, remaining_time=0:00:25.130076, arrival_time=2021-04-10 03:52:54.279431, cost_time=0:00:04.541586 2021-04-10 03:52:30,605 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.2125, top1-acc=93.62%, top5-acc=99.64%, remaining_time=0:00:23.390172, arrival_time=2021-04-10 03:52:53.995360, cost_time=0:00:05.997485 2021-04-10 03:52:32,062 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.2065, top1-acc=93.75%, top5-acc=99.64%, remaining_time=0:00:21.767140, arrival_time=2021-04-10 03:52:53.829318, cost_time=0:00:07.454486 2021-04-10 03:52:33,518 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.2054, top1-acc=93.87%, top5-acc=99.65%, remaining_time=0:00:20.197088, arrival_time=2021-04-10 03:52:53.715233, cost_time=0:00:08.910454 2021-04-10 03:52:34,971 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=2.08ms, fps=1762 images/s, loss=0.2027, top1-acc=93.92%, top5-acc=99.64%, remaining_time=0:00:18.655182, arrival_time=2021-04-10 03:52:53.626853, cost_time=0:00:10.363979 2021-04-10 03:52:36,426 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.2022, top1-acc=93.94%, top5-acc=99.62%, remaining_time=0:00:17.137724, arrival_time=2021-04-10 03:52:53.564560, cost_time=0:00:11.819087 2021-04-10 03:52:37,882 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.93ms, fps=1759 images/s, loss=0.2007, top1-acc=93.96%, top5-acc=99.64%, remaining_time=0:00:15.634788, arrival_time=2021-04-10 03:52:53.517328, cost_time=0:00:13.274818 2021-04-10 03:52:39,334 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.1975, top1-acc=94.05%, top5-acc=99.64%, remaining_time=0:00:14.137824, arrival_time=2021-04-10 03:52:53.472470, cost_time=0:00:14.726949 2021-04-10 03:52:40,809 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.55ms, fps=1736 images/s, loss=0.1989, top1-acc=94.05%, top5-acc=99.66%, remaining_time=0:00:12.667198, arrival_time=2021-04-10 03:52:53.477147, cost_time=0:00:16.202261 2021-04-10 03:52:42,267 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=2.54ms, fps=1757 images/s, loss=0.1980, top1-acc=94.09%, top5-acc=99.65%, remaining_time=0:00:11.184312, arrival_time=2021-04-10 03:52:53.451435, cost_time=0:00:17.659427 2021-04-10 03:52:43,723 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.89ms, fps=1758 images/s, loss=0.1951, top1-acc=94.17%, top5-acc=99.67%, remaining_time=0:00:09.705168, arrival_time=2021-04-10 03:52:53.429117, cost_time=0:00:19.116254 2021-04-10 03:52:45,177 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.45ms, fps=1761 images/s, loss=0.1923, top1-acc=94.23%, top5-acc=99.68%, remaining_time=0:00:08.228024, arrival_time=2021-04-10 03:52:53.405765, cost_time=0:00:20.569997 2021-04-10 03:52:46,632 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.1915, top1-acc=94.25%, top5-acc=99.67%, remaining_time=0:00:06.754318, arrival_time=2021-04-10 03:52:53.386993, cost_time=0:00:22.024961 2021-04-10 03:52:48,087 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.1920, top1-acc=94.20%, top5-acc=99.68%, remaining_time=0:00:05.282856, arrival_time=2021-04-10 03:52:53.369961, cost_time=0:00:23.479404 2021-04-10 03:52:49,547 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.1931, top1-acc=94.13%, top5-acc=99.69%, remaining_time=0:00:03.814330, arrival_time=2021-04-10 03:52:53.361843, cost_time=0:00:24.939822 2021-04-10 03:52:51,002 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1935, top1-acc=94.12%, top5-acc=99.68%, remaining_time=0:00:02.346224, arrival_time=2021-04-10 03:52:53.348933, cost_time=0:00:26.395019 2021-04-10 03:52:52,457 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.1933, top1-acc=94.14%, top5-acc=99.68%, remaining_time=0:00:00.879474, arrival_time=2021-04-10 03:52:53.337150, cost_time=0:00:27.849983 2021-04-10 03:52:53,251 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.33ms, fps=1714 images/s, loss=0.1944, top1-acc=94.14%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:53.251480, cost_time=0:00:28.643786 2021-04-10 03:52:53,842 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.20ms, fps=4340 images/s, loss=0.4211, top1-acc=88.20%, top5-acc=99.22%, remaining_time=0:00:01.769670, arrival_time=2021-04-10 03:52:55.612173, cost_time=0:00:00.589894 2021-04-10 03:52:54,318 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.37ms, fps=5385 images/s, loss=0.4334, top1-acc=87.83%, top5-acc=99.00%, remaining_time=0:00:01.065720, arrival_time=2021-04-10 03:52:55.384017, cost_time=0:00:01.065728 2021-04-10 03:52:54,794 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.28ms, fps=5385 images/s, loss=0.4348, top1-acc=87.58%, top5-acc=99.00%, remaining_time=0:00:00.513820, arrival_time=2021-04-10 03:52:55.307845, cost_time=0:00:01.541467 2021-04-10 03:52:55,232 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.09ms, fps=5292 images/s, loss=0.4517, top1-acc=87.22%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 03:52:55.232723, cost_time=0:00:01.980186 2021-04-10 03:52:56,334 INFO : Epoch=0092 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:57:41.441904, arrival_time=2021-04-10 04:50:37.775931, cost_time=0:49:08.635674 2021-04-10 03:52:56,334 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 03:52:58,020 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.72ms, fps=1519 images/s, loss=0.1848, top1-acc=94.61%, top5-acc=99.73%, remaining_time=0:00:31.347324, arrival_time=2021-04-10 03:53:29.367551, cost_time=0:00:01.685341 2021-04-10 03:52:59,479 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.65ms, fps=1755 images/s, loss=0.2003, top1-acc=94.04%, top5-acc=99.73%, remaining_time=0:00:27.672656, arrival_time=2021-04-10 03:53:27.152104, cost_time=0:00:03.144618 2021-04-10 03:53:00,937 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.58ms, fps=1757 images/s, loss=0.2090, top1-acc=93.82%, top5-acc=99.71%, remaining_time=0:00:25.467720, arrival_time=2021-04-10 03:53:26.405114, cost_time=0:00:04.602599 2021-04-10 03:53:02,401 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=0.1973, top1-acc=94.13%, top5-acc=99.75%, remaining_time=0:00:23.658492, arrival_time=2021-04-10 03:53:26.059661, cost_time=0:00:06.066281 2021-04-10 03:53:03,855 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.1934, top1-acc=94.17%, top5-acc=99.76%, remaining_time=0:00:21.960590, arrival_time=2021-04-10 03:53:25.816096, cost_time=0:00:07.520757 2021-04-10 03:53:05,312 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=0.1894, top1-acc=94.24%, top5-acc=99.74%, remaining_time=0:00:20.350224, arrival_time=2021-04-10 03:53:25.663047, cost_time=0:00:08.978019 2021-04-10 03:53:06,768 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.59ms, fps=1759 images/s, loss=0.1879, top1-acc=94.29%, top5-acc=99.73%, remaining_time=0:00:18.780804, arrival_time=2021-04-10 03:53:25.549301, cost_time=0:00:10.433787 2021-04-10 03:53:08,226 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.88ms, fps=1756 images/s, loss=0.1856, top1-acc=94.36%, top5-acc=99.73%, remaining_time=0:00:17.242936, arrival_time=2021-04-10 03:53:25.469398, cost_time=0:00:11.891665 2021-04-10 03:53:09,681 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.1827, top1-acc=94.41%, top5-acc=99.73%, remaining_time=0:00:15.719800, arrival_time=2021-04-10 03:53:25.401553, cost_time=0:00:13.347035 2021-04-10 03:53:11,135 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.1833, top1-acc=94.35%, top5-acc=99.73%, remaining_time=0:00:14.208960, arrival_time=2021-04-10 03:53:25.344771, cost_time=0:00:14.800981 2021-04-10 03:53:12,594 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=0.1825, top1-acc=94.33%, top5-acc=99.73%, remaining_time=0:00:12.712262, arrival_time=2021-04-10 03:53:25.306826, cost_time=0:00:16.259847 2021-04-10 03:53:14,052 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.28ms, fps=1756 images/s, loss=0.1813, top1-acc=94.36%, top5-acc=99.73%, remaining_time=0:00:11.221248, arrival_time=2021-04-10 03:53:25.273861, cost_time=0:00:17.717773 2021-04-10 03:53:15,518 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=2.52ms, fps=1748 images/s, loss=0.1811, top1-acc=94.39%, top5-acc=99.72%, remaining_time=0:00:09.739224, arrival_time=2021-04-10 03:53:25.257313, cost_time=0:00:19.183256 2021-04-10 03:53:16,976 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.73ms, fps=1757 images/s, loss=0.1830, top1-acc=94.32%, top5-acc=99.70%, remaining_time=0:00:08.256528, arrival_time=2021-04-10 03:53:25.232676, cost_time=0:00:20.641326 2021-04-10 03:53:18,438 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.59ms, fps=1752 images/s, loss=0.1838, top1-acc=94.30%, top5-acc=99.71%, remaining_time=0:00:06.778330, arrival_time=2021-04-10 03:53:25.216416, cost_time=0:00:22.103188 2021-04-10 03:53:19,897 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.1828, top1-acc=94.32%, top5-acc=99.71%, remaining_time=0:00:05.301648, arrival_time=2021-04-10 03:53:25.199213, cost_time=0:00:23.562837 2021-04-10 03:53:21,356 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.94ms, fps=1755 images/s, loss=0.1816, top1-acc=94.35%, top5-acc=99.72%, remaining_time=0:00:03.826862, arrival_time=2021-04-10 03:53:25.183377, cost_time=0:00:25.021706 2021-04-10 03:53:22,815 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.1810, top1-acc=94.38%, top5-acc=99.72%, remaining_time=0:00:02.353872, arrival_time=2021-04-10 03:53:25.169731, cost_time=0:00:26.481023 2021-04-10 03:53:24,272 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.24ms, fps=1759 images/s, loss=0.1826, top1-acc=94.32%, top5-acc=99.72%, remaining_time=0:00:00.882240, arrival_time=2021-04-10 03:53:25.154471, cost_time=0:00:27.937514 2021-04-10 03:53:25,064 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.19ms, fps=1717 images/s, loss=0.1832, top1-acc=94.31%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:25.064629, cost_time=0:00:28.729845 2021-04-10 03:53:25,644 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.51ms, fps=4420 images/s, loss=0.3965, top1-acc=88.98%, top5-acc=98.79%, remaining_time=0:00:01.737450, arrival_time=2021-04-10 03:53:27.382321, cost_time=0:00:00.579154 2021-04-10 03:53:26,123 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.43ms, fps=5359 images/s, loss=0.4059, top1-acc=88.24%, top5-acc=98.75%, remaining_time=0:00:01.057360, arrival_time=2021-04-10 03:53:27.180402, cost_time=0:00:01.057353 2021-04-10 03:53:26,600 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.32ms, fps=5368 images/s, loss=0.4164, top1-acc=87.86%, top5-acc=98.74%, remaining_time=0:00:00.511530, arrival_time=2021-04-10 03:53:27.111824, cost_time=0:00:01.534598 2021-04-10 03:53:27,033 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.06ms, fps=5363 images/s, loss=0.4212, top1-acc=87.71%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:27.033297, cost_time=0:00:01.967607 2021-04-10 03:53:28,047 INFO : Epoch=0093 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:57:09.003855, arrival_time=2021-04-10 04:50:37.051341, cost_time=0:49:40.349107 2021-04-10 03:53:28,048 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 03:53:29,765 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.73ms, fps=1491 images/s, loss=0.1808, top1-acc=94.06%, top5-acc=99.57%, remaining_time=0:00:31.932666, arrival_time=2021-04-10 03:54:01.698015, cost_time=0:00:01.716807 2021-04-10 03:53:31,220 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.1775, top1-acc=94.41%, top5-acc=99.65%, remaining_time=0:00:27.913952, arrival_time=2021-04-10 03:53:59.134451, cost_time=0:00:03.172037 2021-04-10 03:53:32,673 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.1739, top1-acc=94.45%, top5-acc=99.70%, remaining_time=0:00:25.591390, arrival_time=2021-04-10 03:53:58.264956, cost_time=0:00:04.624952 2021-04-10 03:53:34,127 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.1767, top1-acc=94.48%, top5-acc=99.73%, remaining_time=0:00:23.709036, arrival_time=2021-04-10 03:53:57.836758, cost_time=0:00:06.079248 2021-04-10 03:53:35,587 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.1769, top1-acc=94.44%, top5-acc=99.70%, remaining_time=0:00:22.013150, arrival_time=2021-04-10 03:53:57.600376, cost_time=0:00:07.538765 2021-04-10 03:53:37,043 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.1771, top1-acc=94.43%, top5-acc=99.71%, remaining_time=0:00:20.388032, arrival_time=2021-04-10 03:53:57.431254, cost_time=0:00:08.994698 2021-04-10 03:53:38,498 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.1750, top1-acc=94.45%, top5-acc=99.73%, remaining_time=0:00:18.809532, arrival_time=2021-04-10 03:53:57.307793, cost_time=0:00:10.449771 2021-04-10 03:53:39,954 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.1755, top1-acc=94.48%, top5-acc=99.71%, remaining_time=0:00:17.264048, arrival_time=2021-04-10 03:53:57.218749, cost_time=0:00:11.906239 2021-04-10 03:53:41,409 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.1753, top1-acc=94.51%, top5-acc=99.70%, remaining_time=0:00:15.736760, arrival_time=2021-04-10 03:53:57.146659, cost_time=0:00:13.361429 2021-04-10 03:53:42,873 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.36ms, fps=1750 images/s, loss=0.1786, top1-acc=94.47%, top5-acc=99.70%, remaining_time=0:00:14.231712, arrival_time=2021-04-10 03:53:57.104986, cost_time=0:00:14.824668 2021-04-10 03:53:44,336 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.38ms, fps=1751 images/s, loss=0.1799, top1-acc=94.41%, top5-acc=99.72%, remaining_time=0:00:12.734020, arrival_time=2021-04-10 03:53:57.070260, cost_time=0:00:16.287700 2021-04-10 03:53:45,793 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.75ms, fps=1757 images/s, loss=0.1797, top1-acc=94.42%, top5-acc=99.71%, remaining_time=0:00:11.238576, arrival_time=2021-04-10 03:53:57.032255, cost_time=0:00:17.745127 2021-04-10 03:53:47,250 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.1800, top1-acc=94.38%, top5-acc=99.72%, remaining_time=0:00:09.748464, arrival_time=2021-04-10 03:53:56.998590, cost_time=0:00:19.201579 2021-04-10 03:53:48,711 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.11ms, fps=1753 images/s, loss=0.1807, top1-acc=94.37%, top5-acc=99.71%, remaining_time=0:00:08.265152, arrival_time=2021-04-10 03:53:56.976551, cost_time=0:00:20.662847 2021-04-10 03:53:50,171 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.60ms, fps=1755 images/s, loss=0.1811, top1-acc=94.35%, top5-acc=99.71%, remaining_time=0:00:06.784264, arrival_time=2021-04-10 03:53:56.955328, cost_time=0:00:22.122526 2021-04-10 03:53:51,630 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.1800, top1-acc=94.36%, top5-acc=99.72%, remaining_time=0:00:05.305932, arrival_time=2021-04-10 03:53:56.936271, cost_time=0:00:23.581863 2021-04-10 03:53:53,091 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.1803, top1-acc=94.36%, top5-acc=99.72%, remaining_time=0:00:03.830164, arrival_time=2021-04-10 03:53:56.922048, cost_time=0:00:25.043340 2021-04-10 03:53:54,547 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1806, top1-acc=94.34%, top5-acc=99.73%, remaining_time=0:00:02.355440, arrival_time=2021-04-10 03:53:56.902570, cost_time=0:00:26.498671 2021-04-10 03:53:56,007 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.23ms, fps=1754 images/s, loss=0.1802, top1-acc=94.36%, top5-acc=99.71%, remaining_time=0:00:00.882912, arrival_time=2021-04-10 03:53:56.890378, cost_time=0:00:27.958895 2021-04-10 03:53:56,798 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.22ms, fps=1721 images/s, loss=0.1798, top1-acc=94.37%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:56.798113, cost_time=0:00:28.749658 2021-04-10 03:53:57,360 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=2.44ms, fps=4563 images/s, loss=0.3883, top1-acc=89.53%, top5-acc=99.02%, remaining_time=0:00:01.683240, arrival_time=2021-04-10 03:53:59.043408, cost_time=0:00:00.561075 2021-04-10 03:53:57,837 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.32ms, fps=5366 images/s, loss=0.3801, top1-acc=89.47%, top5-acc=99.18%, remaining_time=0:00:01.038440, arrival_time=2021-04-10 03:53:58.875980, cost_time=0:00:01.038444 2021-04-10 03:53:58,314 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.41ms, fps=5377 images/s, loss=0.3952, top1-acc=88.87%, top5-acc=99.05%, remaining_time=0:00:00.504960, arrival_time=2021-04-10 03:53:58.818946, cost_time=0:00:01.514892 2021-04-10 03:53:58,751 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=5307 images/s, loss=0.3873, top1-acc=88.89%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 03:53:58.751553, cost_time=0:00:01.952411 2021-04-10 03:53:59,811 INFO : Epoch=0094 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:56:36.637712, arrival_time=2021-04-10 04:50:36.448799, cost_time=0:50:12.112720 2021-04-10 03:53:59,811 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 03:54:01,440 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.52ms, fps=1572 images/s, loss=0.1898, top1-acc=94.18%, top5-acc=99.77%, remaining_time=0:00:30.282288, arrival_time=2021-04-10 03:54:31.722459, cost_time=0:00:01.628077 2021-04-10 03:54:02,897 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.1856, top1-acc=94.26%, top5-acc=99.73%, remaining_time=0:00:27.153984, arrival_time=2021-04-10 03:54:30.051769, cost_time=0:00:03.085688 2021-04-10 03:54:04,357 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.93ms, fps=1755 images/s, loss=0.1860, top1-acc=94.21%, top5-acc=99.71%, remaining_time=0:00:25.150328, arrival_time=2021-04-10 03:54:29.507669, cost_time=0:00:04.545243 2021-04-10 03:54:05,818 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.1810, top1-acc=94.41%, top5-acc=99.76%, remaining_time=0:00:23.422620, arrival_time=2021-04-10 03:54:29.240545, cost_time=0:00:06.005817 2021-04-10 03:54:07,271 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.1811, top1-acc=94.39%, top5-acc=99.77%, remaining_time=0:00:21.780280, arrival_time=2021-04-10 03:54:29.051383, cost_time=0:00:07.459009 2021-04-10 03:54:08,726 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.1782, top1-acc=94.41%, top5-acc=99.79%, remaining_time=0:00:20.205928, arrival_time=2021-04-10 03:54:28.932459, cost_time=0:00:08.914353 2021-04-10 03:54:10,184 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.03ms, fps=1756 images/s, loss=0.1783, top1-acc=94.47%, top5-acc=99.77%, remaining_time=0:00:18.671058, arrival_time=2021-04-10 03:54:28.855936, cost_time=0:00:10.372778 2021-04-10 03:54:11,640 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.1798, top1-acc=94.46%, top5-acc=99.77%, remaining_time=0:00:17.150948, arrival_time=2021-04-10 03:54:28.791361, cost_time=0:00:11.828277 2021-04-10 03:54:13,097 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.1803, top1-acc=94.41%, top5-acc=99.77%, remaining_time=0:00:15.646660, arrival_time=2021-04-10 03:54:28.743661, cost_time=0:00:13.284924 2021-04-10 03:54:14,555 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.84ms, fps=1756 images/s, loss=0.1807, top1-acc=94.38%, top5-acc=99.79%, remaining_time=0:00:14.153376, arrival_time=2021-04-10 03:54:28.708534, cost_time=0:00:14.743085 2021-04-10 03:54:16,007 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=3.14ms, fps=1763 images/s, loss=0.1806, top1-acc=94.42%, top5-acc=99.77%, remaining_time=0:00:12.661780, arrival_time=2021-04-10 03:54:28.669172, cost_time=0:00:16.195345 2021-04-10 03:54:17,467 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.05ms, fps=1754 images/s, loss=0.1790, top1-acc=94.44%, top5-acc=99.77%, remaining_time=0:00:11.181576, arrival_time=2021-04-10 03:54:28.648749, cost_time=0:00:17.655155 2021-04-10 03:54:18,926 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.35ms, fps=1755 images/s, loss=0.1795, top1-acc=94.43%, top5-acc=99.76%, remaining_time=0:00:09.704112, arrival_time=2021-04-10 03:54:28.630333, cost_time=0:00:19.114124 2021-04-10 03:54:20,382 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.89ms, fps=1758 images/s, loss=0.1802, top1-acc=94.39%, top5-acc=99.74%, remaining_time=0:00:08.228248, arrival_time=2021-04-10 03:54:28.610867, cost_time=0:00:20.570593 2021-04-10 03:54:21,837 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.1795, top1-acc=94.40%, top5-acc=99.74%, remaining_time=0:00:06.754318, arrival_time=2021-04-10 03:54:28.591302, cost_time=0:00:22.024966 2021-04-10 03:54:23,291 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=0.1788, top1-acc=94.42%, top5-acc=99.74%, remaining_time=0:00:05.282784, arrival_time=2021-04-10 03:54:28.573992, cost_time=0:00:23.479115 2021-04-10 03:54:24,750 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.1774, top1-acc=94.46%, top5-acc=99.75%, remaining_time=0:00:03.814174, arrival_time=2021-04-10 03:54:28.565068, cost_time=0:00:24.938863 2021-04-10 03:54:26,205 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.1771, top1-acc=94.48%, top5-acc=99.76%, remaining_time=0:00:02.346112, arrival_time=2021-04-10 03:54:28.551869, cost_time=0:00:26.393739 2021-04-10 03:54:27,664 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.26ms, fps=1756 images/s, loss=0.1787, top1-acc=94.43%, top5-acc=99.76%, remaining_time=0:00:00.879546, arrival_time=2021-04-10 03:54:28.543891, cost_time=0:00:27.852328 2021-04-10 03:54:28,458 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.31ms, fps=1714 images/s, loss=0.1793, top1-acc=94.41%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:28.458309, cost_time=0:00:28.646233 2021-04-10 03:54:29,034 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.38ms, fps=4451 images/s, loss=0.4070, top1-acc=88.12%, top5-acc=99.30%, remaining_time=0:00:01.725300, arrival_time=2021-04-10 03:54:30.759856, cost_time=0:00:00.575100 2021-04-10 03:54:29,511 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=2.04ms, fps=5374 images/s, loss=0.4264, top1-acc=88.03%, top5-acc=99.02%, remaining_time=0:00:01.051880, arrival_time=2021-04-10 03:54:30.563205, cost_time=0:00:01.051874 2021-04-10 03:54:29,994 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.29ms, fps=5308 images/s, loss=0.4193, top1-acc=88.14%, top5-acc=99.06%, remaining_time=0:00:00.511520, arrival_time=2021-04-10 03:54:30.505510, cost_time=0:00:01.534550 2021-04-10 03:54:30,428 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=5340 images/s, loss=0.4180, top1-acc=88.19%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 03:54:30.428792, cost_time=0:00:01.969379 2021-04-10 03:54:31,467 INFO : Epoch=0095 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:56:04.166085, arrival_time=2021-04-10 04:50:35.633782, cost_time=0:50:43.769337 2021-04-10 03:54:31,468 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 03:54:33,125 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.45ms, fps=1546 images/s, loss=0.1791, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:30.808110, arrival_time=2021-04-10 03:55:03.933094, cost_time=0:00:01.656353 2021-04-10 03:54:34,585 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.1602, top1-acc=95.18%, top5-acc=99.82%, remaining_time=0:00:27.426960, arrival_time=2021-04-10 03:55:02.012230, cost_time=0:00:03.116695 2021-04-10 03:54:36,042 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1587, top1-acc=95.29%, top5-acc=99.80%, remaining_time=0:00:25.307032, arrival_time=2021-04-10 03:55:01.349159, cost_time=0:00:04.573548 2021-04-10 03:54:37,498 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.1643, top1-acc=95.04%, top5-acc=99.79%, remaining_time=0:00:23.517000, arrival_time=2021-04-10 03:55:01.015585, cost_time=0:00:06.030010 2021-04-10 03:54:38,959 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.1639, top1-acc=95.01%, top5-acc=99.78%, remaining_time=0:00:21.871822, arrival_time=2021-04-10 03:55:00.830738, cost_time=0:00:07.490336 2021-04-10 03:54:40,414 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.94ms, fps=1760 images/s, loss=0.1680, top1-acc=94.82%, top5-acc=99.79%, remaining_time=0:00:20.277464, arrival_time=2021-04-10 03:55:00.691944, cost_time=0:00:08.945924 2021-04-10 03:54:41,872 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.1664, top1-acc=94.87%, top5-acc=99.78%, remaining_time=0:00:18.727632, arrival_time=2021-04-10 03:55:00.600412, cost_time=0:00:10.404259 2021-04-10 03:54:43,330 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=2.27ms, fps=1757 images/s, loss=0.1664, top1-acc=94.93%, top5-acc=99.78%, remaining_time=0:00:17.200016, arrival_time=2021-04-10 03:55:00.530712, cost_time=0:00:11.862060 2021-04-10 03:54:44,787 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.1646, top1-acc=95.02%, top5-acc=99.79%, remaining_time=0:00:15.687152, arrival_time=2021-04-10 03:55:00.474940, cost_time=0:00:13.319277 2021-04-10 03:54:46,247 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.1645, top1-acc=95.01%, top5-acc=99.80%, remaining_time=0:00:14.187744, arrival_time=2021-04-10 03:55:00.435202, cost_time=0:00:14.778901 2021-04-10 03:54:47,705 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.31ms, fps=1757 images/s, loss=0.1649, top1-acc=94.98%, top5-acc=99.81%, remaining_time=0:00:12.694288, arrival_time=2021-04-10 03:55:00.399709, cost_time=0:00:16.236839 2021-04-10 03:54:49,162 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.1670, top1-acc=94.86%, top5-acc=99.80%, remaining_time=0:00:11.205896, arrival_time=2021-04-10 03:55:00.367915, cost_time=0:00:17.693483 2021-04-10 03:54:50,622 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.1691, top1-acc=94.82%, top5-acc=99.79%, remaining_time=0:00:09.724440, arrival_time=2021-04-10 03:55:00.347163, cost_time=0:00:19.154148 2021-04-10 03:54:52,074 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.47ms, fps=1764 images/s, loss=0.1693, top1-acc=94.81%, top5-acc=99.77%, remaining_time=0:00:08.242472, arrival_time=2021-04-10 03:55:00.317253, cost_time=0:00:20.606249 2021-04-10 03:54:53,524 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.33ms, fps=1766 images/s, loss=0.1698, top1-acc=94.76%, top5-acc=99.77%, remaining_time=0:00:06.763978, arrival_time=2021-04-10 03:55:00.288900, cost_time=0:00:22.056384 2021-04-10 03:54:54,980 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.1725, top1-acc=94.69%, top5-acc=99.76%, remaining_time=0:00:05.290092, arrival_time=2021-04-10 03:55:00.270114, cost_time=0:00:23.511460 2021-04-10 03:54:56,434 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.1752, top1-acc=94.61%, top5-acc=99.76%, remaining_time=0:00:03.818334, arrival_time=2021-04-10 03:55:00.252826, cost_time=0:00:24.965972 2021-04-10 03:54:57,886 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.52ms, fps=1764 images/s, loss=0.1766, top1-acc=94.56%, top5-acc=99.75%, remaining_time=0:00:02.348272, arrival_time=2021-04-10 03:55:00.234796, cost_time=0:00:26.418025 2021-04-10 03:54:59,342 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.32ms, fps=1759 images/s, loss=0.1753, top1-acc=94.57%, top5-acc=99.75%, remaining_time=0:00:00.880218, arrival_time=2021-04-10 03:55:00.222331, cost_time=0:00:27.873617 2021-04-10 03:55:00,134 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.44ms, fps=1717 images/s, loss=0.1759, top1-acc=94.55%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:00.134686, cost_time=0:00:28.666199 2021-04-10 03:55:00,723 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.28ms, fps=4354 images/s, loss=0.5209, top1-acc=86.02%, top5-acc=98.32%, remaining_time=0:00:01.763910, arrival_time=2021-04-10 03:55:02.487579, cost_time=0:00:00.587967 2021-04-10 03:55:01,201 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.71ms, fps=5362 images/s, loss=0.5211, top1-acc=85.62%, top5-acc=98.61%, remaining_time=0:00:01.065800, arrival_time=2021-04-10 03:55:02.267263, cost_time=0:00:01.065792 2021-04-10 03:55:01,680 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.82ms, fps=5351 images/s, loss=0.5274, top1-acc=85.72%, top5-acc=98.50%, remaining_time=0:00:00.514890, arrival_time=2021-04-10 03:55:02.195217, cost_time=0:00:01.544677 2021-04-10 03:55:02,114 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.05ms, fps=5353 images/s, loss=0.5187, top1-acc=85.80%, top5-acc=98.50%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:02.114046, cost_time=0:00:01.978420 2021-04-10 03:55:03,115 INFO : Epoch=0096 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:55:31.702192, arrival_time=2021-04-10 04:50:34.817968, cost_time=0:51:15.417414 2021-04-10 03:55:03,116 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 03:55:04,756 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.27ms, fps=1561 images/s, loss=0.1643, top1-acc=95.23%, top5-acc=99.84%, remaining_time=0:00:30.499722, arrival_time=2021-04-10 03:55:35.256065, cost_time=0:00:01.639773 2021-04-10 03:55:06,220 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.1882, top1-acc=94.34%, top5-acc=99.75%, remaining_time=0:00:27.316080, arrival_time=2021-04-10 03:55:33.536852, cost_time=0:00:03.104100 2021-04-10 03:55:07,674 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=3.11ms, fps=1762 images/s, loss=0.1805, top1-acc=94.48%, top5-acc=99.79%, remaining_time=0:00:25.221708, arrival_time=2021-04-10 03:55:32.896366, cost_time=0:00:04.558126 2021-04-10 03:55:09,132 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1738, top1-acc=94.64%, top5-acc=99.81%, remaining_time=0:00:23.462244, arrival_time=2021-04-10 03:55:32.594796, cost_time=0:00:06.015971 2021-04-10 03:55:10,588 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.1743, top1-acc=94.61%, top5-acc=99.75%, remaining_time=0:00:21.816342, arrival_time=2021-04-10 03:55:32.404314, cost_time=0:00:07.471333 2021-04-10 03:55:12,052 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.48ms, fps=1749 images/s, loss=0.1708, top1-acc=94.71%, top5-acc=99.75%, remaining_time=0:00:20.255160, arrival_time=2021-04-10 03:55:32.307921, cost_time=0:00:08.936121 2021-04-10 03:55:13,508 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1718, top1-acc=94.65%, top5-acc=99.74%, remaining_time=0:00:18.705078, arrival_time=2021-04-10 03:55:32.213275, cost_time=0:00:10.391677 2021-04-10 03:55:14,963 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.80ms, fps=1760 images/s, loss=0.1724, top1-acc=94.60%, top5-acc=99.74%, remaining_time=0:00:17.177744, arrival_time=2021-04-10 03:55:32.141011, cost_time=0:00:11.846692 2021-04-10 03:55:16,424 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=2.14ms, fps=1752 images/s, loss=0.1705, top1-acc=94.65%, top5-acc=99.74%, remaining_time=0:00:15.674326, arrival_time=2021-04-10 03:55:32.099269, cost_time=0:00:13.308431 2021-04-10 03:55:17,879 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.1723, top1-acc=94.61%, top5-acc=99.74%, remaining_time=0:00:14.171808, arrival_time=2021-04-10 03:55:32.050714, cost_time=0:00:14.762295 2021-04-10 03:55:19,338 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.1726, top1-acc=94.61%, top5-acc=99.73%, remaining_time=0:00:12.682248, arrival_time=2021-04-10 03:55:32.020296, cost_time=0:00:16.221497 2021-04-10 03:55:20,795 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1720, top1-acc=94.66%, top5-acc=99.70%, remaining_time=0:00:11.196624, arrival_time=2021-04-10 03:55:31.991956, cost_time=0:00:17.678832 2021-04-10 03:55:22,254 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.1723, top1-acc=94.64%, top5-acc=99.71%, remaining_time=0:00:09.716322, arrival_time=2021-04-10 03:55:31.971176, cost_time=0:00:19.138248 2021-04-10 03:55:23,710 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.1729, top1-acc=94.61%, top5-acc=99.72%, remaining_time=0:00:08.237544, arrival_time=2021-04-10 03:55:31.947976, cost_time=0:00:20.593872 2021-04-10 03:55:25,161 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.49ms, fps=1765 images/s, loss=0.1724, top1-acc=94.63%, top5-acc=99.71%, remaining_time=0:00:06.760482, arrival_time=2021-04-10 03:55:31.922088, cost_time=0:00:22.045115 2021-04-10 03:55:26,620 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.1738, top1-acc=94.58%, top5-acc=99.71%, remaining_time=0:00:05.288328, arrival_time=2021-04-10 03:55:31.908544, cost_time=0:00:23.503639 2021-04-10 03:55:28,075 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.1742, top1-acc=94.59%, top5-acc=99.70%, remaining_time=0:00:03.817190, arrival_time=2021-04-10 03:55:31.892281, cost_time=0:00:24.958587 2021-04-10 03:55:29,528 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.1734, top1-acc=94.62%, top5-acc=99.71%, remaining_time=0:00:02.347744, arrival_time=2021-04-10 03:55:31.876325, cost_time=0:00:26.412062 2021-04-10 03:55:30,983 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.20ms, fps=1760 images/s, loss=0.1729, top1-acc=94.60%, top5-acc=99.71%, remaining_time=0:00:00.880020, arrival_time=2021-04-10 03:55:31.863874, cost_time=0:00:27.867206 2021-04-10 03:55:31,775 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.44ms, fps=1718 images/s, loss=0.1747, top1-acc=94.55%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:31.775899, cost_time=0:00:28.659384 2021-04-10 03:55:32,330 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=2.81ms, fps=4628 images/s, loss=0.5530, top1-acc=85.27%, top5-acc=98.95%, remaining_time=0:00:01.659360, arrival_time=2021-04-10 03:55:33.989640, cost_time=0:00:00.553117 2021-04-10 03:55:32,806 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.30ms, fps=5385 images/s, loss=0.5694, top1-acc=85.04%, top5-acc=98.79%, remaining_time=0:00:01.028940, arrival_time=2021-04-10 03:55:33.835028, cost_time=0:00:01.028944 2021-04-10 03:55:33,282 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.30ms, fps=5383 images/s, loss=0.5452, top1-acc=85.31%, top5-acc=98.71%, remaining_time=0:00:00.501610, arrival_time=2021-04-10 03:55:33.783570, cost_time=0:00:01.504839 2021-04-10 03:55:33,721 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=5276 images/s, loss=0.5348, top1-acc=85.36%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:55:33.721949, cost_time=0:00:01.944846 2021-04-10 03:55:34,779 INFO : Epoch=0097 complete, best val top1-acc=88.90%, top5-acc=99.33% (epoch=87), remaining_time=0:54:59.271589, arrival_time=2021-04-10 04:50:34.050942, cost_time=0:51:47.080999 2021-04-10 03:55:34,779 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 03:55:36,449 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.43ms, fps=1534 images/s, loss=0.1975, top1-acc=94.14%, top5-acc=99.61%, remaining_time=0:00:31.040796, arrival_time=2021-04-10 03:56:07.489893, cost_time=0:00:01.668865 2021-04-10 03:55:37,924 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=19.88ms, fps=1737 images/s, loss=0.1944, top1-acc=94.12%, top5-acc=99.67%, remaining_time=0:00:27.665264, arrival_time=2021-04-10 03:56:05.589208, cost_time=0:00:03.143779 2021-04-10 03:55:39,383 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.60ms, fps=1755 images/s, loss=0.1772, top1-acc=94.64%, top5-acc=99.71%, remaining_time=0:00:25.470044, arrival_time=2021-04-10 03:56:04.853194, cost_time=0:00:04.603015 2021-04-10 03:55:40,844 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.1691, top1-acc=94.75%, top5-acc=99.75%, remaining_time=0:00:23.649912, arrival_time=2021-04-10 03:56:04.494063, cost_time=0:00:06.064094 2021-04-10 03:55:42,304 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.91ms, fps=1754 images/s, loss=0.1587, top1-acc=94.95%, top5-acc=99.77%, remaining_time=0:00:21.969788, arrival_time=2021-04-10 03:56:04.273879, cost_time=0:00:07.523893 2021-04-10 03:55:43,760 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.68ms, fps=1758 images/s, loss=0.1637, top1-acc=94.82%, top5-acc=99.73%, remaining_time=0:00:20.355936, arrival_time=2021-04-10 03:56:04.116712, cost_time=0:00:08.980567 2021-04-10 03:55:45,218 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=2.17ms, fps=1757 images/s, loss=0.1673, top1-acc=94.73%, top5-acc=99.75%, remaining_time=0:00:18.789624, arrival_time=2021-04-10 03:56:04.008332, cost_time=0:00:10.438650 2021-04-10 03:55:46,671 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.34ms, fps=1763 images/s, loss=0.1653, top1-acc=94.77%, top5-acc=99.77%, remaining_time=0:00:17.242240, arrival_time=2021-04-10 03:56:03.913599, cost_time=0:00:11.891208 2021-04-10 03:55:48,126 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.87ms, fps=1760 images/s, loss=0.1656, top1-acc=94.76%, top5-acc=99.78%, remaining_time=0:00:15.719164, arrival_time=2021-04-10 03:56:03.845723, cost_time=0:00:13.346464 2021-04-10 03:55:49,585 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.50ms, fps=1755 images/s, loss=0.1642, top1-acc=94.80%, top5-acc=99.78%, remaining_time=0:00:14.213280, arrival_time=2021-04-10 03:56:03.798950, cost_time=0:00:14.805540 2021-04-10 03:55:51,039 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.1663, top1-acc=94.76%, top5-acc=99.77%, remaining_time=0:00:12.711746, arrival_time=2021-04-10 03:56:03.751017, cost_time=0:00:16.259208 2021-04-10 03:55:52,488 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.55ms, fps=1767 images/s, loss=0.1673, top1-acc=94.76%, top5-acc=99.76%, remaining_time=0:00:11.215472, arrival_time=2021-04-10 03:56:03.704122, cost_time=0:00:17.708602 2021-04-10 03:55:53,947 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.1688, top1-acc=94.72%, top5-acc=99.76%, remaining_time=0:00:09.730974, arrival_time=2021-04-10 03:56:03.678186, cost_time=0:00:19.167084 2021-04-10 03:55:55,402 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1685, top1-acc=94.70%, top5-acc=99.77%, remaining_time=0:00:08.248744, arrival_time=2021-04-10 03:56:03.650718, cost_time=0:00:20.621929 2021-04-10 03:55:56,854 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.1693, top1-acc=94.69%, top5-acc=99.76%, remaining_time=0:00:06.769360, arrival_time=2021-04-10 03:56:03.623351, cost_time=0:00:22.073939 2021-04-10 03:55:58,309 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.1693, top1-acc=94.68%, top5-acc=99.76%, remaining_time=0:00:05.294196, arrival_time=2021-04-10 03:56:03.604101, cost_time=0:00:23.529782 2021-04-10 03:55:59,764 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.31ms, fps=1761 images/s, loss=0.1704, top1-acc=94.66%, top5-acc=99.75%, remaining_time=0:00:03.821090, arrival_time=2021-04-10 03:56:03.585141, cost_time=0:00:24.983987 2021-04-10 03:56:01,222 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=0.1693, top1-acc=94.69%, top5-acc=99.75%, remaining_time=0:00:02.350448, arrival_time=2021-04-10 03:56:03.573047, cost_time=0:00:26.442555 2021-04-10 03:56:02,683 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.87ms, fps=1753 images/s, loss=0.1694, top1-acc=94.70%, top5-acc=99.75%, remaining_time=0:00:00.881160, arrival_time=2021-04-10 03:56:03.564758, cost_time=0:00:27.903488 2021-04-10 03:56:03,474 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.42ms, fps=1720 images/s, loss=0.1698, top1-acc=94.67%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:03.474641, cost_time=0:00:28.694587 2021-04-10 03:56:04,053 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.39ms, fps=4433 images/s, loss=0.3820, top1-acc=89.14%, top5-acc=99.18%, remaining_time=0:00:01.732560, arrival_time=2021-04-10 03:56:05.785856, cost_time=0:00:00.577521 2021-04-10 03:56:04,527 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.47ms, fps=5403 images/s, loss=0.3663, top1-acc=89.51%, top5-acc=99.28%, remaining_time=0:00:01.051740, arrival_time=2021-04-10 03:56:05.579206, cost_time=0:00:01.051742 2021-04-10 03:56:05,017 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.82ms, fps=5228 images/s, loss=0.3650, top1-acc=89.47%, top5-acc=99.28%, remaining_time=0:00:00.513930, arrival_time=2021-04-10 03:56:05.531441, cost_time=0:00:01.541778 2021-04-10 03:56:05,452 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.13ms, fps=5341 images/s, loss=0.3523, top1-acc=89.47%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:05.452273, cost_time=0:00:01.976512 2021-04-10 03:56:07,904 INFO : Epoch=0098 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:54:28.377330, arrival_time=2021-04-10 04:50:36.281371, cost_time=0:52:20.205657 2021-04-10 03:56:07,904 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 03:56:09,545 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.43ms, fps=1561 images/s, loss=0.1821, top1-acc=94.45%, top5-acc=99.65%, remaining_time=0:00:30.505674, arrival_time=2021-04-10 03:56:40.050852, cost_time=0:00:01.640088 2021-04-10 03:56:11,001 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.1795, top1-acc=94.67%, top5-acc=99.63%, remaining_time=0:00:27.251312, arrival_time=2021-04-10 03:56:38.253082, cost_time=0:00:03.096738 2021-04-10 03:56:12,457 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.1833, top1-acc=94.52%, top5-acc=99.62%, remaining_time=0:00:25.191330, arrival_time=2021-04-10 03:56:37.649029, cost_time=0:00:04.552661 2021-04-10 03:56:13,930 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.1764, top1-acc=94.63%, top5-acc=99.68%, remaining_time=0:00:23.500464, arrival_time=2021-04-10 03:56:37.431259, cost_time=0:00:06.025758 2021-04-10 03:56:15,386 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1753, top1-acc=94.62%, top5-acc=99.70%, remaining_time=0:00:21.845542, arrival_time=2021-04-10 03:56:37.231923, cost_time=0:00:07.481342 2021-04-10 03:56:16,843 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1707, top1-acc=94.72%, top5-acc=99.73%, remaining_time=0:00:20.261144, arrival_time=2021-04-10 03:56:37.104894, cost_time=0:00:08.938714 2021-04-10 03:56:18,301 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.1729, top1-acc=94.65%, top5-acc=99.72%, remaining_time=0:00:18.713268, arrival_time=2021-04-10 03:56:37.014538, cost_time=0:00:10.396232 2021-04-10 03:56:19,754 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.72ms, fps=1763 images/s, loss=0.1756, top1-acc=94.57%, top5-acc=99.73%, remaining_time=0:00:17.180760, arrival_time=2021-04-10 03:56:36.934660, cost_time=0:00:11.848835 2021-04-10 03:56:21,207 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.51ms, fps=1762 images/s, loss=0.1752, top1-acc=94.59%, top5-acc=99.71%, remaining_time=0:00:15.666906, arrival_time=2021-04-10 03:56:36.873961, cost_time=0:00:13.302099 2021-04-10 03:56:22,663 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.1728, top1-acc=94.68%, top5-acc=99.72%, remaining_time=0:00:14.167968, arrival_time=2021-04-10 03:56:36.831355, cost_time=0:00:14.758346 2021-04-10 03:56:24,117 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.1722, top1-acc=94.69%, top5-acc=99.73%, remaining_time=0:00:12.675196, arrival_time=2021-04-10 03:56:36.792646, cost_time=0:00:16.212496 2021-04-10 03:56:25,576 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.60ms, fps=1755 images/s, loss=0.1726, top1-acc=94.66%, top5-acc=99.73%, remaining_time=0:00:11.191988, arrival_time=2021-04-10 03:56:36.768691, cost_time=0:00:17.671613 2021-04-10 03:56:27,040 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.1724, top1-acc=94.67%, top5-acc=99.74%, remaining_time=0:00:09.714870, arrival_time=2021-04-10 03:56:36.755125, cost_time=0:00:19.135296 2021-04-10 03:56:28,496 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.34ms, fps=1758 images/s, loss=0.1730, top1-acc=94.63%, top5-acc=99.72%, remaining_time=0:00:08.236704, arrival_time=2021-04-10 03:56:36.733508, cost_time=0:00:20.591737 2021-04-10 03:56:29,956 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.1721, top1-acc=94.66%, top5-acc=99.73%, remaining_time=0:00:06.762552, arrival_time=2021-04-10 03:56:36.719317, cost_time=0:00:22.051807 2021-04-10 03:56:31,421 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=2.42ms, fps=1749 images/s, loss=0.1712, top1-acc=94.68%, top5-acc=99.73%, remaining_time=0:00:05.291100, arrival_time=2021-04-10 03:56:36.712119, cost_time=0:00:23.515949 2021-04-10 03:56:32,878 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.63ms, fps=1758 images/s, loss=0.1694, top1-acc=94.72%, top5-acc=99.74%, remaining_time=0:00:03.819400, arrival_time=2021-04-10 03:56:36.697412, cost_time=0:00:24.972946 2021-04-10 03:56:34,335 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=2.10ms, fps=1758 images/s, loss=0.1693, top1-acc=94.77%, top5-acc=99.74%, remaining_time=0:00:02.349328, arrival_time=2021-04-10 03:56:36.684310, cost_time=0:00:26.429897 2021-04-10 03:56:35,796 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.1692, top1-acc=94.79%, top5-acc=99.73%, remaining_time=0:00:00.880782, arrival_time=2021-04-10 03:56:36.677083, cost_time=0:00:27.891336 2021-04-10 03:56:36,589 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.47ms, fps=1716 images/s, loss=0.1694, top1-acc=94.78%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:36.589155, cost_time=0:00:28.684126 2021-04-10 03:56:37,139 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.28ms, fps=4658 images/s, loss=0.3837, top1-acc=89.06%, top5-acc=99.41%, remaining_time=0:00:01.648650, arrival_time=2021-04-10 03:56:38.788552, cost_time=0:00:00.549547 2021-04-10 03:56:37,617 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.36ms, fps=5366 images/s, loss=0.3635, top1-acc=89.71%, top5-acc=99.45%, remaining_time=0:00:01.026980, arrival_time=2021-04-10 03:56:38.644305, cost_time=0:00:01.026975 2021-04-10 03:56:38,093 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.91ms, fps=5385 images/s, loss=0.3630, top1-acc=89.54%, top5-acc=99.48%, remaining_time=0:00:00.500890, arrival_time=2021-04-10 03:56:38.593958, cost_time=0:00:01.502668 2021-04-10 03:56:38,526 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=5362 images/s, loss=0.3720, top1-acc=89.47%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 03:56:38.526096, cost_time=0:00:01.935747 2021-04-10 03:56:39,676 INFO : Epoch=0099 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:53:56.058382, arrival_time=2021-04-10 04:50:35.734736, cost_time=0:52:51.977990 2021-04-10 03:56:39,677 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 03:56:41,350 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.43ms, fps=1530 images/s, loss=0.1539, top1-acc=95.39%, top5-acc=99.80%, remaining_time=0:00:31.120776, arrival_time=2021-04-10 03:57:12.471180, cost_time=0:00:01.673155 2021-04-10 03:56:42,835 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=2.26ms, fps=1725 images/s, loss=0.1587, top1-acc=95.33%, top5-acc=99.79%, remaining_time=0:00:27.785472, arrival_time=2021-04-10 03:57:10.620316, cost_time=0:00:03.157430 2021-04-10 03:56:44,300 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.47ms, fps=1748 images/s, loss=0.1591, top1-acc=95.12%, top5-acc=99.78%, remaining_time=0:00:25.580434, arrival_time=2021-04-10 03:57:09.880646, cost_time=0:00:04.622968 2021-04-10 03:56:45,763 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.53ms, fps=1750 images/s, loss=0.1554, top1-acc=95.21%, top5-acc=99.79%, remaining_time=0:00:23.736180, arrival_time=2021-04-10 03:57:09.499637, cost_time=0:00:06.086203 2021-04-10 03:56:47,220 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.1542, top1-acc=95.22%, top5-acc=99.80%, remaining_time=0:00:22.025560, arrival_time=2021-04-10 03:57:09.245852, cost_time=0:00:07.543000 2021-04-10 03:56:48,679 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.48ms, fps=1755 images/s, loss=0.1528, top1-acc=95.25%, top5-acc=99.79%, remaining_time=0:00:20.405576, arrival_time=2021-04-10 03:57:09.085314, cost_time=0:00:09.002484 2021-04-10 03:56:50,139 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.1511, top1-acc=95.26%, top5-acc=99.82%, remaining_time=0:00:18.831204, arrival_time=2021-04-10 03:57:08.970253, cost_time=0:00:10.461763 2021-04-10 03:56:51,592 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.1508, top1-acc=95.26%, top5-acc=99.81%, remaining_time=0:00:17.276692, arrival_time=2021-04-10 03:57:08.868844, cost_time=0:00:11.914982 2021-04-10 03:56:53,048 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.46ms, fps=1759 images/s, loss=0.1490, top1-acc=95.32%, top5-acc=99.83%, remaining_time=0:00:15.747996, arrival_time=2021-04-10 03:57:08.796170, cost_time=0:00:13.370921 2021-04-10 03:56:54,503 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.1511, top1-acc=95.25%, top5-acc=99.83%, remaining_time=0:00:14.233536, arrival_time=2021-04-10 03:57:08.737259, cost_time=0:00:14.826557 2021-04-10 03:56:55,963 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.59ms, fps=1754 images/s, loss=0.1518, top1-acc=95.26%, top5-acc=99.82%, remaining_time=0:00:12.733074, arrival_time=2021-04-10 03:57:08.696833, cost_time=0:00:16.286507 2021-04-10 03:56:57,418 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.1541, top1-acc=95.18%, top5-acc=99.82%, remaining_time=0:00:11.236144, arrival_time=2021-04-10 03:57:08.654596, cost_time=0:00:17.741241 2021-04-10 03:56:58,884 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.70ms, fps=1747 images/s, loss=0.1556, top1-acc=95.14%, top5-acc=99.81%, remaining_time=0:00:09.751566, arrival_time=2021-04-10 03:57:08.636399, cost_time=0:00:19.207576 2021-04-10 03:57:00,340 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.1556, top1-acc=95.14%, top5-acc=99.81%, remaining_time=0:00:08.265208, arrival_time=2021-04-10 03:57:08.605455, cost_time=0:00:20.662993 2021-04-10 03:57:01,801 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.59ms, fps=1753 images/s, loss=0.1559, top1-acc=95.12%, top5-acc=99.81%, remaining_time=0:00:06.784632, arrival_time=2021-04-10 03:57:08.585682, cost_time=0:00:22.123792 2021-04-10 03:57:03,256 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1570, top1-acc=95.10%, top5-acc=99.80%, remaining_time=0:00:05.305248, arrival_time=2021-04-10 03:57:08.561493, cost_time=0:00:23.578919 2021-04-10 03:57:04,717 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.63ms, fps=1753 images/s, loss=0.1582, top1-acc=95.06%, top5-acc=99.80%, remaining_time=0:00:03.829644, arrival_time=2021-04-10 03:57:08.546800, cost_time=0:00:25.039913 2021-04-10 03:57:06,172 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.46ms, fps=1760 images/s, loss=0.1590, top1-acc=95.03%, top5-acc=99.80%, remaining_time=0:00:02.355152, arrival_time=2021-04-10 03:57:08.527717, cost_time=0:00:26.495379 2021-04-10 03:57:07,631 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.69ms, fps=1756 images/s, loss=0.1603, top1-acc=94.99%, top5-acc=99.80%, remaining_time=0:00:00.882750, arrival_time=2021-04-10 03:57:08.513718, cost_time=0:00:27.953721 2021-04-10 03:57:08,422 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.39ms, fps=1719 images/s, loss=0.1594, top1-acc=95.02%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:08.422635, cost_time=0:00:28.745465 2021-04-10 03:57:08,995 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.43ms, fps=4477 images/s, loss=0.4176, top1-acc=88.28%, top5-acc=99.06%, remaining_time=0:00:01.715310, arrival_time=2021-04-10 03:57:10.710792, cost_time=0:00:00.571768 2021-04-10 03:57:09,469 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.30ms, fps=5409 images/s, loss=0.4378, top1-acc=87.58%, top5-acc=98.98%, remaining_time=0:00:01.045340, arrival_time=2021-04-10 03:57:10.514400, cost_time=0:00:01.045348 2021-04-10 03:57:09,946 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.90ms, fps=5368 images/s, loss=0.4364, top1-acc=87.58%, top5-acc=99.08%, remaining_time=0:00:00.507500, arrival_time=2021-04-10 03:57:10.453845, cost_time=0:00:01.522509 2021-04-10 03:57:10,388 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.06ms, fps=5258 images/s, loss=0.4455, top1-acc=87.62%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:10.388255, cost_time=0:00:01.964501 2021-04-10 03:57:11,425 INFO : Epoch=0100 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:53:23.726800, arrival_time=2021-04-10 04:50:35.151915, cost_time=0:53:23.726756 2021-04-10 03:57:11,425 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 03:57:13,085 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.45ms, fps=1543 images/s, loss=0.1377, top1-acc=95.70%, top5-acc=99.84%, remaining_time=0:00:30.859818, arrival_time=2021-04-10 03:57:43.944855, cost_time=0:00:01.659134 2021-04-10 03:57:14,538 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.1443, top1-acc=95.21%, top5-acc=99.90%, remaining_time=0:00:27.388768, arrival_time=2021-04-10 03:57:41.927033, cost_time=0:00:03.112359 2021-04-10 03:57:15,995 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.1493, top1-acc=95.21%, top5-acc=99.84%, remaining_time=0:00:25.283294, arrival_time=2021-04-10 03:57:41.278473, cost_time=0:00:04.569281 2021-04-10 03:57:17,452 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.46ms, fps=1757 images/s, loss=0.1472, top1-acc=95.31%, top5-acc=99.85%, remaining_time=0:00:23.503428, arrival_time=2021-04-10 03:57:40.955867, cost_time=0:00:06.026537 2021-04-10 03:57:18,910 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.1474, top1-acc=95.35%, top5-acc=99.82%, remaining_time=0:00:21.855032, arrival_time=2021-04-10 03:57:40.765544, cost_time=0:00:07.484606 2021-04-10 03:57:20,367 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1505, top1-acc=95.28%, top5-acc=99.80%, remaining_time=0:00:20.266448, arrival_time=2021-04-10 03:57:40.633447, cost_time=0:00:08.941074 2021-04-10 03:57:21,828 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.42ms, fps=1753 images/s, loss=0.1495, top1-acc=95.33%, top5-acc=99.79%, remaining_time=0:00:18.723852, arrival_time=2021-04-10 03:57:40.551837, cost_time=0:00:10.402147 2021-04-10 03:57:23,286 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.1503, top1-acc=95.30%, top5-acc=99.79%, remaining_time=0:00:17.197464, arrival_time=2021-04-10 03:57:40.483694, cost_time=0:00:11.860337 2021-04-10 03:57:24,742 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.1519, top1-acc=95.24%, top5-acc=99.80%, remaining_time=0:00:15.684078, arrival_time=2021-04-10 03:57:40.426607, cost_time=0:00:13.316692 2021-04-10 03:57:26,204 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.37ms, fps=1752 images/s, loss=0.1518, top1-acc=95.23%, top5-acc=99.79%, remaining_time=0:00:14.187360, arrival_time=2021-04-10 03:57:40.391792, cost_time=0:00:14.778496 2021-04-10 03:57:27,662 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1500, top1-acc=95.27%, top5-acc=99.79%, remaining_time=0:00:12.693772, arrival_time=2021-04-10 03:57:40.355881, cost_time=0:00:16.236268 2021-04-10 03:57:29,122 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.1509, top1-acc=95.29%, top5-acc=99.79%, remaining_time=0:00:11.207796, arrival_time=2021-04-10 03:57:40.330174, cost_time=0:00:17.696553 2021-04-10 03:57:30,578 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.1543, top1-acc=95.19%, top5-acc=99.78%, remaining_time=0:00:09.723384, arrival_time=2021-04-10 03:57:40.301423, cost_time=0:00:19.152102 2021-04-10 03:57:32,035 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.88ms, fps=1758 images/s, loss=0.1552, top1-acc=95.14%, top5-acc=99.79%, remaining_time=0:00:08.243704, arrival_time=2021-04-10 03:57:40.278785, cost_time=0:00:20.609257 2021-04-10 03:57:33,489 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.1561, top1-acc=95.12%, top5-acc=99.79%, remaining_time=0:00:06.766186, arrival_time=2021-04-10 03:57:40.255675, cost_time=0:00:22.063661 2021-04-10 03:57:34,946 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1574, top1-acc=95.10%, top5-acc=99.78%, remaining_time=0:00:05.292108, arrival_time=2021-04-10 03:57:40.238497, cost_time=0:00:23.520491 2021-04-10 03:57:36,401 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.78ms, fps=1760 images/s, loss=0.1583, top1-acc=95.07%, top5-acc=99.78%, remaining_time=0:00:03.819842, arrival_time=2021-04-10 03:57:40.221511, cost_time=0:00:24.975832 2021-04-10 03:57:37,855 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.1580, top1-acc=95.06%, top5-acc=99.78%, remaining_time=0:00:02.349296, arrival_time=2021-04-10 03:57:40.204762, cost_time=0:00:26.429641 2021-04-10 03:57:39,311 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1592, top1-acc=95.01%, top5-acc=99.77%, remaining_time=0:00:00.880578, arrival_time=2021-04-10 03:57:40.191504, cost_time=0:00:27.884891 2021-04-10 03:57:40,103 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.26ms, fps=1717 images/s, loss=0.1589, top1-acc=95.02%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:40.103898, cost_time=0:00:28.678034 2021-04-10 03:57:40,649 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.42ms, fps=4706 images/s, loss=0.5523, top1-acc=86.02%, top5-acc=97.66%, remaining_time=0:00:01.631820, arrival_time=2021-04-10 03:57:42.280968, cost_time=0:00:00.543938 2021-04-10 03:57:41,128 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.28ms, fps=5347 images/s, loss=0.5340, top1-acc=86.02%, top5-acc=97.87%, remaining_time=0:00:01.023020, arrival_time=2021-04-10 03:57:42.151241, cost_time=0:00:01.023011 2021-04-10 03:57:41,604 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.23ms, fps=5374 images/s, loss=0.5304, top1-acc=85.92%, top5-acc=97.81%, remaining_time=0:00:00.499910, arrival_time=2021-04-10 03:57:42.104855, cost_time=0:00:01.499736 2021-04-10 03:57:42,039 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.06ms, fps=5345 images/s, loss=0.5503, top1-acc=85.77%, top5-acc=97.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:57:42.039290, cost_time=0:00:01.934106 2021-04-10 03:57:43,099 INFO : Epoch=0101 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:52:51.334023, arrival_time=2021-04-10 04:50:34.433782, cost_time=0:53:55.401407 2021-04-10 03:57:43,100 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 03:57:44,715 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.43ms, fps=1585 images/s, loss=0.1837, top1-acc=94.69%, top5-acc=99.69%, remaining_time=0:00:30.037884, arrival_time=2021-04-10 03:58:14.753307, cost_time=0:00:01.614941 2021-04-10 03:57:46,170 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.1674, top1-acc=94.96%, top5-acc=99.71%, remaining_time=0:00:27.014240, arrival_time=2021-04-10 03:58:13.184555, cost_time=0:00:03.069808 2021-04-10 03:57:47,621 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.60ms, fps=1765 images/s, loss=0.1593, top1-acc=95.20%, top5-acc=99.75%, remaining_time=0:00:25.016200, arrival_time=2021-04-10 03:58:12.637712, cost_time=0:00:04.521002 2021-04-10 03:57:49,076 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.1539, top1-acc=95.29%, top5-acc=99.78%, remaining_time=0:00:23.305776, arrival_time=2021-04-10 03:58:12.382078, cost_time=0:00:05.975849 2021-04-10 03:57:50,528 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.56ms, fps=1763 images/s, loss=0.1533, top1-acc=95.34%, top5-acc=99.77%, remaining_time=0:00:21.690490, arrival_time=2021-04-10 03:58:12.219173, cost_time=0:00:07.428232 2021-04-10 03:57:51,990 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.1528, top1-acc=95.34%, top5-acc=99.79%, remaining_time=0:00:20.150304, arrival_time=2021-04-10 03:58:12.140592, cost_time=0:00:08.889837 2021-04-10 03:57:53,444 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=2.21ms, fps=1761 images/s, loss=0.1519, top1-acc=95.37%, top5-acc=99.80%, remaining_time=0:00:18.618390, arrival_time=2021-04-10 03:58:12.062635, cost_time=0:00:10.343560 2021-04-10 03:57:54,900 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.1511, top1-acc=95.34%, top5-acc=99.80%, remaining_time=0:00:17.110348, arrival_time=2021-04-10 03:58:12.011065, cost_time=0:00:11.800244 2021-04-10 03:57:56,359 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.95ms, fps=1756 images/s, loss=0.1504, top1-acc=95.36%, top5-acc=99.82%, remaining_time=0:00:15.615708, arrival_time=2021-04-10 03:58:11.974755, cost_time=0:00:13.258591 2021-04-10 03:57:57,813 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.1517, top1-acc=95.32%, top5-acc=99.81%, remaining_time=0:00:14.124480, arrival_time=2021-04-10 03:58:11.937883, cost_time=0:00:14.712953 2021-04-10 03:57:59,268 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.32ms, fps=1760 images/s, loss=0.1523, top1-acc=95.31%, top5-acc=99.80%, remaining_time=0:00:12.640194, arrival_time=2021-04-10 03:58:11.908376, cost_time=0:00:16.167729 2021-04-10 03:58:00,725 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.1524, top1-acc=95.34%, top5-acc=99.80%, remaining_time=0:00:11.162272, arrival_time=2021-04-10 03:58:11.887327, cost_time=0:00:17.624604 2021-04-10 03:58:02,178 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.1521, top1-acc=95.36%, top5-acc=99.80%, remaining_time=0:00:09.685698, arrival_time=2021-04-10 03:58:11.863985, cost_time=0:00:19.077837 2021-04-10 03:58:03,635 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.1536, top1-acc=95.33%, top5-acc=99.79%, remaining_time=0:00:08.213856, arrival_time=2021-04-10 03:58:11.848951, cost_time=0:00:20.534584 2021-04-10 03:58:05,089 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.34ms, fps=1761 images/s, loss=0.1529, top1-acc=95.36%, top5-acc=99.79%, remaining_time=0:00:06.743186, arrival_time=2021-04-10 03:58:11.832299, cost_time=0:00:21.988601 2021-04-10 03:58:06,546 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.1546, top1-acc=95.31%, top5-acc=99.79%, remaining_time=0:00:05.275440, arrival_time=2021-04-10 03:58:11.822310, cost_time=0:00:23.446409 2021-04-10 03:58:08,006 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.1556, top1-acc=95.27%, top5-acc=99.79%, remaining_time=0:00:03.809156, arrival_time=2021-04-10 03:58:11.815636, cost_time=0:00:24.906031 2021-04-10 03:58:09,461 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1572, top1-acc=95.22%, top5-acc=99.78%, remaining_time=0:00:02.343216, arrival_time=2021-04-10 03:58:11.804849, cost_time=0:00:26.361181 2021-04-10 03:58:10,919 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.28ms, fps=1756 images/s, loss=0.1567, top1-acc=95.22%, top5-acc=99.78%, remaining_time=0:00:00.878502, arrival_time=2021-04-10 03:58:11.798093, cost_time=0:00:27.819143 2021-04-10 03:58:11,713 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.27ms, fps=1713 images/s, loss=0.1570, top1-acc=95.20%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:11.713859, cost_time=0:00:28.613408 2021-04-10 03:58:12,263 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=2.06ms, fps=4665 images/s, loss=0.4570, top1-acc=87.38%, top5-acc=99.02%, remaining_time=0:00:01.646430, arrival_time=2021-04-10 03:58:13.910213, cost_time=0:00:00.548806 2021-04-10 03:58:12,740 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.48ms, fps=5372 images/s, loss=0.4194, top1-acc=88.30%, top5-acc=99.22%, remaining_time=0:00:01.025820, arrival_time=2021-04-10 03:58:13.766575, cost_time=0:00:01.025827 2021-04-10 03:58:13,217 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.43ms, fps=5377 images/s, loss=0.4170, top1-acc=88.29%, top5-acc=99.21%, remaining_time=0:00:00.500760, arrival_time=2021-04-10 03:58:13.717980, cost_time=0:00:01.502292 2021-04-10 03:58:13,651 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.07ms, fps=5344 images/s, loss=0.4423, top1-acc=88.32%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:13.651623, cost_time=0:00:01.936716 2021-04-10 03:58:14,717 INFO : Epoch=0102 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:52:18.900506, arrival_time=2021-04-10 04:50:33.617791, cost_time=0:54:27.018910 2021-04-10 03:58:14,718 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 03:58:16,366 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.43ms, fps=1553 images/s, loss=0.1691, top1-acc=95.12%, top5-acc=99.69%, remaining_time=0:00:30.651126, arrival_time=2021-04-10 03:58:47.017447, cost_time=0:00:01.647913 2021-04-10 03:58:17,820 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.56ms, fps=1761 images/s, loss=0.1680, top1-acc=94.94%, top5-acc=99.71%, remaining_time=0:00:27.301120, arrival_time=2021-04-10 03:58:45.121917, cost_time=0:00:03.102403 2021-04-10 03:58:19,280 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.1677, top1-acc=94.88%, top5-acc=99.77%, remaining_time=0:00:25.243952, arrival_time=2021-04-10 03:58:44.524517, cost_time=0:00:04.562173 2021-04-10 03:58:20,737 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.1602, top1-acc=95.05%, top5-acc=99.79%, remaining_time=0:00:23.473320, arrival_time=2021-04-10 03:58:44.210498, cost_time=0:00:06.018788 2021-04-10 03:58:22,207 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.96ms, fps=1742 images/s, loss=0.1586, top1-acc=95.07%, top5-acc=99.80%, remaining_time=0:00:21.867442, arrival_time=2021-04-10 03:58:44.074812, cost_time=0:00:07.488868 2021-04-10 03:58:23,661 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.1599, top1-acc=94.95%, top5-acc=99.81%, remaining_time=0:00:20.269712, arrival_time=2021-04-10 03:58:43.930779, cost_time=0:00:08.942525 2021-04-10 03:58:25,122 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.1586, top1-acc=94.99%, top5-acc=99.79%, remaining_time=0:00:18.726750, arrival_time=2021-04-10 03:58:43.849054, cost_time=0:00:10.403762 2021-04-10 03:58:26,584 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.1575, top1-acc=95.03%, top5-acc=99.80%, remaining_time=0:00:17.206048, arrival_time=2021-04-10 03:58:43.790756, cost_time=0:00:11.866214 2021-04-10 03:58:28,039 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.92ms, fps=1760 images/s, loss=0.1597, top1-acc=94.93%, top5-acc=99.80%, remaining_time=0:00:15.689696, arrival_time=2021-04-10 03:58:43.729613, cost_time=0:00:13.321473 2021-04-10 03:58:29,494 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1610, top1-acc=94.89%, top5-acc=99.80%, remaining_time=0:00:14.184768, arrival_time=2021-04-10 03:58:43.679008, cost_time=0:00:14.775818 2021-04-10 03:58:30,951 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1592, top1-acc=94.97%, top5-acc=99.79%, remaining_time=0:00:12.691192, arrival_time=2021-04-10 03:58:43.642616, cost_time=0:00:16.232955 2021-04-10 03:58:32,405 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.1605, top1-acc=94.93%, top5-acc=99.80%, remaining_time=0:00:11.202020, arrival_time=2021-04-10 03:58:43.607797, cost_time=0:00:17.687391 2021-04-10 03:58:33,866 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.1600, top1-acc=94.95%, top5-acc=99.80%, remaining_time=0:00:09.721140, arrival_time=2021-04-10 03:58:43.587363, cost_time=0:00:19.147755 2021-04-10 03:58:35,323 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.1617, top1-acc=94.86%, top5-acc=99.80%, remaining_time=0:00:08.241856, arrival_time=2021-04-10 03:58:43.564864, cost_time=0:00:20.604622 2021-04-10 03:58:36,782 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.1624, top1-acc=94.84%, top5-acc=99.80%, remaining_time=0:00:06.766140, arrival_time=2021-04-10 03:58:43.548174, cost_time=0:00:22.063552 2021-04-10 03:58:38,243 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.34ms, fps=1753 images/s, loss=0.1620, top1-acc=94.85%, top5-acc=99.79%, remaining_time=0:00:05.293044, arrival_time=2021-04-10 03:58:43.536031, cost_time=0:00:23.524600 2021-04-10 03:58:39,699 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.77ms, fps=1758 images/s, loss=0.1613, top1-acc=94.85%, top5-acc=99.80%, remaining_time=0:00:03.820648, arrival_time=2021-04-10 03:58:43.520285, cost_time=0:00:24.981192 2021-04-10 03:58:41,151 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.33ms, fps=1764 images/s, loss=0.1612, top1-acc=94.86%, top5-acc=99.81%, remaining_time=0:00:02.349616, arrival_time=2021-04-10 03:58:43.501270, cost_time=0:00:26.433240 2021-04-10 03:58:42,606 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1620, top1-acc=94.83%, top5-acc=99.80%, remaining_time=0:00:00.880680, arrival_time=2021-04-10 03:58:43.487217, cost_time=0:00:27.888150 2021-04-10 03:58:43,397 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.41ms, fps=1720 images/s, loss=0.1625, top1-acc=94.84%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:43.397511, cost_time=0:00:28.679130 2021-04-10 03:58:43,942 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=0.30ms, fps=4704 images/s, loss=0.3868, top1-acc=88.32%, top5-acc=99.45%, remaining_time=0:00:01.632690, arrival_time=2021-04-10 03:58:45.575454, cost_time=0:00:00.544226 2021-04-10 03:58:44,420 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.42ms, fps=5364 images/s, loss=0.4201, top1-acc=87.99%, top5-acc=99.14%, remaining_time=0:00:01.021840, arrival_time=2021-04-10 03:58:45.442279, cost_time=0:00:01.021839 2021-04-10 03:58:44,897 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.56ms, fps=5375 images/s, loss=0.4407, top1-acc=87.46%, top5-acc=99.11%, remaining_time=0:00:00.499520, arrival_time=2021-04-10 03:58:45.396625, cost_time=0:00:01.498546 2021-04-10 03:58:45,330 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.07ms, fps=5362 images/s, loss=0.4287, top1-acc=87.38%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-10 03:58:45.330234, cost_time=0:00:01.931710 2021-04-10 03:58:46,431 INFO : Epoch=0103 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:51:46.573992, arrival_time=2021-04-10 04:50:33.005559, cost_time=0:54:58.733214 2021-04-10 03:58:46,432 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 03:58:48,065 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.44ms, fps=1568 images/s, loss=0.1657, top1-acc=95.12%, top5-acc=99.73%, remaining_time=0:00:30.369150, arrival_time=2021-04-10 03:59:18.434262, cost_time=0:00:01.632753 2021-04-10 03:58:49,523 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1481, top1-acc=95.61%, top5-acc=99.77%, remaining_time=0:00:27.197984, arrival_time=2021-04-10 03:59:16.721008, cost_time=0:00:03.090670 2021-04-10 03:58:50,993 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=2.59ms, fps=1741 images/s, loss=0.1462, top1-acc=95.66%, top5-acc=99.79%, remaining_time=0:00:25.239636, arrival_time=2021-04-10 03:59:16.233374, cost_time=0:00:04.561386 2021-04-10 03:58:52,450 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.1397, top1-acc=95.68%, top5-acc=99.79%, remaining_time=0:00:23.470200, arrival_time=2021-04-10 03:59:15.920576, cost_time=0:00:06.018003 2021-04-10 03:58:53,909 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.1426, top1-acc=95.69%, top5-acc=99.81%, remaining_time=0:00:21.832694, arrival_time=2021-04-10 03:59:15.741994, cost_time=0:00:07.476949 2021-04-10 03:58:55,365 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.1474, top1-acc=95.55%, top5-acc=99.79%, remaining_time=0:00:20.248496, arrival_time=2021-04-10 03:59:15.614053, cost_time=0:00:08.933167 2021-04-10 03:58:56,821 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.1492, top1-acc=95.53%, top5-acc=99.79%, remaining_time=0:00:18.700794, arrival_time=2021-04-10 03:59:15.522538, cost_time=0:00:10.389305 2021-04-10 03:58:58,276 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1521, top1-acc=95.46%, top5-acc=99.79%, remaining_time=0:00:17.173452, arrival_time=2021-04-10 03:59:15.449481, cost_time=0:00:11.843721 2021-04-10 03:58:59,733 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.71ms, fps=1757 images/s, loss=0.1491, top1-acc=95.50%, top5-acc=99.81%, remaining_time=0:00:15.665634, arrival_time=2021-04-10 03:59:15.399005, cost_time=0:00:13.301010 2021-04-10 03:59:01,187 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.68ms, fps=1762 images/s, loss=0.1492, top1-acc=95.50%, top5-acc=99.80%, remaining_time=0:00:14.164704, arrival_time=2021-04-10 03:59:15.351848, cost_time=0:00:14.754865 2021-04-10 03:59:02,643 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.60ms, fps=1758 images/s, loss=0.1482, top1-acc=95.53%, top5-acc=99.80%, remaining_time=0:00:12.674422, arrival_time=2021-04-10 03:59:15.318199, cost_time=0:00:16.211423 2021-04-10 03:59:04,098 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.1469, top1-acc=95.55%, top5-acc=99.81%, remaining_time=0:00:11.188568, arrival_time=2021-04-10 03:59:15.287046, cost_time=0:00:17.666210 2021-04-10 03:59:05,561 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.38ms, fps=1750 images/s, loss=0.1452, top1-acc=95.60%, top5-acc=99.82%, remaining_time=0:00:09.711702, arrival_time=2021-04-10 03:59:15.273110, cost_time=0:00:19.129054 2021-04-10 03:59:07,016 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.1471, top1-acc=95.55%, top5-acc=99.81%, remaining_time=0:00:08.233680, arrival_time=2021-04-10 03:59:15.250158, cost_time=0:00:20.584196 2021-04-10 03:59:08,471 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.1458, top1-acc=95.58%, top5-acc=99.82%, remaining_time=0:00:06.758642, arrival_time=2021-04-10 03:59:15.230032, cost_time=0:00:22.039120 2021-04-10 03:59:09,923 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.1464, top1-acc=95.52%, top5-acc=99.82%, remaining_time=0:00:05.285520, arrival_time=2021-04-10 03:59:15.209126, cost_time=0:00:23.491253 2021-04-10 03:59:11,375 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.37ms, fps=1764 images/s, loss=0.1475, top1-acc=95.49%, top5-acc=99.82%, remaining_time=0:00:03.814876, arrival_time=2021-04-10 03:59:15.190528, cost_time=0:00:24.943381 2021-04-10 03:59:12,827 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.1489, top1-acc=95.43%, top5-acc=99.82%, remaining_time=0:00:02.346240, arrival_time=2021-04-10 03:59:15.173727, cost_time=0:00:26.395215 2021-04-10 03:59:14,280 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.48ms, fps=1763 images/s, loss=0.1495, top1-acc=95.40%, top5-acc=99.82%, remaining_time=0:00:00.879402, arrival_time=2021-04-10 03:59:15.159523, cost_time=0:00:27.847770 2021-04-10 03:59:15,070 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.28ms, fps=1721 images/s, loss=0.1496, top1-acc=95.39%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:15.070885, cost_time=0:00:28.638618 2021-04-10 03:59:15,621 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=2.39ms, fps=4657 images/s, loss=0.5254, top1-acc=85.86%, top5-acc=98.79%, remaining_time=0:00:01.648980, arrival_time=2021-04-10 03:59:17.270528, cost_time=0:00:00.549662 2021-04-10 03:59:16,095 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.29ms, fps=5402 images/s, loss=0.4894, top1-acc=86.46%, top5-acc=98.98%, remaining_time=0:00:01.023900, arrival_time=2021-04-10 03:59:17.119695, cost_time=0:00:01.023900 2021-04-10 03:59:16,573 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.30ms, fps=5365 images/s, loss=0.4728, top1-acc=86.97%, top5-acc=98.91%, remaining_time=0:00:00.500480, arrival_time=2021-04-10 03:59:17.073793, cost_time=0:00:01.501425 2021-04-10 03:59:17,007 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.08ms, fps=5349 images/s, loss=0.4652, top1-acc=87.21%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:17.007386, cost_time=0:00:01.935513 2021-04-10 03:59:19,211 INFO : Epoch=0104 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:51:15.242880, arrival_time=2021-04-10 04:50:34.454398, cost_time=0:55:31.513161 2021-04-10 03:59:19,212 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 03:59:20,909 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.41ms, fps=1508 images/s, loss=0.1618, top1-acc=95.20%, top5-acc=99.84%, remaining_time=0:00:31.567548, arrival_time=2021-04-10 03:59:52.477040, cost_time=0:00:01.697178 2021-04-10 03:59:22,361 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.1590, top1-acc=95.18%, top5-acc=99.80%, remaining_time=0:00:27.717008, arrival_time=2021-04-10 03:59:50.078879, cost_time=0:00:03.149654 2021-04-10 03:59:23,813 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.1497, top1-acc=95.36%, top5-acc=99.82%, remaining_time=0:00:25.462408, arrival_time=2021-04-10 03:59:49.276245, cost_time=0:00:04.601634 2021-04-10 03:59:25,274 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.1432, top1-acc=95.60%, top5-acc=99.80%, remaining_time=0:00:23.643360, arrival_time=2021-04-10 03:59:48.917946, cost_time=0:00:06.062386 2021-04-10 03:59:26,727 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.88ms, fps=1763 images/s, loss=0.1434, top1-acc=95.69%, top5-acc=99.81%, remaining_time=0:00:21.943216, arrival_time=2021-04-10 03:59:48.670282, cost_time=0:00:07.514806 2021-04-10 03:59:28,178 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.1435, top1-acc=95.59%, top5-acc=99.82%, remaining_time=0:00:20.323432, arrival_time=2021-04-10 03:59:48.501887, cost_time=0:00:08.966235 2021-04-10 03:59:29,631 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.1421, top1-acc=95.59%, top5-acc=99.82%, remaining_time=0:00:18.754470, arrival_time=2021-04-10 03:59:48.385829, cost_time=0:00:10.419155 2021-04-10 03:59:31,088 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.94ms, fps=1757 images/s, loss=0.1413, top1-acc=95.59%, top5-acc=99.83%, remaining_time=0:00:17.221244, arrival_time=2021-04-10 03:59:48.310168, cost_time=0:00:11.876722 2021-04-10 03:59:32,539 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.52ms, fps=1765 images/s, loss=0.1436, top1-acc=95.49%, top5-acc=99.83%, remaining_time=0:00:15.696798, arrival_time=2021-04-10 03:59:48.236486, cost_time=0:00:13.327488 2021-04-10 03:59:33,992 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.46ms, fps=1763 images/s, loss=0.1438, top1-acc=95.49%, top5-acc=99.83%, remaining_time=0:00:14.188992, arrival_time=2021-04-10 03:59:48.181488, cost_time=0:00:14.780239 2021-04-10 03:59:35,449 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1433, top1-acc=95.51%, top5-acc=99.83%, remaining_time=0:00:12.694374, arrival_time=2021-04-10 03:59:48.143653, cost_time=0:00:16.236962 2021-04-10 03:59:36,905 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.1434, top1-acc=95.52%, top5-acc=99.83%, remaining_time=0:00:11.205440, arrival_time=2021-04-10 03:59:48.110502, cost_time=0:00:17.692852 2021-04-10 03:59:38,360 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.53ms, fps=1759 images/s, loss=0.1462, top1-acc=95.44%, top5-acc=99.83%, remaining_time=0:00:09.721470, arrival_time=2021-04-10 03:59:48.082058, cost_time=0:00:19.148368 2021-04-10 03:59:39,812 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.1482, top1-acc=95.39%, top5-acc=99.83%, remaining_time=0:00:08.240176, arrival_time=2021-04-10 03:59:48.052867, cost_time=0:00:20.600489 2021-04-10 03:59:41,270 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.1490, top1-acc=95.33%, top5-acc=99.83%, remaining_time=0:00:06.764576, arrival_time=2021-04-10 03:59:48.035184, cost_time=0:00:22.058408 2021-04-10 03:59:42,725 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.1509, top1-acc=95.27%, top5-acc=99.83%, remaining_time=0:00:05.290452, arrival_time=2021-04-10 03:59:48.015786, cost_time=0:00:23.513132 2021-04-10 03:59:44,182 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.53ms, fps=1757 images/s, loss=0.1514, top1-acc=95.27%, top5-acc=99.83%, remaining_time=0:00:03.819036, arrival_time=2021-04-10 03:59:48.001893, cost_time=0:00:24.970575 2021-04-10 03:59:45,638 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.1499, top1-acc=95.31%, top5-acc=99.84%, remaining_time=0:00:02.349040, arrival_time=2021-04-10 03:59:47.987897, cost_time=0:00:26.426646 2021-04-10 03:59:47,098 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.1499, top1-acc=95.32%, top5-acc=99.84%, remaining_time=0:00:00.880602, arrival_time=2021-04-10 03:59:47.978567, cost_time=0:00:27.885760 2021-04-10 03:59:47,890 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.23ms, fps=1718 images/s, loss=0.1501, top1-acc=95.32%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:47.890030, cost_time=0:00:28.677831 2021-04-10 03:59:48,462 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.29ms, fps=4482 images/s, loss=0.4466, top1-acc=87.34%, top5-acc=99.06%, remaining_time=0:00:01.713330, arrival_time=2021-04-10 03:59:50.175519, cost_time=0:00:00.571108 2021-04-10 03:59:48,937 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.39ms, fps=5388 images/s, loss=0.4534, top1-acc=87.25%, top5-acc=99.10%, remaining_time=0:00:01.046540, arrival_time=2021-04-10 03:59:49.984164, cost_time=0:00:01.046541 2021-04-10 03:59:49,413 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.23ms, fps=5382 images/s, loss=0.4532, top1-acc=87.14%, top5-acc=99.14%, remaining_time=0:00:00.507510, arrival_time=2021-04-10 03:59:49.921133, cost_time=0:00:01.522533 2021-04-10 03:59:49,848 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.07ms, fps=5345 images/s, loss=0.4521, top1-acc=87.29%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 03:59:49.848025, cost_time=0:00:01.956966 2021-04-10 03:59:50,925 INFO : Epoch=0105 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:50:42.919350, arrival_time=2021-04-10 04:50:33.844373, cost_time=0:56:03.226671 2021-04-10 03:59:50,925 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 03:59:52,556 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.45ms, fps=1570 images/s, loss=0.1597, top1-acc=95.08%, top5-acc=99.88%, remaining_time=0:00:30.327672, arrival_time=2021-04-10 04:00:22.883914, cost_time=0:00:01.630519 2021-04-10 03:59:54,005 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.42ms, fps=1768 images/s, loss=0.1487, top1-acc=95.25%, top5-acc=99.84%, remaining_time=0:00:27.097488, arrival_time=2021-04-10 04:00:21.102473, cost_time=0:00:03.079264 2021-04-10 03:59:55,457 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.37ms, fps=1763 images/s, loss=0.1501, top1-acc=95.31%, top5-acc=99.79%, remaining_time=0:00:25.075960, arrival_time=2021-04-10 04:00:20.533466, cost_time=0:00:04.531787 2021-04-10 03:59:56,912 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.1543, top1-acc=95.21%, top5-acc=99.79%, remaining_time=0:00:23.348676, arrival_time=2021-04-10 04:00:20.261231, cost_time=0:00:05.986824 2021-04-10 03:59:58,366 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.49ms, fps=1761 images/s, loss=0.1541, top1-acc=95.27%, top5-acc=99.77%, remaining_time=0:00:21.727720, arrival_time=2021-04-10 04:00:20.094443, cost_time=0:00:07.441002 2021-04-10 03:59:59,820 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.09ms, fps=1761 images/s, loss=0.1556, top1-acc=95.29%, top5-acc=99.77%, remaining_time=0:00:20.161320, arrival_time=2021-04-10 04:00:19.981887, cost_time=0:00:08.894723 2021-04-10 04:00:01,271 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.47ms, fps=1766 images/s, loss=0.1573, top1-acc=95.26%, top5-acc=99.75%, remaining_time=0:00:18.621414, arrival_time=2021-04-10 04:00:19.892430, cost_time=0:00:10.345262 2021-04-10 04:00:02,723 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.1564, top1-acc=95.28%, top5-acc=99.76%, remaining_time=0:00:17.106520, arrival_time=2021-04-10 04:00:19.829935, cost_time=0:00:11.797640 2021-04-10 04:00:04,180 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.1544, top1-acc=95.31%, top5-acc=99.77%, remaining_time=0:00:15.610514, arrival_time=2021-04-10 04:00:19.790535, cost_time=0:00:13.254217 2021-04-10 04:00:05,642 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.90ms, fps=1751 images/s, loss=0.1537, top1-acc=95.32%, top5-acc=99.76%, remaining_time=0:00:14.127936, arrival_time=2021-04-10 04:00:19.770352, cost_time=0:00:14.716621 2021-04-10 04:00:07,095 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.37ms, fps=1763 images/s, loss=0.1524, top1-acc=95.34%, top5-acc=99.77%, remaining_time=0:00:12.641656, arrival_time=2021-04-10 04:00:19.736974, cost_time=0:00:16.169519 2021-04-10 04:00:08,553 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.1517, top1-acc=95.37%, top5-acc=99.77%, remaining_time=0:00:11.164020, arrival_time=2021-04-10 04:00:19.717180, cost_time=0:00:17.627361 2021-04-10 04:00:10,008 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.62ms, fps=1760 images/s, loss=0.1539, top1-acc=95.30%, top5-acc=99.77%, remaining_time=0:00:09.688206, arrival_time=2021-04-10 04:00:19.696850, cost_time=0:00:19.082822 2021-04-10 04:00:11,465 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.78ms, fps=1758 images/s, loss=0.1539, top1-acc=95.29%, top5-acc=99.77%, remaining_time=0:00:08.216040, arrival_time=2021-04-10 04:00:19.681809, cost_time=0:00:20.540051 2021-04-10 04:00:12,926 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.1539, top1-acc=95.32%, top5-acc=99.76%, remaining_time=0:00:06.746728, arrival_time=2021-04-10 04:00:19.672767, cost_time=0:00:22.000201 2021-04-10 04:00:14,384 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.1547, top1-acc=95.27%, top5-acc=99.76%, remaining_time=0:00:05.278140, arrival_time=2021-04-10 04:00:19.662234, cost_time=0:00:23.458321 2021-04-10 04:00:15,845 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.46ms, fps=1753 images/s, loss=0.1555, top1-acc=95.23%, top5-acc=99.76%, remaining_time=0:00:03.811210, arrival_time=2021-04-10 04:00:19.656463, cost_time=0:00:24.919503 2021-04-10 04:00:17,298 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.60ms, fps=1763 images/s, loss=0.1554, top1-acc=95.23%, top5-acc=99.76%, remaining_time=0:00:02.344224, arrival_time=2021-04-10 04:00:19.642478, cost_time=0:00:26.372534 2021-04-10 04:00:18,756 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.27ms, fps=1757 images/s, loss=0.1554, top1-acc=95.24%, top5-acc=99.76%, remaining_time=0:00:00.878844, arrival_time=2021-04-10 04:00:19.634765, cost_time=0:00:27.830135 2021-04-10 04:00:19,546 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.29ms, fps=1722 images/s, loss=0.1553, top1-acc=95.25%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:19.546306, cost_time=0:00:28.620596 2021-04-10 04:00:20,097 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.18ms, fps=4653 images/s, loss=0.3880, top1-acc=89.41%, top5-acc=99.10%, remaining_time=0:00:01.650540, arrival_time=2021-04-10 04:00:21.747988, cost_time=0:00:00.550182 2021-04-10 04:00:20,573 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.44ms, fps=5384 images/s, loss=0.4088, top1-acc=88.81%, top5-acc=99.22%, remaining_time=0:00:01.025980, arrival_time=2021-04-10 04:00:21.599232, cost_time=0:00:01.025989 2021-04-10 04:00:21,047 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.35ms, fps=5399 images/s, loss=0.4078, top1-acc=88.62%, top5-acc=99.34%, remaining_time=0:00:00.500160, arrival_time=2021-04-10 04:00:21.548068, cost_time=0:00:01.500482 2021-04-10 04:00:21,483 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.05ms, fps=5333 images/s, loss=0.3994, top1-acc=88.79%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:21.483336, cost_time=0:00:01.936057 2021-04-10 04:00:22,513 INFO : Epoch=0106 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:50:10.496640, arrival_time=2021-04-10 04:50:33.010330, cost_time=0:56:34.815333 2021-04-10 04:00:22,514 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 04:00:24,133 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.41ms, fps=1581 images/s, loss=0.1284, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:00:30.110052, arrival_time=2021-04-10 04:00:54.243352, cost_time=0:00:01.618815 2021-04-10 04:00:25,595 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.83ms, fps=1751 images/s, loss=0.1274, top1-acc=96.11%, top5-acc=99.90%, remaining_time=0:00:27.113328, arrival_time=2021-04-10 04:00:52.708888, cost_time=0:00:03.081059 2021-04-10 04:00:27,047 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.35ms, fps=1764 images/s, loss=0.1306, top1-acc=95.90%, top5-acc=99.84%, remaining_time=0:00:25.081770, arrival_time=2021-04-10 04:00:52.129111, cost_time=0:00:04.532856 2021-04-10 04:00:28,499 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.1344, top1-acc=95.73%, top5-acc=99.86%, remaining_time=0:00:23.341032, arrival_time=2021-04-10 04:00:51.840408, cost_time=0:00:05.984891 2021-04-10 04:00:29,959 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.55ms, fps=1755 images/s, loss=0.1345, top1-acc=95.75%, top5-acc=99.84%, remaining_time=0:00:21.737794, arrival_time=2021-04-10 04:00:51.696728, cost_time=0:00:07.444427 2021-04-10 04:00:31,414 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.01ms, fps=1760 images/s, loss=0.1369, top1-acc=95.67%, top5-acc=99.82%, remaining_time=0:00:20.172064, arrival_time=2021-04-10 04:00:51.586019, cost_time=0:00:08.899426 2021-04-10 04:00:32,873 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.1363, top1-acc=95.73%, top5-acc=99.82%, remaining_time=0:00:18.646614, arrival_time=2021-04-10 04:00:51.520352, cost_time=0:00:10.359236 2021-04-10 04:00:34,328 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1383, top1-acc=95.72%, top5-acc=99.80%, remaining_time=0:00:17.130764, arrival_time=2021-04-10 04:00:51.459590, cost_time=0:00:11.814327 2021-04-10 04:00:35,784 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1372, top1-acc=95.79%, top5-acc=99.82%, remaining_time=0:00:15.628428, arrival_time=2021-04-10 04:00:51.412383, cost_time=0:00:13.269463 2021-04-10 04:00:37,243 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.73ms, fps=1754 images/s, loss=0.1386, top1-acc=95.73%, top5-acc=99.82%, remaining_time=0:00:14.140224, arrival_time=2021-04-10 04:00:51.384096, cost_time=0:00:14.729387 2021-04-10 04:00:38,697 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.1390, top1-acc=95.71%, top5-acc=99.81%, remaining_time=0:00:12.651890, arrival_time=2021-04-10 04:00:51.348914, cost_time=0:00:16.182601 2021-04-10 04:00:40,154 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.1386, top1-acc=95.70%, top5-acc=99.81%, remaining_time=0:00:11.171848, arrival_time=2021-04-10 04:00:51.326121, cost_time=0:00:17.639741 2021-04-10 04:00:41,611 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.32ms, fps=1758 images/s, loss=0.1408, top1-acc=95.66%, top5-acc=99.81%, remaining_time=0:00:09.695400, arrival_time=2021-04-10 04:00:51.306921, cost_time=0:00:19.096935 2021-04-10 04:00:43,063 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.1425, top1-acc=95.57%, top5-acc=99.81%, remaining_time=0:00:08.219736, arrival_time=2021-04-10 04:00:51.283582, cost_time=0:00:20.549342 2021-04-10 04:00:44,530 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.86ms, fps=1747 images/s, loss=0.1418, top1-acc=95.61%, top5-acc=99.81%, remaining_time=0:00:06.751466, arrival_time=2021-04-10 04:00:51.281621, cost_time=0:00:22.015653 2021-04-10 04:00:45,990 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.1420, top1-acc=95.60%, top5-acc=99.80%, remaining_time=0:00:05.281992, arrival_time=2021-04-10 04:00:51.271967, cost_time=0:00:23.475474 2021-04-10 04:00:47,445 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.1419, top1-acc=95.61%, top5-acc=99.80%, remaining_time=0:00:03.813030, arrival_time=2021-04-10 04:00:51.258814, cost_time=0:00:24.931288 2021-04-10 04:00:48,909 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.88ms, fps=1750 images/s, loss=0.1434, top1-acc=95.56%, top5-acc=99.79%, remaining_time=0:00:02.346176, arrival_time=2021-04-10 04:00:51.255195, cost_time=0:00:26.394475 2021-04-10 04:00:50,371 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=0.1442, top1-acc=95.53%, top5-acc=99.79%, remaining_time=0:00:00.879708, arrival_time=2021-04-10 04:00:51.251545, cost_time=0:00:27.857349 2021-04-10 04:00:51,163 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.24ms, fps=1720 images/s, loss=0.1447, top1-acc=95.52%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:51.163145, cost_time=0:00:28.648738 2021-04-10 04:00:51,710 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.66ms, fps=4683 images/s, loss=0.3546, top1-acc=89.69%, top5-acc=99.45%, remaining_time=0:00:01.640040, arrival_time=2021-04-10 04:00:53.350910, cost_time=0:00:00.546685 2021-04-10 04:00:52,186 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.71ms, fps=5386 images/s, loss=0.3578, top1-acc=89.24%, top5-acc=99.36%, remaining_time=0:00:01.022400, arrival_time=2021-04-10 04:00:53.208989, cost_time=0:00:01.022401 2021-04-10 04:00:52,663 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.29ms, fps=5372 images/s, loss=0.3676, top1-acc=89.00%, top5-acc=99.39%, remaining_time=0:00:00.499840, arrival_time=2021-04-10 04:00:53.163476, cost_time=0:00:01.499507 2021-04-10 04:00:53,097 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.07ms, fps=5350 images/s, loss=0.3706, top1-acc=89.19%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 04:00:53.097609, cost_time=0:00:01.933506 2021-04-10 04:00:54,143 INFO : Epoch=0107 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:49:38.125515, arrival_time=2021-04-10 04:50:32.269404, cost_time=0:57:06.445528 2021-04-10 04:00:54,144 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 04:00:55,781 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.52ms, fps=1564 images/s, loss=0.1421, top1-acc=95.47%, top5-acc=99.73%, remaining_time=0:00:30.435552, arrival_time=2021-04-10 04:01:26.216597, cost_time=0:00:01.636322 2021-04-10 04:00:57,235 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.1451, top1-acc=95.39%, top5-acc=99.73%, remaining_time=0:00:27.194992, arrival_time=2021-04-10 04:01:24.429954, cost_time=0:00:03.090342 2021-04-10 04:00:58,700 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.87ms, fps=1757 images/s, loss=0.1536, top1-acc=95.26%, top5-acc=99.74%, remaining_time=0:00:25.208262, arrival_time=2021-04-10 04:01:23.908650, cost_time=0:00:04.555718 2021-04-10 04:01:00,159 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=3.26ms, fps=1755 images/s, loss=0.1520, top1-acc=95.26%, top5-acc=99.74%, remaining_time=0:00:23.459280, arrival_time=2021-04-10 04:01:23.619119, cost_time=0:00:06.015194 2021-04-10 04:01:01,617 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.1471, top1-acc=95.45%, top5-acc=99.77%, remaining_time=0:00:21.819408, arrival_time=2021-04-10 04:01:23.436443, cost_time=0:00:07.472425 2021-04-10 04:01:03,071 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.1483, top1-acc=95.38%, top5-acc=99.77%, remaining_time=0:00:20.234896, arrival_time=2021-04-10 04:01:23.306767, cost_time=0:00:08.927184 2021-04-10 04:01:04,527 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.1471, top1-acc=95.44%, top5-acc=99.77%, remaining_time=0:00:18.688950, arrival_time=2021-04-10 04:01:23.216336, cost_time=0:00:10.382766 2021-04-10 04:01:05,981 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.1475, top1-acc=95.42%, top5-acc=99.79%, remaining_time=0:00:17.164056, arrival_time=2021-04-10 04:01:23.145977, cost_time=0:00:11.837306 2021-04-10 04:01:07,438 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=0.1477, top1-acc=95.43%, top5-acc=99.75%, remaining_time=0:00:15.657472, arrival_time=2021-04-10 04:01:23.096308, cost_time=0:00:13.294066 2021-04-10 04:01:08,895 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.1484, top1-acc=95.37%, top5-acc=99.76%, remaining_time=0:00:14.161152, arrival_time=2021-04-10 04:01:23.057013, cost_time=0:00:14.751235 2021-04-10 04:01:10,353 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1476, top1-acc=95.43%, top5-acc=99.76%, remaining_time=0:00:12.672272, arrival_time=2021-04-10 04:01:23.025551, cost_time=0:00:16.208669 2021-04-10 04:01:11,810 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.61ms, fps=1758 images/s, loss=0.1479, top1-acc=95.38%, top5-acc=99.75%, remaining_time=0:00:11.188112, arrival_time=2021-04-10 04:01:22.998242, cost_time=0:00:17.665419 2021-04-10 04:01:13,262 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.1492, top1-acc=95.37%, top5-acc=99.75%, remaining_time=0:00:09.706092, arrival_time=2021-04-10 04:01:22.968871, cost_time=0:00:19.118079 2021-04-10 04:01:14,719 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.1488, top1-acc=95.36%, top5-acc=99.76%, remaining_time=0:00:08.230040, arrival_time=2021-04-10 04:01:22.949829, cost_time=0:00:20.575159 2021-04-10 04:01:16,172 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.1499, top1-acc=95.36%, top5-acc=99.76%, remaining_time=0:00:06.755330, arrival_time=2021-04-10 04:01:22.928122, cost_time=0:00:22.028177 2021-04-10 04:01:17,630 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.60ms, fps=1757 images/s, loss=0.1483, top1-acc=95.42%, top5-acc=99.77%, remaining_time=0:00:05.284332, arrival_time=2021-04-10 04:01:22.914846, cost_time=0:00:23.485902 2021-04-10 04:01:19,081 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.44ms, fps=1764 images/s, loss=0.1473, top1-acc=95.47%, top5-acc=99.77%, remaining_time=0:00:03.813914, arrival_time=2021-04-10 04:01:22.895705, cost_time=0:00:24.937175 2021-04-10 04:01:20,539 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.1461, top1-acc=95.48%, top5-acc=99.78%, remaining_time=0:00:02.346160, arrival_time=2021-04-10 04:01:22.885154, cost_time=0:00:26.394318 2021-04-10 04:01:21,995 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.1470, top1-acc=95.46%, top5-acc=99.78%, remaining_time=0:00:00.879498, arrival_time=2021-04-10 04:01:22.874889, cost_time=0:00:27.850748 2021-04-10 04:01:22,787 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.33ms, fps=1719 images/s, loss=0.1470, top1-acc=95.45%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:22.787272, cost_time=0:00:28.642663 2021-04-10 04:01:23,331 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.18ms, fps=4709 images/s, loss=0.3948, top1-acc=89.14%, top5-acc=99.30%, remaining_time=0:00:01.630740, arrival_time=2021-04-10 04:01:24.962595, cost_time=0:00:00.543580 2021-04-10 04:01:23,807 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.27ms, fps=5381 images/s, loss=0.4044, top1-acc=88.75%, top5-acc=99.22%, remaining_time=0:00:01.019640, arrival_time=2021-04-10 04:01:24.827566, cost_time=0:00:01.019643 2021-04-10 04:01:24,282 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.23ms, fps=5399 images/s, loss=0.4014, top1-acc=88.70%, top5-acc=99.15%, remaining_time=0:00:00.498060, arrival_time=2021-04-10 04:01:24.780512, cost_time=0:00:01.494170 2021-04-10 04:01:24,715 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.08ms, fps=5360 images/s, loss=0.3940, top1-acc=88.69%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:24.715623, cost_time=0:00:01.927366 2021-04-10 04:01:25,972 INFO : Epoch=0108 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:49:05.937520, arrival_time=2021-04-10 04:50:31.910398, cost_time=0:57:38.274523 2021-04-10 04:01:25,973 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 04:01:27,629 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.43ms, fps=1546 images/s, loss=0.1340, top1-acc=95.62%, top5-acc=99.88%, remaining_time=0:00:30.804948, arrival_time=2021-04-10 04:01:58.434772, cost_time=0:00:01.656183 2021-04-10 04:01:29,085 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.1282, top1-acc=96.05%, top5-acc=99.86%, remaining_time=0:00:27.383312, arrival_time=2021-04-10 04:01:56.468656, cost_time=0:00:03.111733 2021-04-10 04:01:30,540 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.1266, top1-acc=96.09%, top5-acc=99.90%, remaining_time=0:00:25.272670, arrival_time=2021-04-10 04:01:55.813599, cost_time=0:00:04.567343 2021-04-10 04:01:31,995 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1274, top1-acc=96.06%, top5-acc=99.90%, remaining_time=0:00:23.486424, arrival_time=2021-04-10 04:01:55.482241, cost_time=0:00:06.022148 2021-04-10 04:01:33,450 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.1277, top1-acc=96.07%, top5-acc=99.88%, remaining_time=0:00:21.833278, arrival_time=2021-04-10 04:01:55.284010, cost_time=0:00:07.477149 2021-04-10 04:01:34,906 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.1290, top1-acc=96.07%, top5-acc=99.87%, remaining_time=0:00:20.247680, arrival_time=2021-04-10 04:01:55.154236, cost_time=0:00:08.932807 2021-04-10 04:01:36,359 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.1318, top1-acc=95.94%, top5-acc=99.85%, remaining_time=0:00:18.694116, arrival_time=2021-04-10 04:01:55.053315, cost_time=0:00:10.385585 2021-04-10 04:01:37,822 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=0.1332, top1-acc=95.87%, top5-acc=99.85%, remaining_time=0:00:17.180876, arrival_time=2021-04-10 04:01:55.003351, cost_time=0:00:11.848898 2021-04-10 04:01:39,280 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.87ms, fps=1756 images/s, loss=0.1348, top1-acc=95.87%, top5-acc=99.84%, remaining_time=0:00:15.672524, arrival_time=2021-04-10 04:01:54.952962, cost_time=0:00:13.306857 2021-04-10 04:01:40,741 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.74ms, fps=1752 images/s, loss=0.1329, top1-acc=95.89%, top5-acc=99.84%, remaining_time=0:00:14.177472, arrival_time=2021-04-10 04:01:54.919318, cost_time=0:00:14.768177 2021-04-10 04:01:42,195 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.54ms, fps=1762 images/s, loss=0.1319, top1-acc=95.91%, top5-acc=99.85%, remaining_time=0:00:12.682162, arrival_time=2021-04-10 04:01:54.877137, cost_time=0:00:16.221393 2021-04-10 04:01:43,650 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1320, top1-acc=95.88%, top5-acc=99.85%, remaining_time=0:00:11.195028, arrival_time=2021-04-10 04:01:54.844995, cost_time=0:00:17.676385 2021-04-10 04:01:45,103 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.1335, top1-acc=95.84%, top5-acc=99.84%, remaining_time=0:00:09.712032, arrival_time=2021-04-10 04:01:54.815487, cost_time=0:00:19.129707 2021-04-10 04:01:46,562 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.1342, top1-acc=95.82%, top5-acc=99.84%, remaining_time=0:00:08.235360, arrival_time=2021-04-10 04:01:54.797305, cost_time=0:00:20.588345 2021-04-10 04:01:48,017 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.1337, top1-acc=95.83%, top5-acc=99.84%, remaining_time=0:00:06.759976, arrival_time=2021-04-10 04:01:54.776988, cost_time=0:00:22.043417 2021-04-10 04:01:49,474 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.1349, top1-acc=95.77%, top5-acc=99.83%, remaining_time=0:00:05.287716, arrival_time=2021-04-10 04:01:54.762324, cost_time=0:00:23.501022 2021-04-10 04:01:50,928 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.54ms, fps=1762 images/s, loss=0.1362, top1-acc=95.70%, top5-acc=99.84%, remaining_time=0:00:03.816592, arrival_time=2021-04-10 04:01:54.744878, cost_time=0:00:24.954704 2021-04-10 04:01:52,384 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.1387, top1-acc=95.61%, top5-acc=99.84%, remaining_time=0:00:02.347584, arrival_time=2021-04-10 04:01:54.731529, cost_time=0:00:26.410303 2021-04-10 04:01:53,837 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.1389, top1-acc=95.62%, top5-acc=99.84%, remaining_time=0:00:00.879918, arrival_time=2021-04-10 04:01:54.717733, cost_time=0:00:27.864163 2021-04-10 04:01:54,629 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.20ms, fps=1719 images/s, loss=0.1393, top1-acc=95.60%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:54.629554, cost_time=0:00:28.655975 2021-04-10 04:01:55,171 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.28ms, fps=4729 images/s, loss=0.3828, top1-acc=88.44%, top5-acc=99.14%, remaining_time=0:00:01.623810, arrival_time=2021-04-10 04:01:56.795620, cost_time=0:00:00.541272 2021-04-10 04:01:55,646 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.32ms, fps=5397 images/s, loss=0.3979, top1-acc=88.20%, top5-acc=99.20%, remaining_time=0:00:01.015920, arrival_time=2021-04-10 04:01:56.662403, cost_time=0:00:01.015916 2021-04-10 04:01:56,130 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.61ms, fps=5295 images/s, loss=0.3893, top1-acc=88.39%, top5-acc=99.18%, remaining_time=0:00:00.499930, arrival_time=2021-04-10 04:01:56.630265, cost_time=0:00:01.499803 2021-04-10 04:01:56,565 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.07ms, fps=5335 images/s, loss=0.3804, top1-acc=88.40%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 04:01:56.565482, cost_time=0:00:01.934975 2021-04-10 04:01:57,660 INFO : Epoch=0109 complete, best val top1-acc=89.47%, top5-acc=99.33% (epoch=98), remaining_time=0:48:33.638273, arrival_time=2021-04-10 04:50:31.298944, cost_time=0:58:09.962312 2021-04-10 04:01:57,661 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 04:01:59,308 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.52ms, fps=1555 images/s, loss=0.1307, top1-acc=95.59%, top5-acc=99.84%, remaining_time=0:00:30.620994, arrival_time=2021-04-10 04:02:29.928932, cost_time=0:00:01.646287 2021-04-10 04:02:00,771 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.92ms, fps=1751 images/s, loss=0.1390, top1-acc=95.53%, top5-acc=99.88%, remaining_time=0:00:27.362896, arrival_time=2021-04-10 04:02:28.133804, cost_time=0:00:03.109419 2021-04-10 04:02:02,229 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.84ms, fps=1756 images/s, loss=0.1365, top1-acc=95.72%, top5-acc=99.88%, remaining_time=0:00:25.274496, arrival_time=2021-04-10 04:02:27.503669, cost_time=0:00:04.567687 2021-04-10 04:02:03,683 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.1328, top1-acc=95.76%, top5-acc=99.85%, remaining_time=0:00:23.486424, arrival_time=2021-04-10 04:02:27.169964, cost_time=0:00:06.022161 2021-04-10 04:02:05,148 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.87ms, fps=1749 images/s, loss=0.1353, top1-acc=95.73%, top5-acc=99.86%, remaining_time=0:00:21.860872, arrival_time=2021-04-10 04:02:27.008990, cost_time=0:00:07.486612 2021-04-10 04:02:06,602 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.60ms, fps=1761 images/s, loss=0.1342, top1-acc=95.80%, top5-acc=99.86%, remaining_time=0:00:20.265904, arrival_time=2021-04-10 04:02:26.868204, cost_time=0:00:08.940857 2021-04-10 04:02:08,069 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.44ms, fps=1745 images/s, loss=0.1343, top1-acc=95.82%, top5-acc=99.86%, remaining_time=0:00:18.735192, arrival_time=2021-04-10 04:02:26.804998, cost_time=0:00:10.408422 2021-04-10 04:02:09,521 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.1337, top1-acc=95.86%, top5-acc=99.87%, remaining_time=0:00:17.197116, arrival_time=2021-04-10 04:02:26.718683, cost_time=0:00:11.860116 2021-04-10 04:02:10,977 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.1304, top1-acc=95.95%, top5-acc=99.87%, remaining_time=0:00:15.683018, arrival_time=2021-04-10 04:02:26.660213, cost_time=0:00:13.315810 2021-04-10 04:02:12,433 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.1299, top1-acc=96.00%, top5-acc=99.87%, remaining_time=0:00:14.181312, arrival_time=2021-04-10 04:02:26.614961, cost_time=0:00:14.772216 2021-04-10 04:02:13,891 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.1274, top1-acc=96.07%, top5-acc=99.88%, remaining_time=0:00:12.688612, arrival_time=2021-04-10 04:02:26.579587, cost_time=0:00:16.229580 2021-04-10 04:02:15,343 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.52ms, fps=1763 images/s, loss=0.1281, top1-acc=96.05%, top5-acc=99.88%, remaining_time=0:00:11.198600, arrival_time=2021-04-10 04:02:26.541933, cost_time=0:00:17.681958 2021-04-10 04:02:16,798 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.1292, top1-acc=96.05%, top5-acc=99.85%, remaining_time=0:00:09.715860, arrival_time=2021-04-10 04:02:26.514559, cost_time=0:00:19.137247 2021-04-10 04:02:18,255 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.88ms, fps=1759 images/s, loss=0.1283, top1-acc=96.06%, top5-acc=99.85%, remaining_time=0:00:08.237432, arrival_time=2021-04-10 04:02:26.492414, cost_time=0:00:20.593599 2021-04-10 04:02:19,707 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.1281, top1-acc=96.07%, top5-acc=99.85%, remaining_time=0:00:06.760804, arrival_time=2021-04-10 04:02:26.468211, cost_time=0:00:22.046035 2021-04-10 04:02:21,165 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.57ms, fps=1756 images/s, loss=0.1283, top1-acc=96.07%, top5-acc=99.86%, remaining_time=0:00:05.288400, arrival_time=2021-04-10 04:02:26.453800, cost_time=0:00:23.503949 2021-04-10 04:02:22,624 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.1291, top1-acc=96.03%, top5-acc=99.86%, remaining_time=0:00:03.817866, arrival_time=2021-04-10 04:02:26.442291, cost_time=0:00:24.963042 2021-04-10 04:02:24,078 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.48ms, fps=1761 images/s, loss=0.1307, top1-acc=95.99%, top5-acc=99.86%, remaining_time=0:00:02.348208, arrival_time=2021-04-10 04:02:26.426842, cost_time=0:00:26.417258 2021-04-10 04:02:25,537 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.24ms, fps=1755 images/s, loss=0.1314, top1-acc=95.95%, top5-acc=99.86%, remaining_time=0:00:00.880302, arrival_time=2021-04-10 04:02:26.417930, cost_time=0:00:27.876256 2021-04-10 04:02:26,329 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.28ms, fps=1718 images/s, loss=0.1318, top1-acc=95.92%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:26.329696, cost_time=0:00:28.668285 2021-04-10 04:02:26,895 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=2.24ms, fps=4536 images/s, loss=0.4107, top1-acc=88.83%, top5-acc=99.34%, remaining_time=0:00:01.693080, arrival_time=2021-04-10 04:02:28.588151, cost_time=0:00:00.564362 2021-04-10 04:02:27,373 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.39ms, fps=5358 images/s, loss=0.3779, top1-acc=89.71%, top5-acc=99.32%, remaining_time=0:00:01.042640, arrival_time=2021-04-10 04:02:28.415973, cost_time=0:00:01.042634 2021-04-10 04:02:27,850 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.51ms, fps=5375 images/s, loss=0.3689, top1-acc=89.75%, top5-acc=99.30%, remaining_time=0:00:00.506430, arrival_time=2021-04-10 04:02:28.356428, cost_time=0:00:01.519303 2021-04-10 04:02:28,285 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.05ms, fps=5337 images/s, loss=0.3696, top1-acc=89.65%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:28.285015, cost_time=0:00:01.954346 2021-04-10 04:02:30,440 INFO : Epoch=0110 complete, best val top1-acc=89.65%, top5-acc=99.23% (epoch=110), remaining_time=0:48:02.243700, arrival_time=2021-04-10 04:50:32.684332, cost_time=0:58:42.742264 2021-04-10 04:02:30,441 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 04:02:32,056 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.34ms, fps=1585 images/s, loss=0.1074, top1-acc=96.84%, top5-acc=99.80%, remaining_time=0:00:30.044394, arrival_time=2021-04-10 04:03:02.101191, cost_time=0:00:01.615294 2021-04-10 04:02:33,513 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=2.07ms, fps=1758 images/s, loss=0.1097, top1-acc=96.70%, top5-acc=99.86%, remaining_time=0:00:27.035360, arrival_time=2021-04-10 04:03:00.549002, cost_time=0:00:03.072208 2021-04-10 04:02:34,968 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.78ms, fps=1760 images/s, loss=0.1137, top1-acc=96.58%, top5-acc=99.83%, remaining_time=0:00:25.051558, arrival_time=2021-04-10 04:03:00.020362, cost_time=0:00:04.527378 2021-04-10 04:02:36,434 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.57ms, fps=1748 images/s, loss=0.1208, top1-acc=96.37%, top5-acc=99.80%, remaining_time=0:00:23.371140, arrival_time=2021-04-10 04:02:59.805186, cost_time=0:00:05.992615 2021-04-10 04:02:37,893 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.57ms, fps=1755 images/s, loss=0.1246, top1-acc=96.21%, top5-acc=99.83%, remaining_time=0:00:21.760570, arrival_time=2021-04-10 04:02:59.654231, cost_time=0:00:07.452258 2021-04-10 04:02:39,350 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.1264, top1-acc=96.15%, top5-acc=99.81%, remaining_time=0:00:20.193280, arrival_time=2021-04-10 04:02:59.543477, cost_time=0:00:08.908797 2021-04-10 04:02:40,807 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.81ms, fps=1757 images/s, loss=0.1288, top1-acc=96.05%, top5-acc=99.81%, remaining_time=0:00:18.659592, arrival_time=2021-04-10 04:02:59.467424, cost_time=0:00:10.366430 2021-04-10 04:02:42,270 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.75ms, fps=1752 images/s, loss=0.1308, top1-acc=95.99%, top5-acc=99.83%, remaining_time=0:00:17.151528, arrival_time=2021-04-10 04:02:59.421559, cost_time=0:00:11.828632 2021-04-10 04:02:43,725 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.1337, top1-acc=95.91%, top5-acc=99.80%, remaining_time=0:00:15.645282, arrival_time=2021-04-10 04:02:59.370309, cost_time=0:00:13.283705 2021-04-10 04:02:45,181 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.1320, top1-acc=95.93%, top5-acc=99.81%, remaining_time=0:00:14.150496, arrival_time=2021-04-10 04:02:59.331948, cost_time=0:00:14.740052 2021-04-10 04:02:46,634 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.39ms, fps=1763 images/s, loss=0.1326, top1-acc=95.92%, top5-acc=99.80%, remaining_time=0:00:12.659974, arrival_time=2021-04-10 04:02:59.294450, cost_time=0:00:16.192993 2021-04-10 04:02:48,085 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.43ms, fps=1765 images/s, loss=0.1331, top1-acc=95.90%, top5-acc=99.81%, remaining_time=0:00:11.174432, arrival_time=2021-04-10 04:02:59.259658, cost_time=0:00:17.643877 2021-04-10 04:02:49,546 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.1318, top1-acc=95.94%, top5-acc=99.81%, remaining_time=0:00:09.699426, arrival_time=2021-04-10 04:02:59.245623, cost_time=0:00:19.104876 2021-04-10 04:02:51,002 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.1334, top1-acc=95.90%, top5-acc=99.82%, remaining_time=0:00:08.224272, arrival_time=2021-04-10 04:02:59.226405, cost_time=0:00:20.560745 2021-04-10 04:02:52,460 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.1344, top1-acc=95.90%, top5-acc=99.82%, remaining_time=0:00:06.752570, arrival_time=2021-04-10 04:02:59.213084, cost_time=0:00:22.019187 2021-04-10 04:02:53,916 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.1349, top1-acc=95.85%, top5-acc=99.82%, remaining_time=0:00:05.281920, arrival_time=2021-04-10 04:02:59.198472, cost_time=0:00:23.475141 2021-04-10 04:02:55,367 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.46ms, fps=1765 images/s, loss=0.1354, top1-acc=95.84%, top5-acc=99.82%, remaining_time=0:00:03.812302, arrival_time=2021-04-10 04:02:59.180219, cost_time=0:00:24.926593 2021-04-10 04:02:56,823 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.1347, top1-acc=95.86%, top5-acc=99.82%, remaining_time=0:00:02.345040, arrival_time=2021-04-10 04:02:59.168040, cost_time=0:00:26.381681 2021-04-10 04:02:58,280 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1343, top1-acc=95.86%, top5-acc=99.83%, remaining_time=0:00:00.879120, arrival_time=2021-04-10 04:02:59.159309, cost_time=0:00:27.838771 2021-04-10 04:02:59,072 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.58ms, fps=1717 images/s, loss=0.1343, top1-acc=95.87%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 04:02:59.072710, cost_time=0:00:28.631386 2021-04-10 04:02:59,635 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=2.26ms, fps=4562 images/s, loss=0.5689, top1-acc=85.31%, top5-acc=98.71%, remaining_time=0:00:01.683360, arrival_time=2021-04-10 04:03:01.318329, cost_time=0:00:00.561121 2021-04-10 04:03:00,109 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.33ms, fps=5400 images/s, loss=0.5488, top1-acc=85.59%, top5-acc=98.95%, remaining_time=0:00:01.035480, arrival_time=2021-04-10 04:03:01.144810, cost_time=0:00:01.035484 2021-04-10 04:03:00,583 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.29ms, fps=5400 images/s, loss=0.5382, top1-acc=86.02%, top5-acc=99.09%, remaining_time=0:00:00.503300, arrival_time=2021-04-10 04:03:01.087062, cost_time=0:00:01.509909 2021-04-10 04:03:01,019 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.09ms, fps=5325 images/s, loss=0.5314, top1-acc=86.16%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:01.019779, cost_time=0:00:01.945956 2021-04-10 04:03:02,337 INFO : Epoch=0111 complete, best val top1-acc=89.65%, top5-acc=99.23% (epoch=110), remaining_time=0:47:30.116331, arrival_time=2021-04-10 04:50:32.454177, cost_time=0:59:14.639458 2021-04-10 04:03:02,338 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 04:03:03,960 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.43ms, fps=1579 images/s, loss=0.1271, top1-acc=95.55%, top5-acc=99.92%, remaining_time=0:00:30.164922, arrival_time=2021-04-10 04:03:34.125710, cost_time=0:00:01.621772 2021-04-10 04:03:05,417 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.1242, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:00:27.086576, arrival_time=2021-04-10 04:03:32.503553, cost_time=0:00:03.078013 2021-04-10 04:03:06,872 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.1164, top1-acc=96.03%, top5-acc=99.93%, remaining_time=0:00:25.083098, arrival_time=2021-04-10 04:03:31.955160, cost_time=0:00:04.533096 2021-04-10 04:03:08,326 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.1184, top1-acc=96.01%, top5-acc=99.91%, remaining_time=0:00:23.350080, arrival_time=2021-04-10 04:03:31.676329, cost_time=0:00:05.987220 2021-04-10 04:03:09,784 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.46ms, fps=1756 images/s, loss=0.1205, top1-acc=96.02%, top5-acc=99.90%, remaining_time=0:00:21.741298, arrival_time=2021-04-10 04:03:31.525923, cost_time=0:00:07.445633 2021-04-10 04:03:11,243 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.1225, top1-acc=95.95%, top5-acc=99.90%, remaining_time=0:00:20.182264, arrival_time=2021-04-10 04:03:31.425223, cost_time=0:00:08.903957 2021-04-10 04:03:12,699 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.95ms, fps=1758 images/s, loss=0.1233, top1-acc=95.97%, top5-acc=99.89%, remaining_time=0:00:18.649008, arrival_time=2021-04-10 04:03:31.348481, cost_time=0:00:10.360568 2021-04-10 04:03:14,158 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.1255, top1-acc=95.88%, top5-acc=99.89%, remaining_time=0:00:17.138188, arrival_time=2021-04-10 04:03:31.296575, cost_time=0:00:11.819415 2021-04-10 04:03:15,611 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.60ms, fps=1763 images/s, loss=0.1266, top1-acc=95.89%, top5-acc=99.89%, remaining_time=0:00:15.631926, arrival_time=2021-04-10 04:03:31.243188, cost_time=0:00:13.272359 2021-04-10 04:03:17,069 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.45ms, fps=1757 images/s, loss=0.1291, top1-acc=95.89%, top5-acc=99.85%, remaining_time=0:00:14.140704, arrival_time=2021-04-10 04:03:31.209621, cost_time=0:00:14.729914 2021-04-10 04:03:18,527 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.1300, top1-acc=95.88%, top5-acc=99.85%, remaining_time=0:00:12.656620, arrival_time=2021-04-10 04:03:31.184236, cost_time=0:00:16.188708 2021-04-10 04:03:19,990 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.1295, top1-acc=95.90%, top5-acc=99.84%, remaining_time=0:00:11.178992, arrival_time=2021-04-10 04:03:31.168972, cost_time=0:00:17.651090 2021-04-10 04:03:21,442 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.31ms, fps=1763 images/s, loss=0.1307, top1-acc=95.87%, top5-acc=99.85%, remaining_time=0:00:09.698568, arrival_time=2021-04-10 04:03:31.140869, cost_time=0:00:19.103237 2021-04-10 04:03:22,896 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.1314, top1-acc=95.87%, top5-acc=99.85%, remaining_time=0:00:08.223152, arrival_time=2021-04-10 04:03:31.119859, cost_time=0:00:20.557816 2021-04-10 04:03:24,356 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.86ms, fps=1754 images/s, loss=0.1323, top1-acc=95.86%, top5-acc=99.84%, remaining_time=0:00:06.752202, arrival_time=2021-04-10 04:03:31.109115, cost_time=0:00:22.018025 2021-04-10 04:03:25,811 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.1328, top1-acc=95.87%, top5-acc=99.84%, remaining_time=0:00:05.281308, arrival_time=2021-04-10 04:03:31.092786, cost_time=0:00:23.472515 2021-04-10 04:03:27,265 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1338, top1-acc=95.85%, top5-acc=99.84%, remaining_time=0:00:03.812354, arrival_time=2021-04-10 04:03:31.078188, cost_time=0:00:24.926938 2021-04-10 04:03:28,717 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.39ms, fps=1764 images/s, loss=0.1330, top1-acc=95.88%, top5-acc=99.84%, remaining_time=0:00:02.344752, arrival_time=2021-04-10 04:03:31.062148, cost_time=0:00:26.378506 2021-04-10 04:03:30,173 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.73ms, fps=1759 images/s, loss=0.1337, top1-acc=95.86%, top5-acc=99.84%, remaining_time=0:00:00.878976, arrival_time=2021-04-10 04:03:31.052362, cost_time=0:00:27.834334 2021-04-10 04:03:30,967 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.22ms, fps=1713 images/s, loss=0.1340, top1-acc=95.86%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:30.967842, cost_time=0:00:28.628889 2021-04-10 04:03:31,552 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.18ms, fps=4386 images/s, loss=0.4174, top1-acc=88.83%, top5-acc=99.14%, remaining_time=0:00:01.750800, arrival_time=2021-04-10 04:03:33.303471, cost_time=0:00:00.583601 2021-04-10 04:03:32,040 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.90ms, fps=5254 images/s, loss=0.4138, top1-acc=89.02%, top5-acc=99.12%, remaining_time=0:00:01.071120, arrival_time=2021-04-10 04:03:33.111375, cost_time=0:00:01.071122 2021-04-10 04:03:32,520 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.47ms, fps=5340 images/s, loss=0.4041, top1-acc=89.10%, top5-acc=99.23%, remaining_time=0:00:00.517010, arrival_time=2021-04-10 04:03:33.037127, cost_time=0:00:01.551038 2021-04-10 04:03:32,957 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.07ms, fps=5309 images/s, loss=0.4054, top1-acc=89.17%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 04:03:32.957425, cost_time=0:00:01.988377 2021-04-10 04:03:33,994 INFO : Epoch=0112 complete, best val top1-acc=89.65%, top5-acc=99.23% (epoch=110), remaining_time=0:46:57.803736, arrival_time=2021-04-10 04:50:31.797805, cost_time=0:59:46.295714 2021-04-10 04:03:33,994 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 04:03:35,628 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=0.27ms, fps=1567 images/s, loss=0.1142, top1-acc=96.25%, top5-acc=99.92%, remaining_time=0:00:30.387192, arrival_time=2021-04-10 04:04:06.015766, cost_time=0:00:01.633715 2021-04-10 04:03:37,084 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.1192, top1-acc=96.29%, top5-acc=99.82%, remaining_time=0:00:27.188304, arrival_time=2021-04-10 04:04:04.272733, cost_time=0:00:03.089589 2021-04-10 04:03:38,544 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=0.1242, top1-acc=96.18%, top5-acc=99.83%, remaining_time=0:00:25.174398, arrival_time=2021-04-10 04:04:03.718845, cost_time=0:00:04.549601 2021-04-10 04:03:40,008 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.83ms, fps=1750 images/s, loss=0.1215, top1-acc=96.20%, top5-acc=99.85%, remaining_time=0:00:23.451168, arrival_time=2021-04-10 04:04:03.459115, cost_time=0:00:06.013106 2021-04-10 04:03:41,461 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.1228, top1-acc=96.13%, top5-acc=99.84%, remaining_time=0:00:21.803202, arrival_time=2021-04-10 04:04:03.264916, cost_time=0:00:07.466866 2021-04-10 04:03:42,916 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=0.1267, top1-acc=96.05%, top5-acc=99.85%, remaining_time=0:00:20.221160, arrival_time=2021-04-10 04:04:03.137115, cost_time=0:00:08.921109 2021-04-10 04:03:44,369 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.1237, top1-acc=96.13%, top5-acc=99.86%, remaining_time=0:00:18.674460, arrival_time=2021-04-10 04:04:03.043911, cost_time=0:00:10.374676 2021-04-10 04:03:45,823 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.73ms, fps=1762 images/s, loss=0.1271, top1-acc=96.04%, top5-acc=99.86%, remaining_time=0:00:17.151180, arrival_time=2021-04-10 04:04:02.974434, cost_time=0:00:11.828402 2021-04-10 04:03:47,277 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.1286, top1-acc=96.00%, top5-acc=99.86%, remaining_time=0:00:15.643586, arrival_time=2021-04-10 04:04:02.920679, cost_time=0:00:13.282317 2021-04-10 04:03:48,734 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.1315, top1-acc=95.89%, top5-acc=99.87%, remaining_time=0:00:14.150496, arrival_time=2021-04-10 04:04:02.885385, cost_time=0:00:14.740053 2021-04-10 04:03:50,198 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.33ms, fps=1750 images/s, loss=0.1320, top1-acc=95.87%, top5-acc=99.86%, remaining_time=0:00:12.668488, arrival_time=2021-04-10 04:04:02.867168, cost_time=0:00:16.203902 2021-04-10 04:03:51,655 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.75ms, fps=1759 images/s, loss=0.1307, top1-acc=95.90%, top5-acc=99.86%, remaining_time=0:00:11.184692, arrival_time=2021-04-10 04:04:02.839662, cost_time=0:00:17.660080 2021-04-10 04:03:53,116 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.09ms, fps=1753 images/s, loss=0.1296, top1-acc=95.93%, top5-acc=99.85%, remaining_time=0:00:09.707808, arrival_time=2021-04-10 04:04:02.824140, cost_time=0:00:19.121482 2021-04-10 04:03:54,580 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=4.72ms, fps=1749 images/s, loss=0.1300, top1-acc=95.91%, top5-acc=99.85%, remaining_time=0:00:08.234240, arrival_time=2021-04-10 04:04:02.814722, cost_time=0:00:20.585626 2021-04-10 04:03:56,037 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.89ms, fps=1758 images/s, loss=0.1301, top1-acc=95.92%, top5-acc=99.85%, remaining_time=0:00:06.759608, arrival_time=2021-04-10 04:04:02.796674, cost_time=0:00:22.042189 2021-04-10 04:03:57,500 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=0.1310, top1-acc=95.90%, top5-acc=99.85%, remaining_time=0:00:05.288832, arrival_time=2021-04-10 04:04:02.789579, cost_time=0:00:23.505970 2021-04-10 04:03:58,964 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.61ms, fps=1750 images/s, loss=0.1317, top1-acc=95.89%, top5-acc=99.85%, remaining_time=0:00:03.818854, arrival_time=2021-04-10 04:04:02.783196, cost_time=0:00:24.969493 2021-04-10 04:04:00,418 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.51ms, fps=1761 images/s, loss=0.1316, top1-acc=95.89%, top5-acc=99.85%, remaining_time=0:00:02.348768, arrival_time=2021-04-10 04:04:02.767251, cost_time=0:00:26.423711 2021-04-10 04:04:01,874 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.47ms, fps=1759 images/s, loss=0.1327, top1-acc=95.87%, top5-acc=99.84%, remaining_time=0:00:00.880404, arrival_time=2021-04-10 04:04:02.754755, cost_time=0:00:27.879513 2021-04-10 04:04:02,664 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.26ms, fps=1722 images/s, loss=0.1329, top1-acc=95.85%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:02.664487, cost_time=0:00:28.669720 2021-04-10 04:04:03,208 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.29ms, fps=4717 images/s, loss=0.3683, top1-acc=89.88%, top5-acc=99.22%, remaining_time=0:00:01.628220, arrival_time=2021-04-10 04:04:04.836541, cost_time=0:00:00.542737 2021-04-10 04:04:03,685 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.69ms, fps=5370 images/s, loss=0.3599, top1-acc=89.88%, top5-acc=99.28%, remaining_time=0:00:01.019840, arrival_time=2021-04-10 04:04:04.705410, cost_time=0:00:01.019836 2021-04-10 04:04:04,163 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.29ms, fps=5363 images/s, loss=0.3616, top1-acc=89.90%, top5-acc=99.26%, remaining_time=0:00:00.499230, arrival_time=2021-04-10 04:04:04.662525, cost_time=0:00:01.497701 2021-04-10 04:04:04,598 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.07ms, fps=5332 images/s, loss=0.3599, top1-acc=89.86%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:04.598802, cost_time=0:00:01.933234 2021-04-10 04:04:06,744 INFO : Epoch=0113 complete, best val top1-acc=89.86%, top5-acc=99.24% (epoch=113), remaining_time=0:46:26.344998, arrival_time=2021-04-10 04:50:33.089190, cost_time=1:00:19.045785 2021-04-10 04:04:06,745 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 04:04:08,401 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.45ms, fps=1546 images/s, loss=0.1369, top1-acc=95.78%, top5-acc=99.84%, remaining_time=0:00:30.795090, arrival_time=2021-04-10 04:04:39.196084, cost_time=0:00:01.655646 2021-04-10 04:04:09,858 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.1377, top1-acc=95.74%, top5-acc=99.84%, remaining_time=0:00:27.398096, arrival_time=2021-04-10 04:04:37.256849, cost_time=0:00:03.113412 2021-04-10 04:04:11,316 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1296, top1-acc=96.03%, top5-acc=99.88%, remaining_time=0:00:25.291594, arrival_time=2021-04-10 04:04:36.607705, cost_time=0:00:04.570767 2021-04-10 04:04:12,773 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.1235, top1-acc=96.23%, top5-acc=99.90%, remaining_time=0:00:23.509980, arrival_time=2021-04-10 04:04:36.283545, cost_time=0:00:06.028219 2021-04-10 04:04:14,229 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.55ms, fps=1759 images/s, loss=0.1220, top1-acc=96.24%, top5-acc=99.90%, remaining_time=0:00:21.854010, arrival_time=2021-04-10 04:04:36.083600, cost_time=0:00:07.484235 2021-04-10 04:04:15,685 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.87ms, fps=1760 images/s, loss=0.1230, top1-acc=96.19%, top5-acc=99.90%, remaining_time=0:00:20.263456, arrival_time=2021-04-10 04:04:35.948535, cost_time=0:00:08.939754 2021-04-10 04:04:17,142 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.77ms, fps=1758 images/s, loss=0.1253, top1-acc=96.08%, top5-acc=99.89%, remaining_time=0:00:18.713898, arrival_time=2021-04-10 04:04:35.855831, cost_time=0:00:10.396627 2021-04-10 04:04:18,591 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.34ms, fps=1767 images/s, loss=0.1265, top1-acc=96.04%, top5-acc=99.88%, remaining_time=0:00:17.177164, arrival_time=2021-04-10 04:04:35.768951, cost_time=0:00:11.846341 2021-04-10 04:04:20,053 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.1292, top1-acc=95.96%, top5-acc=99.88%, remaining_time=0:00:15.673902, arrival_time=2021-04-10 04:04:35.727246, cost_time=0:00:13.308067 2021-04-10 04:04:21,509 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=2.57ms, fps=1758 images/s, loss=0.1299, top1-acc=95.93%, top5-acc=99.89%, remaining_time=0:00:14.174016, arrival_time=2021-04-10 04:04:35.683915, cost_time=0:00:14.764570 2021-04-10 04:04:22,962 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.41ms, fps=1763 images/s, loss=0.1315, top1-acc=95.87%, top5-acc=99.89%, remaining_time=0:00:12.678894, arrival_time=2021-04-10 04:04:35.641389, cost_time=0:00:16.217193 2021-04-10 04:04:24,414 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.35ms, fps=1764 images/s, loss=0.1323, top1-acc=95.84%, top5-acc=99.89%, remaining_time=0:00:11.190316, arrival_time=2021-04-10 04:04:35.604531, cost_time=0:00:17.668949 2021-04-10 04:04:25,870 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.1331, top1-acc=95.79%, top5-acc=99.89%, remaining_time=0:00:09.709722, arrival_time=2021-04-10 04:04:35.580396, cost_time=0:00:19.125260 2021-04-10 04:04:27,328 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.1333, top1-acc=95.77%, top5-acc=99.87%, remaining_time=0:00:08.233232, arrival_time=2021-04-10 04:04:35.561633, cost_time=0:00:20.583121 2021-04-10 04:04:28,789 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.1341, top1-acc=95.74%, top5-acc=99.86%, remaining_time=0:00:06.760298, arrival_time=2021-04-10 04:04:35.550094, cost_time=0:00:22.044523 2021-04-10 04:04:30,246 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.1329, top1-acc=95.79%, top5-acc=99.87%, remaining_time=0:00:05.287680, arrival_time=2021-04-10 04:04:35.533859, cost_time=0:00:23.500801 2021-04-10 04:04:31,698 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.1331, top1-acc=95.77%, top5-acc=99.86%, remaining_time=0:00:03.816436, arrival_time=2021-04-10 04:04:35.515341, cost_time=0:00:24.953635 2021-04-10 04:04:33,150 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.1318, top1-acc=95.82%, top5-acc=99.87%, remaining_time=0:00:02.347152, arrival_time=2021-04-10 04:04:35.497913, cost_time=0:00:26.405493 2021-04-10 04:04:34,606 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1310, top1-acc=95.83%, top5-acc=99.88%, remaining_time=0:00:00.879822, arrival_time=2021-04-10 04:04:35.486037, cost_time=0:00:27.860952 2021-04-10 04:04:35,399 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.26ms, fps=1716 images/s, loss=0.1309, top1-acc=95.84%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:35.399170, cost_time=0:00:28.653861 2021-04-10 04:04:35,955 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.40ms, fps=4613 images/s, loss=0.4024, top1-acc=89.34%, top5-acc=99.14%, remaining_time=0:00:01.664850, arrival_time=2021-04-10 04:04:37.620067, cost_time=0:00:00.554953 2021-04-10 04:04:36,428 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.32ms, fps=5414 images/s, loss=0.3875, top1-acc=89.75%, top5-acc=99.12%, remaining_time=0:00:01.028260, arrival_time=2021-04-10 04:04:37.456756, cost_time=0:00:01.028254 2021-04-10 04:04:36,906 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.42ms, fps=5361 images/s, loss=0.3790, top1-acc=90.14%, top5-acc=99.09%, remaining_time=0:00:00.502020, arrival_time=2021-04-10 04:04:37.408349, cost_time=0:00:01.506071 2021-04-10 04:04:37,340 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.06ms, fps=5344 images/s, loss=0.3734, top1-acc=89.95%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-10 04:04:37.340774, cost_time=0:00:01.940558 2021-04-10 04:04:39,508 INFO : Epoch=0114 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:45:54.874636, arrival_time=2021-04-10 04:50:34.383541, cost_time=1:00:51.810531 2021-04-10 04:04:39,509 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 04:04:41,134 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.56ms, fps=1575 images/s, loss=0.1275, top1-acc=95.94%, top5-acc=99.84%, remaining_time=0:00:30.222582, arrival_time=2021-04-10 04:05:11.357058, cost_time=0:00:01.624872 2021-04-10 04:04:42,588 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.1334, top1-acc=95.90%, top5-acc=99.79%, remaining_time=0:00:27.093792, arrival_time=2021-04-10 04:05:09.682335, cost_time=0:00:03.078847 2021-04-10 04:04:44,042 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.1218, top1-acc=96.20%, top5-acc=99.82%, remaining_time=0:00:25.081106, arrival_time=2021-04-10 04:05:09.123461, cost_time=0:00:04.532742 2021-04-10 04:04:45,494 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.1218, top1-acc=96.30%, top5-acc=99.81%, remaining_time=0:00:23.342592, arrival_time=2021-04-10 04:05:08.837484, cost_time=0:00:05.985288 2021-04-10 04:04:46,948 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.86ms, fps=1762 images/s, loss=0.1217, top1-acc=96.27%, top5-acc=99.82%, remaining_time=0:00:21.721734, arrival_time=2021-04-10 04:05:08.670299, cost_time=0:00:07.438942 2021-04-10 04:04:48,404 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1194, top1-acc=96.30%, top5-acc=99.84%, remaining_time=0:00:20.161592, arrival_time=2021-04-10 04:05:08.566004, cost_time=0:00:08.894806 2021-04-10 04:04:49,857 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.1221, top1-acc=96.22%, top5-acc=99.85%, remaining_time=0:00:18.625320, arrival_time=2021-04-10 04:05:08.482386, cost_time=0:00:10.347404 2021-04-10 04:04:51,313 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.1275, top1-acc=96.08%, top5-acc=99.83%, remaining_time=0:00:17.116148, arrival_time=2021-04-10 04:05:08.430041, cost_time=0:00:11.804265 2021-04-10 04:04:52,770 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.1283, top1-acc=96.08%, top5-acc=99.81%, remaining_time=0:00:15.617934, arrival_time=2021-04-10 04:05:08.388080, cost_time=0:00:13.260530 2021-04-10 04:04:54,222 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.68ms, fps=1764 images/s, loss=0.1278, top1-acc=96.11%, top5-acc=99.82%, remaining_time=0:00:14.124000, arrival_time=2021-04-10 04:05:08.346125, cost_time=0:00:14.712519 2021-04-10 04:04:55,675 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.44ms, fps=1762 images/s, loss=0.1288, top1-acc=96.11%, top5-acc=99.82%, remaining_time=0:00:12.638646, arrival_time=2021-04-10 04:05:08.313987, cost_time=0:00:16.165699 2021-04-10 04:04:57,135 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.33ms, fps=1753 images/s, loss=0.1290, top1-acc=96.08%, top5-acc=99.83%, remaining_time=0:00:11.163260, arrival_time=2021-04-10 04:05:08.299020, cost_time=0:00:17.626163 2021-04-10 04:04:58,585 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.34ms, fps=1766 images/s, loss=0.1283, top1-acc=96.08%, top5-acc=99.83%, remaining_time=0:00:09.684840, arrival_time=2021-04-10 04:05:08.270693, cost_time=0:00:19.076248 2021-04-10 04:05:00,043 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1296, top1-acc=96.06%, top5-acc=99.82%, remaining_time=0:00:08.213520, arrival_time=2021-04-10 04:05:08.257044, cost_time=0:00:20.533855 2021-04-10 04:05:01,497 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.1280, top1-acc=96.07%, top5-acc=99.83%, remaining_time=0:00:06.743048, arrival_time=2021-04-10 04:05:08.240847, cost_time=0:00:21.988173 2021-04-10 04:05:02,953 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.1268, top1-acc=96.12%, top5-acc=99.83%, remaining_time=0:00:05.274864, arrival_time=2021-04-10 04:05:08.228393, cost_time=0:00:23.443912 2021-04-10 04:05:04,410 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.1263, top1-acc=96.15%, top5-acc=99.84%, remaining_time=0:00:03.808428, arrival_time=2021-04-10 04:05:08.219339, cost_time=0:00:24.901302 2021-04-10 04:05:05,866 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.68ms, fps=1759 images/s, loss=0.1275, top1-acc=96.10%, top5-acc=99.83%, remaining_time=0:00:02.342848, arrival_time=2021-04-10 04:05:08.209493, cost_time=0:00:26.357039 2021-04-10 04:05:07,317 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.37ms, fps=1765 images/s, loss=0.1290, top1-acc=96.03%, top5-acc=99.83%, remaining_time=0:00:00.878136, arrival_time=2021-04-10 04:05:08.195427, cost_time=0:00:27.807690 2021-04-10 04:05:08,109 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.32ms, fps=1718 images/s, loss=0.1303, top1-acc=96.00%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:08.109300, cost_time=0:00:28.599708 2021-04-10 04:05:08,656 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.95ms, fps=4687 images/s, loss=0.4548, top1-acc=87.70%, top5-acc=98.24%, remaining_time=0:00:01.638480, arrival_time=2021-04-10 04:05:10.294900, cost_time=0:00:00.546165 2021-04-10 04:05:09,135 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.48ms, fps=5349 images/s, loss=0.4698, top1-acc=87.40%, top5-acc=98.18%, remaining_time=0:00:01.025120, arrival_time=2021-04-10 04:05:10.160485, cost_time=0:00:01.025110 2021-04-10 04:05:09,611 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.43ms, fps=5385 images/s, loss=0.4637, top1-acc=87.64%, top5-acc=98.24%, remaining_time=0:00:00.500280, arrival_time=2021-04-10 04:05:10.111382, cost_time=0:00:01.500852 2021-04-10 04:05:10,046 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=5334 images/s, loss=0.4570, top1-acc=87.93%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:10.046314, cost_time=0:00:01.936092 2021-04-10 04:05:11,084 INFO : Epoch=0115 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:45:22.502995, arrival_time=2021-04-10 04:50:33.587776, cost_time=1:01:23.386397 2021-04-10 04:05:11,085 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 04:05:12,753 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.49ms, fps=1536 images/s, loss=0.1233, top1-acc=96.52%, top5-acc=99.88%, remaining_time=0:00:31.008618, arrival_time=2021-04-10 04:05:43.761627, cost_time=0:00:01.667130 2021-04-10 04:05:14,205 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.1235, top1-acc=96.37%, top5-acc=99.90%, remaining_time=0:00:27.451600, arrival_time=2021-04-10 04:05:41.656977, cost_time=0:00:03.119502 2021-04-10 04:05:15,662 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.98ms, fps=1757 images/s, loss=0.1156, top1-acc=96.48%, top5-acc=99.93%, remaining_time=0:00:25.323964, arrival_time=2021-04-10 04:05:40.986443, cost_time=0:00:04.576613 2021-04-10 04:05:17,117 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.1135, top1-acc=96.46%, top5-acc=99.93%, remaining_time=0:00:23.523240, arrival_time=2021-04-10 04:05:40.640692, cost_time=0:00:06.031589 2021-04-10 04:05:18,570 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.70ms, fps=1762 images/s, loss=0.1159, top1-acc=96.34%, top5-acc=99.92%, remaining_time=0:00:21.856200, arrival_time=2021-04-10 04:05:40.427082, cost_time=0:00:07.484981 2021-04-10 04:05:20,023 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.1173, top1-acc=96.33%, top5-acc=99.91%, remaining_time=0:00:20.259104, arrival_time=2021-04-10 04:05:40.282835, cost_time=0:00:08.937867 2021-04-10 04:05:21,477 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.1160, top1-acc=96.31%, top5-acc=99.91%, remaining_time=0:00:18.704952, arrival_time=2021-04-10 04:05:40.182492, cost_time=0:00:10.391673 2021-04-10 04:05:22,935 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.65ms, fps=1756 images/s, loss=0.1156, top1-acc=96.33%, top5-acc=99.89%, remaining_time=0:00:17.182500, arrival_time=2021-04-10 04:05:40.118411, cost_time=0:00:11.850009 2021-04-10 04:05:24,391 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.95ms, fps=1759 images/s, loss=0.1169, top1-acc=96.30%, top5-acc=99.89%, remaining_time=0:00:15.671464, arrival_time=2021-04-10 04:05:40.063352, cost_time=0:00:13.305963 2021-04-10 04:05:25,843 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.81ms, fps=1764 images/s, loss=0.1190, top1-acc=96.28%, top5-acc=99.88%, remaining_time=0:00:14.167488, arrival_time=2021-04-10 04:05:40.011153, cost_time=0:00:14.757793 2021-04-10 04:05:27,299 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.1182, top1-acc=96.29%, top5-acc=99.89%, remaining_time=0:00:12.675884, arrival_time=2021-04-10 04:05:39.975089, cost_time=0:00:16.213349 2021-04-10 04:05:28,752 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.1193, top1-acc=96.25%, top5-acc=99.89%, remaining_time=0:00:11.188872, arrival_time=2021-04-10 04:05:39.941446, cost_time=0:00:17.666699 2021-04-10 04:05:30,203 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.35ms, fps=1765 images/s, loss=0.1192, top1-acc=96.26%, top5-acc=99.89%, remaining_time=0:00:09.705762, arrival_time=2021-04-10 04:05:39.909033, cost_time=0:00:19.117410 2021-04-10 04:05:31,657 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.52ms, fps=1761 images/s, loss=0.1201, top1-acc=96.25%, top5-acc=99.89%, remaining_time=0:00:08.228528, arrival_time=2021-04-10 04:05:39.885678, cost_time=0:00:20.571282 2021-04-10 04:05:33,112 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1201, top1-acc=96.24%, top5-acc=99.88%, remaining_time=0:00:06.754824, arrival_time=2021-04-10 04:05:39.867277, cost_time=0:00:22.026592 2021-04-10 04:05:34,568 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.1197, top1-acc=96.27%, top5-acc=99.88%, remaining_time=0:00:05.283576, arrival_time=2021-04-10 04:05:39.851998, cost_time=0:00:23.482555 2021-04-10 04:05:36,020 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.77ms, fps=1764 images/s, loss=0.1194, top1-acc=96.26%, top5-acc=99.88%, remaining_time=0:00:03.813446, arrival_time=2021-04-10 04:05:39.833437, cost_time=0:00:24.934124 2021-04-10 04:05:37,473 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.47ms, fps=1762 images/s, loss=0.1191, top1-acc=96.27%, top5-acc=99.88%, remaining_time=0:00:02.345568, arrival_time=2021-04-10 04:05:39.819048, cost_time=0:00:26.387615 2021-04-10 04:05:38,932 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.1193, top1-acc=96.26%, top5-acc=99.88%, remaining_time=0:00:00.879360, arrival_time=2021-04-10 04:05:39.811761, cost_time=0:00:27.846484 2021-04-10 04:05:39,723 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.28ms, fps=1720 images/s, loss=0.1190, top1-acc=96.27%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:39.723472, cost_time=0:00:28.637607 2021-04-10 04:05:40,286 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.25ms, fps=4556 images/s, loss=0.3955, top1-acc=89.41%, top5-acc=99.37%, remaining_time=0:00:01.685550, arrival_time=2021-04-10 04:05:41.971987, cost_time=0:00:00.561851 2021-04-10 04:05:40,762 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.37ms, fps=5378 images/s, loss=0.4017, top1-acc=89.37%, top5-acc=99.28%, remaining_time=0:00:01.038360, arrival_time=2021-04-10 04:05:41.801280, cost_time=0:00:01.038363 2021-04-10 04:05:41,239 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.50ms, fps=5374 images/s, loss=0.3990, top1-acc=89.52%, top5-acc=99.26%, remaining_time=0:00:00.505020, arrival_time=2021-04-10 04:05:41.744650, cost_time=0:00:01.515072 2021-04-10 04:05:41,674 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=5334 images/s, loss=0.3971, top1-acc=89.55%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 04:05:41.674874, cost_time=0:00:01.950337 2021-04-10 04:05:42,747 INFO : Epoch=0116 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:44:50.208276, arrival_time=2021-04-10 04:50:32.956157, cost_time=1:01:55.049486 2021-04-10 04:05:42,748 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 04:05:44,358 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.67ms, fps=1590 images/s, loss=0.1186, top1-acc=96.29%, top5-acc=99.80%, remaining_time=0:00:29.939304, arrival_time=2021-04-10 04:06:14.297749, cost_time=0:00:01.609636 2021-04-10 04:05:45,815 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1259, top1-acc=96.23%, top5-acc=99.80%, remaining_time=0:00:26.982560, arrival_time=2021-04-10 04:06:12.797583, cost_time=0:00:03.066202 2021-04-10 04:05:47,270 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.1253, top1-acc=96.13%, top5-acc=99.83%, remaining_time=0:00:25.016864, arrival_time=2021-04-10 04:06:12.286823, cost_time=0:00:04.521135 2021-04-10 04:05:48,724 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.1233, top1-acc=96.28%, top5-acc=99.84%, remaining_time=0:00:23.305152, arrival_time=2021-04-10 04:06:12.029638, cost_time=0:00:05.975673 2021-04-10 04:05:50,182 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.65ms, fps=1757 images/s, loss=0.1208, top1-acc=96.34%, top5-acc=99.86%, remaining_time=0:00:21.704652, arrival_time=2021-04-10 04:06:11.886592, cost_time=0:00:07.433093 2021-04-10 04:05:51,639 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=2.15ms, fps=1757 images/s, loss=0.1224, top1-acc=96.29%, top5-acc=99.84%, remaining_time=0:00:20.152072, arrival_time=2021-04-10 04:06:11.791459, cost_time=0:00:08.890629 2021-04-10 04:05:53,098 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.1265, top1-acc=96.21%, top5-acc=99.80%, remaining_time=0:00:18.630108, arrival_time=2021-04-10 04:06:11.729011, cost_time=0:00:10.350083 2021-04-10 04:05:54,552 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.89ms, fps=1762 images/s, loss=0.1238, top1-acc=96.25%, top5-acc=99.82%, remaining_time=0:00:17.115336, arrival_time=2021-04-10 04:06:11.667910, cost_time=0:00:11.803704 2021-04-10 04:05:56,010 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.1235, top1-acc=96.27%, top5-acc=99.82%, remaining_time=0:00:15.618888, arrival_time=2021-04-10 04:06:11.629107, cost_time=0:00:13.261330 2021-04-10 04:05:57,472 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.1232, top1-acc=96.25%, top5-acc=99.81%, remaining_time=0:00:14.134848, arrival_time=2021-04-10 04:06:11.607462, cost_time=0:00:14.723781 2021-04-10 04:05:58,933 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.1227, top1-acc=96.24%, top5-acc=99.82%, remaining_time=0:00:12.653180, arrival_time=2021-04-10 04:06:11.586354, cost_time=0:00:16.184352 2021-04-10 04:06:00,390 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.1213, top1-acc=96.30%, top5-acc=99.83%, remaining_time=0:00:11.173292, arrival_time=2021-04-10 04:06:11.564179, cost_time=0:00:17.642051 2021-04-10 04:06:01,844 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.1222, top1-acc=96.28%, top5-acc=99.83%, remaining_time=0:00:09.694740, arrival_time=2021-04-10 04:06:11.539219, cost_time=0:00:19.095731 2021-04-10 04:06:03,300 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1220, top1-acc=96.29%, top5-acc=99.84%, remaining_time=0:00:08.220744, arrival_time=2021-04-10 04:06:11.521508, cost_time=0:00:20.551919 2021-04-10 04:06:04,762 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=0.1229, top1-acc=96.26%, top5-acc=99.84%, remaining_time=0:00:06.750868, arrival_time=2021-04-10 04:06:11.513303, cost_time=0:00:22.013699 2021-04-10 04:06:06,221 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.1221, top1-acc=96.25%, top5-acc=99.84%, remaining_time=0:00:05.281272, arrival_time=2021-04-10 04:06:11.502361, cost_time=0:00:23.472246 2021-04-10 04:06:07,676 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.1215, top1-acc=96.28%, top5-acc=99.84%, remaining_time=0:00:03.812536, arrival_time=2021-04-10 04:06:11.489327, cost_time=0:00:24.928040 2021-04-10 04:06:09,130 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.1209, top1-acc=96.30%, top5-acc=99.85%, remaining_time=0:00:02.345088, arrival_time=2021-04-10 04:06:11.475997, cost_time=0:00:26.382168 2021-04-10 04:06:10,591 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.23ms, fps=1753 images/s, loss=0.1201, top1-acc=96.33%, top5-acc=99.85%, remaining_time=0:00:00.879252, arrival_time=2021-04-10 04:06:11.471065, cost_time=0:00:27.842972 2021-04-10 04:06:11,384 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.37ms, fps=1718 images/s, loss=0.1202, top1-acc=96.33%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:11.384149, cost_time=0:00:28.635422 2021-04-10 04:06:11,936 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=0.29ms, fps=4641 images/s, loss=0.3769, top1-acc=89.34%, top5-acc=99.10%, remaining_time=0:00:01.654740, arrival_time=2021-04-10 04:06:13.591458, cost_time=0:00:00.551585 2021-04-10 04:06:12,417 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.44ms, fps=5336 images/s, loss=0.4006, top1-acc=88.87%, top5-acc=99.14%, remaining_time=0:00:01.031660, arrival_time=2021-04-10 04:06:13.448582, cost_time=0:00:01.031665 2021-04-10 04:06:12,903 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=5.51ms, fps=5263 images/s, loss=0.4009, top1-acc=89.01%, top5-acc=99.11%, remaining_time=0:00:00.506230, arrival_time=2021-04-10 04:06:13.410056, cost_time=0:00:01.518690 2021-04-10 04:06:13,346 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.07ms, fps=5249 images/s, loss=0.4075, top1-acc=88.91%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:13.346229, cost_time=0:00:01.961003 2021-04-10 04:06:14,419 INFO : Epoch=0117 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:44:17.930248, arrival_time=2021-04-10 04:50:32.349534, cost_time=1:02:26.720926 2021-04-10 04:06:14,419 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 04:06:16,060 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.28ms, fps=1561 images/s, loss=0.1090, top1-acc=96.33%, top5-acc=99.88%, remaining_time=0:00:30.499908, arrival_time=2021-04-10 04:06:46.559887, cost_time=0:00:01.639782 2021-04-10 04:06:17,521 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=2.45ms, fps=1753 images/s, loss=0.1054, top1-acc=96.58%, top5-acc=99.94%, remaining_time=0:00:27.289504, arrival_time=2021-04-10 04:06:44.810723, cost_time=0:00:03.101077 2021-04-10 04:06:18,974 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.76ms, fps=1762 images/s, loss=0.1029, top1-acc=96.69%, top5-acc=99.93%, remaining_time=0:00:25.200792, arrival_time=2021-04-10 04:06:44.175249, cost_time=0:00:04.554368 2021-04-10 04:06:20,426 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.1032, top1-acc=96.72%, top5-acc=99.95%, remaining_time=0:00:23.424960, arrival_time=2021-04-10 04:06:43.851457, cost_time=0:00:06.006388 2021-04-10 04:06:21,892 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.35ms, fps=1748 images/s, loss=0.1036, top1-acc=96.70%, top5-acc=99.94%, remaining_time=0:00:21.819408, arrival_time=2021-04-10 04:06:43.711902, cost_time=0:00:07.472391 2021-04-10 04:06:23,348 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.74ms, fps=1759 images/s, loss=0.1022, top1-acc=96.71%, top5-acc=99.93%, remaining_time=0:00:20.237072, arrival_time=2021-04-10 04:06:43.585283, cost_time=0:00:08.928112 2021-04-10 04:06:24,803 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.1021, top1-acc=96.67%, top5-acc=99.92%, remaining_time=0:00:18.689706, arrival_time=2021-04-10 04:06:43.492895, cost_time=0:00:10.383161 2021-04-10 04:06:26,260 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=0.1032, top1-acc=96.64%, top5-acc=99.91%, remaining_time=0:00:17.168696, arrival_time=2021-04-10 04:06:43.429259, cost_time=0:00:11.840450 2021-04-10 04:06:27,715 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.1044, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:15.659380, arrival_time=2021-04-10 04:06:43.375113, cost_time=0:00:13.295711 2021-04-10 04:06:29,173 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.80ms, fps=1757 images/s, loss=0.1064, top1-acc=96.53%, top5-acc=99.91%, remaining_time=0:00:14.162880, arrival_time=2021-04-10 04:06:43.335940, cost_time=0:00:14.752959 2021-04-10 04:06:30,628 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1066, top1-acc=96.53%, top5-acc=99.91%, remaining_time=0:00:12.672100, arrival_time=2021-04-10 04:06:43.300637, cost_time=0:00:16.208497 2021-04-10 04:06:32,086 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.85ms, fps=1756 images/s, loss=0.1070, top1-acc=96.55%, top5-acc=99.91%, remaining_time=0:00:11.188948, arrival_time=2021-04-10 04:06:43.275749, cost_time=0:00:17.666781 2021-04-10 04:06:33,543 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.68ms, fps=1759 images/s, loss=0.1066, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:09.708534, arrival_time=2021-04-10 04:06:43.251560, cost_time=0:00:19.122916 2021-04-10 04:06:34,995 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.52ms, fps=1764 images/s, loss=0.1068, top1-acc=96.59%, top5-acc=99.91%, remaining_time=0:00:08.230040, arrival_time=2021-04-10 04:06:43.225099, cost_time=0:00:20.575042 2021-04-10 04:06:36,449 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.1080, top1-acc=96.56%, top5-acc=99.90%, remaining_time=0:00:06.755606, arrival_time=2021-04-10 04:06:43.204769, cost_time=0:00:22.029145 2021-04-10 04:06:37,911 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=0.1092, top1-acc=96.51%, top5-acc=99.90%, remaining_time=0:00:05.285556, arrival_time=2021-04-10 04:06:43.197067, cost_time=0:00:23.491410 2021-04-10 04:06:39,364 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.1092, top1-acc=96.52%, top5-acc=99.89%, remaining_time=0:00:03.814980, arrival_time=2021-04-10 04:06:43.179106, cost_time=0:00:24.944093 2021-04-10 04:06:40,825 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=0.1094, top1-acc=96.50%, top5-acc=99.89%, remaining_time=0:00:02.347184, arrival_time=2021-04-10 04:06:43.172940, cost_time=0:00:26.405737 2021-04-10 04:06:42,286 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.74ms, fps=1753 images/s, loss=0.1099, top1-acc=96.49%, top5-acc=99.90%, remaining_time=0:00:00.879990, arrival_time=2021-04-10 04:06:43.166351, cost_time=0:00:27.866281 2021-04-10 04:06:43,077 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.25ms, fps=1721 images/s, loss=0.1105, top1-acc=96.46%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:43.076999, cost_time=0:00:28.656958 2021-04-10 04:06:43,624 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.20ms, fps=4686 images/s, loss=0.3969, top1-acc=89.06%, top5-acc=99.06%, remaining_time=0:00:01.638840, arrival_time=2021-04-10 04:06:45.263256, cost_time=0:00:00.546280 2021-04-10 04:06:44,114 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.23ms, fps=5357 images/s, loss=0.3995, top1-acc=89.10%, top5-acc=99.20%, remaining_time=0:00:01.036040, arrival_time=2021-04-10 04:06:45.150217, cost_time=0:00:01.036034 2021-04-10 04:06:44,604 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.32ms, fps=5226 images/s, loss=0.3906, top1-acc=89.49%, top5-acc=99.19%, remaining_time=0:00:00.508730, arrival_time=2021-04-10 04:06:45.113062, cost_time=0:00:01.526191 2021-04-10 04:06:45,038 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.06ms, fps=5348 images/s, loss=0.3999, top1-acc=89.49%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 04:06:45.038412, cost_time=0:00:01.960303 2021-04-10 04:06:46,089 INFO : Epoch=0118 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:43:45.661402, arrival_time=2021-04-10 04:50:31.750561, cost_time=1:02:58.390801 2021-04-10 04:06:46,089 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 04:06:47,746 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.46ms, fps=1545 images/s, loss=0.1372, top1-acc=95.23%, top5-acc=99.77%, remaining_time=0:00:30.810900, arrival_time=2021-04-10 04:07:18.557436, cost_time=0:00:01.656505 2021-04-10 04:06:49,201 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.78ms, fps=1760 images/s, loss=0.1235, top1-acc=95.76%, top5-acc=99.84%, remaining_time=0:00:27.379616, arrival_time=2021-04-10 04:07:16.581170, cost_time=0:00:03.111322 2021-04-10 04:06:50,662 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.1227, top1-acc=95.96%, top5-acc=99.83%, remaining_time=0:00:25.299728, arrival_time=2021-04-10 04:07:15.961953, cost_time=0:00:04.572248 2021-04-10 04:06:52,117 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.81ms, fps=1760 images/s, loss=0.1143, top1-acc=96.31%, top5-acc=99.86%, remaining_time=0:00:23.508108, arrival_time=2021-04-10 04:07:15.625849, cost_time=0:00:06.027717 2021-04-10 04:06:53,572 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.35ms, fps=1761 images/s, loss=0.1117, top1-acc=96.46%, top5-acc=99.87%, remaining_time=0:00:21.847294, arrival_time=2021-04-10 04:07:15.419308, cost_time=0:00:07.481926 2021-04-10 04:06:55,033 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=0.1081, top1-acc=96.58%, top5-acc=99.90%, remaining_time=0:00:20.272432, arrival_time=2021-04-10 04:07:15.306238, cost_time=0:00:08.943750 2021-04-10 04:06:56,488 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.1097, top1-acc=96.58%, top5-acc=99.88%, remaining_time=0:00:18.717930, arrival_time=2021-04-10 04:07:15.206751, cost_time=0:00:10.398820 2021-04-10 04:06:57,942 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.1085, top1-acc=96.63%, top5-acc=99.88%, remaining_time=0:00:17.186328, arrival_time=2021-04-10 04:07:15.128966, cost_time=0:00:11.852611 2021-04-10 04:06:59,400 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.45ms, fps=1757 images/s, loss=0.1088, top1-acc=96.56%, top5-acc=99.88%, remaining_time=0:00:15.676658, arrival_time=2021-04-10 04:07:15.077003, cost_time=0:00:13.310380 2021-04-10 04:07:00,856 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.1072, top1-acc=96.59%, top5-acc=99.89%, remaining_time=0:00:14.175840, arrival_time=2021-04-10 04:07:15.032460, cost_time=0:00:14.766547 2021-04-10 04:07:02,314 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.56ms, fps=1756 images/s, loss=0.1085, top1-acc=96.57%, top5-acc=99.89%, remaining_time=0:00:12.684828, arrival_time=2021-04-10 04:07:14.999602, cost_time=0:00:16.224811 2021-04-10 04:07:03,773 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.1098, top1-acc=96.56%, top5-acc=99.87%, remaining_time=0:00:11.199512, arrival_time=2021-04-10 04:07:14.972966, cost_time=0:00:17.683500 2021-04-10 04:07:05,231 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.65ms, fps=1756 images/s, loss=0.1102, top1-acc=96.58%, top5-acc=99.87%, remaining_time=0:00:09.718038, arrival_time=2021-04-10 04:07:14.949606, cost_time=0:00:19.141529 2021-04-10 04:07:06,687 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.1105, top1-acc=96.58%, top5-acc=99.87%, remaining_time=0:00:08.239112, arrival_time=2021-04-10 04:07:14.926797, cost_time=0:00:20.597732 2021-04-10 04:07:08,142 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.1106, top1-acc=96.54%, top5-acc=99.87%, remaining_time=0:00:06.762644, arrival_time=2021-04-10 04:07:14.904702, cost_time=0:00:22.052105 2021-04-10 04:07:09,595 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.1110, top1-acc=96.54%, top5-acc=99.87%, remaining_time=0:00:05.288616, arrival_time=2021-04-10 04:07:14.883572, cost_time=0:00:23.504928 2021-04-10 04:07:11,053 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.1117, top1-acc=96.52%, top5-acc=99.87%, remaining_time=0:00:03.817892, arrival_time=2021-04-10 04:07:14.870996, cost_time=0:00:24.963149 2021-04-10 04:07:12,505 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.1126, top1-acc=96.46%, top5-acc=99.87%, remaining_time=0:00:02.348016, arrival_time=2021-04-10 04:07:14.853154, cost_time=0:00:26.415184 2021-04-10 04:07:13,960 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.66ms, fps=1760 images/s, loss=0.1131, top1-acc=96.44%, top5-acc=99.87%, remaining_time=0:00:00.880110, arrival_time=2021-04-10 04:07:14.840209, cost_time=0:00:27.870081 2021-04-10 04:07:14,752 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.25ms, fps=1717 images/s, loss=0.1141, top1-acc=96.42%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:14.752775, cost_time=0:00:28.662800 2021-04-10 04:07:15,340 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.20ms, fps=4368 images/s, loss=0.4562, top1-acc=88.01%, top5-acc=99.30%, remaining_time=0:00:01.758420, arrival_time=2021-04-10 04:07:17.098544, cost_time=0:00:00.586137 2021-04-10 04:07:15,818 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.24ms, fps=5352 images/s, loss=0.4271, top1-acc=88.87%, top5-acc=99.26%, remaining_time=0:00:01.064800, arrival_time=2021-04-10 04:07:16.883586, cost_time=0:00:01.064791 2021-04-10 04:07:16,293 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.41ms, fps=5393 images/s, loss=0.4028, top1-acc=89.23%, top5-acc=99.39%, remaining_time=0:00:00.513280, arrival_time=2021-04-10 04:07:16.807120, cost_time=0:00:01.539850 2021-04-10 04:07:16,725 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=5375 images/s, loss=0.4040, top1-acc=88.96%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:16.725788, cost_time=0:00:01.971825 2021-04-10 04:07:17,795 INFO : Epoch=0119 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:43:13.427139, arrival_time=2021-04-10 04:50:31.222219, cost_time=1:03:30.096720 2021-04-10 04:07:17,795 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 04:07:19,498 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.29ms, fps=1504 images/s, loss=0.1210, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:31.654596, arrival_time=2021-04-10 04:07:51.152636, cost_time=0:00:01.701863 2021-04-10 04:07:20,958 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=2.24ms, fps=1754 images/s, loss=0.1042, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:00:27.826656, arrival_time=2021-04-10 04:07:48.784940, cost_time=0:00:03.162120 2021-04-10 04:07:22,413 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.1104, top1-acc=96.71%, top5-acc=99.91%, remaining_time=0:00:25.550720, arrival_time=2021-04-10 04:07:47.964496, cost_time=0:00:04.617598 2021-04-10 04:07:23,869 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.1109, top1-acc=96.63%, top5-acc=99.91%, remaining_time=0:00:23.685948, arrival_time=2021-04-10 04:07:47.555293, cost_time=0:00:06.073320 2021-04-10 04:07:25,325 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.61ms, fps=1759 images/s, loss=0.1034, top1-acc=96.82%, top5-acc=99.91%, remaining_time=0:00:21.986578, arrival_time=2021-04-10 04:07:47.312307, cost_time=0:00:07.529651 2021-04-10 04:07:26,777 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.33ms, fps=1764 images/s, loss=0.1023, top1-acc=96.84%, top5-acc=99.91%, remaining_time=0:00:20.357296, arrival_time=2021-04-10 04:07:47.134569, cost_time=0:00:08.981185 2021-04-10 04:07:28,232 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.1015, top1-acc=96.85%, top5-acc=99.92%, remaining_time=0:00:18.786222, arrival_time=2021-04-10 04:07:47.019014, cost_time=0:00:10.436779 2021-04-10 04:07:29,686 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.1023, top1-acc=96.78%, top5-acc=99.91%, remaining_time=0:00:17.241660, arrival_time=2021-04-10 04:07:46.928568, cost_time=0:00:11.890832 2021-04-10 04:07:31,140 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.1013, top1-acc=96.81%, top5-acc=99.91%, remaining_time=0:00:15.716408, arrival_time=2021-04-10 04:07:46.856541, cost_time=0:00:13.344125 2021-04-10 04:07:32,593 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.1027, top1-acc=96.75%, top5-acc=99.92%, remaining_time=0:00:14.205312, arrival_time=2021-04-10 04:07:46.798627, cost_time=0:00:14.797213 2021-04-10 04:07:34,048 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.1039, top1-acc=96.67%, top5-acc=99.91%, remaining_time=0:00:12.706672, arrival_time=2021-04-10 04:07:46.755351, cost_time=0:00:16.252670 2021-04-10 04:07:35,502 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.58ms, fps=1762 images/s, loss=0.1039, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:00:11.213952, arrival_time=2021-04-10 04:07:46.716196, cost_time=0:00:17.706251 2021-04-10 04:07:36,963 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.1038, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:09.731304, arrival_time=2021-04-10 04:07:46.695140, cost_time=0:00:19.167756 2021-04-10 04:07:38,420 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.1041, top1-acc=96.64%, top5-acc=99.90%, remaining_time=0:00:08.249808, arrival_time=2021-04-10 04:07:46.670292, cost_time=0:00:20.624476 2021-04-10 04:07:39,873 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.50ms, fps=1762 images/s, loss=0.1048, top1-acc=96.60%, top5-acc=99.90%, remaining_time=0:00:06.770464, arrival_time=2021-04-10 04:07:46.644033, cost_time=0:00:22.077568 2021-04-10 04:07:41,335 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.1065, top1-acc=96.55%, top5-acc=99.90%, remaining_time=0:00:05.296356, arrival_time=2021-04-10 04:07:46.631758, cost_time=0:00:23.539321 2021-04-10 04:07:42,807 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=0.1062, top1-acc=96.56%, top5-acc=99.90%, remaining_time=0:00:03.825224, arrival_time=2021-04-10 04:07:46.632301, cost_time=0:00:25.011082 2021-04-10 04:07:44,261 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1075, top1-acc=96.51%, top5-acc=99.90%, remaining_time=0:00:02.352528, arrival_time=2021-04-10 04:07:46.614393, cost_time=0:00:26.465872 2021-04-10 04:07:45,718 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.23ms, fps=1758 images/s, loss=0.1079, top1-acc=96.50%, top5-acc=99.89%, remaining_time=0:00:00.881748, arrival_time=2021-04-10 04:07:46.599935, cost_time=0:00:27.922113 2021-04-10 04:07:46,510 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.33ms, fps=1718 images/s, loss=0.1086, top1-acc=96.49%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:46.510382, cost_time=0:00:28.714366 2021-04-10 04:07:47,060 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.20ms, fps=4663 images/s, loss=0.4875, top1-acc=87.97%, top5-acc=98.67%, remaining_time=0:00:01.647030, arrival_time=2021-04-10 04:07:48.707528, cost_time=0:00:00.549011 2021-04-10 04:07:47,536 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.33ms, fps=5384 images/s, loss=0.4459, top1-acc=88.67%, top5-acc=99.02%, remaining_time=0:00:01.024820, arrival_time=2021-04-10 04:07:48.561116, cost_time=0:00:01.024816 2021-04-10 04:07:48,013 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.62ms, fps=5367 images/s, loss=0.4494, top1-acc=88.49%, top5-acc=98.98%, remaining_time=0:00:00.500710, arrival_time=2021-04-10 04:07:48.514323, cost_time=0:00:01.502127 2021-04-10 04:07:48,449 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.06ms, fps=5322 images/s, loss=0.4692, top1-acc=88.56%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:07:48.449886, cost_time=0:00:01.938426 2021-04-10 04:07:49,513 INFO : Epoch=0120 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:42:41.210320, arrival_time=2021-04-10 04:50:30.724161, cost_time=1:04:01.815478 2021-04-10 04:07:49,514 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 04:07:51,188 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.49ms, fps=1529 images/s, loss=0.1372, top1-acc=96.21%, top5-acc=99.84%, remaining_time=0:00:31.131564, arrival_time=2021-04-10 04:08:22.320045, cost_time=0:00:01.673736 2021-04-10 04:07:52,641 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.78ms, fps=1763 images/s, loss=0.1227, top1-acc=96.31%, top5-acc=99.84%, remaining_time=0:00:27.518128, arrival_time=2021-04-10 04:08:20.159866, cost_time=0:00:03.127069 2021-04-10 04:07:54,096 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.77ms, fps=1761 images/s, loss=0.1225, top1-acc=96.25%, top5-acc=99.84%, remaining_time=0:00:25.350524, arrival_time=2021-04-10 04:08:19.446660, cost_time=0:00:04.581409 2021-04-10 04:07:55,555 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.1165, top1-acc=96.33%, top5-acc=99.88%, remaining_time=0:00:23.560524, arrival_time=2021-04-10 04:08:19.116273, cost_time=0:00:06.041177 2021-04-10 04:07:57,019 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=4.35ms, fps=1749 images/s, loss=0.1145, top1-acc=96.36%, top5-acc=99.88%, remaining_time=0:00:21.914600, arrival_time=2021-04-10 04:08:18.934259, cost_time=0:00:07.505008 2021-04-10 04:07:58,473 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.83ms, fps=1761 images/s, loss=0.1114, top1-acc=96.44%, top5-acc=99.90%, remaining_time=0:00:20.307656, arrival_time=2021-04-10 04:08:18.781538, cost_time=0:00:08.959252 2021-04-10 04:07:59,930 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.32ms, fps=1759 images/s, loss=0.1135, top1-acc=96.43%, top5-acc=99.91%, remaining_time=0:00:18.747792, arrival_time=2021-04-10 04:08:18.677807, cost_time=0:00:10.415447 2021-04-10 04:08:01,387 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.1140, top1-acc=96.47%, top5-acc=99.90%, remaining_time=0:00:17.215096, arrival_time=2021-04-10 04:08:18.602338, cost_time=0:00:11.872494 2021-04-10 04:08:02,843 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.1141, top1-acc=96.46%, top5-acc=99.90%, remaining_time=0:00:15.698812, arrival_time=2021-04-10 04:08:18.542583, cost_time=0:00:13.329220 2021-04-10 04:08:04,304 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=0.1139, top1-acc=96.46%, top5-acc=99.89%, remaining_time=0:00:14.198400, arrival_time=2021-04-10 04:08:18.503054, cost_time=0:00:14.789985 2021-04-10 04:08:05,755 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.1139, top1-acc=96.46%, top5-acc=99.89%, remaining_time=0:00:12.697556, arrival_time=2021-04-10 04:08:18.453241, cost_time=0:00:16.241114 2021-04-10 04:08:07,208 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.44ms, fps=1763 images/s, loss=0.1136, top1-acc=96.48%, top5-acc=99.90%, remaining_time=0:00:11.206124, arrival_time=2021-04-10 04:08:18.414546, cost_time=0:00:17.693863 2021-04-10 04:08:08,669 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.1124, top1-acc=96.51%, top5-acc=99.90%, remaining_time=0:00:09.724770, arrival_time=2021-04-10 04:08:18.394305, cost_time=0:00:19.154872 2021-04-10 04:08:10,122 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.1119, top1-acc=96.52%, top5-acc=99.91%, remaining_time=0:00:08.243256, arrival_time=2021-04-10 04:08:18.365937, cost_time=0:00:20.608125 2021-04-10 04:08:11,575 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.38ms, fps=1762 images/s, loss=0.1123, top1-acc=96.49%, top5-acc=99.91%, remaining_time=0:00:06.765496, arrival_time=2021-04-10 04:08:18.341396, cost_time=0:00:22.061342 2021-04-10 04:08:13,036 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=2.78ms, fps=1754 images/s, loss=0.1122, top1-acc=96.50%, top5-acc=99.91%, remaining_time=0:00:05.292360, arrival_time=2021-04-10 04:08:18.328532, cost_time=0:00:23.521532 2021-04-10 04:08:14,497 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.1127, top1-acc=96.51%, top5-acc=99.90%, remaining_time=0:00:03.820960, arrival_time=2021-04-10 04:08:18.318727, cost_time=0:00:24.983192 2021-04-10 04:08:15,952 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.1128, top1-acc=96.49%, top5-acc=99.90%, remaining_time=0:00:02.350000, arrival_time=2021-04-10 04:08:18.302004, cost_time=0:00:26.437446 2021-04-10 04:08:17,408 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.76ms, fps=1758 images/s, loss=0.1138, top1-acc=96.47%, top5-acc=99.89%, remaining_time=0:00:00.880860, arrival_time=2021-04-10 04:08:18.289352, cost_time=0:00:27.893812 2021-04-10 04:08:18,200 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.31ms, fps=1719 images/s, loss=0.1137, top1-acc=96.47%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:18.200045, cost_time=0:00:28.685467 2021-04-10 04:08:18,753 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.19ms, fps=4637 images/s, loss=0.4158, top1-acc=89.06%, top5-acc=99.26%, remaining_time=0:00:01.656360, arrival_time=2021-04-10 04:08:20.409704, cost_time=0:00:00.552119 2021-04-10 04:08:19,232 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.48ms, fps=5349 images/s, loss=0.3776, top1-acc=89.61%, top5-acc=99.37%, remaining_time=0:00:01.031080, arrival_time=2021-04-10 04:08:20.263442, cost_time=0:00:01.031079 2021-04-10 04:08:19,717 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.42ms, fps=5286 images/s, loss=0.3584, top1-acc=90.01%, top5-acc=99.37%, remaining_time=0:00:00.505300, arrival_time=2021-04-10 04:08:20.222422, cost_time=0:00:01.515897 2021-04-10 04:08:20,151 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=5351 images/s, loss=0.3638, top1-acc=89.92%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:20.150975, cost_time=0:00:01.949774 2021-04-10 04:08:21,213 INFO : Epoch=0121 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:42:08.989396, arrival_time=2021-04-10 04:50:30.203238, cost_time=1:04:33.515447 2021-04-10 04:08:21,214 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 04:08:22,841 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.47ms, fps=1574 images/s, loss=0.1058, top1-acc=96.56%, top5-acc=99.88%, remaining_time=0:00:30.242856, arrival_time=2021-04-10 04:08:53.083769, cost_time=0:00:01.625962 2021-04-10 04:08:24,295 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.53ms, fps=1761 images/s, loss=0.1022, top1-acc=96.66%, top5-acc=99.90%, remaining_time=0:00:27.106464, arrival_time=2021-04-10 04:08:51.401787, cost_time=0:00:03.080274 2021-04-10 04:08:25,749 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.1032, top1-acc=96.60%, top5-acc=99.91%, remaining_time=0:00:25.087746, arrival_time=2021-04-10 04:08:50.836819, cost_time=0:00:04.533927 2021-04-10 04:08:27,203 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.1050, top1-acc=96.62%, top5-acc=99.91%, remaining_time=0:00:23.356944, arrival_time=2021-04-10 04:08:50.560791, cost_time=0:00:05.988950 2021-04-10 04:08:28,661 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.50ms, fps=1758 images/s, loss=0.1071, top1-acc=96.52%, top5-acc=99.92%, remaining_time=0:00:21.742174, arrival_time=2021-04-10 04:08:50.403090, cost_time=0:00:07.445966 2021-04-10 04:08:30,119 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.85ms, fps=1757 images/s, loss=0.1060, top1-acc=96.60%, top5-acc=99.93%, remaining_time=0:00:20.182400, arrival_time=2021-04-10 04:08:50.301351, cost_time=0:00:08.904013 2021-04-10 04:08:31,573 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.1068, top1-acc=96.57%, top5-acc=99.93%, remaining_time=0:00:18.645228, arrival_time=2021-04-10 04:08:50.218591, cost_time=0:00:10.358469 2021-04-10 04:08:33,030 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.57ms, fps=1757 images/s, loss=0.1045, top1-acc=96.66%, top5-acc=99.94%, remaining_time=0:00:17.133084, arrival_time=2021-04-10 04:08:50.163954, cost_time=0:00:11.815888 2021-04-10 04:08:34,488 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.1050, top1-acc=96.67%, top5-acc=99.93%, remaining_time=0:00:15.632774, arrival_time=2021-04-10 04:08:50.120775, cost_time=0:00:13.273121 2021-04-10 04:08:35,942 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.96ms, fps=1761 images/s, loss=0.1036, top1-acc=96.72%, top5-acc=99.93%, remaining_time=0:00:14.138016, arrival_time=2021-04-10 04:08:50.080054, cost_time=0:00:14.727116 2021-04-10 04:08:37,397 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.1032, top1-acc=96.75%, top5-acc=99.92%, remaining_time=0:00:12.651718, arrival_time=2021-04-10 04:08:50.048994, cost_time=0:00:16.182380 2021-04-10 04:08:38,849 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.42ms, fps=1763 images/s, loss=0.1042, top1-acc=96.69%, top5-acc=99.92%, remaining_time=0:00:11.168656, arrival_time=2021-04-10 04:08:50.018240, cost_time=0:00:17.634714 2021-04-10 04:08:40,306 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.1028, top1-acc=96.72%, top5-acc=99.92%, remaining_time=0:00:09.692496, arrival_time=2021-04-10 04:08:49.998661, cost_time=0:00:19.091216 2021-04-10 04:08:41,765 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.49ms, fps=1755 images/s, loss=0.1034, top1-acc=96.71%, top5-acc=99.92%, remaining_time=0:00:08.220072, arrival_time=2021-04-10 04:08:49.985135, cost_time=0:00:20.550184 2021-04-10 04:08:43,220 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.1026, top1-acc=96.76%, top5-acc=99.92%, remaining_time=0:00:06.748246, arrival_time=2021-04-10 04:08:49.968272, cost_time=0:00:22.005157 2021-04-10 04:08:44,676 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.1020, top1-acc=96.78%, top5-acc=99.93%, remaining_time=0:00:05.278752, arrival_time=2021-04-10 04:08:49.954795, cost_time=0:00:23.461098 2021-04-10 04:08:46,134 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.1017, top1-acc=96.78%, top5-acc=99.93%, remaining_time=0:00:03.811158, arrival_time=2021-04-10 04:08:49.945126, cost_time=0:00:24.919087 2021-04-10 04:08:47,584 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.44ms, fps=1765 images/s, loss=0.1021, top1-acc=96.76%, top5-acc=99.93%, remaining_time=0:00:02.343968, arrival_time=2021-04-10 04:08:49.928407, cost_time=0:00:26.369565 2021-04-10 04:08:49,038 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.26ms, fps=1761 images/s, loss=0.1021, top1-acc=96.75%, top5-acc=99.93%, remaining_time=0:00:00.878646, arrival_time=2021-04-10 04:08:49.917382, cost_time=0:00:27.823863 2021-04-10 04:08:49,832 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.54ms, fps=1714 images/s, loss=0.1020, top1-acc=96.74%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:49.832581, cost_time=0:00:28.617640 2021-04-10 04:08:50,387 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.19ms, fps=4623 images/s, loss=0.4040, top1-acc=89.30%, top5-acc=99.30%, remaining_time=0:00:01.661400, arrival_time=2021-04-10 04:08:52.048925, cost_time=0:00:00.553802 2021-04-10 04:08:50,865 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.39ms, fps=5358 images/s, loss=0.3970, top1-acc=89.79%, top5-acc=99.41%, remaining_time=0:00:01.031960, arrival_time=2021-04-10 04:08:51.897658, cost_time=0:00:01.031965 2021-04-10 04:08:51,342 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.33ms, fps=5368 images/s, loss=0.4025, top1-acc=89.49%, top5-acc=99.36%, remaining_time=0:00:00.503070, arrival_time=2021-04-10 04:08:51.845993, cost_time=0:00:01.509199 2021-04-10 04:08:51,776 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=5352 images/s, loss=0.3888, top1-acc=89.73%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 04:08:51.776701, cost_time=0:00:01.943008 2021-04-10 04:08:52,785 INFO : Epoch=0122 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:41:36.695292, arrival_time=2021-04-10 04:50:29.481099, cost_time=1:05:05.087450 2021-04-10 04:08:52,786 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 04:08:54,418 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.48ms, fps=1568 images/s, loss=0.1029, top1-acc=96.68%, top5-acc=99.96%, remaining_time=0:00:30.357618, arrival_time=2021-04-10 04:09:24.776304, cost_time=0:00:01.632129 2021-04-10 04:08:55,876 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.85ms, fps=1756 images/s, loss=0.0979, top1-acc=96.62%, top5-acc=99.96%, remaining_time=0:00:27.193936, arrival_time=2021-04-10 04:09:23.070704, cost_time=0:00:03.090211 2021-04-10 04:08:57,338 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.75ms, fps=1752 images/s, loss=0.0997, top1-acc=96.71%, top5-acc=99.95%, remaining_time=0:00:25.187844, arrival_time=2021-04-10 04:09:22.526425, cost_time=0:00:04.552033 2021-04-10 04:08:58,796 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.1012, top1-acc=96.70%, top5-acc=99.93%, remaining_time=0:00:23.439156, arrival_time=2021-04-10 04:09:22.235753, cost_time=0:00:06.010033 2021-04-10 04:09:00,267 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=3.26ms, fps=1741 images/s, loss=0.1016, top1-acc=96.73%, top5-acc=99.91%, remaining_time=0:00:21.844812, arrival_time=2021-04-10 04:09:22.112601, cost_time=0:00:07.481095 2021-04-10 04:09:01,726 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.1025, top1-acc=96.71%, top5-acc=99.90%, remaining_time=0:00:20.262640, arrival_time=2021-04-10 04:09:21.988606, cost_time=0:00:08.939403 2021-04-10 04:09:03,183 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.42ms, fps=1758 images/s, loss=0.1036, top1-acc=96.75%, top5-acc=99.91%, remaining_time=0:00:18.713646, arrival_time=2021-04-10 04:09:21.896688, cost_time=0:00:10.396480 2021-04-10 04:09:04,643 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.1056, top1-acc=96.73%, top5-acc=99.88%, remaining_time=0:00:17.192708, arrival_time=2021-04-10 04:09:21.836326, cost_time=0:00:11.857058 2021-04-10 04:09:06,095 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.33ms, fps=1765 images/s, loss=0.1037, top1-acc=96.78%, top5-acc=99.89%, remaining_time=0:00:15.674432, arrival_time=2021-04-10 04:09:21.769454, cost_time=0:00:13.308460 2021-04-10 04:09:07,552 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.1057, top1-acc=96.70%, top5-acc=99.88%, remaining_time=0:00:14.175456, arrival_time=2021-04-10 04:09:21.728087, cost_time=0:00:14.766052 2021-04-10 04:09:09,006 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.1044, top1-acc=96.75%, top5-acc=99.89%, remaining_time=0:00:12.681302, arrival_time=2021-04-10 04:09:21.688096, cost_time=0:00:16.220316 2021-04-10 04:09:10,467 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=0.1039, top1-acc=96.77%, top5-acc=99.89%, remaining_time=0:00:11.198144, arrival_time=2021-04-10 04:09:21.665949, cost_time=0:00:17.681246 2021-04-10 04:09:11,928 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.1033, top1-acc=96.80%, top5-acc=99.89%, remaining_time=0:00:09.718368, arrival_time=2021-04-10 04:09:21.647202, cost_time=0:00:19.142299 2021-04-10 04:09:13,383 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1021, top1-acc=96.81%, top5-acc=99.89%, remaining_time=0:00:08.238832, arrival_time=2021-04-10 04:09:21.622417, cost_time=0:00:20.597070 2021-04-10 04:09:14,837 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.85ms, fps=1761 images/s, loss=0.1019, top1-acc=96.79%, top5-acc=99.89%, remaining_time=0:00:06.762414, arrival_time=2021-04-10 04:09:21.600276, cost_time=0:00:22.051320 2021-04-10 04:09:16,291 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.1018, top1-acc=96.78%, top5-acc=99.89%, remaining_time=0:00:05.288688, arrival_time=2021-04-10 04:09:21.580452, cost_time=0:00:23.505256 2021-04-10 04:09:17,745 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.43ms, fps=1762 images/s, loss=0.1017, top1-acc=96.78%, top5-acc=99.89%, remaining_time=0:00:03.817164, arrival_time=2021-04-10 04:09:21.562133, cost_time=0:00:24.958452 2021-04-10 04:09:19,202 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.1016, top1-acc=96.77%, top5-acc=99.90%, remaining_time=0:00:02.348096, arrival_time=2021-04-10 04:09:21.550650, cost_time=0:00:26.415990 2021-04-10 04:09:20,656 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.29ms, fps=1761 images/s, loss=0.1023, top1-acc=96.75%, top5-acc=99.90%, remaining_time=0:00:00.880110, arrival_time=2021-04-10 04:09:21.536699, cost_time=0:00:27.870088 2021-04-10 04:09:21,447 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.38ms, fps=1722 images/s, loss=0.1028, top1-acc=96.74%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:21.447011, cost_time=0:00:28.660537 2021-04-10 04:09:22,032 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.39ms, fps=4381 images/s, loss=0.3819, top1-acc=89.18%, top5-acc=99.49%, remaining_time=0:00:01.753020, arrival_time=2021-04-10 04:09:23.785456, cost_time=0:00:00.584342 2021-04-10 04:09:22,512 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.32ms, fps=5343 images/s, loss=0.3997, top1-acc=89.20%, top5-acc=99.37%, remaining_time=0:00:01.063960, arrival_time=2021-04-10 04:09:23.576029, cost_time=0:00:01.063970 2021-04-10 04:09:22,989 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.25ms, fps=5363 images/s, loss=0.4100, top1-acc=89.10%, top5-acc=99.41%, remaining_time=0:00:00.513930, arrival_time=2021-04-10 04:09:23.503828, cost_time=0:00:01.541779 2021-04-10 04:09:23,423 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.08ms, fps=5350 images/s, loss=0.3921, top1-acc=89.45%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:23.423868, cost_time=0:00:01.975814 2021-04-10 04:09:24,506 INFO : Epoch=0123 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:41:04.505890, arrival_time=2021-04-10 04:50:29.012400, cost_time=1:05:36.808149 2021-04-10 04:09:24,507 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 04:09:26,161 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.36ms, fps=1548 images/s, loss=0.1213, top1-acc=96.13%, top5-acc=99.92%, remaining_time=0:00:30.766632, arrival_time=2021-04-10 04:09:56.928070, cost_time=0:00:01.654123 2021-04-10 04:09:27,616 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.1121, top1-acc=96.48%, top5-acc=99.94%, remaining_time=0:00:27.362016, arrival_time=2021-04-10 04:09:54.978672, cost_time=0:00:03.109326 2021-04-10 04:09:29,074 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.1081, top1-acc=96.59%, top5-acc=99.93%, remaining_time=0:00:25.268520, arrival_time=2021-04-10 04:09:54.342448, cost_time=0:00:04.566606 2021-04-10 04:09:30,532 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.45ms, fps=1756 images/s, loss=0.1016, top1-acc=96.82%, top5-acc=99.94%, remaining_time=0:00:23.497188, arrival_time=2021-04-10 04:09:54.029417, cost_time=0:00:06.024909 2021-04-10 04:09:31,992 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.0976, top1-acc=96.98%, top5-acc=99.94%, remaining_time=0:00:21.856346, arrival_time=2021-04-10 04:09:53.848685, cost_time=0:00:07.485027 2021-04-10 04:09:33,449 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.32ms, fps=1758 images/s, loss=0.0982, top1-acc=96.91%, top5-acc=99.92%, remaining_time=0:00:20.267944, arrival_time=2021-04-10 04:09:53.717105, cost_time=0:00:08.941768 2021-04-10 04:09:34,908 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.60ms, fps=1755 images/s, loss=0.0981, top1-acc=96.93%, top5-acc=99.91%, remaining_time=0:00:18.722214, arrival_time=2021-04-10 04:09:53.630737, cost_time=0:00:10.401250 2021-04-10 04:09:36,366 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.88ms, fps=1757 images/s, loss=0.0982, top1-acc=96.92%, top5-acc=99.91%, remaining_time=0:00:17.194912, arrival_time=2021-04-10 04:09:53.560925, cost_time=0:00:11.858577 2021-04-10 04:09:37,826 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.0989, top1-acc=96.90%, top5-acc=99.90%, remaining_time=0:00:15.686728, arrival_time=2021-04-10 04:09:53.512884, cost_time=0:00:13.318911 2021-04-10 04:09:39,280 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.96ms, fps=1761 images/s, loss=0.0999, top1-acc=96.87%, top5-acc=99.89%, remaining_time=0:00:14.182368, arrival_time=2021-04-10 04:09:53.462969, cost_time=0:00:14.773282 2021-04-10 04:09:40,738 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.1013, top1-acc=96.84%, top5-acc=99.89%, remaining_time=0:00:12.689988, arrival_time=2021-04-10 04:09:53.428627, cost_time=0:00:16.231371 2021-04-10 04:09:42,194 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.1022, top1-acc=96.78%, top5-acc=99.89%, remaining_time=0:00:11.202020, arrival_time=2021-04-10 04:09:53.396700, cost_time=0:00:17.687448 2021-04-10 04:09:43,652 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1025, top1-acc=96.79%, top5-acc=99.88%, remaining_time=0:00:09.719886, arrival_time=2021-04-10 04:09:53.372478, cost_time=0:00:19.145265 2021-04-10 04:09:45,103 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.38ms, fps=1765 images/s, loss=0.1025, top1-acc=96.79%, top5-acc=99.87%, remaining_time=0:00:08.238664, arrival_time=2021-04-10 04:09:53.342618, cost_time=0:00:20.596716 2021-04-10 04:09:46,561 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.81ms, fps=1756 images/s, loss=0.1045, top1-acc=96.75%, top5-acc=99.85%, remaining_time=0:00:06.763426, arrival_time=2021-04-10 04:09:53.325291, cost_time=0:00:22.054628 2021-04-10 04:09:48,020 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.1050, top1-acc=96.72%, top5-acc=99.85%, remaining_time=0:00:05.290344, arrival_time=2021-04-10 04:09:53.310278, cost_time=0:00:23.512593 2021-04-10 04:09:49,471 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.84ms, fps=1764 images/s, loss=0.1049, top1-acc=96.73%, top5-acc=99.86%, remaining_time=0:00:03.818126, arrival_time=2021-04-10 04:09:53.290040, cost_time=0:00:24.964676 2021-04-10 04:09:50,937 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.44ms, fps=1747 images/s, loss=0.1059, top1-acc=96.68%, top5-acc=99.85%, remaining_time=0:00:02.349360, arrival_time=2021-04-10 04:09:53.286910, cost_time=0:00:26.430311 2021-04-10 04:09:52,393 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.1070, top1-acc=96.66%, top5-acc=99.85%, remaining_time=0:00:00.880614, arrival_time=2021-04-10 04:09:53.274109, cost_time=0:00:27.886201 2021-04-10 04:09:53,184 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.24ms, fps=1720 images/s, loss=0.1074, top1-acc=96.64%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:53.184821, cost_time=0:00:28.677573 2021-04-10 04:09:53,734 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.31ms, fps=4667 images/s, loss=0.3627, top1-acc=89.96%, top5-acc=99.57%, remaining_time=0:00:01.645440, arrival_time=2021-04-10 04:09:55.379833, cost_time=0:00:00.548484 2021-04-10 04:09:54,214 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.27ms, fps=5337 images/s, loss=0.3617, top1-acc=89.67%, top5-acc=99.39%, remaining_time=0:00:01.028480, arrival_time=2021-04-10 04:09:55.242863, cost_time=0:00:01.028482 2021-04-10 04:09:54,690 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.24ms, fps=5376 images/s, loss=0.3732, top1-acc=89.47%, top5-acc=99.36%, remaining_time=0:00:00.501680, arrival_time=2021-04-10 04:09:55.192606, cost_time=0:00:01.505025 2021-04-10 04:09:55,125 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=5337 images/s, loss=0.3757, top1-acc=89.48%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 04:09:55.125914, cost_time=0:00:01.940042 2021-04-10 04:09:56,982 INFO : Epoch=0124 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:40:32.787284, arrival_time=2021-04-10 04:50:29.770196, cost_time=1:06:09.284518 2021-04-10 04:09:56,983 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 04:09:58,609 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.46ms, fps=1575 images/s, loss=0.1121, top1-acc=96.41%, top5-acc=99.80%, remaining_time=0:00:30.222768, arrival_time=2021-04-10 04:10:28.831785, cost_time=0:00:01.624880 2021-04-10 04:10:00,068 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.94ms, fps=1756 images/s, loss=0.0947, top1-acc=97.11%, top5-acc=99.88%, remaining_time=0:00:27.136912, arrival_time=2021-04-10 04:10:27.204800, cost_time=0:00:03.083739 2021-04-10 04:10:01,526 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.99ms, fps=1756 images/s, loss=0.0914, top1-acc=97.23%, top5-acc=99.91%, remaining_time=0:00:25.134060, arrival_time=2021-04-10 04:10:26.660439, cost_time=0:00:04.542304 2021-04-10 04:10:02,982 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.0918, top1-acc=97.23%, top5-acc=99.91%, remaining_time=0:00:23.393604, arrival_time=2021-04-10 04:10:26.375944, cost_time=0:00:05.998376 2021-04-10 04:10:04,440 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=2.10ms, fps=1757 images/s, loss=0.0880, top1-acc=97.35%, top5-acc=99.93%, remaining_time=0:00:21.771666, arrival_time=2021-04-10 04:10:26.211768, cost_time=0:00:07.456066 2021-04-10 04:10:05,898 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.58ms, fps=1760 images/s, loss=0.0886, top1-acc=97.30%, top5-acc=99.93%, remaining_time=0:00:20.204432, arrival_time=2021-04-10 04:10:26.102248, cost_time=0:00:08.913739 2021-04-10 04:10:07,353 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.57ms, fps=1760 images/s, loss=0.0894, top1-acc=97.30%, top5-acc=99.92%, remaining_time=0:00:18.665262, arrival_time=2021-04-10 04:10:26.018784, cost_time=0:00:10.369564 2021-04-10 04:10:08,809 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.72ms, fps=1759 images/s, loss=0.0920, top1-acc=97.22%, top5-acc=99.92%, remaining_time=0:00:17.147236, arrival_time=2021-04-10 04:10:25.956937, cost_time=0:00:11.825656 2021-04-10 04:10:10,267 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.0934, top1-acc=97.16%, top5-acc=99.90%, remaining_time=0:00:15.644858, arrival_time=2021-04-10 04:10:25.912156, cost_time=0:00:13.283343 2021-04-10 04:10:11,721 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0942, top1-acc=97.12%, top5-acc=99.89%, remaining_time=0:00:14.148192, arrival_time=2021-04-10 04:10:25.870017, cost_time=0:00:14.737734 2021-04-10 04:10:13,177 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.0944, top1-acc=97.08%, top5-acc=99.90%, remaining_time=0:00:12.660146, arrival_time=2021-04-10 04:10:25.837316, cost_time=0:00:16.193198 2021-04-10 04:10:14,633 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0940, top1-acc=97.10%, top5-acc=99.90%, remaining_time=0:00:11.178156, arrival_time=2021-04-10 04:10:25.811836, cost_time=0:00:17.649719 2021-04-10 04:10:16,090 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.0935, top1-acc=97.12%, top5-acc=99.89%, remaining_time=0:00:09.700152, arrival_time=2021-04-10 04:10:25.790643, cost_time=0:00:19.106419 2021-04-10 04:10:17,545 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.0954, top1-acc=97.07%, top5-acc=99.88%, remaining_time=0:00:08.224720, arrival_time=2021-04-10 04:10:25.770451, cost_time=0:00:20.561776 2021-04-10 04:10:19,003 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0951, top1-acc=97.08%, top5-acc=99.88%, remaining_time=0:00:06.752708, arrival_time=2021-04-10 04:10:25.756442, cost_time=0:00:22.019727 2021-04-10 04:10:20,463 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.37ms, fps=1754 images/s, loss=0.0968, top1-acc=97.04%, top5-acc=99.88%, remaining_time=0:00:05.282928, arrival_time=2021-04-10 04:10:25.746642, cost_time=0:00:23.479621 2021-04-10 04:10:21,917 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.0976, top1-acc=97.00%, top5-acc=99.87%, remaining_time=0:00:03.813342, arrival_time=2021-04-10 04:10:25.730724, cost_time=0:00:24.933376 2021-04-10 04:10:23,384 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=0.0991, top1-acc=96.94%, top5-acc=99.87%, remaining_time=0:00:02.346672, arrival_time=2021-04-10 04:10:25.730678, cost_time=0:00:26.400004 2021-04-10 04:10:24,840 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.29ms, fps=1759 images/s, loss=0.0992, top1-acc=96.94%, top5-acc=99.87%, remaining_time=0:00:00.879666, arrival_time=2021-04-10 04:10:25.719962, cost_time=0:00:27.856102 2021-04-10 04:10:25,636 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.57ms, fps=1709 images/s, loss=0.0988, top1-acc=96.94%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:25.636640, cost_time=0:00:28.652659 2021-04-10 04:10:26,181 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.36ms, fps=4710 images/s, loss=0.4000, top1-acc=89.10%, top5-acc=99.49%, remaining_time=0:00:01.630680, arrival_time=2021-04-10 04:10:27.812061, cost_time=0:00:00.543560 2021-04-10 04:10:26,657 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.41ms, fps=5376 images/s, loss=0.3956, top1-acc=89.26%, top5-acc=99.39%, remaining_time=0:00:01.020100, arrival_time=2021-04-10 04:10:27.678028, cost_time=0:00:01.020105 2021-04-10 04:10:27,134 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.25ms, fps=5381 images/s, loss=0.4215, top1-acc=88.83%, top5-acc=99.28%, remaining_time=0:00:00.498740, arrival_time=2021-04-10 04:10:27.632791, cost_time=0:00:01.496224 2021-04-10 04:10:27,571 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.07ms, fps=5312 images/s, loss=0.4010, top1-acc=89.18%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:27.571113, cost_time=0:00:01.933317 2021-04-10 04:10:28,591 INFO : Epoch=0125 complete, best val top1-acc=89.95%, top5-acc=99.11% (epoch=114), remaining_time=0:40:00.536100, arrival_time=2021-04-10 04:50:29.127958, cost_time=1:06:40.893495 2021-04-10 04:10:28,592 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 04:10:30,229 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.71ms, fps=1565 images/s, loss=0.0999, top1-acc=96.95%, top5-acc=99.84%, remaining_time=0:00:30.432204, arrival_time=2021-04-10 04:11:00.661256, cost_time=0:00:01.636137 2021-04-10 04:10:31,687 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.49ms, fps=1757 images/s, loss=0.0960, top1-acc=97.23%, top5-acc=99.84%, remaining_time=0:00:27.228256, arrival_time=2021-04-10 04:10:58.915283, cost_time=0:00:03.094124 2021-04-10 04:10:33,143 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.52ms, fps=1758 images/s, loss=0.0910, top1-acc=97.32%, top5-acc=99.88%, remaining_time=0:00:25.182034, arrival_time=2021-04-10 04:10:58.325921, cost_time=0:00:04.550984 2021-04-10 04:10:34,602 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.0908, top1-acc=97.29%, top5-acc=99.89%, remaining_time=0:00:23.437752, arrival_time=2021-04-10 04:10:58.040327, cost_time=0:00:06.009670 2021-04-10 04:10:36,061 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.0920, top1-acc=97.20%, top5-acc=99.89%, remaining_time=0:00:21.808458, arrival_time=2021-04-10 04:10:57.870007, cost_time=0:00:07.468645 2021-04-10 04:10:37,517 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.0969, top1-acc=97.02%, top5-acc=99.90%, remaining_time=0:00:20.227824, arrival_time=2021-04-10 04:10:57.744752, cost_time=0:00:08.924040 2021-04-10 04:10:38,980 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.43ms, fps=1750 images/s, loss=0.0944, top1-acc=97.08%, top5-acc=99.91%, remaining_time=0:00:18.697014, arrival_time=2021-04-10 04:10:57.677145, cost_time=0:00:10.387236 2021-04-10 04:10:40,438 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0929, top1-acc=97.11%, top5-acc=99.90%, remaining_time=0:00:17.176584, arrival_time=2021-04-10 04:10:57.615438, cost_time=0:00:11.845952 2021-04-10 04:10:41,898 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.0923, top1-acc=97.15%, top5-acc=99.89%, remaining_time=0:00:15.670298, arrival_time=2021-04-10 04:10:57.568267, cost_time=0:00:13.305003 2021-04-10 04:10:43,353 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.0915, top1-acc=97.18%, top5-acc=99.89%, remaining_time=0:00:14.170176, arrival_time=2021-04-10 04:10:57.523621, cost_time=0:00:14.760598 2021-04-10 04:10:44,809 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0905, top1-acc=97.21%, top5-acc=99.88%, remaining_time=0:00:12.678206, arrival_time=2021-04-10 04:10:57.487407, cost_time=0:00:16.216276 2021-04-10 04:10:46,265 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0913, top1-acc=97.19%, top5-acc=99.88%, remaining_time=0:00:11.192520, arrival_time=2021-04-10 04:10:57.457729, cost_time=0:00:17.672381 2021-04-10 04:10:47,724 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.90ms, fps=1755 images/s, loss=0.0916, top1-acc=97.13%, top5-acc=99.88%, remaining_time=0:00:09.712824, arrival_time=2021-04-10 04:10:57.437045, cost_time=0:00:19.131277 2021-04-10 04:10:49,183 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.33ms, fps=1755 images/s, loss=0.0931, top1-acc=97.08%, top5-acc=99.88%, remaining_time=0:00:08.236144, arrival_time=2021-04-10 04:10:57.419342, cost_time=0:00:20.590312 2021-04-10 04:10:50,637 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.0930, top1-acc=97.07%, top5-acc=99.88%, remaining_time=0:00:06.760436, arrival_time=2021-04-10 04:10:57.398102, cost_time=0:00:22.044846 2021-04-10 04:10:52,098 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.32ms, fps=1754 images/s, loss=0.0937, top1-acc=97.04%, top5-acc=99.89%, remaining_time=0:00:05.288652, arrival_time=2021-04-10 04:10:57.386697, cost_time=0:00:23.505152 2021-04-10 04:10:53,551 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.46ms, fps=1762 images/s, loss=0.0945, top1-acc=97.04%, top5-acc=99.89%, remaining_time=0:00:03.817216, arrival_time=2021-04-10 04:10:57.368773, cost_time=0:00:24.958679 2021-04-10 04:10:55,004 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.73ms, fps=1763 images/s, loss=0.0958, top1-acc=97.00%, top5-acc=99.88%, remaining_time=0:00:02.347696, arrival_time=2021-04-10 04:10:57.352125, cost_time=0:00:26.411610 2021-04-10 04:10:56,462 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.0962, top1-acc=97.00%, top5-acc=99.88%, remaining_time=0:00:00.880098, arrival_time=2021-04-10 04:10:57.342863, cost_time=0:00:27.869844 2021-04-10 04:10:57,255 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.66ms, fps=1717 images/s, loss=0.0964, top1-acc=96.99%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:57.255631, cost_time=0:00:28.662805 2021-04-10 04:10:57,799 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=0.20ms, fps=4720 images/s, loss=0.3419, top1-acc=90.59%, top5-acc=99.69%, remaining_time=0:00:01.627080, arrival_time=2021-04-10 04:10:59.426173, cost_time=0:00:00.542361 2021-04-10 04:10:58,275 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.66ms, fps=5382 images/s, loss=0.3657, top1-acc=90.29%, top5-acc=99.41%, remaining_time=0:00:01.018360, arrival_time=2021-04-10 04:10:59.293430, cost_time=0:00:01.018350 2021-04-10 04:10:58,750 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.22ms, fps=5393 images/s, loss=0.3626, top1-acc=90.23%, top5-acc=99.41%, remaining_time=0:00:00.497770, arrival_time=2021-04-10 04:10:59.247844, cost_time=0:00:01.493318 2021-04-10 04:10:59,185 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=5334 images/s, loss=0.3768, top1-acc=90.07%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 04:10:59.185428, cost_time=0:00:01.928724 2021-04-10 04:11:01,887 INFO : Epoch=0126 complete, best val top1-acc=90.07%, top5-acc=99.44% (epoch=126), remaining_time=0:39:29.285750, arrival_time=2021-04-10 04:50:31.173445, cost_time=1:07:14.189239 2021-04-10 04:11:01,888 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 04:11:03,582 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.54ms, fps=1511 images/s, loss=0.0865, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:31.504308, arrival_time=2021-04-10 04:11:35.086563, cost_time=0:00:01.693784 2021-04-10 04:11:05,038 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.0901, top1-acc=97.21%, top5-acc=99.92%, remaining_time=0:00:27.715072, arrival_time=2021-04-10 04:11:32.752988, cost_time=0:00:03.149432 2021-04-10 04:11:06,492 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=0.0893, top1-acc=97.16%, top5-acc=99.95%, remaining_time=0:00:25.474360, arrival_time=2021-04-10 04:11:31.966668, cost_time=0:00:04.603814 2021-04-10 04:11:07,944 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.47ms, fps=1764 images/s, loss=0.0884, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:23.618400, arrival_time=2021-04-10 04:11:31.562951, cost_time=0:00:06.055987 2021-04-10 04:11:09,400 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0893, top1-acc=97.11%, top5-acc=99.93%, remaining_time=0:00:21.935624, arrival_time=2021-04-10 04:11:31.336282, cost_time=0:00:07.512225 2021-04-10 04:11:10,856 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.0892, top1-acc=97.12%, top5-acc=99.93%, remaining_time=0:00:20.326832, arrival_time=2021-04-10 04:11:31.183062, cost_time=0:00:08.967731 2021-04-10 04:11:12,309 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.34ms, fps=1763 images/s, loss=0.0875, top1-acc=97.20%, top5-acc=99.94%, remaining_time=0:00:18.757620, arrival_time=2021-04-10 04:11:31.066897, cost_time=0:00:10.420893 2021-04-10 04:11:13,761 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.0850, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:00:17.215212, arrival_time=2021-04-10 04:11:30.976270, cost_time=0:00:11.872585 2021-04-10 04:11:15,212 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.47ms, fps=1764 images/s, loss=0.0839, top1-acc=97.33%, top5-acc=99.94%, remaining_time=0:00:15.692876, arrival_time=2021-04-10 04:11:30.905394, cost_time=0:00:13.324123 2021-04-10 04:11:16,670 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.0835, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:14.190624, arrival_time=2021-04-10 04:11:30.860974, cost_time=0:00:14.781880 2021-04-10 04:11:18,123 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0836, top1-acc=97.33%, top5-acc=99.94%, remaining_time=0:00:12.692998, arrival_time=2021-04-10 04:11:30.816610, cost_time=0:00:16.235220 2021-04-10 04:11:19,578 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.40ms, fps=1761 images/s, loss=0.0850, top1-acc=97.31%, top5-acc=99.93%, remaining_time=0:00:11.203464, arrival_time=2021-04-10 04:11:30.781536, cost_time=0:00:17.689686 2021-04-10 04:11:21,033 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.71ms, fps=1760 images/s, loss=0.0874, top1-acc=97.25%, top5-acc=99.92%, remaining_time=0:00:09.719754, arrival_time=2021-04-10 04:11:30.753192, cost_time=0:00:19.144929 2021-04-10 04:11:22,495 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=0.0871, top1-acc=97.25%, top5-acc=99.93%, remaining_time=0:00:08.242864, arrival_time=2021-04-10 04:11:30.738424, cost_time=0:00:20.607185 2021-04-10 04:11:23,953 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.0883, top1-acc=97.19%, top5-acc=99.93%, remaining_time=0:00:06.766554, arrival_time=2021-04-10 04:11:30.719755, cost_time=0:00:22.064819 2021-04-10 04:11:25,410 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.0892, top1-acc=97.17%, top5-acc=99.93%, remaining_time=0:00:05.292468, arrival_time=2021-04-10 04:11:30.702994, cost_time=0:00:23.522068 2021-04-10 04:11:26,867 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.99ms, fps=1758 images/s, loss=0.0897, top1-acc=97.14%, top5-acc=99.93%, remaining_time=0:00:03.820310, arrival_time=2021-04-10 04:11:30.687797, cost_time=0:00:24.979025 2021-04-10 04:11:28,328 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=0.0907, top1-acc=97.11%, top5-acc=99.93%, remaining_time=0:00:02.350192, arrival_time=2021-04-10 04:11:30.678290, cost_time=0:00:26.439719 2021-04-10 04:11:29,784 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.20ms, fps=1758 images/s, loss=0.0912, top1-acc=97.08%, top5-acc=99.93%, remaining_time=0:00:00.880920, arrival_time=2021-04-10 04:11:30.665363, cost_time=0:00:27.895893 2021-04-10 04:11:30,577 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.42ms, fps=1716 images/s, loss=0.0914, top1-acc=97.08%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:30.577741, cost_time=0:00:28.689338 2021-04-10 04:11:31,143 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.21ms, fps=4532 images/s, loss=0.3919, top1-acc=89.57%, top5-acc=99.49%, remaining_time=0:00:01.694640, arrival_time=2021-04-10 04:11:32.838486, cost_time=0:00:00.564875 2021-04-10 04:11:31,619 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.42ms, fps=5384 images/s, loss=0.3957, top1-acc=89.43%, top5-acc=99.43%, remaining_time=0:00:01.040680, arrival_time=2021-04-10 04:11:32.660347, cost_time=0:00:01.040676 2021-04-10 04:11:32,095 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.33ms, fps=5383 images/s, loss=0.3946, top1-acc=89.45%, top5-acc=99.41%, remaining_time=0:00:00.505530, arrival_time=2021-04-10 04:11:32.601087, cost_time=0:00:01.516581 2021-04-10 04:11:32,528 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=5359 images/s, loss=0.3996, top1-acc=89.38%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 04:11:32.528766, cost_time=0:00:01.949813 2021-04-10 04:11:33,600 INFO : Epoch=0127 complete, best val top1-acc=90.07%, top5-acc=99.44% (epoch=126), remaining_time=0:38:57.093029, arrival_time=2021-04-10 04:50:30.692988, cost_time=1:07:45.901602 2021-04-10 04:11:33,600 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 04:11:35,215 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.34ms, fps=1586 images/s, loss=0.1085, top1-acc=96.64%, top5-acc=99.88%, remaining_time=0:00:30.029328, arrival_time=2021-04-10 04:12:05.244566, cost_time=0:00:01.614482 2021-04-10 04:11:36,670 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.1049, top1-acc=96.87%, top5-acc=99.90%, remaining_time=0:00:27.014416, arrival_time=2021-04-10 04:12:03.685010, cost_time=0:00:03.069827 2021-04-10 04:11:38,127 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.0990, top1-acc=97.03%, top5-acc=99.88%, remaining_time=0:00:25.046910, arrival_time=2021-04-10 04:12:03.174225, cost_time=0:00:04.526554 2021-04-10 04:11:39,587 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.35ms, fps=1754 images/s, loss=0.0913, top1-acc=97.14%, top5-acc=99.89%, remaining_time=0:00:23.348520, arrival_time=2021-04-10 04:12:02.936089, cost_time=0:00:05.986817 2021-04-10 04:11:41,047 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.82ms, fps=1754 images/s, loss=0.0868, top1-acc=97.26%, top5-acc=99.91%, remaining_time=0:00:21.744510, arrival_time=2021-04-10 04:12:02.792007, cost_time=0:00:07.446735 2021-04-10 04:11:42,503 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.33ms, fps=1759 images/s, loss=0.0862, top1-acc=97.25%, top5-acc=99.92%, remaining_time=0:00:20.180224, arrival_time=2021-04-10 04:12:02.684049, cost_time=0:00:08.903026 2021-04-10 04:11:43,959 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.0865, top1-acc=97.21%, top5-acc=99.92%, remaining_time=0:00:18.645858, arrival_time=2021-04-10 04:12:02.605331, cost_time=0:00:10.358797 2021-04-10 04:11:45,412 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.61ms, fps=1762 images/s, loss=0.0854, top1-acc=97.22%, top5-acc=99.92%, remaining_time=0:00:17.127052, arrival_time=2021-04-10 04:12:02.539536, cost_time=0:00:11.811723 2021-04-10 04:11:46,867 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.90ms, fps=1760 images/s, loss=0.0865, top1-acc=97.17%, top5-acc=99.93%, remaining_time=0:00:15.625884, arrival_time=2021-04-10 04:12:02.493798, cost_time=0:00:13.267238 2021-04-10 04:11:48,323 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.35ms, fps=1760 images/s, loss=0.0851, top1-acc=97.23%, top5-acc=99.93%, remaining_time=0:00:14.133408, arrival_time=2021-04-10 04:12:02.456478, cost_time=0:00:14.722303 2021-04-10 04:11:49,779 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.80ms, fps=1758 images/s, loss=0.0867, top1-acc=97.18%, top5-acc=99.93%, remaining_time=0:00:12.648794, arrival_time=2021-04-10 04:12:02.428202, cost_time=0:00:16.178713 2021-04-10 04:11:51,234 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.47ms, fps=1760 images/s, loss=0.0865, top1-acc=97.20%, top5-acc=99.92%, remaining_time=0:00:11.167820, arrival_time=2021-04-10 04:12:02.401847, cost_time=0:00:17.633347 2021-04-10 04:11:52,692 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.48ms, fps=1756 images/s, loss=0.0877, top1-acc=97.18%, top5-acc=99.92%, remaining_time=0:00:09.692760, arrival_time=2021-04-10 04:12:02.385322, cost_time=0:00:19.091797 2021-04-10 04:11:54,144 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.0898, top1-acc=97.12%, top5-acc=99.92%, remaining_time=0:00:08.217328, arrival_time=2021-04-10 04:12:02.361361, cost_time=0:00:20.543353 2021-04-10 04:11:55,597 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.0909, top1-acc=97.09%, top5-acc=99.91%, remaining_time=0:00:06.745808, arrival_time=2021-04-10 04:12:02.343648, cost_time=0:00:21.997161 2021-04-10 04:11:57,057 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.0921, top1-acc=97.07%, top5-acc=99.91%, remaining_time=0:00:05.277708, arrival_time=2021-04-10 04:12:02.335002, cost_time=0:00:23.456501 2021-04-10 04:11:58,532 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.60ms, fps=1736 images/s, loss=0.0919, top1-acc=97.07%, top5-acc=99.90%, remaining_time=0:00:03.813134, arrival_time=2021-04-10 04:12:02.345785, cost_time=0:00:24.931975 2021-04-10 04:11:59,984 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.0919, top1-acc=97.07%, top5-acc=99.91%, remaining_time=0:00:02.345216, arrival_time=2021-04-10 04:12:02.329628, cost_time=0:00:26.383736 2021-04-10 04:12:01,437 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0914, top1-acc=97.09%, top5-acc=99.91%, remaining_time=0:00:00.879066, arrival_time=2021-04-10 04:12:02.316823, cost_time=0:00:27.837016 2021-04-10 04:12:02,227 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.21ms, fps=1724 images/s, loss=0.0913, top1-acc=97.10%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:02.227119, cost_time=0:00:28.626422 2021-04-10 04:12:02,776 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.31ms, fps=4674 images/s, loss=0.2953, top1-acc=91.41%, top5-acc=99.53%, remaining_time=0:00:01.643010, arrival_time=2021-04-10 04:12:04.418962, cost_time=0:00:00.547673 2021-04-10 04:12:03,254 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.27ms, fps=5358 images/s, loss=0.3186, top1-acc=91.02%, top5-acc=99.57%, remaining_time=0:00:01.025800, arrival_time=2021-04-10 04:12:04.279872, cost_time=0:00:01.025794 2021-04-10 04:12:03,730 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.32ms, fps=5379 images/s, loss=0.3319, top1-acc=90.89%, top5-acc=99.43%, remaining_time=0:00:00.500680, arrival_time=2021-04-10 04:12:04.230982, cost_time=0:00:01.502025 2021-04-10 04:12:04,166 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.10ms, fps=5324 images/s, loss=0.3344, top1-acc=91.01%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:04.166404, cost_time=0:00:01.938126 2021-04-10 04:12:06,297 INFO : Epoch=0128 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:38:25.461744, arrival_time=2021-04-10 04:50:31.758771, cost_time=1:08:18.598651 2021-04-10 04:12:06,297 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 04:12:07,923 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.60ms, fps=1575 images/s, loss=0.0793, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:30.229650, arrival_time=2021-04-10 04:12:38.152829, cost_time=0:00:01.625249 2021-04-10 04:12:09,381 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.83ms, fps=1757 images/s, loss=0.0896, top1-acc=97.09%, top5-acc=99.96%, remaining_time=0:00:27.133744, arrival_time=2021-04-10 04:12:36.514981, cost_time=0:00:03.083371 2021-04-10 04:12:10,838 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.98ms, fps=1757 images/s, loss=0.0869, top1-acc=97.29%, top5-acc=99.96%, remaining_time=0:00:25.126756, arrival_time=2021-04-10 04:12:35.965598, cost_time=0:00:04.540988 2021-04-10 04:12:12,294 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0862, top1-acc=97.27%, top5-acc=99.95%, remaining_time=0:00:23.388768, arrival_time=2021-04-10 04:12:35.683639, cost_time=0:00:05.997112 2021-04-10 04:12:13,752 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.0879, top1-acc=97.26%, top5-acc=99.93%, remaining_time=0:00:21.768016, arrival_time=2021-04-10 04:12:35.520661, cost_time=0:00:07.454817 2021-04-10 04:12:15,212 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.0907, top1-acc=97.16%, top5-acc=99.92%, remaining_time=0:00:20.205248, arrival_time=2021-04-10 04:12:35.417203, cost_time=0:00:08.914098 2021-04-10 04:12:16,667 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.0890, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:18.665262, arrival_time=2021-04-10 04:12:35.332606, cost_time=0:00:10.369592 2021-04-10 04:12:18,120 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.79ms, fps=1762 images/s, loss=0.0907, top1-acc=97.17%, top5-acc=99.93%, remaining_time=0:00:17.142712, arrival_time=2021-04-10 04:12:35.263101, cost_time=0:00:11.822566 2021-04-10 04:12:19,581 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.0918, top1-acc=97.10%, top5-acc=99.92%, remaining_time=0:00:15.644646, arrival_time=2021-04-10 04:12:35.225699, cost_time=0:00:13.283179 2021-04-10 04:12:21,038 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.75ms, fps=1758 images/s, loss=0.0911, top1-acc=97.16%, top5-acc=99.92%, remaining_time=0:00:14.150880, arrival_time=2021-04-10 04:12:35.189336, cost_time=0:00:14.740453 2021-04-10 04:12:22,493 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.0906, top1-acc=97.18%, top5-acc=99.92%, remaining_time=0:00:12.662296, arrival_time=2021-04-10 04:12:35.156000, cost_time=0:00:16.195928 2021-04-10 04:12:23,949 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.39ms, fps=1760 images/s, loss=0.0898, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:11.179144, arrival_time=2021-04-10 04:12:35.128290, cost_time=0:00:17.651318 2021-04-10 04:12:25,404 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.53ms, fps=1760 images/s, loss=0.0901, top1-acc=97.19%, top5-acc=99.92%, remaining_time=0:00:09.700350, arrival_time=2021-04-10 04:12:35.104990, cost_time=0:00:19.106752 2021-04-10 04:12:26,863 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=2.17ms, fps=1756 images/s, loss=0.0890, top1-acc=97.21%, top5-acc=99.92%, remaining_time=0:00:08.226288, arrival_time=2021-04-10 04:12:35.089776, cost_time=0:00:20.565682 2021-04-10 04:12:28,322 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.60ms, fps=1755 images/s, loss=0.0879, top1-acc=97.23%, top5-acc=99.92%, remaining_time=0:00:06.754226, arrival_time=2021-04-10 04:12:35.076602, cost_time=0:00:22.024598 2021-04-10 04:12:29,780 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.0860, top1-acc=97.26%, top5-acc=99.92%, remaining_time=0:00:05.283576, arrival_time=2021-04-10 04:12:35.063914, cost_time=0:00:23.482491 2021-04-10 04:12:31,239 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.0871, top1-acc=97.23%, top5-acc=99.91%, remaining_time=0:00:03.814590, arrival_time=2021-04-10 04:12:35.053967, cost_time=0:00:24.941622 2021-04-10 04:12:32,699 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.0871, top1-acc=97.24%, top5-acc=99.92%, remaining_time=0:00:02.346832, arrival_time=2021-04-10 04:12:35.046526, cost_time=0:00:26.401791 2021-04-10 04:12:34,161 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.57ms, fps=1752 images/s, loss=0.0875, top1-acc=97.23%, top5-acc=99.92%, remaining_time=0:00:00.879900, arrival_time=2021-04-10 04:12:35.041171, cost_time=0:00:27.863452 2021-04-10 04:12:34,955 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.25ms, fps=1714 images/s, loss=0.0878, top1-acc=97.23%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:34.955214, cost_time=0:00:28.657393 2021-04-10 04:12:35,507 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.42ms, fps=4647 images/s, loss=0.3534, top1-acc=90.86%, top5-acc=99.41%, remaining_time=0:00:01.652580, arrival_time=2021-04-10 04:12:37.159911, cost_time=0:00:00.550860 2021-04-10 04:12:35,983 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.40ms, fps=5385 images/s, loss=0.3671, top1-acc=90.53%, top5-acc=99.39%, remaining_time=0:00:01.026600, arrival_time=2021-04-10 04:12:37.009668, cost_time=0:00:01.026600 2021-04-10 04:12:36,460 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.47ms, fps=5363 images/s, loss=0.3591, top1-acc=90.60%, top5-acc=99.39%, remaining_time=0:00:00.501410, arrival_time=2021-04-10 04:12:36.962198, cost_time=0:00:01.504238 2021-04-10 04:12:36,896 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.06ms, fps=5334 images/s, loss=0.3593, top1-acc=90.68%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 04:12:36.896209, cost_time=0:00:01.939756 2021-04-10 04:12:38,041 INFO : Epoch=0129 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:37:53.289715, arrival_time=2021-04-10 04:50:31.331349, cost_time=1:08:50.343269 2021-04-10 04:12:38,042 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 04:12:39,687 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.82ms, fps=1557 images/s, loss=0.0795, top1-acc=97.73%, top5-acc=99.92%, remaining_time=0:00:30.588072, arrival_time=2021-04-10 04:13:10.275139, cost_time=0:00:01.644524 2021-04-10 04:12:41,145 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.99ms, fps=1756 images/s, loss=0.0830, top1-acc=97.42%, top5-acc=99.92%, remaining_time=0:00:27.306048, arrival_time=2021-04-10 04:13:08.451475, cost_time=0:00:03.102956 2021-04-10 04:12:42,611 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.87ms, fps=1756 images/s, loss=0.0803, top1-acc=97.58%, top5-acc=99.92%, remaining_time=0:00:25.284622, arrival_time=2021-04-10 04:13:07.896548, cost_time=0:00:04.569518 2021-04-10 04:12:44,070 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.0874, top1-acc=97.29%, top5-acc=99.93%, remaining_time=0:00:23.510448, arrival_time=2021-04-10 04:13:07.581166, cost_time=0:00:06.028334 2021-04-10 04:12:45,522 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.36ms, fps=1764 images/s, loss=0.0868, top1-acc=97.36%, top5-acc=99.93%, remaining_time=0:00:21.842476, arrival_time=2021-04-10 04:13:07.365220, cost_time=0:00:07.480313 2021-04-10 04:12:46,982 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.76ms, fps=1754 images/s, loss=0.0853, top1-acc=97.34%, top5-acc=99.93%, remaining_time=0:00:20.264816, arrival_time=2021-04-10 04:13:07.247634, cost_time=0:00:08.940390 2021-04-10 04:12:48,435 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.0837, top1-acc=97.41%, top5-acc=99.92%, remaining_time=0:00:18.708102, arrival_time=2021-04-10 04:13:07.143849, cost_time=0:00:10.393386 2021-04-10 04:12:49,886 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.58ms, fps=1765 images/s, loss=0.0832, top1-acc=97.40%, top5-acc=99.91%, remaining_time=0:00:17.174264, arrival_time=2021-04-10 04:13:07.061052, cost_time=0:00:11.844326 2021-04-10 04:12:51,343 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.57ms, fps=1759 images/s, loss=0.0852, top1-acc=97.36%, top5-acc=99.92%, remaining_time=0:00:15.665104, arrival_time=2021-04-10 04:13:07.008059, cost_time=0:00:13.300604 2021-04-10 04:12:52,799 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.52ms, fps=1759 images/s, loss=0.0862, top1-acc=97.35%, top5-acc=99.92%, remaining_time=0:00:14.166528, arrival_time=2021-04-10 04:13:06.965720, cost_time=0:00:14.756758 2021-04-10 04:12:54,259 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.67ms, fps=1754 images/s, loss=0.0868, top1-acc=97.30%, top5-acc=99.92%, remaining_time=0:00:12.678894, arrival_time=2021-04-10 04:13:06.938400, cost_time=0:00:16.217139 2021-04-10 04:12:55,714 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.35ms, fps=1759 images/s, loss=0.0871, top1-acc=97.29%, top5-acc=99.92%, remaining_time=0:00:11.192672, arrival_time=2021-04-10 04:13:06.907622, cost_time=0:00:17.672595 2021-04-10 04:12:57,175 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.61ms, fps=1754 images/s, loss=0.0867, top1-acc=97.32%, top5-acc=99.91%, remaining_time=0:00:09.713550, arrival_time=2021-04-10 04:13:06.888699, cost_time=0:00:19.132722 2021-04-10 04:12:58,628 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.51ms, fps=1762 images/s, loss=0.0864, top1-acc=97.34%, top5-acc=99.91%, remaining_time=0:00:08.234408, arrival_time=2021-04-10 04:13:06.862764, cost_time=0:00:20.586005 2021-04-10 04:13:00,084 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.49ms, fps=1759 images/s, loss=0.0863, top1-acc=97.36%, top5-acc=99.92%, remaining_time=0:00:06.759470, arrival_time=2021-04-10 04:13:06.843609, cost_time=0:00:22.041789 2021-04-10 04:13:01,540 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.39ms, fps=1758 images/s, loss=0.0868, top1-acc=97.37%, top5-acc=99.91%, remaining_time=0:00:05.287068, arrival_time=2021-04-10 04:13:06.827679, cost_time=0:00:23.498141 2021-04-10 04:13:02,992 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.58ms, fps=1765 images/s, loss=0.0869, top1-acc=97.36%, top5-acc=99.91%, remaining_time=0:00:03.815812, arrival_time=2021-04-10 04:13:06.807806, cost_time=0:00:24.949625 2021-04-10 04:13:04,448 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.0875, top1-acc=97.33%, top5-acc=99.91%, remaining_time=0:00:02.347216, arrival_time=2021-04-10 04:13:06.795776, cost_time=0:00:26.406196 2021-04-10 04:13:05,905 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.31ms, fps=1758 images/s, loss=0.0880, top1-acc=97.34%, top5-acc=99.91%, remaining_time=0:00:00.879888, arrival_time=2021-04-10 04:13:06.785530, cost_time=0:00:27.863125 2021-04-10 04:13:06,697 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.34ms, fps=1718 images/s, loss=0.0878, top1-acc=97.34%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:06.697752, cost_time=0:00:28.655390 2021-04-10 04:13:07,251 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.19ms, fps=4632 images/s, loss=0.3680, top1-acc=90.43%, top5-acc=99.37%, remaining_time=0:00:01.658130, arrival_time=2021-04-10 04:13:08.909697, cost_time=0:00:00.552712 2021-04-10 04:13:07,730 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.48ms, fps=5347 images/s, loss=0.3535, top1-acc=90.96%, top5-acc=99.28%, remaining_time=0:00:01.031780, arrival_time=2021-04-10 04:13:08.762433, cost_time=0:00:01.031783 2021-04-10 04:13:08,209 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.25ms, fps=5353 images/s, loss=0.3607, top1-acc=90.66%, top5-acc=99.28%, remaining_time=0:00:00.503460, arrival_time=2021-04-10 04:13:08.712691, cost_time=0:00:01.510380 2021-04-10 04:13:08,642 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.06ms, fps=5359 images/s, loss=0.3605, top1-acc=90.88%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:08.642485, cost_time=0:00:01.943654 2021-04-10 04:13:09,742 INFO : Epoch=0130 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:37:21.100540, arrival_time=2021-04-10 04:50:30.842823, cost_time=1:09:22.043921 2021-04-10 04:13:09,742 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 04:13:11,420 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.34ms, fps=1526 images/s, loss=0.0648, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:31.196292, arrival_time=2021-04-10 04:13:42.616585, cost_time=0:00:01.677224 2021-04-10 04:13:12,877 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.0665, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:27.578672, arrival_time=2021-04-10 04:13:40.455669, cost_time=0:00:03.133931 2021-04-10 04:13:14,332 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.60ms, fps=1760 images/s, loss=0.0691, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:25.392522, arrival_time=2021-04-10 04:13:39.724663, cost_time=0:00:04.589015 2021-04-10 04:13:15,788 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.0712, top1-acc=97.63%, top5-acc=99.95%, remaining_time=0:00:23.576124, arrival_time=2021-04-10 04:13:39.364364, cost_time=0:00:06.045172 2021-04-10 04:13:17,247 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.0734, top1-acc=97.63%, top5-acc=99.96%, remaining_time=0:00:21.911680, arrival_time=2021-04-10 04:13:39.158774, cost_time=0:00:07.504020 2021-04-10 04:13:18,702 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.0759, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:20.308336, arrival_time=2021-04-10 04:13:39.010966, cost_time=0:00:08.959534 2021-04-10 04:13:20,164 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.57ms, fps=1752 images/s, loss=0.0737, top1-acc=97.72%, top5-acc=99.96%, remaining_time=0:00:18.758250, arrival_time=2021-04-10 04:13:38.922511, cost_time=0:00:10.421263 2021-04-10 04:13:21,621 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.83ms, fps=1757 images/s, loss=0.0726, top1-acc=97.76%, top5-acc=99.96%, remaining_time=0:00:17.224028, arrival_time=2021-04-10 04:13:38.845744, cost_time=0:00:11.878639 2021-04-10 04:13:23,078 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0736, top1-acc=97.75%, top5-acc=99.95%, remaining_time=0:00:15.705808, arrival_time=2021-04-10 04:13:38.783913, cost_time=0:00:13.335095 2021-04-10 04:13:24,534 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.55ms, fps=1758 images/s, loss=0.0731, top1-acc=97.77%, top5-acc=99.95%, remaining_time=0:00:14.200128, arrival_time=2021-04-10 04:13:38.735020, cost_time=0:00:14.791844 2021-04-10 04:13:25,990 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.39ms, fps=1759 images/s, loss=0.0729, top1-acc=97.77%, top5-acc=99.95%, remaining_time=0:00:12.702458, arrival_time=2021-04-10 04:13:38.692788, cost_time=0:00:16.247313 2021-04-10 04:13:27,445 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.0739, top1-acc=97.77%, top5-acc=99.93%, remaining_time=0:00:11.211748, arrival_time=2021-04-10 04:13:38.657475, cost_time=0:00:17.702711 2021-04-10 04:13:28,899 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.62ms, fps=1761 images/s, loss=0.0746, top1-acc=97.73%, top5-acc=99.93%, remaining_time=0:00:09.725694, arrival_time=2021-04-10 04:13:38.625456, cost_time=0:00:19.156693 2021-04-10 04:13:30,361 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.0753, top1-acc=97.71%, top5-acc=99.93%, remaining_time=0:00:08.247512, arrival_time=2021-04-10 04:13:38.609297, cost_time=0:00:20.618786 2021-04-10 04:13:31,816 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.49ms, fps=1760 images/s, loss=0.0759, top1-acc=97.68%, top5-acc=99.93%, remaining_time=0:00:06.769176, arrival_time=2021-04-10 04:13:38.585533, cost_time=0:00:22.073367 2021-04-10 04:13:33,271 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.0764, top1-acc=97.67%, top5-acc=99.93%, remaining_time=0:00:05.293764, arrival_time=2021-04-10 04:13:38.564690, cost_time=0:00:23.527826 2021-04-10 04:13:34,727 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.33ms, fps=1758 images/s, loss=0.0771, top1-acc=97.65%, top5-acc=99.92%, remaining_time=0:00:03.821142, arrival_time=2021-04-10 04:13:38.548615, cost_time=0:00:24.984472 2021-04-10 04:13:36,179 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.0777, top1-acc=97.65%, top5-acc=99.92%, remaining_time=0:00:02.349888, arrival_time=2021-04-10 04:13:38.529105, cost_time=0:00:26.436185 2021-04-10 04:13:37,639 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.26ms, fps=1754 images/s, loss=0.0780, top1-acc=97.64%, top5-acc=99.92%, remaining_time=0:00:00.880926, arrival_time=2021-04-10 04:13:38.519878, cost_time=0:00:27.895924 2021-04-10 04:13:38,432 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.26ms, fps=1714 images/s, loss=0.0785, top1-acc=97.63%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:38.432877, cost_time=0:00:28.689840 2021-04-10 04:13:38,983 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=2.45ms, fps=4657 images/s, loss=0.3396, top1-acc=90.74%, top5-acc=99.57%, remaining_time=0:00:01.649160, arrival_time=2021-04-10 04:13:40.632831, cost_time=0:00:00.549722 2021-04-10 04:13:39,458 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.62ms, fps=5399 images/s, loss=0.3422, top1-acc=91.05%, top5-acc=99.57%, remaining_time=0:00:01.024340, arrival_time=2021-04-10 04:13:40.482603, cost_time=0:00:01.024335 2021-04-10 04:13:39,936 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.36ms, fps=5355 images/s, loss=0.3437, top1-acc=91.13%, top5-acc=99.48%, remaining_time=0:00:00.500920, arrival_time=2021-04-10 04:13:40.437600, cost_time=0:00:01.502749 2021-04-10 04:13:40,375 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=5295 images/s, loss=0.3454, top1-acc=91.00%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 04:13:40.375126, cost_time=0:00:01.941226 2021-04-10 04:13:41,799 INFO : Epoch=0131 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:36:49.106898, arrival_time=2021-04-10 04:50:30.906776, cost_time=1:09:54.101479 2021-04-10 04:13:41,800 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 04:13:43,414 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.37ms, fps=1586 images/s, loss=0.0895, top1-acc=97.23%, top5-acc=99.88%, remaining_time=0:00:30.017982, arrival_time=2021-04-10 04:14:13.432862, cost_time=0:00:01.613868 2021-04-10 04:13:44,883 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=0.0853, top1-acc=97.40%, top5-acc=99.92%, remaining_time=0:00:27.129168, arrival_time=2021-04-10 04:14:12.013056, cost_time=0:00:03.082867 2021-04-10 04:13:46,336 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.0772, top1-acc=97.66%, top5-acc=99.95%, remaining_time=0:00:25.095714, arrival_time=2021-04-10 04:14:11.432111, cost_time=0:00:04.535379 2021-04-10 04:13:47,787 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.33ms, fps=1765 images/s, loss=0.0766, top1-acc=97.69%, top5-acc=99.91%, remaining_time=0:00:23.346960, arrival_time=2021-04-10 04:14:11.134362, cost_time=0:00:05.986383 2021-04-10 04:13:49,238 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.54ms, fps=1765 images/s, loss=0.0782, top1-acc=97.60%, top5-acc=99.91%, remaining_time=0:00:21.717500, arrival_time=2021-04-10 04:14:10.956018, cost_time=0:00:07.437512 2021-04-10 04:13:50,695 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.69ms, fps=1758 images/s, loss=0.0822, top1-acc=97.48%, top5-acc=99.89%, remaining_time=0:00:20.160096, arrival_time=2021-04-10 04:14:10.855278, cost_time=0:00:08.894167 2021-04-10 04:13:52,148 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.45ms, fps=1762 images/s, loss=0.0823, top1-acc=97.49%, top5-acc=99.89%, remaining_time=0:00:18.625950, arrival_time=2021-04-10 04:14:10.774743, cost_time=0:00:10.347778 2021-04-10 04:13:53,601 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.52ms, fps=1763 images/s, loss=0.0827, top1-acc=97.51%, top5-acc=99.90%, remaining_time=0:00:17.110580, arrival_time=2021-04-10 04:14:10.711996, cost_time=0:00:11.800401 2021-04-10 04:13:55,055 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.49ms, fps=1761 images/s, loss=0.0809, top1-acc=97.62%, top5-acc=99.90%, remaining_time=0:00:15.611150, arrival_time=2021-04-10 04:14:10.666954, cost_time=0:00:13.254787 2021-04-10 04:13:56,511 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.72ms, fps=1760 images/s, loss=0.0796, top1-acc=97.62%, top5-acc=99.91%, remaining_time=0:00:14.121600, arrival_time=2021-04-10 04:14:10.632631, cost_time=0:00:14.710013 2021-04-10 04:13:57,964 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.0782, top1-acc=97.67%, top5-acc=99.91%, remaining_time=0:00:12.637184, arrival_time=2021-04-10 04:14:10.602074, cost_time=0:00:16.163793 2021-04-10 04:13:59,416 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.34ms, fps=1765 images/s, loss=0.0783, top1-acc=97.66%, top5-acc=99.92%, remaining_time=0:00:11.156268, arrival_time=2021-04-10 04:14:10.572454, cost_time=0:00:17.615219 2021-04-10 04:14:00,869 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.0782, top1-acc=97.66%, top5-acc=99.92%, remaining_time=0:00:09.680682, arrival_time=2021-04-10 04:14:10.549632, cost_time=0:00:19.067955 2021-04-10 04:14:02,319 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.33ms, fps=1765 images/s, loss=0.0795, top1-acc=97.61%, top5-acc=99.91%, remaining_time=0:00:08.207528, arrival_time=2021-04-10 04:14:10.527267, cost_time=0:00:20.518776 2021-04-10 04:14:03,771 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.84ms, fps=1764 images/s, loss=0.0794, top1-acc=97.61%, top5-acc=99.92%, remaining_time=0:00:06.737758, arrival_time=2021-04-10 04:14:10.509638, cost_time=0:00:21.970886 2021-04-10 04:14:05,220 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.48ms, fps=1767 images/s, loss=0.0792, top1-acc=97.63%, top5-acc=99.92%, remaining_time=0:00:05.269464, arrival_time=2021-04-10 04:14:10.490264, cost_time=0:00:23.419834 2021-04-10 04:14:06,673 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.46ms, fps=1763 images/s, loss=0.0786, top1-acc=97.65%, top5-acc=99.92%, remaining_time=0:00:03.804008, arrival_time=2021-04-10 04:14:10.477422, cost_time=0:00:24.872441 2021-04-10 04:14:08,126 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.82ms, fps=1763 images/s, loss=0.0787, top1-acc=97.65%, top5-acc=99.92%, remaining_time=0:00:02.340000, arrival_time=2021-04-10 04:14:10.466118, cost_time=0:00:26.325061 2021-04-10 04:14:09,576 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.25ms, fps=1766 images/s, loss=0.0795, top1-acc=97.62%, top5-acc=99.92%, remaining_time=0:00:00.877128, arrival_time=2021-04-10 04:14:10.453738, cost_time=0:00:27.775644 2021-04-10 04:14:10,367 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.24ms, fps=1721 images/s, loss=0.0798, top1-acc=97.61%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:10.367215, cost_time=0:00:28.566291 2021-04-10 04:14:10,935 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.17ms, fps=4515 images/s, loss=0.4376, top1-acc=88.40%, top5-acc=99.26%, remaining_time=0:00:01.701000, arrival_time=2021-04-10 04:14:12.636149, cost_time=0:00:00.566997 2021-04-10 04:14:11,410 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.24ms, fps=5394 images/s, loss=0.4340, top1-acc=88.95%, top5-acc=99.26%, remaining_time=0:00:01.041880, arrival_time=2021-04-10 04:14:12.451915, cost_time=0:00:01.041881 2021-04-10 04:14:11,884 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.26ms, fps=5400 images/s, loss=0.4214, top1-acc=89.27%, top5-acc=99.28%, remaining_time=0:00:00.505420, arrival_time=2021-04-10 04:14:12.389908, cost_time=0:00:01.516266 2021-04-10 04:14:12,316 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=5372 images/s, loss=0.4211, top1-acc=89.11%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:12.316697, cost_time=0:00:01.948530 2021-04-10 04:14:13,342 INFO : Epoch=0132 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:36:16.846736, arrival_time=2021-04-10 04:50:30.188717, cost_time=1:10:25.643625 2021-04-10 04:14:13,342 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 04:14:14,940 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=0.28ms, fps=1602 images/s, loss=0.1036, top1-acc=96.84%, top5-acc=99.80%, remaining_time=0:00:29.715546, arrival_time=2021-04-10 04:14:44.655926, cost_time=0:00:01.597610 2021-04-10 04:14:16,398 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.0973, top1-acc=96.87%, top5-acc=99.84%, remaining_time=0:00:26.891568, arrival_time=2021-04-10 04:14:43.290214, cost_time=0:00:03.055865 2021-04-10 04:14:17,857 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.0905, top1-acc=97.17%, top5-acc=99.87%, remaining_time=0:00:24.978186, arrival_time=2021-04-10 04:14:42.835197, cost_time=0:00:04.514142 2021-04-10 04:14:19,312 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.61ms, fps=1760 images/s, loss=0.0853, top1-acc=97.32%, top5-acc=99.88%, remaining_time=0:00:23.279568, arrival_time=2021-04-10 04:14:42.591501, cost_time=0:00:05.969127 2021-04-10 04:14:20,783 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.64ms, fps=1741 images/s, loss=0.0825, top1-acc=97.41%, top5-acc=99.90%, remaining_time=0:00:21.726552, arrival_time=2021-04-10 04:14:42.509927, cost_time=0:00:07.440606 2021-04-10 04:14:22,236 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.48ms, fps=1763 images/s, loss=0.0788, top1-acc=97.52%, top5-acc=99.92%, remaining_time=0:00:20.157920, arrival_time=2021-04-10 04:14:42.393886, cost_time=0:00:08.893176 2021-04-10 04:14:23,690 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.91ms, fps=1760 images/s, loss=0.0757, top1-acc=97.60%, top5-acc=99.91%, remaining_time=0:00:18.626706, arrival_time=2021-04-10 04:14:42.317609, cost_time=0:00:10.348150 2021-04-10 04:14:25,148 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.0747, top1-acc=97.64%, top5-acc=99.92%, remaining_time=0:00:17.118352, arrival_time=2021-04-10 04:14:42.266843, cost_time=0:00:11.805774 2021-04-10 04:14:26,601 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.0755, top1-acc=97.64%, top5-acc=99.92%, remaining_time=0:00:15.615920, arrival_time=2021-04-10 04:14:42.217497, cost_time=0:00:13.258808 2021-04-10 04:14:28,051 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.37ms, fps=1766 images/s, loss=0.0762, top1-acc=97.62%, top5-acc=99.92%, remaining_time=0:00:14.120640, arrival_time=2021-04-10 04:14:42.172383, cost_time=0:00:14.709047 2021-04-10 04:14:29,503 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.0764, top1-acc=97.62%, top5-acc=99.92%, remaining_time=0:00:12.635034, arrival_time=2021-04-10 04:14:42.138926, cost_time=0:00:16.161122 2021-04-10 04:14:30,952 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.33ms, fps=1768 images/s, loss=0.0761, top1-acc=97.64%, top5-acc=99.93%, remaining_time=0:00:11.152772, arrival_time=2021-04-10 04:14:42.105072, cost_time=0:00:17.609610 2021-04-10 04:14:32,409 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.0772, top1-acc=97.62%, top5-acc=99.92%, remaining_time=0:00:09.680220, arrival_time=2021-04-10 04:14:42.090117, cost_time=0:00:19.067122 2021-04-10 04:14:33,862 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.62ms, fps=1762 images/s, loss=0.0782, top1-acc=97.59%, top5-acc=99.92%, remaining_time=0:00:08.208088, arrival_time=2021-04-10 04:14:42.071025, cost_time=0:00:20.520247 2021-04-10 04:14:35,316 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.59ms, fps=1762 images/s, loss=0.0784, top1-acc=97.58%, top5-acc=99.92%, remaining_time=0:00:06.738540, arrival_time=2021-04-10 04:14:42.054852, cost_time=0:00:21.973568 2021-04-10 04:14:36,768 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.37ms, fps=1764 images/s, loss=0.0779, top1-acc=97.59%, top5-acc=99.92%, remaining_time=0:00:05.270760, arrival_time=2021-04-10 04:14:42.039118, cost_time=0:00:23.425641 2021-04-10 04:14:38,218 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.41ms, fps=1766 images/s, loss=0.0777, top1-acc=97.57%, top5-acc=99.93%, remaining_time=0:00:03.804554, arrival_time=2021-04-10 04:14:42.023154, cost_time=0:00:24.875906 2021-04-10 04:14:39,671 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0774, top1-acc=97.57%, top5-acc=99.93%, remaining_time=0:00:02.340352, arrival_time=2021-04-10 04:14:42.012063, cost_time=0:00:26.328964 2021-04-10 04:14:41,125 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.57ms, fps=1761 images/s, loss=0.0771, top1-acc=97.56%, top5-acc=99.93%, remaining_time=0:00:00.877356, arrival_time=2021-04-10 04:14:42.003058, cost_time=0:00:27.782986 2021-04-10 04:14:41,913 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.27ms, fps=1727 images/s, loss=0.0779, top1-acc=97.53%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:41.913897, cost_time=0:00:28.571207 2021-04-10 04:14:42,483 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.28ms, fps=4501 images/s, loss=0.3170, top1-acc=91.25%, top5-acc=99.41%, remaining_time=0:00:01.706160, arrival_time=2021-04-10 04:14:44.189702, cost_time=0:00:00.568722 2021-04-10 04:14:42,959 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.36ms, fps=5385 images/s, loss=0.3140, top1-acc=91.56%, top5-acc=99.55%, remaining_time=0:00:01.044480, arrival_time=2021-04-10 04:14:44.003778, cost_time=0:00:01.044483 2021-04-10 04:14:43,434 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.41ms, fps=5389 images/s, loss=0.3295, top1-acc=91.20%, top5-acc=99.52%, remaining_time=0:00:00.506620, arrival_time=2021-04-10 04:14:43.941283, cost_time=0:00:01.519845 2021-04-10 04:14:43,869 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=5341 images/s, loss=0.3379, top1-acc=90.77%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 04:14:43.869310, cost_time=0:00:01.954515 2021-04-10 04:14:45,441 INFO : Epoch=0133 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:35:44.878035, arrival_time=2021-04-10 04:50:30.319419, cost_time=1:10:57.743003 2021-04-10 04:14:45,442 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 04:14:47,113 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.37ms, fps=1532 images/s, loss=0.0914, top1-acc=97.07%, top5-acc=99.88%, remaining_time=0:00:31.079670, arrival_time=2021-04-10 04:15:18.193369, cost_time=0:00:01.670952 2021-04-10 04:14:48,564 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.0812, top1-acc=97.40%, top5-acc=99.88%, remaining_time=0:00:27.472192, arrival_time=2021-04-10 04:15:16.036725, cost_time=0:00:03.121849 2021-04-10 04:14:50,012 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.41ms, fps=1769 images/s, loss=0.0790, top1-acc=97.49%, top5-acc=99.91%, remaining_time=0:00:25.283626, arrival_time=2021-04-10 04:15:15.295621, cost_time=0:00:04.569316 2021-04-10 04:14:51,461 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0765, top1-acc=97.60%, top5-acc=99.92%, remaining_time=0:00:23.474256, arrival_time=2021-04-10 04:15:14.935963, cost_time=0:00:06.019032 2021-04-10 04:14:52,912 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.53ms, fps=1765 images/s, loss=0.0755, top1-acc=97.67%, top5-acc=99.91%, remaining_time=0:00:21.812692, arrival_time=2021-04-10 04:15:14.725565, cost_time=0:00:07.470124 2021-04-10 04:14:54,365 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.0773, top1-acc=97.68%, top5-acc=99.90%, remaining_time=0:00:20.225376, arrival_time=2021-04-10 04:15:14.591005, cost_time=0:00:08.922942 2021-04-10 04:14:55,819 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.47ms, fps=1762 images/s, loss=0.0770, top1-acc=97.67%, top5-acc=99.90%, remaining_time=0:00:18.677610, arrival_time=2021-04-10 04:15:14.496760, cost_time=0:00:10.376474 2021-04-10 04:14:57,271 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.0782, top1-acc=97.63%, top5-acc=99.90%, remaining_time=0:00:17.151412, arrival_time=2021-04-10 04:15:14.422683, cost_time=0:00:11.828599 2021-04-10 04:14:58,720 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.41ms, fps=1766 images/s, loss=0.0767, top1-acc=97.67%, top5-acc=99.90%, remaining_time=0:00:15.638816, arrival_time=2021-04-10 04:15:14.359758, cost_time=0:00:13.278266 2021-04-10 04:15:00,180 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=2.96ms, fps=1754 images/s, loss=0.0763, top1-acc=97.66%, top5-acc=99.90%, remaining_time=0:00:14.148288, arrival_time=2021-04-10 04:15:14.328864, cost_time=0:00:14.737822 2021-04-10 04:15:01,631 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.39ms, fps=1765 images/s, loss=0.0766, top1-acc=97.65%, top5-acc=99.91%, remaining_time=0:00:12.656362, arrival_time=2021-04-10 04:15:14.287509, cost_time=0:00:16.188414 2021-04-10 04:15:03,078 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0750, top1-acc=97.72%, top5-acc=99.91%, remaining_time=0:00:11.169492, arrival_time=2021-04-10 04:15:14.248222, cost_time=0:00:17.636056 2021-04-10 04:15:04,531 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.0759, top1-acc=97.70%, top5-acc=99.92%, remaining_time=0:00:09.691440, arrival_time=2021-04-10 04:15:14.223258, cost_time=0:00:19.089140 2021-04-10 04:15:05,984 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.57ms, fps=1763 images/s, loss=0.0761, top1-acc=97.67%, top5-acc=99.92%, remaining_time=0:00:08.216544, arrival_time=2021-04-10 04:15:14.200588, cost_time=0:00:20.541367 2021-04-10 04:15:07,433 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.36ms, fps=1767 images/s, loss=0.0755, top1-acc=97.69%, top5-acc=99.92%, remaining_time=0:00:06.743876, arrival_time=2021-04-10 04:15:14.177424, cost_time=0:00:21.990882 2021-04-10 04:15:08,885 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.0751, top1-acc=97.71%, top5-acc=99.92%, remaining_time=0:00:05.274648, arrival_time=2021-04-10 04:15:14.160202, cost_time=0:00:23.442821 2021-04-10 04:15:10,335 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.34ms, fps=1767 images/s, loss=0.0759, top1-acc=97.67%, top5-acc=99.92%, remaining_time=0:00:03.807076, arrival_time=2021-04-10 04:15:14.142117, cost_time=0:00:24.892342 2021-04-10 04:15:11,789 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.73ms, fps=1761 images/s, loss=0.0758, top1-acc=97.67%, top5-acc=99.92%, remaining_time=0:00:02.341936, arrival_time=2021-04-10 04:15:14.131417, cost_time=0:00:26.346793 2021-04-10 04:15:13,240 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.32ms, fps=1765 images/s, loss=0.0756, top1-acc=97.69%, top5-acc=99.92%, remaining_time=0:00:00.877812, arrival_time=2021-04-10 04:15:14.117919, cost_time=0:00:27.797439 2021-04-10 04:15:14,026 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.12ms, fps=1730 images/s, loss=0.0751, top1-acc=97.70%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:14.026750, cost_time=0:00:28.584093 2021-04-10 04:15:14,568 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.16ms, fps=4737 images/s, loss=0.4291, top1-acc=89.37%, top5-acc=99.37%, remaining_time=0:00:01.621170, arrival_time=2021-04-10 04:15:16.189192, cost_time=0:00:00.540388 2021-04-10 04:15:15,052 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.83ms, fps=5286 images/s, loss=0.4164, top1-acc=89.65%, top5-acc=99.37%, remaining_time=0:00:01.024960, arrival_time=2021-04-10 04:15:16.077583, cost_time=0:00:01.024959 2021-04-10 04:15:15,526 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.17ms, fps=5408 images/s, loss=0.4100, top1-acc=89.47%, top5-acc=99.32%, remaining_time=0:00:00.499550, arrival_time=2021-04-10 04:15:16.025856, cost_time=0:00:01.498661 2021-04-10 04:15:15,958 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=5373 images/s, loss=0.4063, top1-acc=89.36%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:15.958353, cost_time=0:00:01.930726 2021-04-10 04:15:17,016 INFO : Epoch=0134 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:35:12.649044, arrival_time=2021-04-10 04:50:29.665196, cost_time=1:11:29.317796 2021-04-10 04:15:17,016 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 04:15:18,622 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.34ms, fps=1594 images/s, loss=0.0699, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:29.871600, arrival_time=2021-04-10 04:15:48.494465, cost_time=0:00:01.605999 2021-04-10 04:15:20,072 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.38ms, fps=1767 images/s, loss=0.0800, top1-acc=97.62%, top5-acc=99.96%, remaining_time=0:00:26.889104, arrival_time=2021-04-10 04:15:46.961598, cost_time=0:00:03.055576 2021-04-10 04:15:21,523 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.35ms, fps=1766 images/s, loss=0.0766, top1-acc=97.68%, top5-acc=99.97%, remaining_time=0:00:24.933698, arrival_time=2021-04-10 04:15:46.456662, cost_time=0:00:04.506076 2021-04-10 04:15:22,977 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.38ms, fps=1761 images/s, loss=0.0766, top1-acc=97.65%, top5-acc=99.97%, remaining_time=0:00:23.245716, arrival_time=2021-04-10 04:15:46.223048, cost_time=0:00:05.960458 2021-04-10 04:15:24,424 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.34ms, fps=1770 images/s, loss=0.0751, top1-acc=97.71%, top5-acc=99.97%, remaining_time=0:00:21.629170, arrival_time=2021-04-10 04:15:46.053271, cost_time=0:00:07.407238 2021-04-10 04:15:25,875 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.43ms, fps=1765 images/s, loss=0.0742, top1-acc=97.72%, top5-acc=99.97%, remaining_time=0:00:20.078768, arrival_time=2021-04-10 04:15:45.953923, cost_time=0:00:08.858291 2021-04-10 04:15:27,327 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.52ms, fps=1763 images/s, loss=0.0741, top1-acc=97.74%, top5-acc=99.96%, remaining_time=0:00:18.559296, arrival_time=2021-04-10 04:15:45.886878, cost_time=0:00:10.310715 2021-04-10 04:15:28,779 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.34ms, fps=1764 images/s, loss=0.0764, top1-acc=97.66%, top5-acc=99.95%, remaining_time=0:00:17.055596, arrival_time=2021-04-10 04:15:45.834912, cost_time=0:00:11.762450 2021-04-10 04:15:30,228 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.31ms, fps=1766 images/s, loss=0.0773, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:15.560906, arrival_time=2021-04-10 04:15:45.789854, cost_time=0:00:13.212081 2021-04-10 04:15:31,675 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.71ms, fps=1770 images/s, loss=0.0777, top1-acc=97.61%, top5-acc=99.95%, remaining_time=0:00:14.072448, arrival_time=2021-04-10 04:15:45.748084, cost_time=0:00:14.658771 2021-04-10 04:15:33,128 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.33ms, fps=1763 images/s, loss=0.0775, top1-acc=97.60%, top5-acc=99.94%, remaining_time=0:00:12.596334, arrival_time=2021-04-10 04:15:45.724856, cost_time=0:00:16.111583 2021-04-10 04:15:34,580 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.0772, top1-acc=97.59%, top5-acc=99.94%, remaining_time=0:00:11.123436, arrival_time=2021-04-10 04:15:45.703699, cost_time=0:00:17.563375 2021-04-10 04:15:36,031 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.00ms, fps=1765 images/s, loss=0.0778, top1-acc=97.58%, top5-acc=99.95%, remaining_time=0:00:09.653490, arrival_time=2021-04-10 04:15:45.684859, cost_time=0:00:19.014458 2021-04-10 04:15:37,485 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.57ms, fps=1762 images/s, loss=0.0775, top1-acc=97.58%, top5-acc=99.94%, remaining_time=0:00:08.187256, arrival_time=2021-04-10 04:15:45.672245, cost_time=0:00:20.468125 2021-04-10 04:15:38,935 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.36ms, fps=1765 images/s, loss=0.0770, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:06.721704, arrival_time=2021-04-10 04:15:45.657202, cost_time=0:00:21.918631 2021-04-10 04:15:40,385 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.52ms, fps=1766 images/s, loss=0.0767, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:05.257908, arrival_time=2021-04-10 04:15:45.643229, cost_time=0:00:23.368453 2021-04-10 04:15:41,835 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.0771, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:03.795818, arrival_time=2021-04-10 04:15:45.631534, cost_time=0:00:24.818854 2021-04-10 04:15:43,290 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.0768, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:02.335440, arrival_time=2021-04-10 04:15:45.625930, cost_time=0:00:26.273627 2021-04-10 04:15:44,744 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.33ms, fps=1761 images/s, loss=0.0766, top1-acc=97.63%, top5-acc=99.93%, remaining_time=0:00:00.875604, arrival_time=2021-04-10 04:15:45.619999, cost_time=0:00:27.727542 2021-04-10 04:15:45,532 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.31ms, fps=1726 images/s, loss=0.0759, top1-acc=97.64%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:45.532627, cost_time=0:00:28.515741 2021-04-10 04:15:46,101 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=2.29ms, fps=4508 images/s, loss=0.3943, top1-acc=90.23%, top5-acc=99.69%, remaining_time=0:00:01.703580, arrival_time=2021-04-10 04:15:47.805180, cost_time=0:00:00.567861 2021-04-10 04:15:46,579 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=2.44ms, fps=5364 images/s, loss=0.3882, top1-acc=89.96%, top5-acc=99.53%, remaining_time=0:00:01.045380, arrival_time=2021-04-10 04:15:47.624552, cost_time=0:00:01.045389 2021-04-10 04:15:47,055 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.21ms, fps=5375 images/s, loss=0.3894, top1-acc=90.00%, top5-acc=99.35%, remaining_time=0:00:00.507390, arrival_time=2021-04-10 04:15:47.563296, cost_time=0:00:01.522162 2021-04-10 04:15:47,487 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.05ms, fps=5383 images/s, loss=0.3971, top1-acc=89.92%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 04:15:47.487171, cost_time=0:00:01.953452 2021-04-10 04:15:48,492 INFO : Epoch=0135 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:34:40.382395, arrival_time=2021-04-10 04:50:28.874972, cost_time=1:12:00.794177 2021-04-10 04:15:48,493 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 04:15:50,158 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.57ms, fps=1538 images/s, loss=0.0713, top1-acc=97.93%, top5-acc=99.96%, remaining_time=0:00:30.958584, arrival_time=2021-04-10 04:16:21.116743, cost_time=0:00:01.664443 2021-04-10 04:15:51,616 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.81ms, fps=1756 images/s, loss=0.0618, top1-acc=98.07%, top5-acc=99.94%, remaining_time=0:00:27.483280, arrival_time=2021-04-10 04:16:19.100154, cost_time=0:00:03.123101 2021-04-10 04:15:53,075 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.0592, top1-acc=98.19%, top5-acc=99.96%, remaining_time=0:00:25.354176, arrival_time=2021-04-10 04:16:18.430057, cost_time=0:00:04.582065 2021-04-10 04:15:54,526 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0623, top1-acc=98.13%, top5-acc=99.92%, remaining_time=0:00:23.527140, arrival_time=2021-04-10 04:16:18.053518, cost_time=0:00:06.032604 2021-04-10 04:15:55,981 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.0657, top1-acc=98.01%, top5-acc=99.92%, remaining_time=0:00:21.863354, arrival_time=2021-04-10 04:16:17.844607, cost_time=0:00:07.487471 2021-04-10 04:15:57,435 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.65ms, fps=1761 images/s, loss=0.0682, top1-acc=97.92%, top5-acc=99.92%, remaining_time=0:00:20.267264, arrival_time=2021-04-10 04:16:17.702464, cost_time=0:00:08.941425 2021-04-10 04:15:58,886 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.77ms, fps=1765 images/s, loss=0.0691, top1-acc=97.85%, top5-acc=99.93%, remaining_time=0:00:18.706086, arrival_time=2021-04-10 04:16:17.592066, cost_time=0:00:10.392282 2021-04-10 04:16:00,340 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.0688, top1-acc=97.88%, top5-acc=99.94%, remaining_time=0:00:17.178324, arrival_time=2021-04-10 04:16:17.519203, cost_time=0:00:11.847107 2021-04-10 04:16:01,792 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.36ms, fps=1765 images/s, loss=0.0691, top1-acc=97.86%, top5-acc=99.93%, remaining_time=0:00:15.662666, arrival_time=2021-04-10 04:16:17.454936, cost_time=0:00:13.298511 2021-04-10 04:16:03,244 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.0703, top1-acc=97.83%, top5-acc=99.93%, remaining_time=0:00:14.160384, arrival_time=2021-04-10 04:16:17.404472, cost_time=0:00:14.750362 2021-04-10 04:16:04,692 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.58ms, fps=1768 images/s, loss=0.0706, top1-acc=97.84%, top5-acc=99.92%, remaining_time=0:00:12.664446, arrival_time=2021-04-10 04:16:17.356992, cost_time=0:00:16.198678 2021-04-10 04:16:06,144 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.0712, top1-acc=97.79%, top5-acc=99.93%, remaining_time=0:00:11.178536, arrival_time=2021-04-10 04:16:17.322620, cost_time=0:00:17.650360 2021-04-10 04:16:07,595 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.30ms, fps=1764 images/s, loss=0.0712, top1-acc=97.80%, top5-acc=99.93%, remaining_time=0:00:09.697974, arrival_time=2021-04-10 04:16:17.293729, cost_time=0:00:19.102063 2021-04-10 04:16:09,049 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0713, top1-acc=97.79%, top5-acc=99.93%, remaining_time=0:00:08.222256, arrival_time=2021-04-10 04:16:17.271636, cost_time=0:00:20.555603 2021-04-10 04:16:10,499 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.28ms, fps=1767 images/s, loss=0.0710, top1-acc=97.81%, top5-acc=99.92%, remaining_time=0:00:06.748338, arrival_time=2021-04-10 04:16:17.247476, cost_time=0:00:22.005403 2021-04-10 04:16:11,952 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.0708, top1-acc=97.83%, top5-acc=99.93%, remaining_time=0:00:05.278248, arrival_time=2021-04-10 04:16:17.230814, cost_time=0:00:23.458859 2021-04-10 04:16:13,403 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.0706, top1-acc=97.84%, top5-acc=99.93%, remaining_time=0:00:03.809754, arrival_time=2021-04-10 04:16:17.213546, cost_time=0:00:24.909926 2021-04-10 04:16:14,856 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.0699, top1-acc=97.85%, top5-acc=99.93%, remaining_time=0:00:02.343360, arrival_time=2021-04-10 04:16:17.199966, cost_time=0:00:26.362882 2021-04-10 04:16:16,311 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.0710, top1-acc=97.82%, top5-acc=99.93%, remaining_time=0:00:00.878448, arrival_time=2021-04-10 04:16:17.189603, cost_time=0:00:27.817461 2021-04-10 04:16:17,101 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.20ms, fps=1722 images/s, loss=0.0709, top1-acc=97.82%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:17.101406, cost_time=0:00:28.607721 2021-04-10 04:16:17,646 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=3.01ms, fps=4709 images/s, loss=0.3771, top1-acc=89.96%, top5-acc=99.26%, remaining_time=0:00:01.630920, arrival_time=2021-04-10 04:16:19.276984, cost_time=0:00:00.543636 2021-04-10 04:16:18,123 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.42ms, fps=5365 images/s, loss=0.3711, top1-acc=90.45%, top5-acc=99.34%, remaining_time=0:00:01.021200, arrival_time=2021-04-10 04:16:19.144851, cost_time=0:00:01.021197 2021-04-10 04:16:18,596 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.28ms, fps=5418 images/s, loss=0.3571, top1-acc=90.66%, top5-acc=99.40%, remaining_time=0:00:00.498050, arrival_time=2021-04-10 04:16:19.094591, cost_time=0:00:01.494139 2021-04-10 04:16:19,027 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.05ms, fps=5384 images/s, loss=0.3592, top1-acc=90.86%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:19.027789, cost_time=0:00:01.925398 2021-04-10 04:16:20,121 INFO : Epoch=0136 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:34:08.199232, arrival_time=2021-04-10 04:50:28.320951, cost_time=1:12:32.423357 2021-04-10 04:16:20,122 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 04:16:21,734 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.28ms, fps=1589 images/s, loss=0.0629, top1-acc=98.16%, top5-acc=99.92%, remaining_time=0:00:29.974272, arrival_time=2021-04-10 04:16:51.708477, cost_time=0:00:01.611515 2021-04-10 04:16:23,185 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.0708, top1-acc=97.89%, top5-acc=99.92%, remaining_time=0:00:26.951056, arrival_time=2021-04-10 04:16:50.136374, cost_time=0:00:03.062627 2021-04-10 04:16:24,637 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.0670, top1-acc=98.06%, top5-acc=99.92%, remaining_time=0:00:24.980510, arrival_time=2021-04-10 04:16:49.617747, cost_time=0:00:04.514546 2021-04-10 04:16:26,090 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.31ms, fps=1763 images/s, loss=0.0645, top1-acc=98.12%, top5-acc=99.91%, remaining_time=0:00:23.272548, arrival_time=2021-04-10 04:16:49.362565, cost_time=0:00:05.967327 2021-04-10 04:16:27,542 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.0639, top1-acc=98.12%, top5-acc=99.92%, remaining_time=0:00:21.664648, arrival_time=2021-04-10 04:16:49.206731, cost_time=0:00:07.419395 2021-04-10 04:16:28,994 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.0645, top1-acc=98.07%, top5-acc=99.92%, remaining_time=0:00:20.109776, arrival_time=2021-04-10 04:16:49.104439, cost_time=0:00:08.871974 2021-04-10 04:16:30,447 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.48ms, fps=1763 images/s, loss=0.0621, top1-acc=98.13%, top5-acc=99.93%, remaining_time=0:00:18.584244, arrival_time=2021-04-10 04:16:49.031523, cost_time=0:00:10.324592 2021-04-10 04:16:31,896 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.35ms, fps=1768 images/s, loss=0.0611, top1-acc=98.17%, top5-acc=99.94%, remaining_time=0:00:17.071488, arrival_time=2021-04-10 04:16:48.967654, cost_time=0:00:11.773479 2021-04-10 04:16:33,345 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.46ms, fps=1767 images/s, loss=0.0616, top1-acc=98.14%, top5-acc=99.95%, remaining_time=0:00:15.573626, arrival_time=2021-04-10 04:16:48.919209, cost_time=0:00:13.222891 2021-04-10 04:16:34,795 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.31ms, fps=1766 images/s, loss=0.0616, top1-acc=98.14%, top5-acc=99.95%, remaining_time=0:00:14.085888, arrival_time=2021-04-10 04:16:48.881384, cost_time=0:00:14.672812 2021-04-10 04:16:36,245 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.94ms, fps=1766 images/s, loss=0.0612, top1-acc=98.14%, top5-acc=99.95%, remaining_time=0:00:12.605106, arrival_time=2021-04-10 04:16:48.850573, cost_time=0:00:16.122810 2021-04-10 04:16:37,709 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=2.23ms, fps=1749 images/s, loss=0.0617, top1-acc=98.13%, top5-acc=99.95%, remaining_time=0:00:11.138484, arrival_time=2021-04-10 04:16:48.848306, cost_time=0:00:17.587124 2021-04-10 04:16:39,167 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.59ms, fps=1757 images/s, loss=0.0627, top1-acc=98.11%, top5-acc=99.95%, remaining_time=0:00:09.668802, arrival_time=2021-04-10 04:16:48.836082, cost_time=0:00:19.044594 2021-04-10 04:16:40,637 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.59ms, fps=1742 images/s, loss=0.0619, top1-acc=98.12%, top5-acc=99.95%, remaining_time=0:00:08.205792, arrival_time=2021-04-10 04:16:48.842968, cost_time=0:00:20.514451 2021-04-10 04:16:42,112 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.0622, top1-acc=98.11%, top5-acc=99.95%, remaining_time=0:00:06.743370, arrival_time=2021-04-10 04:16:48.855373, cost_time=0:00:21.989215 2021-04-10 04:16:43,569 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.76ms, fps=1758 images/s, loss=0.0626, top1-acc=98.12%, top5-acc=99.95%, remaining_time=0:00:05.275476, arrival_time=2021-04-10 04:16:48.844829, cost_time=0:00:23.446535 2021-04-10 04:16:45,037 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.55ms, fps=1746 images/s, loss=0.0625, top1-acc=98.11%, top5-acc=99.95%, remaining_time=0:00:03.810352, arrival_time=2021-04-10 04:16:48.847277, cost_time=0:00:24.913767 2021-04-10 04:16:46,498 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0630, top1-acc=98.09%, top5-acc=99.95%, remaining_time=0:00:02.344464, arrival_time=2021-04-10 04:16:48.842481, cost_time=0:00:26.375299 2021-04-10 04:16:47,951 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0628, top1-acc=98.08%, top5-acc=99.95%, remaining_time=0:00:00.878808, arrival_time=2021-04-10 04:16:48.830312, cost_time=0:00:27.828861 2021-04-10 04:16:48,744 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.37ms, fps=1716 images/s, loss=0.0631, top1-acc=98.08%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:48.744560, cost_time=0:00:28.621931 2021-04-10 04:16:49,302 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.16ms, fps=4602 images/s, loss=0.3511, top1-acc=90.82%, top5-acc=99.61%, remaining_time=0:00:01.668780, arrival_time=2021-04-10 04:16:50.970737, cost_time=0:00:00.556265 2021-04-10 04:16:49,778 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.37ms, fps=5373 images/s, loss=0.3492, top1-acc=91.00%, top5-acc=99.57%, remaining_time=0:00:01.033020, arrival_time=2021-04-10 04:16:50.811770, cost_time=0:00:01.033026 2021-04-10 04:16:50,273 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.60ms, fps=5173 images/s, loss=0.3526, top1-acc=90.81%, top5-acc=99.51%, remaining_time=0:00:00.509420, arrival_time=2021-04-10 04:16:50.783369, cost_time=0:00:01.528255 2021-04-10 04:16:50,710 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=5325 images/s, loss=0.3511, top1-acc=90.60%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:16:50.709955, cost_time=0:00:01.964279 2021-04-10 04:16:52,601 INFO : Epoch=0137 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:33:36.415044, arrival_time=2021-04-10 04:50:29.016081, cost_time=1:13:04.902616 2021-04-10 04:16:52,602 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 04:16:54,207 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.63ms, fps=1596 images/s, loss=0.0753, top1-acc=97.58%, top5-acc=99.84%, remaining_time=0:00:29.839050, arrival_time=2021-04-10 04:17:24.045874, cost_time=0:00:01.604250 2021-04-10 04:16:55,658 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.44ms, fps=1764 images/s, loss=0.0719, top1-acc=97.68%, top5-acc=99.92%, remaining_time=0:00:26.897728, arrival_time=2021-04-10 04:17:22.556510, cost_time=0:00:03.056569 2021-04-10 04:16:57,109 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.52ms, fps=1765 images/s, loss=0.0679, top1-acc=97.85%, top5-acc=99.93%, remaining_time=0:00:24.939176, arrival_time=2021-04-10 04:17:22.048466, cost_time=0:00:04.507079 2021-04-10 04:16:58,559 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.43ms, fps=1766 images/s, loss=0.0659, top1-acc=97.97%, top5-acc=99.94%, remaining_time=0:00:23.233236, arrival_time=2021-04-10 04:17:21.792753, cost_time=0:00:05.957258 2021-04-10 04:17:00,012 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.0639, top1-acc=98.02%, top5-acc=99.95%, remaining_time=0:00:21.636178, arrival_time=2021-04-10 04:17:21.648125, cost_time=0:00:07.409633 2021-04-10 04:17:01,469 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.0630, top1-acc=98.07%, top5-acc=99.95%, remaining_time=0:00:20.099304, arrival_time=2021-04-10 04:17:21.568975, cost_time=0:00:08.867350 2021-04-10 04:17:02,924 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.0616, top1-acc=98.07%, top5-acc=99.96%, remaining_time=0:00:18.578070, arrival_time=2021-04-10 04:17:21.502027, cost_time=0:00:10.321146 2021-04-10 04:17:04,385 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.82ms, fps=1753 images/s, loss=0.0608, top1-acc=98.04%, top5-acc=99.97%, remaining_time=0:00:17.085756, arrival_time=2021-04-10 04:17:21.471278, cost_time=0:00:11.783252 2021-04-10 04:17:05,836 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.54ms, fps=1765 images/s, loss=0.0625, top1-acc=97.98%, top5-acc=99.97%, remaining_time=0:00:15.586876, arrival_time=2021-04-10 04:17:21.423360, cost_time=0:00:13.234185 2021-04-10 04:17:07,303 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.13ms, fps=1747 images/s, loss=0.0647, top1-acc=97.93%, top5-acc=99.96%, remaining_time=0:00:14.112480, arrival_time=2021-04-10 04:17:21.415361, cost_time=0:00:14.700535 2021-04-10 04:17:08,761 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0641, top1-acc=97.98%, top5-acc=99.96%, remaining_time=0:00:12.633314, arrival_time=2021-04-10 04:17:21.394529, cost_time=0:00:16.158925 2021-04-10 04:17:10,207 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0646, top1-acc=97.94%, top5-acc=99.96%, remaining_time=0:00:11.150264, arrival_time=2021-04-10 04:17:21.358167, cost_time=0:00:17.605630 2021-04-10 04:17:11,660 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.48ms, fps=1763 images/s, loss=0.0646, top1-acc=97.96%, top5-acc=99.96%, remaining_time=0:00:09.675732, arrival_time=2021-04-10 04:17:21.336263, cost_time=0:00:19.058242 2021-04-10 04:17:13,109 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.30ms, fps=1768 images/s, loss=0.0644, top1-acc=97.96%, top5-acc=99.96%, remaining_time=0:00:08.202712, arrival_time=2021-04-10 04:17:21.311761, cost_time=0:00:20.506745 2021-04-10 04:17:14,557 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.30ms, fps=1768 images/s, loss=0.0640, top1-acc=97.99%, top5-acc=99.95%, remaining_time=0:00:06.732928, arrival_time=2021-04-10 04:17:21.290277, cost_time=0:00:21.955150 2021-04-10 04:17:16,004 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.33ms, fps=1769 images/s, loss=0.0638, top1-acc=97.99%, top5-acc=99.95%, remaining_time=0:00:05.265576, arrival_time=2021-04-10 04:17:21.270345, cost_time=0:00:23.402575 2021-04-10 04:17:17,451 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.38ms, fps=1770 images/s, loss=0.0641, top1-acc=97.98%, top5-acc=99.95%, remaining_time=0:00:03.800446, arrival_time=2021-04-10 04:17:21.251921, cost_time=0:00:24.849118 2021-04-10 04:17:18,898 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0650, top1-acc=97.96%, top5-acc=99.94%, remaining_time=0:00:02.337408, arrival_time=2021-04-10 04:17:21.235540, cost_time=0:00:26.295916 2021-04-10 04:17:20,348 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.54ms, fps=1766 images/s, loss=0.0645, top1-acc=97.97%, top5-acc=99.94%, remaining_time=0:00:00.876192, arrival_time=2021-04-10 04:17:21.224519, cost_time=0:00:27.746126 2021-04-10 04:17:21,136 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.14ms, fps=1727 images/s, loss=0.0644, top1-acc=97.98%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:21.136340, cost_time=0:00:28.534157 2021-04-10 04:17:21,678 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.74ms, fps=4735 images/s, loss=0.3948, top1-acc=90.39%, top5-acc=99.61%, remaining_time=0:00:01.622010, arrival_time=2021-04-10 04:17:23.300043, cost_time=0:00:00.540674 2021-04-10 04:17:22,153 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.26ms, fps=5390 images/s, loss=0.3986, top1-acc=90.35%, top5-acc=99.45%, remaining_time=0:00:01.015920, arrival_time=2021-04-10 04:17:23.169200, cost_time=0:00:01.015930 2021-04-10 04:17:22,636 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.18ms, fps=5302 images/s, loss=0.3971, top1-acc=90.22%, top5-acc=99.43%, remaining_time=0:00:00.499710, arrival_time=2021-04-10 04:17:23.136181, cost_time=0:00:01.499118 2021-04-10 04:17:23,068 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.05ms, fps=5379 images/s, loss=0.3870, top1-acc=90.14%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:23.068069, cost_time=0:00:01.930743 2021-04-10 04:17:24,666 INFO : Epoch=0138 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:33:04.435054, arrival_time=2021-04-10 04:50:29.101845, cost_time=1:13:36.968405 2021-04-10 04:17:24,667 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 04:17:26,323 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.40ms, fps=1547 images/s, loss=0.0655, top1-acc=97.97%, top5-acc=99.96%, remaining_time=0:00:30.788022, arrival_time=2021-04-10 04:17:57.111272, cost_time=0:00:01.655271 2021-04-10 04:17:27,774 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=2.16ms, fps=1765 images/s, loss=0.0649, top1-acc=98.09%, top5-acc=99.98%, remaining_time=0:00:27.338080, arrival_time=2021-04-10 04:17:55.112658, cost_time=0:00:03.106593 2021-04-10 04:17:29,223 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.37ms, fps=1767 images/s, loss=0.0640, top1-acc=98.06%, top5-acc=99.92%, remaining_time=0:00:25.209424, arrival_time=2021-04-10 04:17:54.433230, cost_time=0:00:04.555921 2021-04-10 04:17:30,671 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.36ms, fps=1769 images/s, loss=0.0653, top1-acc=98.02%, top5-acc=99.90%, remaining_time=0:00:23.412792, arrival_time=2021-04-10 04:17:54.083935, cost_time=0:00:06.003277 2021-04-10 04:17:32,119 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.41ms, fps=1768 images/s, loss=0.0658, top1-acc=98.00%, top5-acc=99.91%, remaining_time=0:00:21.758964, arrival_time=2021-04-10 04:17:53.878652, cost_time=0:00:07.451704 2021-04-10 04:17:33,568 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.36ms, fps=1768 images/s, loss=0.0656, top1-acc=97.99%, top5-acc=99.92%, remaining_time=0:00:20.173968, arrival_time=2021-04-10 04:17:53.742100, cost_time=0:00:08.900269 2021-04-10 04:17:35,019 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.98ms, fps=1765 images/s, loss=0.0645, top1-acc=98.01%, top5-acc=99.93%, remaining_time=0:00:18.632250, arrival_time=2021-04-10 04:17:53.651451, cost_time=0:00:10.351284 2021-04-10 04:17:36,488 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.89ms, fps=1743 images/s, loss=0.0643, top1-acc=98.02%, top5-acc=99.93%, remaining_time=0:00:17.139232, arrival_time=2021-04-10 04:17:53.627434, cost_time=0:00:11.820198 2021-04-10 04:17:37,941 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.0634, top1-acc=98.03%, top5-acc=99.93%, remaining_time=0:00:15.632668, arrival_time=2021-04-10 04:17:53.573669, cost_time=0:00:13.273011 2021-04-10 04:17:39,390 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.38ms, fps=1766 images/s, loss=0.0630, top1-acc=98.06%, top5-acc=99.93%, remaining_time=0:00:14.133984, arrival_time=2021-04-10 04:17:53.524825, cost_time=0:00:14.722851 2021-04-10 04:17:40,839 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.35ms, fps=1768 images/s, loss=0.0639, top1-acc=98.01%, top5-acc=99.93%, remaining_time=0:00:12.643032, arrival_time=2021-04-10 04:17:53.482209, cost_time=0:00:16.171297 2021-04-10 04:17:42,290 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.38ms, fps=1764 images/s, loss=0.0638, top1-acc=98.02%, top5-acc=99.94%, remaining_time=0:00:11.161132, arrival_time=2021-04-10 04:17:53.451910, cost_time=0:00:17.622830 2021-04-10 04:17:43,739 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.30ms, fps=1768 images/s, loss=0.0640, top1-acc=98.02%, top5-acc=99.94%, remaining_time=0:00:09.682530, arrival_time=2021-04-10 04:17:53.422125, cost_time=0:00:19.071714 2021-04-10 04:17:45,185 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.36ms, fps=1771 images/s, loss=0.0640, top1-acc=98.03%, top5-acc=99.93%, remaining_time=0:00:08.206968, arrival_time=2021-04-10 04:17:53.392240, cost_time=0:00:20.517400 2021-04-10 04:17:46,634 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.31ms, fps=1767 images/s, loss=0.0640, top1-acc=98.04%, top5-acc=99.93%, remaining_time=0:00:06.736470, arrival_time=2021-04-10 04:17:53.371036, cost_time=0:00:21.966690 2021-04-10 04:17:48,085 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.78ms, fps=1765 images/s, loss=0.0630, top1-acc=98.07%, top5-acc=99.94%, remaining_time=0:00:05.268852, arrival_time=2021-04-10 04:17:53.353959, cost_time=0:00:23.417174 2021-04-10 04:17:49,533 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.84ms, fps=1769 images/s, loss=0.0627, top1-acc=98.07%, top5-acc=99.94%, remaining_time=0:00:03.802890, arrival_time=2021-04-10 04:17:53.335889, cost_time=0:00:24.865104 2021-04-10 04:17:50,987 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.32ms, fps=1761 images/s, loss=0.0627, top1-acc=98.07%, top5-acc=99.94%, remaining_time=0:00:02.339504, arrival_time=2021-04-10 04:17:53.326848, cost_time=0:00:26.319456 2021-04-10 04:17:52,436 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.17ms, fps=1767 images/s, loss=0.0629, top1-acc=98.06%, top5-acc=99.94%, remaining_time=0:00:00.876912, arrival_time=2021-04-10 04:17:53.313812, cost_time=0:00:27.768951 2021-04-10 04:17:53,227 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.16ms, fps=1723 images/s, loss=0.0635, top1-acc=98.04%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:53.226966, cost_time=0:00:28.558990 2021-04-10 04:17:53,774 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.39ms, fps=4688 images/s, loss=0.3917, top1-acc=90.94%, top5-acc=99.10%, remaining_time=0:00:01.638180, arrival_time=2021-04-10 04:17:55.412411, cost_time=0:00:00.546058 2021-04-10 04:17:54,257 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.83ms, fps=5308 images/s, loss=0.3847, top1-acc=90.62%, top5-acc=99.22%, remaining_time=0:00:01.028820, arrival_time=2021-04-10 04:17:55.285785, cost_time=0:00:01.028816 2021-04-10 04:17:54,731 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.34ms, fps=5403 images/s, loss=0.4072, top1-acc=90.29%, top5-acc=99.14%, remaining_time=0:00:00.500990, arrival_time=2021-04-10 04:17:55.232198, cost_time=0:00:01.502969 2021-04-10 04:17:55,163 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.07ms, fps=5374 images/s, loss=0.3889, top1-acc=90.46%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-10 04:17:55.163348, cost_time=0:00:01.935219 2021-04-10 04:17:56,305 INFO : Epoch=0139 complete, best val top1-acc=91.01%, top5-acc=99.45% (epoch=128), remaining_time=0:32:32.266265, arrival_time=2021-04-10 04:50:28.571330, cost_time=1:14:08.606704 2021-04-10 04:17:56,305 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 04:17:57,928 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.48ms, fps=1578 images/s, loss=0.0580, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:30.174036, arrival_time=2021-04-10 04:18:28.102147, cost_time=0:00:01.622256 2021-04-10 04:17:59,381 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.0620, top1-acc=98.26%, top5-acc=99.96%, remaining_time=0:00:27.066864, arrival_time=2021-04-10 04:18:26.448478, cost_time=0:00:03.075781 2021-04-10 04:18:00,830 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.39ms, fps=1767 images/s, loss=0.0623, top1-acc=98.27%, top5-acc=99.95%, remaining_time=0:00:25.036784, arrival_time=2021-04-10 04:18:25.867294, cost_time=0:00:04.524727 2021-04-10 04:18:02,279 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.26ms, fps=1767 images/s, loss=0.0594, top1-acc=98.30%, top5-acc=99.96%, remaining_time=0:00:23.298288, arrival_time=2021-04-10 04:18:25.578106, cost_time=0:00:05.973907 2021-04-10 04:18:03,735 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.91ms, fps=1760 images/s, loss=0.0633, top1-acc=98.20%, top5-acc=99.96%, remaining_time=0:00:21.692826, arrival_time=2021-04-10 04:18:25.427761, cost_time=0:00:07.429045 2021-04-10 04:18:05,183 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.46ms, fps=1768 images/s, loss=0.0616, top1-acc=98.24%, top5-acc=99.97%, remaining_time=0:00:20.123104, arrival_time=2021-04-10 04:18:25.306738, cost_time=0:00:08.877849 2021-04-10 04:18:06,631 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0627, top1-acc=98.19%, top5-acc=99.96%, remaining_time=0:00:18.586512, arrival_time=2021-04-10 04:18:25.218121, cost_time=0:00:10.325837 2021-04-10 04:18:08,078 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.47ms, fps=1770 images/s, loss=0.0629, top1-acc=98.19%, top5-acc=99.96%, remaining_time=0:00:17.069632, arrival_time=2021-04-10 04:18:25.147598, cost_time=0:00:11.772195 2021-04-10 04:18:09,527 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.26ms, fps=1767 images/s, loss=0.0612, top1-acc=98.26%, top5-acc=99.96%, remaining_time=0:00:15.571930, arrival_time=2021-04-10 04:18:25.099282, cost_time=0:00:13.221481 2021-04-10 04:18:10,973 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0613, top1-acc=98.24%, top5-acc=99.96%, remaining_time=0:00:14.081376, arrival_time=2021-04-10 04:18:25.055206, cost_time=0:00:14.668054 2021-04-10 04:18:12,421 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.62ms, fps=1770 images/s, loss=0.0613, top1-acc=98.23%, top5-acc=99.96%, remaining_time=0:00:12.599086, arrival_time=2021-04-10 04:18:25.020098, cost_time=0:00:16.115157 2021-04-10 04:18:13,869 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0607, top1-acc=98.25%, top5-acc=99.96%, remaining_time=0:00:11.123740, arrival_time=2021-04-10 04:18:24.993450, cost_time=0:00:17.563825 2021-04-10 04:18:15,318 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.37ms, fps=1768 images/s, loss=0.0601, top1-acc=98.28%, top5-acc=99.96%, remaining_time=0:00:09.652368, arrival_time=2021-04-10 04:18:24.970349, cost_time=0:00:19.012196 2021-04-10 04:18:16,764 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0597, top1-acc=98.30%, top5-acc=99.96%, remaining_time=0:00:08.183616, arrival_time=2021-04-10 04:18:24.948381, cost_time=0:00:20.458994 2021-04-10 04:18:18,216 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.51ms, fps=1764 images/s, loss=0.0601, top1-acc=98.28%, top5-acc=99.96%, remaining_time=0:00:06.719312, arrival_time=2021-04-10 04:18:24.935945, cost_time=0:00:21.910773 2021-04-10 04:18:19,663 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.39ms, fps=1770 images/s, loss=0.0591, top1-acc=98.31%, top5-acc=99.96%, remaining_time=0:00:05.255568, arrival_time=2021-04-10 04:18:24.919343, cost_time=0:00:23.358003 2021-04-10 04:18:21,114 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.37ms, fps=1765 images/s, loss=0.0587, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:00:03.794232, arrival_time=2021-04-10 04:18:24.908422, cost_time=0:00:24.808418 2021-04-10 04:18:22,561 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.43ms, fps=1769 images/s, loss=0.0598, top1-acc=98.29%, top5-acc=99.96%, remaining_time=0:00:02.333872, arrival_time=2021-04-10 04:18:24.895750, cost_time=0:00:26.256109 2021-04-10 04:18:24,010 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.18ms, fps=1768 images/s, loss=0.0597, top1-acc=98.29%, top5-acc=99.96%, remaining_time=0:00:00.874878, arrival_time=2021-04-10 04:18:24.885159, cost_time=0:00:27.704417 2021-04-10 04:18:24,798 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.22ms, fps=1727 images/s, loss=0.0596, top1-acc=98.27%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:24.798290, cost_time=0:00:28.492539 2021-04-10 04:18:25,340 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.17ms, fps=4726 images/s, loss=0.3467, top1-acc=91.29%, top5-acc=99.37%, remaining_time=0:00:01.624890, arrival_time=2021-04-10 04:18:26.965701, cost_time=0:00:00.541632 2021-04-10 04:18:25,815 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.35ms, fps=5400 images/s, loss=0.3544, top1-acc=91.25%, top5-acc=99.18%, remaining_time=0:00:01.015980, arrival_time=2021-04-10 04:18:26.831156, cost_time=0:00:01.015977 2021-04-10 04:18:26,288 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.17ms, fps=5408 images/s, loss=0.3396, top1-acc=91.48%, top5-acc=99.34%, remaining_time=0:00:00.496560, arrival_time=2021-04-10 04:18:26.785415, cost_time=0:00:01.489675 2021-04-10 04:18:26,719 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.05ms, fps=5390 images/s, loss=0.3414, top1-acc=91.27%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:26.719546, cost_time=0:00:01.920381 2021-04-10 04:18:29,099 INFO : Epoch=0140 complete, best val top1-acc=91.27%, top5-acc=99.30% (epoch=140), remaining_time=0:32:00.600360, arrival_time=2021-04-10 04:50:29.699575, cost_time=1:14:41.400849 2021-04-10 04:18:29,099 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 04:18:30,725 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.35ms, fps=1575 images/s, loss=0.0379, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:30.227232, arrival_time=2021-04-10 04:19:00.952268, cost_time=0:00:01.625119 2021-04-10 04:18:32,182 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0374, top1-acc=98.79%, top5-acc=99.98%, remaining_time=0:00:27.128816, arrival_time=2021-04-10 04:18:59.311630, cost_time=0:00:03.082821 2021-04-10 04:18:33,631 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0441, top1-acc=98.59%, top5-acc=99.97%, remaining_time=0:00:25.071644, arrival_time=2021-04-10 04:18:58.702765, cost_time=0:00:04.531020 2021-04-10 04:18:35,080 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.32ms, fps=1767 images/s, loss=0.0482, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:23.325588, arrival_time=2021-04-10 04:18:58.406410, cost_time=0:00:05.980907 2021-04-10 04:18:36,531 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.46ms, fps=1765 images/s, loss=0.0494, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:21.699688, arrival_time=2021-04-10 04:18:58.231040, cost_time=0:00:07.431383 2021-04-10 04:18:37,982 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.0504, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:20.132760, arrival_time=2021-04-10 04:18:58.114782, cost_time=0:00:08.882077 2021-04-10 04:18:39,428 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.29ms, fps=1770 images/s, loss=0.0509, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:18.591552, arrival_time=2021-04-10 04:18:58.020112, cost_time=0:00:10.328622 2021-04-10 04:18:40,876 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.51ms, fps=1768 images/s, loss=0.0520, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:17.076360, arrival_time=2021-04-10 04:18:57.953077, cost_time=0:00:11.776801 2021-04-10 04:18:42,324 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0515, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:15.575216, arrival_time=2021-04-10 04:18:57.899343, cost_time=0:00:13.224212 2021-04-10 04:18:43,774 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.33ms, fps=1766 images/s, loss=0.0514, top1-acc=98.33%, top5-acc=99.98%, remaining_time=0:00:14.087136, arrival_time=2021-04-10 04:18:57.861275, cost_time=0:00:14.674148 2021-04-10 04:18:45,220 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.40ms, fps=1771 images/s, loss=0.0519, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:12.602956, arrival_time=2021-04-10 04:18:57.822922, cost_time=0:00:16.120051 2021-04-10 04:18:46,665 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0531, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:11.125108, arrival_time=2021-04-10 04:18:57.791008, cost_time=0:00:17.565987 2021-04-10 04:18:48,114 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.47ms, fps=1767 images/s, loss=0.0536, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:09.653754, arrival_time=2021-04-10 04:18:57.768669, cost_time=0:00:19.014989 2021-04-10 04:18:49,562 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.31ms, fps=1769 images/s, loss=0.0545, top1-acc=98.24%, top5-acc=99.97%, remaining_time=0:00:08.185016, arrival_time=2021-04-10 04:18:57.747512, cost_time=0:00:20.462580 2021-04-10 04:18:51,012 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.40ms, fps=1767 images/s, loss=0.0554, top1-acc=98.24%, top5-acc=99.97%, remaining_time=0:00:06.719726, arrival_time=2021-04-10 04:18:57.731744, cost_time=0:00:21.912102 2021-04-10 04:18:52,459 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.43ms, fps=1769 images/s, loss=0.0559, top1-acc=98.21%, top5-acc=99.96%, remaining_time=0:00:05.255892, arrival_time=2021-04-10 04:18:57.715270, cost_time=0:00:23.359465 2021-04-10 04:18:53,909 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.43ms, fps=1766 images/s, loss=0.0559, top1-acc=98.20%, top5-acc=99.96%, remaining_time=0:00:03.794388, arrival_time=2021-04-10 04:18:57.703830, cost_time=0:00:24.809522 2021-04-10 04:18:55,359 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0562, top1-acc=98.20%, top5-acc=99.96%, remaining_time=0:00:02.334160, arrival_time=2021-04-10 04:18:57.693450, cost_time=0:00:26.259373 2021-04-10 04:18:56,807 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.54ms, fps=1769 images/s, loss=0.0572, top1-acc=98.16%, top5-acc=99.95%, remaining_time=0:00:00.874962, arrival_time=2021-04-10 04:18:57.682093, cost_time=0:00:27.707210 2021-04-10 04:18:57,597 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.37ms, fps=1721 images/s, loss=0.0572, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:57.597729, cost_time=0:00:28.497737 2021-04-10 04:18:58,168 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.17ms, fps=4495 images/s, loss=0.3606, top1-acc=91.21%, top5-acc=99.65%, remaining_time=0:00:01.708470, arrival_time=2021-04-10 04:18:59.876863, cost_time=0:00:00.569493 2021-04-10 04:18:58,644 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.11ms, fps=5385 images/s, loss=0.3541, top1-acc=91.48%, top5-acc=99.49%, remaining_time=0:00:01.045200, arrival_time=2021-04-10 04:18:59.689452, cost_time=0:00:01.045196 2021-04-10 04:18:59,117 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.39ms, fps=5413 images/s, loss=0.3559, top1-acc=91.32%, top5-acc=99.45%, remaining_time=0:00:00.506220, arrival_time=2021-04-10 04:18:59.623815, cost_time=0:00:01.518653 2021-04-10 04:18:59,547 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.05ms, fps=5402 images/s, loss=0.3435, top1-acc=91.30%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 04:18:59.547506, cost_time=0:00:01.948618 2021-04-10 04:19:02,748 INFO : Epoch=0141 complete, best val top1-acc=91.30%, top5-acc=99.49% (epoch=141), remaining_time=0:31:29.276170, arrival_time=2021-04-10 04:50:32.024334, cost_time=1:15:15.049785 2021-04-10 04:19:02,748 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 04:19:04,388 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.34ms, fps=1561 images/s, loss=0.0500, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:30.500094, arrival_time=2021-04-10 04:19:34.888926, cost_time=0:00:01.639787 2021-04-10 04:19:05,838 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.33ms, fps=1767 images/s, loss=0.0514, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:27.183376, arrival_time=2021-04-10 04:19:33.021471, cost_time=0:00:03.089020 2021-04-10 04:19:07,285 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.33ms, fps=1770 images/s, loss=0.0505, top1-acc=98.32%, top5-acc=99.97%, remaining_time=0:00:25.100030, arrival_time=2021-04-10 04:19:32.385131, cost_time=0:00:04.536136 2021-04-10 04:19:08,733 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.37ms, fps=1768 images/s, loss=0.0491, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:23.339472, arrival_time=2021-04-10 04:19:32.072964, cost_time=0:00:05.984470 2021-04-10 04:19:10,180 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.34ms, fps=1770 images/s, loss=0.0508, top1-acc=98.36%, top5-acc=99.98%, remaining_time=0:00:21.700126, arrival_time=2021-04-10 04:19:31.880671, cost_time=0:00:07.431537 2021-04-10 04:19:11,628 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0495, top1-acc=98.42%, top5-acc=99.97%, remaining_time=0:00:20.127048, arrival_time=2021-04-10 04:19:31.755642, cost_time=0:00:08.879601 2021-04-10 04:19:13,074 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.33ms, fps=1771 images/s, loss=0.0499, top1-acc=98.42%, top5-acc=99.97%, remaining_time=0:00:18.586512, arrival_time=2021-04-10 04:19:31.661343, cost_time=0:00:10.325865 2021-04-10 04:19:14,524 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.33ms, fps=1766 images/s, loss=0.0501, top1-acc=98.41%, top5-acc=99.98%, remaining_time=0:00:17.075084, arrival_time=2021-04-10 04:19:31.599929, cost_time=0:00:11.775891 2021-04-10 04:19:15,976 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.0497, top1-acc=98.43%, top5-acc=99.98%, remaining_time=0:00:15.578714, arrival_time=2021-04-10 04:19:31.554936, cost_time=0:00:13.227198 2021-04-10 04:19:17,425 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.33ms, fps=1767 images/s, loss=0.0496, top1-acc=98.45%, top5-acc=99.98%, remaining_time=0:00:14.089632, arrival_time=2021-04-10 04:19:31.515354, cost_time=0:00:14.676737 2021-04-10 04:19:18,874 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.33ms, fps=1768 images/s, loss=0.0487, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:12.606912, arrival_time=2021-04-10 04:19:31.481044, cost_time=0:00:16.125157 2021-04-10 04:19:20,319 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0484, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:00:11.128224, arrival_time=2021-04-10 04:19:31.448100, cost_time=0:00:17.570918 2021-04-10 04:19:21,768 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.35ms, fps=1767 images/s, loss=0.0486, top1-acc=98.50%, top5-acc=99.98%, remaining_time=0:00:09.656262, arrival_time=2021-04-10 04:19:31.425198, cost_time=0:00:19.019965 2021-04-10 04:19:23,213 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.33ms, fps=1773 images/s, loss=0.0484, top1-acc=98.51%, top5-acc=99.97%, remaining_time=0:00:08.185856, arrival_time=2021-04-10 04:19:31.399435, cost_time=0:00:20.464615 2021-04-10 04:19:24,661 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.27ms, fps=1768 images/s, loss=0.0493, top1-acc=98.48%, top5-acc=99.97%, remaining_time=0:00:06.719910, arrival_time=2021-04-10 04:19:31.381662, cost_time=0:00:21.912796 2021-04-10 04:19:26,107 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.35ms, fps=1771 images/s, loss=0.0492, top1-acc=98.49%, top5-acc=99.97%, remaining_time=0:00:05.255748, arrival_time=2021-04-10 04:19:31.363526, cost_time=0:00:23.358813 2021-04-10 04:19:27,555 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.32ms, fps=1768 images/s, loss=0.0498, top1-acc=98.46%, top5-acc=99.97%, remaining_time=0:00:03.793998, arrival_time=2021-04-10 04:19:31.349790, cost_time=0:00:24.806834 2021-04-10 04:19:29,009 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.0509, top1-acc=98.43%, top5-acc=99.97%, remaining_time=0:00:02.334224, arrival_time=2021-04-10 04:19:31.343187, cost_time=0:00:26.259946 2021-04-10 04:19:30,457 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.16ms, fps=1767 images/s, loss=0.0525, top1-acc=98.40%, top5-acc=99.97%, remaining_time=0:00:00.875016, arrival_time=2021-04-10 04:19:31.332899, cost_time=0:00:27.708904 2021-04-10 04:19:31,244 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.13ms, fps=1729 images/s, loss=0.0531, top1-acc=98.39%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:31.244742, cost_time=0:00:28.495796 2021-04-10 04:19:31,804 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.19ms, fps=4578 images/s, loss=0.3472, top1-acc=91.05%, top5-acc=99.49%, remaining_time=0:00:01.677570, arrival_time=2021-04-10 04:19:33.482408, cost_time=0:00:00.559190 2021-04-10 04:19:32,276 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.25ms, fps=5430 images/s, loss=0.3596, top1-acc=91.13%, top5-acc=99.53%, remaining_time=0:00:01.030920, arrival_time=2021-04-10 04:19:33.307509, cost_time=0:00:01.030930 2021-04-10 04:19:32,750 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.14ms, fps=5407 images/s, loss=0.3520, top1-acc=91.28%, top5-acc=99.51%, remaining_time=0:00:00.501560, arrival_time=2021-04-10 04:19:33.251907, cost_time=0:00:01.504694 2021-04-10 04:19:33,180 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.05ms, fps=5394 images/s, loss=0.3740, top1-acc=91.13%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 04:19:33.180780, cost_time=0:00:01.935151 2021-04-10 04:19:34,218 INFO : Epoch=0142 complete, best val top1-acc=91.30%, top5-acc=99.49% (epoch=141), remaining_time=0:30:57.029326, arrival_time=2021-04-10 04:50:31.247818, cost_time=1:15:46.520125 2021-04-10 04:19:34,219 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 04:19:35,810 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.29ms, fps=1609 images/s, loss=0.0427, top1-acc=98.91%, top5-acc=99.92%, remaining_time=0:00:29.597994, arrival_time=2021-04-10 04:20:05.408540, cost_time=0:00:01.591290 2021-04-10 04:19:37,259 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.42ms, fps=1768 images/s, loss=0.0561, top1-acc=98.61%, top5-acc=99.90%, remaining_time=0:00:26.749184, arrival_time=2021-04-10 04:20:04.008288, cost_time=0:00:03.039686 2021-04-10 04:19:38,707 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0590, top1-acc=98.40%, top5-acc=99.93%, remaining_time=0:00:24.832438, arrival_time=2021-04-10 04:20:03.539511, cost_time=0:00:04.487783 2021-04-10 04:19:40,159 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.62ms, fps=1764 images/s, loss=0.0582, top1-acc=98.37%, top5-acc=99.93%, remaining_time=0:00:23.165220, arrival_time=2021-04-10 04:20:03.324372, cost_time=0:00:05.939814 2021-04-10 04:19:41,609 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.38ms, fps=1766 images/s, loss=0.0555, top1-acc=98.43%, top5-acc=99.95%, remaining_time=0:00:21.578508, arrival_time=2021-04-10 04:20:03.187768, cost_time=0:00:07.389917 2021-04-10 04:19:43,056 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.47ms, fps=1769 images/s, loss=0.0544, top1-acc=98.47%, top5-acc=99.95%, remaining_time=0:00:20.031304, arrival_time=2021-04-10 04:20:03.087999, cost_time=0:00:08.837338 2021-04-10 04:19:44,504 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.40ms, fps=1769 images/s, loss=0.0547, top1-acc=98.41%, top5-acc=99.96%, remaining_time=0:00:18.512550, arrival_time=2021-04-10 04:20:03.016560, cost_time=0:00:10.284746 2021-04-10 04:19:45,954 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.68ms, fps=1766 images/s, loss=0.0540, top1-acc=98.43%, top5-acc=99.95%, remaining_time=0:00:17.015344, arrival_time=2021-04-10 04:20:02.969440, cost_time=0:00:11.734758 2021-04-10 04:19:47,402 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.48ms, fps=1768 images/s, loss=0.0529, top1-acc=98.43%, top5-acc=99.95%, remaining_time=0:00:15.526986, arrival_time=2021-04-10 04:20:02.929539, cost_time=0:00:13.183282 2021-04-10 04:19:48,849 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.33ms, fps=1770 images/s, loss=0.0519, top1-acc=98.47%, top5-acc=99.95%, remaining_time=0:00:14.044608, arrival_time=2021-04-10 04:20:02.893684, cost_time=0:00:14.629812 2021-04-10 04:19:50,294 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.35ms, fps=1772 images/s, loss=0.0523, top1-acc=98.46%, top5-acc=99.96%, remaining_time=0:00:12.567782, arrival_time=2021-04-10 04:20:02.862139, cost_time=0:00:16.075093 2021-04-10 04:19:51,742 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.27ms, fps=1768 images/s, loss=0.0523, top1-acc=98.46%, top5-acc=99.95%, remaining_time=0:00:11.097900, arrival_time=2021-04-10 04:20:02.840345, cost_time=0:00:17.523016 2021-04-10 04:19:53,188 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.34ms, fps=1771 images/s, loss=0.0530, top1-acc=98.45%, top5-acc=99.96%, remaining_time=0:00:09.630324, arrival_time=2021-04-10 04:20:02.818427, cost_time=0:00:18.968838 2021-04-10 04:19:54,638 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.34ms, fps=1765 images/s, loss=0.0528, top1-acc=98.45%, top5-acc=99.96%, remaining_time=0:00:08.167768, arrival_time=2021-04-10 04:20:02.806425, cost_time=0:00:20.419384 2021-04-10 04:19:56,090 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.0523, top1-acc=98.45%, top5-acc=99.96%, remaining_time=0:00:06.707260, arrival_time=2021-04-10 04:20:02.798075, cost_time=0:00:21.871551 2021-04-10 04:19:57,536 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.37ms, fps=1771 images/s, loss=0.0530, top1-acc=98.43%, top5-acc=99.97%, remaining_time=0:00:05.246424, arrival_time=2021-04-10 04:20:02.783189, cost_time=0:00:23.317503 2021-04-10 04:19:58,984 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.46ms, fps=1769 images/s, loss=0.0536, top1-acc=98.42%, top5-acc=99.97%, remaining_time=0:00:03.787628, arrival_time=2021-04-10 04:20:02.772239, cost_time=0:00:24.765338 2021-04-10 04:20:00,435 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.37ms, fps=1766 images/s, loss=0.0532, top1-acc=98.42%, top5-acc=99.97%, remaining_time=0:00:02.330288, arrival_time=2021-04-10 04:20:02.765282, cost_time=0:00:26.215730 2021-04-10 04:20:01,882 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.19ms, fps=1769 images/s, loss=0.0526, top1-acc=98.43%, top5-acc=99.97%, remaining_time=0:00:00.873588, arrival_time=2021-04-10 04:20:02.756515, cost_time=0:00:27.663669 2021-04-10 04:20:02,668 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.18ms, fps=1731 images/s, loss=0.0526, top1-acc=98.43%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:02.668944, cost_time=0:00:28.449698 2021-04-10 04:20:03,218 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.32ms, fps=4663 images/s, loss=0.3793, top1-acc=90.55%, top5-acc=99.57%, remaining_time=0:00:01.646850, arrival_time=2021-04-10 04:20:04.865639, cost_time=0:00:00.548951 2021-04-10 04:20:03,691 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.23ms, fps=5420 images/s, loss=0.3799, top1-acc=90.86%, top5-acc=99.51%, remaining_time=0:00:01.021600, arrival_time=2021-04-10 04:20:04.713025, cost_time=0:00:01.021591 2021-04-10 04:20:04,164 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.40ms, fps=5410 images/s, loss=0.3675, top1-acc=91.05%, top5-acc=99.48%, remaining_time=0:00:00.498360, arrival_time=2021-04-10 04:20:04.663253, cost_time=0:00:01.495067 2021-04-10 04:20:04,596 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.05ms, fps=5380 images/s, loss=0.3645, top1-acc=91.16%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:04.596451, cost_time=0:00:01.926576 2021-04-10 04:20:05,713 INFO : Epoch=0143 complete, best val top1-acc=91.30%, top5-acc=99.49% (epoch=141), remaining_time=0:30:24.803130, arrival_time=2021-04-10 04:50:30.516360, cost_time=1:16:18.014875 2021-04-10 04:20:05,713 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 04:20:07,356 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.39ms, fps=1559 images/s, loss=0.0537, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:30.545664, arrival_time=2021-04-10 04:20:37.901866, cost_time=0:00:01.642245 2021-04-10 04:20:08,804 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.32ms, fps=1768 images/s, loss=0.0619, top1-acc=97.93%, top5-acc=99.96%, remaining_time=0:00:27.198336, arrival_time=2021-04-10 04:20:36.003137, cost_time=0:00:03.090718 2021-04-10 04:20:10,273 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.54ms, fps=1744 images/s, loss=0.0607, top1-acc=97.97%, top5-acc=99.95%, remaining_time=0:00:25.228846, arrival_time=2021-04-10 04:20:35.502293, cost_time=0:00:04.559424 2021-04-10 04:20:11,723 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.39ms, fps=1767 images/s, loss=0.0591, top1-acc=98.01%, top5-acc=99.95%, remaining_time=0:00:23.435880, arrival_time=2021-04-10 04:20:35.159119, cost_time=0:00:06.009191 2021-04-10 04:20:13,171 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.33ms, fps=1768 images/s, loss=0.0604, top1-acc=98.01%, top5-acc=99.94%, remaining_time=0:00:21.777214, arrival_time=2021-04-10 04:20:34.949094, cost_time=0:00:07.457936 2021-04-10 04:20:14,618 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.41ms, fps=1771 images/s, loss=0.0603, top1-acc=98.05%, top5-acc=99.93%, remaining_time=0:00:20.182944, arrival_time=2021-04-10 04:20:34.801121, cost_time=0:00:08.904243 2021-04-10 04:20:16,067 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.32ms, fps=1767 images/s, loss=0.0588, top1-acc=98.10%, top5-acc=99.94%, remaining_time=0:00:18.636282, arrival_time=2021-04-10 04:20:34.703801, cost_time=0:00:10.353514 2021-04-10 04:20:17,510 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.37ms, fps=1775 images/s, loss=0.0568, top1-acc=98.20%, top5-acc=99.94%, remaining_time=0:00:17.104316, arrival_time=2021-04-10 04:20:34.614347, cost_time=0:00:11.796085 2021-04-10 04:20:18,957 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.30ms, fps=1769 images/s, loss=0.0558, top1-acc=98.27%, top5-acc=99.94%, remaining_time=0:00:15.598218, arrival_time=2021-04-10 04:20:34.555947, cost_time=0:00:13.243800 2021-04-10 04:20:20,404 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0544, top1-acc=98.31%, top5-acc=99.95%, remaining_time=0:00:14.102784, arrival_time=2021-04-10 04:20:34.507105, cost_time=0:00:14.690402 2021-04-10 04:20:21,851 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.33ms, fps=1769 images/s, loss=0.0535, top1-acc=98.35%, top5-acc=99.95%, remaining_time=0:00:12.616716, arrival_time=2021-04-10 04:20:34.468499, cost_time=0:00:16.137685 2021-04-10 04:20:23,300 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0534, top1-acc=98.35%, top5-acc=99.95%, remaining_time=0:00:11.137876, arrival_time=2021-04-10 04:20:34.437982, cost_time=0:00:17.586163 2021-04-10 04:20:24,751 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.0534, top1-acc=98.34%, top5-acc=99.95%, remaining_time=0:00:09.665370, arrival_time=2021-04-10 04:20:34.417220, cost_time=0:00:19.037902 2021-04-10 04:20:26,199 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.37ms, fps=1769 images/s, loss=0.0535, top1-acc=98.33%, top5-acc=99.96%, remaining_time=0:00:08.194312, arrival_time=2021-04-10 04:20:34.393981, cost_time=0:00:20.485737 2021-04-10 04:20:27,647 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0536, top1-acc=98.33%, top5-acc=99.96%, remaining_time=0:00:06.726442, arrival_time=2021-04-10 04:20:34.374398, cost_time=0:00:21.934023 2021-04-10 04:20:29,096 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.57ms, fps=1768 images/s, loss=0.0544, top1-acc=98.30%, top5-acc=99.96%, remaining_time=0:00:05.261040, arrival_time=2021-04-10 04:20:34.357321, cost_time=0:00:23.382349 2021-04-10 04:20:30,546 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.30ms, fps=1766 images/s, loss=0.0544, top1-acc=98.29%, top5-acc=99.96%, remaining_time=0:00:03.797924, arrival_time=2021-04-10 04:20:34.344419, cost_time=0:00:24.832562 2021-04-10 04:20:31,990 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.38ms, fps=1773 images/s, loss=0.0541, top1-acc=98.29%, top5-acc=99.96%, remaining_time=0:00:02.335712, arrival_time=2021-04-10 04:20:34.326379, cost_time=0:00:26.276733 2021-04-10 04:20:33,437 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.15ms, fps=1770 images/s, loss=0.0535, top1-acc=98.30%, top5-acc=99.96%, remaining_time=0:00:00.875478, arrival_time=2021-04-10 04:20:34.312936, cost_time=0:00:27.723529 2021-04-10 04:20:34,225 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.18ms, fps=1726 images/s, loss=0.0533, top1-acc=98.31%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:34.225741, cost_time=0:00:28.511817 2021-04-10 04:20:34,770 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.25ms, fps=4713 images/s, loss=0.3447, top1-acc=91.21%, top5-acc=99.30%, remaining_time=0:00:01.629630, arrival_time=2021-04-10 04:20:36.399596, cost_time=0:00:00.543211 2021-04-10 04:20:35,253 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.79ms, fps=5302 images/s, loss=0.3545, top1-acc=91.31%, top5-acc=99.41%, remaining_time=0:00:01.026460, arrival_time=2021-04-10 04:20:36.279706, cost_time=0:00:01.026464 2021-04-10 04:20:35,735 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.16ms, fps=5313 images/s, loss=0.3533, top1-acc=91.18%, top5-acc=99.45%, remaining_time=0:00:00.502950, arrival_time=2021-04-10 04:20:36.238494, cost_time=0:00:01.508850 2021-04-10 04:20:36,170 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=5342 images/s, loss=0.3579, top1-acc=91.10%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 04:20:36.170204, cost_time=0:00:01.943506 2021-04-10 04:20:37,704 INFO : Epoch=0144 complete, best val top1-acc=91.30%, top5-acc=99.49% (epoch=141), remaining_time=0:29:52.780192, arrival_time=2021-04-10 04:50:30.484743, cost_time=1:16:50.006167 2021-04-10 04:20:37,705 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 04:20:39,332 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.70ms, fps=1573 images/s, loss=0.0514, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:30.263316, arrival_time=2021-04-10 04:21:09.595760, cost_time=0:00:01.627065 2021-04-10 04:20:40,779 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.28ms, fps=1770 images/s, loss=0.0422, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:27.053488, arrival_time=2021-04-10 04:21:07.833105, cost_time=0:00:03.074266 2021-04-10 04:20:42,238 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.33ms, fps=1755 images/s, loss=0.0433, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:25.083596, arrival_time=2021-04-10 04:21:07.322191, cost_time=0:00:04.533192 2021-04-10 04:20:43,689 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.51ms, fps=1765 images/s, loss=0.0454, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:23.339160, arrival_time=2021-04-10 04:21:07.028965, cost_time=0:00:05.984407 2021-04-10 04:20:45,136 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.38ms, fps=1770 images/s, loss=0.0481, top1-acc=98.47%, top5-acc=99.98%, remaining_time=0:00:21.699688, arrival_time=2021-04-10 04:21:06.836408, cost_time=0:00:07.431383 2021-04-10 04:20:46,584 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.52ms, fps=1768 images/s, loss=0.0459, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:00:20.126504, arrival_time=2021-04-10 04:21:06.711354, cost_time=0:00:08.879365 2021-04-10 04:20:48,035 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.52ms, fps=1765 images/s, loss=0.0467, top1-acc=98.54%, top5-acc=99.98%, remaining_time=0:00:18.594198, arrival_time=2021-04-10 04:21:06.629660, cost_time=0:00:10.330127 2021-04-10 04:20:49,489 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.0462, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:17.086568, arrival_time=2021-04-10 04:21:06.575740, cost_time=0:00:11.783808 2021-04-10 04:20:50,946 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.0468, top1-acc=98.59%, top5-acc=99.98%, remaining_time=0:00:15.595038, arrival_time=2021-04-10 04:21:06.541489, cost_time=0:00:13.241058 2021-04-10 04:20:52,400 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.0480, top1-acc=98.55%, top5-acc=99.97%, remaining_time=0:00:14.107488, arrival_time=2021-04-10 04:21:06.508182, cost_time=0:00:14.695272 2021-04-10 04:20:53,847 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.41ms, fps=1770 images/s, loss=0.0486, top1-acc=98.53%, top5-acc=99.98%, remaining_time=0:00:12.620414, arrival_time=2021-04-10 04:21:06.468153, cost_time=0:00:16.142340 2021-04-10 04:20:55,298 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.45ms, fps=1766 images/s, loss=0.0495, top1-acc=98.51%, top5-acc=99.97%, remaining_time=0:00:11.142132, arrival_time=2021-04-10 04:21:06.440330, cost_time=0:00:17.592870 2021-04-10 04:20:56,750 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.39ms, fps=1763 images/s, loss=0.0503, top1-acc=98.49%, top5-acc=99.97%, remaining_time=0:00:09.669132, arrival_time=2021-04-10 04:21:06.419757, cost_time=0:00:19.045242 2021-04-10 04:20:58,198 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.36ms, fps=1768 images/s, loss=0.0502, top1-acc=98.50%, top5-acc=99.97%, remaining_time=0:00:08.197448, arrival_time=2021-04-10 04:21:06.396353, cost_time=0:00:20.493556 2021-04-10 04:20:59,648 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0496, top1-acc=98.51%, top5-acc=99.97%, remaining_time=0:00:06.729294, arrival_time=2021-04-10 04:21:06.377920, cost_time=0:00:21.943304 2021-04-10 04:21:01,096 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.41ms, fps=1768 images/s, loss=0.0498, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:05.263056, arrival_time=2021-04-10 04:21:06.359697, cost_time=0:00:23.391315 2021-04-10 04:21:02,546 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.41ms, fps=1767 images/s, loss=0.0495, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:03.799172, arrival_time=2021-04-10 04:21:06.345180, cost_time=0:00:24.840686 2021-04-10 04:21:04,014 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=5.38ms, fps=1744 images/s, loss=0.0492, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:02.338544, arrival_time=2021-04-10 04:21:06.352536, cost_time=0:00:26.308579 2021-04-10 04:21:05,465 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.17ms, fps=1764 images/s, loss=0.0491, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:00.876636, arrival_time=2021-04-10 04:21:06.342158, cost_time=0:00:27.760125 2021-04-10 04:21:06,253 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.30ms, fps=1727 images/s, loss=0.0494, top1-acc=98.51%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:06.253729, cost_time=0:00:28.548422 2021-04-10 04:21:06,801 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.28ms, fps=4683 images/s, loss=0.3467, top1-acc=91.45%, top5-acc=99.53%, remaining_time=0:00:01.639920, arrival_time=2021-04-10 04:21:08.441287, cost_time=0:00:00.546636 2021-04-10 04:21:07,274 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.24ms, fps=5414 images/s, loss=0.3432, top1-acc=91.74%, top5-acc=99.49%, remaining_time=0:00:01.020100, arrival_time=2021-04-10 04:21:08.294840, cost_time=0:00:01.020109 2021-04-10 04:21:07,749 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.34ms, fps=5398 images/s, loss=0.3471, top1-acc=91.68%, top5-acc=99.45%, remaining_time=0:00:00.498230, arrival_time=2021-04-10 04:21:08.247560, cost_time=0:00:01.494704 2021-04-10 04:21:08,180 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.05ms, fps=5386 images/s, loss=0.3411, top1-acc=91.65%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:08.180351, cost_time=0:00:01.925749 2021-04-10 04:21:10,856 INFO : Epoch=0145 complete, best val top1-acc=91.65%, top5-acc=99.48% (epoch=145), remaining_time=0:29:21.198010, arrival_time=2021-04-10 04:50:32.054757, cost_time=1:17:23.158370 2021-04-10 04:21:10,857 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 04:21:12,506 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.40ms, fps=1552 images/s, loss=0.0411, top1-acc=98.79%, top5-acc=99.92%, remaining_time=0:00:30.676980, arrival_time=2021-04-10 04:21:43.183810, cost_time=0:00:01.649301 2021-04-10 04:21:13,957 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.32ms, fps=1766 images/s, loss=0.0475, top1-acc=98.75%, top5-acc=99.96%, remaining_time=0:00:27.278768, arrival_time=2021-04-10 04:21:41.236165, cost_time=0:00:03.099862 2021-04-10 04:21:15,404 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.38ms, fps=1769 images/s, loss=0.0436, top1-acc=98.83%, top5-acc=99.97%, remaining_time=0:00:25.162446, arrival_time=2021-04-10 04:21:40.567331, cost_time=0:00:04.547434 2021-04-10 04:21:16,850 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.62ms, fps=1771 images/s, loss=0.0455, top1-acc=98.72%, top5-acc=99.96%, remaining_time=0:00:23.373012, arrival_time=2021-04-10 04:21:40.223630, cost_time=0:00:05.993085 2021-04-10 04:21:18,298 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0458, top1-acc=98.69%, top5-acc=99.97%, remaining_time=0:00:21.726844, arrival_time=2021-04-10 04:21:40.025006, cost_time=0:00:07.440686 2021-04-10 04:21:19,743 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.33ms, fps=1771 images/s, loss=0.0461, top1-acc=98.70%, top5-acc=99.97%, remaining_time=0:00:20.142280, arrival_time=2021-04-10 04:21:39.886028, cost_time=0:00:08.886310 2021-04-10 04:21:21,197 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0452, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:18.611586, arrival_time=2021-04-10 04:21:39.808828, cost_time=0:00:10.339796 2021-04-10 04:21:22,644 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.41ms, fps=1769 images/s, loss=0.0460, top1-acc=98.65%, top5-acc=99.98%, remaining_time=0:00:17.091092, arrival_time=2021-04-10 04:21:39.735466, cost_time=0:00:11.786928 2021-04-10 04:21:24,091 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0463, top1-acc=98.62%, top5-acc=99.97%, remaining_time=0:00:15.586982, arrival_time=2021-04-10 04:21:39.678761, cost_time=0:00:13.234257 2021-04-10 04:21:25,541 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.67ms, fps=1766 images/s, loss=0.0467, top1-acc=98.60%, top5-acc=99.97%, remaining_time=0:00:14.097024, arrival_time=2021-04-10 04:21:39.638894, cost_time=0:00:14.684407 2021-04-10 04:21:26,989 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.37ms, fps=1769 images/s, loss=0.0467, top1-acc=98.58%, top5-acc=99.97%, remaining_time=0:00:12.612330, arrival_time=2021-04-10 04:21:39.601843, cost_time=0:00:16.132063 2021-04-10 04:21:28,436 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.36ms, fps=1770 images/s, loss=0.0471, top1-acc=98.56%, top5-acc=99.97%, remaining_time=0:00:11.133088, arrival_time=2021-04-10 04:21:39.569136, cost_time=0:00:17.578601 2021-04-10 04:21:29,884 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.38ms, fps=1767 images/s, loss=0.0473, top1-acc=98.54%, top5-acc=99.97%, remaining_time=0:00:09.660090, arrival_time=2021-04-10 04:21:39.544930, cost_time=0:00:19.027386 2021-04-10 04:21:31,331 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.36ms, fps=1770 images/s, loss=0.0482, top1-acc=98.50%, top5-acc=99.97%, remaining_time=0:00:08.189496, arrival_time=2021-04-10 04:21:39.520749, cost_time=0:00:20.473805 2021-04-10 04:21:32,778 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.39ms, fps=1770 images/s, loss=0.0483, top1-acc=98.49%, top5-acc=99.97%, remaining_time=0:00:06.722394, arrival_time=2021-04-10 04:21:39.500663, cost_time=0:00:21.920820 2021-04-10 04:21:34,228 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.39ms, fps=1766 images/s, loss=0.0484, top1-acc=98.50%, top5-acc=99.97%, remaining_time=0:00:05.258448, arrival_time=2021-04-10 04:21:39.486771, cost_time=0:00:23.370873 2021-04-10 04:21:35,675 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.36ms, fps=1770 images/s, loss=0.0491, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:00:03.795688, arrival_time=2021-04-10 04:21:39.471137, cost_time=0:00:24.817998 2021-04-10 04:21:37,137 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.0489, top1-acc=98.50%, top5-acc=99.97%, remaining_time=0:00:02.336000, arrival_time=2021-04-10 04:21:39.473489, cost_time=0:00:26.279929 2021-04-10 04:21:38,596 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.22ms, fps=1756 images/s, loss=0.0484, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:00.875958, arrival_time=2021-04-10 04:21:39.472324, cost_time=0:00:27.738731 2021-04-10 04:21:39,386 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.18ms, fps=1722 images/s, loss=0.0482, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:39.386658, cost_time=0:00:28.529201 2021-04-10 04:21:39,947 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.27ms, fps=4575 images/s, loss=0.3609, top1-acc=91.64%, top5-acc=99.41%, remaining_time=0:00:01.678500, arrival_time=2021-04-10 04:21:41.625670, cost_time=0:00:00.559501 2021-04-10 04:21:40,420 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.32ms, fps=5413 images/s, loss=0.3394, top1-acc=91.62%, top5-acc=99.45%, remaining_time=0:00:01.032720, arrival_time=2021-04-10 04:21:41.453198, cost_time=0:00:01.032723 2021-04-10 04:21:40,894 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.27ms, fps=5408 images/s, loss=0.3321, top1-acc=91.80%, top5-acc=99.52%, remaining_time=0:00:00.502220, arrival_time=2021-04-10 04:21:41.396570, cost_time=0:00:01.506674 2021-04-10 04:21:41,330 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=5328 images/s, loss=0.3347, top1-acc=91.87%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 04:21:41.330087, cost_time=0:00:01.942421 2021-04-10 04:21:43,780 INFO : Epoch=0146 complete, best val top1-acc=91.87%, top5-acc=99.49% (epoch=146), remaining_time=0:28:49.509624, arrival_time=2021-04-10 04:50:33.289545, cost_time=1:17:56.081525 2021-04-10 04:21:43,781 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 04:21:45,395 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=3.79ms, fps=1586 images/s, loss=0.0373, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:30.021516, arrival_time=2021-04-10 04:22:15.416741, cost_time=0:00:01.614059 2021-04-10 04:21:46,851 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.0388, top1-acc=98.89%, top5-acc=99.96%, remaining_time=0:00:27.014064, arrival_time=2021-04-10 04:22:13.865022, cost_time=0:00:03.069784 2021-04-10 04:21:48,298 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.39ms, fps=1770 images/s, loss=0.0397, top1-acc=98.82%, top5-acc=99.97%, remaining_time=0:00:24.994620, arrival_time=2021-04-10 04:22:13.292808, cost_time=0:00:04.517100 2021-04-10 04:21:49,751 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.92ms, fps=1762 images/s, loss=0.0406, top1-acc=98.77%, top5-acc=99.97%, remaining_time=0:00:23.283780, arrival_time=2021-04-10 04:22:13.035120, cost_time=0:00:05.970195 2021-04-10 04:21:51,201 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.42ms, fps=1766 images/s, loss=0.0390, top1-acc=98.76%, top5-acc=99.97%, remaining_time=0:00:21.666400, arrival_time=2021-04-10 04:22:12.867536, cost_time=0:00:07.420021 2021-04-10 04:21:52,647 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0410, top1-acc=98.72%, top5-acc=99.95%, remaining_time=0:00:20.097808, arrival_time=2021-04-10 04:22:12.745582, cost_time=0:00:08.866692 2021-04-10 04:21:54,094 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.36ms, fps=1770 images/s, loss=0.0411, top1-acc=98.76%, top5-acc=99.96%, remaining_time=0:00:18.563958, arrival_time=2021-04-10 04:22:12.658380, cost_time=0:00:10.313339 2021-04-10 04:21:55,541 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.30ms, fps=1769 images/s, loss=0.0417, top1-acc=98.78%, top5-acc=99.95%, remaining_time=0:00:17.052928, arrival_time=2021-04-10 04:22:12.594632, cost_time=0:00:11.760620 2021-04-10 04:21:56,990 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.65ms, fps=1768 images/s, loss=0.0427, top1-acc=98.75%, top5-acc=99.95%, remaining_time=0:00:15.557302, arrival_time=2021-04-10 04:22:12.547464, cost_time=0:00:13.209003 2021-04-10 04:21:58,436 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.34ms, fps=1771 images/s, loss=0.0428, top1-acc=98.75%, top5-acc=99.95%, remaining_time=0:00:14.069184, arrival_time=2021-04-10 04:22:12.505638, cost_time=0:00:14.655372 2021-04-10 04:21:59,882 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.29ms, fps=1770 images/s, loss=0.0440, top1-acc=98.70%, top5-acc=99.96%, remaining_time=0:00:12.588594, arrival_time=2021-04-10 04:22:12.471437, cost_time=0:00:16.101739 2021-04-10 04:22:01,331 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.42ms, fps=1768 images/s, loss=0.0443, top1-acc=98.67%, top5-acc=99.96%, remaining_time=0:00:11.115076, arrival_time=2021-04-10 04:22:12.446297, cost_time=0:00:17.550138 2021-04-10 04:22:02,777 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.36ms, fps=1771 images/s, loss=0.0430, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:09.644052, arrival_time=2021-04-10 04:22:12.421059, cost_time=0:00:18.995916 2021-04-10 04:22:04,226 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.33ms, fps=1766 images/s, loss=0.0434, top1-acc=98.69%, top5-acc=99.96%, remaining_time=0:00:08.178296, arrival_time=2021-04-10 04:22:12.405159, cost_time=0:00:20.445781 2021-04-10 04:22:05,673 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.47ms, fps=1770 images/s, loss=0.0435, top1-acc=98.69%, top5-acc=99.96%, remaining_time=0:00:06.713792, arrival_time=2021-04-10 04:22:12.387732, cost_time=0:00:21.892856 2021-04-10 04:22:07,120 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.34ms, fps=1771 images/s, loss=0.0440, top1-acc=98.69%, top5-acc=99.96%, remaining_time=0:00:05.251248, arrival_time=2021-04-10 04:22:12.371222, cost_time=0:00:23.338890 2021-04-10 04:22:08,568 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0441, top1-acc=98.69%, top5-acc=99.96%, remaining_time=0:00:03.791034, arrival_time=2021-04-10 04:22:12.359686, cost_time=0:00:24.787566 2021-04-10 04:22:10,015 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0437, top1-acc=98.70%, top5-acc=99.96%, remaining_time=0:00:02.331936, arrival_time=2021-04-10 04:22:12.347335, cost_time=0:00:26.234256 2021-04-10 04:22:11,463 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.19ms, fps=1769 images/s, loss=0.0437, top1-acc=98.69%, top5-acc=99.96%, remaining_time=0:00:00.874176, arrival_time=2021-04-10 04:22:12.337503, cost_time=0:00:27.682231 2021-04-10 04:22:12,251 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.16ms, fps=1727 images/s, loss=0.0433, top1-acc=98.70%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:12.251160, cost_time=0:00:28.470093 2021-04-10 04:22:12,792 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.16ms, fps=4733 images/s, loss=0.3057, top1-acc=92.30%, top5-acc=99.61%, remaining_time=0:00:01.622610, arrival_time=2021-04-10 04:22:14.415517, cost_time=0:00:00.540866 2021-04-10 04:22:13,266 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.15ms, fps=5414 images/s, loss=0.3196, top1-acc=92.40%, top5-acc=99.41%, remaining_time=0:00:01.014000, arrival_time=2021-04-10 04:22:14.280041, cost_time=0:00:01.014010 2021-04-10 04:22:13,737 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.52ms, fps=5430 images/s, loss=0.3312, top1-acc=92.25%, top5-acc=99.41%, remaining_time=0:00:00.495240, arrival_time=2021-04-10 04:22:14.233027, cost_time=0:00:01.485728 2021-04-10 04:22:14,177 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.06ms, fps=5276 images/s, loss=0.3331, top1-acc=92.16%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:14.177903, cost_time=0:00:01.925863 2021-04-10 04:22:16,733 INFO : Epoch=0147 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:28:17.815250, arrival_time=2021-04-10 04:50:34.548480, cost_time=1:18:29.034810 2021-04-10 04:22:16,733 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 04:22:18,378 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.33ms, fps=1557 images/s, loss=0.0494, top1-acc=98.67%, top5-acc=99.92%, remaining_time=0:00:30.575796, arrival_time=2021-04-10 04:22:48.953786, cost_time=0:00:01.643862 2021-04-10 04:22:19,827 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.61ms, fps=1767 images/s, loss=0.0463, top1-acc=98.65%, top5-acc=99.92%, remaining_time=0:00:27.222272, arrival_time=2021-04-10 04:22:47.049821, cost_time=0:00:03.093431 2021-04-10 04:22:21,271 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.32ms, fps=1774 images/s, loss=0.0429, top1-acc=98.70%, top5-acc=99.95%, remaining_time=0:00:25.106006, arrival_time=2021-04-10 04:22:46.377275, cost_time=0:00:04.537216 2021-04-10 04:22:22,722 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.83ms, fps=1765 images/s, loss=0.0418, top1-acc=98.77%, top5-acc=99.96%, remaining_time=0:00:23.354760, arrival_time=2021-04-10 04:22:46.077258, cost_time=0:00:05.988401 2021-04-10 04:22:24,168 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.36ms, fps=1771 images/s, loss=0.0402, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:21.708448, arrival_time=2021-04-10 04:22:45.876900, cost_time=0:00:07.434384 2021-04-10 04:22:25,615 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.38ms, fps=1769 images/s, loss=0.0416, top1-acc=98.73%, top5-acc=99.97%, remaining_time=0:00:20.131944, arrival_time=2021-04-10 04:22:45.747715, cost_time=0:00:08.881723 2021-04-10 04:22:27,060 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.32ms, fps=1773 images/s, loss=0.0402, top1-acc=98.77%, top5-acc=99.97%, remaining_time=0:00:18.587268, arrival_time=2021-04-10 04:22:45.647540, cost_time=0:00:10.326231 2021-04-10 04:22:28,505 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.44ms, fps=1772 images/s, loss=0.0393, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:17.068124, arrival_time=2021-04-10 04:22:45.573311, cost_time=0:00:11.771146 2021-04-10 04:22:29,956 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.0389, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:15.572566, arrival_time=2021-04-10 04:22:45.528632, cost_time=0:00:13.221958 2021-04-10 04:22:31,404 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0396, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:14.083584, arrival_time=2021-04-10 04:22:45.488003, cost_time=0:00:14.670352 2021-04-10 04:22:32,849 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.36ms, fps=1772 images/s, loss=0.0399, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:12.599172, arrival_time=2021-04-10 04:22:45.448417, cost_time=0:00:16.115190 2021-04-10 04:22:34,297 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.36ms, fps=1768 images/s, loss=0.0411, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:11.123816, arrival_time=2021-04-10 04:22:45.421755, cost_time=0:00:17.563896 2021-04-10 04:22:35,746 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0408, top1-acc=98.78%, top5-acc=99.98%, remaining_time=0:00:09.652368, arrival_time=2021-04-10 04:22:45.398690, cost_time=0:00:19.012287 2021-04-10 04:22:37,194 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0408, top1-acc=98.77%, top5-acc=99.98%, remaining_time=0:00:08.184176, arrival_time=2021-04-10 04:22:45.378610, cost_time=0:00:20.460392 2021-04-10 04:22:38,641 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.37ms, fps=1770 images/s, loss=0.0405, top1-acc=98.78%, top5-acc=99.98%, remaining_time=0:00:06.718162, arrival_time=2021-04-10 04:22:45.359199, cost_time=0:00:21.906995 2021-04-10 04:22:40,085 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.33ms, fps=1772 images/s, loss=0.0405, top1-acc=98.78%, top5-acc=99.98%, remaining_time=0:00:05.254128, arrival_time=2021-04-10 04:22:45.339869, cost_time=0:00:23.351701 2021-04-10 04:22:41,530 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0401, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:03.792386, arrival_time=2021-04-10 04:22:45.322831, cost_time=0:00:24.796413 2021-04-10 04:22:42,978 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0396, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:02.332864, arrival_time=2021-04-10 04:22:45.311670, cost_time=0:00:26.244699 2021-04-10 04:22:44,430 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.46ms, fps=1764 images/s, loss=0.0389, top1-acc=98.84%, top5-acc=99.98%, remaining_time=0:00:00.874638, arrival_time=2021-04-10 04:22:45.305515, cost_time=0:00:27.696806 2021-04-10 04:22:45,220 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.18ms, fps=1724 images/s, loss=0.0393, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:45.220326, cost_time=0:00:28.486287 2021-04-10 04:22:45,765 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.18ms, fps=4705 images/s, loss=0.4232, top1-acc=90.51%, top5-acc=99.14%, remaining_time=0:00:01.632180, arrival_time=2021-04-10 04:22:47.397495, cost_time=0:00:00.544063 2021-04-10 04:22:46,251 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=2.21ms, fps=5271 images/s, loss=0.4115, top1-acc=90.94%, top5-acc=99.06%, remaining_time=0:00:01.030100, arrival_time=2021-04-10 04:22:47.281451, cost_time=0:00:01.030104 2021-04-10 04:22:46,724 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.22ms, fps=5412 images/s, loss=0.4019, top1-acc=91.13%, top5-acc=99.15%, remaining_time=0:00:00.501140, arrival_time=2021-04-10 04:22:47.225806, cost_time=0:00:01.503424 2021-04-10 04:22:47,155 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.05ms, fps=5388 images/s, loss=0.3899, top1-acc=91.28%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-10 04:22:47.155514, cost_time=0:00:01.934287 2021-04-10 04:22:48,237 INFO : Epoch=0148 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:27:45.594944, arrival_time=2021-04-10 04:50:33.832766, cost_time=1:19:00.539451 2021-04-10 04:22:48,238 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 04:22:49,846 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.40ms, fps=1592 images/s, loss=0.0354, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:29.910660, arrival_time=2021-04-10 04:23:19.757475, cost_time=0:00:01.608105 2021-04-10 04:22:51,294 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.36ms, fps=1769 images/s, loss=0.0420, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:26.893680, arrival_time=2021-04-10 04:23:18.188519, cost_time=0:00:03.056096 2021-04-10 04:22:52,741 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.36ms, fps=1770 images/s, loss=0.0454, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:24.917762, arrival_time=2021-04-10 04:23:17.659600, cost_time=0:00:04.503207 2021-04-10 04:22:54,187 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0482, top1-acc=98.41%, top5-acc=99.96%, remaining_time=0:00:23.202036, arrival_time=2021-04-10 04:23:17.389981, cost_time=0:00:05.949258 2021-04-10 04:22:55,637 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.38ms, fps=1766 images/s, loss=0.0465, top1-acc=98.52%, top5-acc=99.97%, remaining_time=0:00:21.605080, arrival_time=2021-04-10 04:23:17.242758, cost_time=0:00:07.399022 2021-04-10 04:22:57,085 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.29ms, fps=1768 images/s, loss=0.0480, top1-acc=98.53%, top5-acc=99.96%, remaining_time=0:00:20.053880, arrival_time=2021-04-10 04:23:17.139823, cost_time=0:00:08.847317 2021-04-10 04:22:58,534 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.37ms, fps=1768 images/s, loss=0.0486, top1-acc=98.53%, top5-acc=99.96%, remaining_time=0:00:18.531828, arrival_time=2021-04-10 04:23:17.065928, cost_time=0:00:10.295474 2021-04-10 04:22:59,979 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.35ms, fps=1771 images/s, loss=0.0473, top1-acc=98.56%, top5-acc=99.96%, remaining_time=0:00:17.024624, arrival_time=2021-04-10 04:23:17.004379, cost_time=0:00:11.741123 2021-04-10 04:23:01,426 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.51ms, fps=1771 images/s, loss=0.0471, top1-acc=98.58%, top5-acc=99.96%, remaining_time=0:00:15.531650, arrival_time=2021-04-10 04:23:16.957568, cost_time=0:00:13.187213 2021-04-10 04:23:02,874 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0455, top1-acc=98.61%, top5-acc=99.96%, remaining_time=0:00:14.050080, arrival_time=2021-04-10 04:23:16.924260, cost_time=0:00:14.635548 2021-04-10 04:23:04,320 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0450, top1-acc=98.64%, top5-acc=99.96%, remaining_time=0:00:12.573200, arrival_time=2021-04-10 04:23:16.893810, cost_time=0:00:16.081969 2021-04-10 04:23:05,768 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.30ms, fps=1769 images/s, loss=0.0437, top1-acc=98.67%, top5-acc=99.97%, remaining_time=0:00:11.102004, arrival_time=2021-04-10 04:23:16.870182, cost_time=0:00:17.529538 2021-04-10 04:23:07,217 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.31ms, fps=1767 images/s, loss=0.0425, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:09.635472, arrival_time=2021-04-10 04:23:16.853048, cost_time=0:00:18.978945 2021-04-10 04:23:08,662 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0421, top1-acc=98.69%, top5-acc=99.97%, remaining_time=0:00:08.169616, arrival_time=2021-04-10 04:23:16.832208, cost_time=0:00:20.423973 2021-04-10 04:23:10,121 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.0415, top1-acc=98.71%, top5-acc=99.97%, remaining_time=0:00:06.710710, arrival_time=2021-04-10 04:23:16.832188, cost_time=0:00:21.882688 2021-04-10 04:23:11,579 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.60ms, fps=1757 images/s, loss=0.0407, top1-acc=98.75%, top5-acc=99.97%, remaining_time=0:00:05.251572, arrival_time=2021-04-10 04:23:16.830569, cost_time=0:00:23.340304 2021-04-10 04:23:13,029 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.71ms, fps=1766 images/s, loss=0.0410, top1-acc=98.75%, top5-acc=99.97%, remaining_time=0:00:03.791476, arrival_time=2021-04-10 04:23:16.820591, cost_time=0:00:24.790427 2021-04-10 04:23:14,476 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0406, top1-acc=98.77%, top5-acc=99.97%, remaining_time=0:00:02.332272, arrival_time=2021-04-10 04:23:16.809050, cost_time=0:00:26.238119 2021-04-10 04:23:15,925 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0403, top1-acc=98.77%, top5-acc=99.97%, remaining_time=0:00:00.874314, arrival_time=2021-04-10 04:23:16.799490, cost_time=0:00:27.686552 2021-04-10 04:23:16,713 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.33ms, fps=1726 images/s, loss=0.0402, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:16.713555, cost_time=0:00:28.474865 2021-04-10 04:23:17,258 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.18ms, fps=4706 images/s, loss=0.3814, top1-acc=91.29%, top5-acc=99.41%, remaining_time=0:00:01.632090, arrival_time=2021-04-10 04:23:18.890717, cost_time=0:00:00.544029 2021-04-10 04:23:17,758 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.56ms, fps=5121 images/s, loss=0.3746, top1-acc=91.37%, top5-acc=99.39%, remaining_time=0:00:01.044260, arrival_time=2021-04-10 04:23:18.803159, cost_time=0:00:01.044252 2021-04-10 04:23:18,234 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.18ms, fps=5391 images/s, loss=0.3883, top1-acc=91.16%, top5-acc=99.36%, remaining_time=0:00:00.506530, arrival_time=2021-04-10 04:23:18.740710, cost_time=0:00:01.519598 2021-04-10 04:23:18,665 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.05ms, fps=5379 images/s, loss=0.3872, top1-acc=91.27%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:18.665844, cost_time=0:00:01.951199 2021-04-10 04:23:19,677 INFO : Epoch=0149 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:27:13.361904, arrival_time=2021-04-10 04:50:33.039240, cost_time=1:19:31.978967 2021-04-10 04:23:19,678 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 04:23:21,280 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.50ms, fps=1598 images/s, loss=0.0357, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:29.791434, arrival_time=2021-04-10 04:23:51.071348, cost_time=0:00:01.601690 2021-04-10 04:23:22,729 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.54ms, fps=1767 images/s, loss=0.0441, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:00:26.849328, arrival_time=2021-04-10 04:23:49.578603, cost_time=0:00:03.051054 2021-04-10 04:23:24,179 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.33ms, fps=1766 images/s, loss=0.0434, top1-acc=98.58%, top5-acc=99.97%, remaining_time=0:00:24.904980, arrival_time=2021-04-10 04:23:49.084039, cost_time=0:00:04.500908 2021-04-10 04:23:25,627 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.42ms, fps=1768 images/s, loss=0.0403, top1-acc=98.71%, top5-acc=99.98%, remaining_time=0:00:23.202036, arrival_time=2021-04-10 04:23:48.829471, cost_time=0:00:05.949239 2021-04-10 04:23:27,077 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.40ms, fps=1767 images/s, loss=0.0395, top1-acc=98.74%, top5-acc=99.98%, remaining_time=0:00:21.604642, arrival_time=2021-04-10 04:23:48.681654, cost_time=0:00:07.398840 2021-04-10 04:23:28,523 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.39ms, fps=1770 images/s, loss=0.0396, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:20.049664, arrival_time=2021-04-10 04:23:48.573228, cost_time=0:00:08.845423 2021-04-10 04:23:29,970 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.39ms, fps=1770 images/s, loss=0.0385, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:18.525780, arrival_time=2021-04-10 04:23:48.496030, cost_time=0:00:10.292107 2021-04-10 04:23:31,417 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.57ms, fps=1769 images/s, loss=0.0377, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:17.022768, arrival_time=2021-04-10 04:23:48.440723, cost_time=0:00:11.739818 2021-04-10 04:23:32,866 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.51ms, fps=1768 images/s, loss=0.0367, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:15.532286, arrival_time=2021-04-10 04:23:48.398277, cost_time=0:00:13.187785 2021-04-10 04:23:34,313 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.48ms, fps=1770 images/s, loss=0.0371, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:14.049696, arrival_time=2021-04-10 04:23:48.362930, cost_time=0:00:14.635051 2021-04-10 04:23:35,758 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.48ms, fps=1772 images/s, loss=0.0379, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:12.571738, arrival_time=2021-04-10 04:23:48.330032, cost_time=0:00:16.080149 2021-04-10 04:23:37,205 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.20ms, fps=1769 images/s, loss=0.0380, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:11.100788, arrival_time=2021-04-10 04:23:48.306427, cost_time=0:00:17.527512 2021-04-10 04:23:38,652 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.37ms, fps=1769 images/s, loss=0.0376, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:09.633294, arrival_time=2021-04-10 04:23:48.286099, cost_time=0:00:18.974663 2021-04-10 04:23:40,099 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.34ms, fps=1770 images/s, loss=0.0383, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:08.168664, arrival_time=2021-04-10 04:23:48.268493, cost_time=0:00:20.421699 2021-04-10 04:23:41,552 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.0377, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:06.708042, arrival_time=2021-04-10 04:23:48.260267, cost_time=0:00:21.874082 2021-04-10 04:23:43,000 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.37ms, fps=1768 images/s, loss=0.0377, top1-acc=98.86%, top5-acc=99.98%, remaining_time=0:00:05.247540, arrival_time=2021-04-10 04:23:48.248124, cost_time=0:00:23.322431 2021-04-10 04:23:44,448 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.37ms, fps=1769 images/s, loss=0.0376, top1-acc=98.87%, top5-acc=99.98%, remaining_time=0:00:03.788408, arrival_time=2021-04-10 04:23:48.237110, cost_time=0:00:24.770334 2021-04-10 04:23:45,901 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.87ms, fps=1763 images/s, loss=0.0374, top1-acc=98.86%, top5-acc=99.98%, remaining_time=0:00:02.330944, arrival_time=2021-04-10 04:23:48.232163, cost_time=0:00:26.223033 2021-04-10 04:23:47,356 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.13ms, fps=1759 images/s, loss=0.0379, top1-acc=98.84%, top5-acc=99.98%, remaining_time=0:00:00.874068, arrival_time=2021-04-10 04:23:48.230978, cost_time=0:00:27.678776 2021-04-10 04:23:48,144 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.20ms, fps=1728 images/s, loss=0.0382, top1-acc=98.84%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:48.144083, cost_time=0:00:28.465957 2021-04-10 04:23:48,714 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.14ms, fps=4494 images/s, loss=0.3110, top1-acc=92.62%, top5-acc=99.37%, remaining_time=0:00:01.708980, arrival_time=2021-04-10 04:23:50.423704, cost_time=0:00:00.569661 2021-04-10 04:23:49,189 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.32ms, fps=5395 images/s, loss=0.3329, top1-acc=92.17%, top5-acc=99.36%, remaining_time=0:00:01.044740, arrival_time=2021-04-10 04:23:50.234466, cost_time=0:00:01.044741 2021-04-10 04:23:49,663 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.43ms, fps=5412 images/s, loss=0.3424, top1-acc=92.02%, top5-acc=99.37%, remaining_time=0:00:00.506040, arrival_time=2021-04-10 04:23:50.169150, cost_time=0:00:01.518120 2021-04-10 04:23:50,096 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.13ms, fps=5357 images/s, loss=0.3492, top1-acc=91.79%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 04:23:50.096606, cost_time=0:00:01.951539 2021-04-10 04:23:51,117 INFO : Epoch=0150 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:26:41.139650, arrival_time=2021-04-10 04:50:32.256949, cost_time=1:20:03.418939 2021-04-10 04:23:51,117 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 04:23:52,710 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.32ms, fps=1608 images/s, loss=0.0403, top1-acc=98.75%, top5-acc=99.96%, remaining_time=0:00:29.613246, arrival_time=2021-04-10 04:24:22.323447, cost_time=0:00:01.592107 2021-04-10 04:23:54,160 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.34ms, fps=1766 images/s, loss=0.0405, top1-acc=98.83%, top5-acc=99.96%, remaining_time=0:00:26.771360, arrival_time=2021-04-10 04:24:20.931671, cost_time=0:00:03.042197 2021-04-10 04:23:55,607 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.39ms, fps=1769 images/s, loss=0.0410, top1-acc=98.76%, top5-acc=99.95%, remaining_time=0:00:24.843560, arrival_time=2021-04-10 04:24:20.451377, cost_time=0:00:04.489807 2021-04-10 04:23:57,058 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.35ms, fps=1766 images/s, loss=0.0420, top1-acc=98.74%, top5-acc=99.95%, remaining_time=0:00:23.166468, arrival_time=2021-04-10 04:24:20.224656, cost_time=0:00:05.940122 2021-04-10 04:23:58,506 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.37ms, fps=1768 images/s, loss=0.0414, top1-acc=98.76%, top5-acc=99.96%, remaining_time=0:00:21.573982, arrival_time=2021-04-10 04:24:20.080392, cost_time=0:00:07.388371 2021-04-10 04:23:59,952 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.34ms, fps=1770 images/s, loss=0.0404, top1-acc=98.76%, top5-acc=99.97%, remaining_time=0:00:20.025728, arrival_time=2021-04-10 04:24:19.978605, cost_time=0:00:08.834864 2021-04-10 04:24:01,400 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0393, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:18.509148, arrival_time=2021-04-10 04:24:19.910007, cost_time=0:00:10.282848 2021-04-10 04:24:02,849 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.35ms, fps=1768 images/s, loss=0.0387, top1-acc=98.76%, top5-acc=99.98%, remaining_time=0:00:17.009892, arrival_time=2021-04-10 04:24:19.858873, cost_time=0:00:11.730976 2021-04-10 04:24:04,297 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.37ms, fps=1767 images/s, loss=0.0379, top1-acc=98.78%, top5-acc=99.97%, remaining_time=0:00:15.522852, arrival_time=2021-04-10 04:24:19.820723, cost_time=0:00:13.179787 2021-04-10 04:24:05,743 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0375, top1-acc=98.80%, top5-acc=99.98%, remaining_time=0:00:14.040192, arrival_time=2021-04-10 04:24:19.783386, cost_time=0:00:14.625154 2021-04-10 04:24:07,190 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.35ms, fps=1769 images/s, loss=0.0388, top1-acc=98.78%, top5-acc=99.98%, remaining_time=0:00:12.565890, arrival_time=2021-04-10 04:24:19.756522, cost_time=0:00:16.072621 2021-04-10 04:24:08,637 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0399, top1-acc=98.75%, top5-acc=99.97%, remaining_time=0:00:11.095924, arrival_time=2021-04-10 04:24:19.733845, cost_time=0:00:17.519922 2021-04-10 04:24:10,086 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.27ms, fps=1768 images/s, loss=0.0411, top1-acc=98.71%, top5-acc=99.97%, remaining_time=0:00:09.630060, arrival_time=2021-04-10 04:24:19.716410, cost_time=0:00:18.968340 2021-04-10 04:24:11,534 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.28ms, fps=1769 images/s, loss=0.0420, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:08.166368, arrival_time=2021-04-10 04:24:19.700361, cost_time=0:00:20.415987 2021-04-10 04:24:12,980 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.37ms, fps=1770 images/s, loss=0.0427, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:06.704454, arrival_time=2021-04-10 04:24:19.684821, cost_time=0:00:21.862363 2021-04-10 04:24:14,425 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.42ms, fps=1771 images/s, loss=0.0424, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:05.244264, arrival_time=2021-04-10 04:24:19.670124, cost_time=0:00:23.307856 2021-04-10 04:24:15,873 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.38ms, fps=1769 images/s, loss=0.0429, top1-acc=98.68%, top5-acc=99.97%, remaining_time=0:00:03.786172, arrival_time=2021-04-10 04:24:19.660054, cost_time=0:00:24.755715 2021-04-10 04:24:17,323 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.30ms, fps=1767 images/s, loss=0.0436, top1-acc=98.67%, top5-acc=99.97%, remaining_time=0:00:02.329376, arrival_time=2021-04-10 04:24:19.652860, cost_time=0:00:26.205477 2021-04-10 04:24:18,773 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.15ms, fps=1766 images/s, loss=0.0437, top1-acc=98.66%, top5-acc=99.96%, remaining_time=0:00:00.873318, arrival_time=2021-04-10 04:24:19.646419, cost_time=0:00:27.655078 2021-04-10 04:24:19,560 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.14ms, fps=1728 images/s, loss=0.0443, top1-acc=98.66%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:19.560394, cost_time=0:00:28.442410 2021-04-10 04:24:20,139 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=0.19ms, fps=4428 images/s, loss=0.3491, top1-acc=91.72%, top5-acc=99.26%, remaining_time=0:00:01.734270, arrival_time=2021-04-10 04:24:21.873633, cost_time=0:00:00.578090 2021-04-10 04:24:20,612 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.43ms, fps=5413 images/s, loss=0.3358, top1-acc=92.21%, top5-acc=99.34%, remaining_time=0:00:01.051360, arrival_time=2021-04-10 04:24:21.663992, cost_time=0:00:01.051358 2021-04-10 04:24:21,088 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.27ms, fps=5380 images/s, loss=0.3496, top1-acc=91.76%, top5-acc=99.39%, remaining_time=0:00:00.509170, arrival_time=2021-04-10 04:24:21.597962, cost_time=0:00:01.527513 2021-04-10 04:24:21,520 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.05ms, fps=5381 images/s, loss=0.3932, top1-acc=91.48%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:21.520244, cost_time=0:00:01.958985 2021-04-10 04:24:22,552 INFO : Epoch=0151 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:26:08.926100, arrival_time=2021-04-10 04:50:31.478414, cost_time=1:20:34.853953 2021-04-10 04:24:22,552 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 04:24:24,159 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.27ms, fps=1594 images/s, loss=0.0438, top1-acc=98.91%, top5-acc=99.96%, remaining_time=0:00:29.871972, arrival_time=2021-04-10 04:24:54.030984, cost_time=0:00:01.606018 2021-04-10 04:24:25,610 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.28ms, fps=1764 images/s, loss=0.0460, top1-acc=98.71%, top5-acc=99.96%, remaining_time=0:00:26.908288, arrival_time=2021-04-10 04:24:52.519132, cost_time=0:00:03.057768 2021-04-10 04:24:27,064 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0504, top1-acc=98.49%, top5-acc=99.93%, remaining_time=0:00:24.961918, arrival_time=2021-04-10 04:24:52.026173, cost_time=0:00:04.511186 2021-04-10 04:24:28,512 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0470, top1-acc=98.60%, top5-acc=99.94%, remaining_time=0:00:23.241816, arrival_time=2021-04-10 04:24:51.754251, cost_time=0:00:05.959428 2021-04-10 04:24:29,959 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0479, top1-acc=98.60%, top5-acc=99.94%, remaining_time=0:00:21.626396, arrival_time=2021-04-10 04:24:51.585828, cost_time=0:00:07.406308 2021-04-10 04:24:31,404 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.50ms, fps=1772 images/s, loss=0.0465, top1-acc=98.61%, top5-acc=99.95%, remaining_time=0:00:20.063944, arrival_time=2021-04-10 04:24:51.468680, cost_time=0:00:08.851717 2021-04-10 04:24:32,851 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.30ms, fps=1770 images/s, loss=0.0454, top1-acc=98.68%, top5-acc=99.95%, remaining_time=0:00:18.536868, arrival_time=2021-04-10 04:24:51.388151, cost_time=0:00:10.298290 2021-04-10 04:24:34,299 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.35ms, fps=1768 images/s, loss=0.0441, top1-acc=98.73%, top5-acc=99.95%, remaining_time=0:00:17.032164, arrival_time=2021-04-10 04:24:51.331469, cost_time=0:00:11.746306 2021-04-10 04:24:35,752 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.37ms, fps=1762 images/s, loss=0.0424, top1-acc=98.79%, top5-acc=99.95%, remaining_time=0:00:15.545748, arrival_time=2021-04-10 04:24:51.298168, cost_time=0:00:13.199177 2021-04-10 04:24:37,209 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.0410, top1-acc=98.82%, top5-acc=99.95%, remaining_time=0:00:14.070048, arrival_time=2021-04-10 04:24:51.279434, cost_time=0:00:14.656282 2021-04-10 04:24:38,658 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.33ms, fps=1767 images/s, loss=0.0408, top1-acc=98.80%, top5-acc=99.96%, remaining_time=0:00:12.591518, arrival_time=2021-04-10 04:24:51.249966, cost_time=0:00:16.105450 2021-04-10 04:24:40,109 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.32ms, fps=1765 images/s, loss=0.0408, top1-acc=98.81%, top5-acc=99.96%, remaining_time=0:00:11.118876, arrival_time=2021-04-10 04:24:51.228012, cost_time=0:00:17.556084 2021-04-10 04:24:41,556 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.29ms, fps=1769 images/s, loss=0.0397, top1-acc=98.84%, top5-acc=99.96%, remaining_time=0:00:09.648144, arrival_time=2021-04-10 04:24:51.205048, cost_time=0:00:19.003883 2021-04-10 04:24:43,003 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.37ms, fps=1771 images/s, loss=0.0389, top1-acc=98.85%, top5-acc=99.96%, remaining_time=0:00:08.180088, arrival_time=2021-04-10 04:24:51.183328, cost_time=0:00:20.450246 2021-04-10 04:24:44,451 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.30ms, fps=1768 images/s, loss=0.0386, top1-acc=98.86%, top5-acc=99.97%, remaining_time=0:00:06.715632, arrival_time=2021-04-10 04:24:51.167424, cost_time=0:00:21.898802 2021-04-10 04:24:45,898 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.38ms, fps=1770 images/s, loss=0.0375, top1-acc=98.88%, top5-acc=99.97%, remaining_time=0:00:05.252832, arrival_time=2021-04-10 04:24:51.151686, cost_time=0:00:23.345858 2021-04-10 04:24:47,348 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.50ms, fps=1767 images/s, loss=0.0366, top1-acc=98.90%, top5-acc=99.97%, remaining_time=0:00:03.792152, arrival_time=2021-04-10 04:24:51.140069, cost_time=0:00:24.794852 2021-04-10 04:24:48,795 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.36ms, fps=1769 images/s, loss=0.0360, top1-acc=98.92%, top5-acc=99.97%, remaining_time=0:00:02.332656, arrival_time=2021-04-10 04:24:51.128073, cost_time=0:00:26.242425 2021-04-10 04:24:50,243 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.15ms, fps=1768 images/s, loss=0.0359, top1-acc=98.94%, top5-acc=99.97%, remaining_time=0:00:00.874446, arrival_time=2021-04-10 04:24:51.118152, cost_time=0:00:27.690707 2021-04-10 04:24:51,030 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.15ms, fps=1730 images/s, loss=0.0359, top1-acc=98.94%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:51.030205, cost_time=0:00:28.477238 2021-04-10 04:24:51,569 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.19ms, fps=4753 images/s, loss=0.3707, top1-acc=91.52%, top5-acc=99.57%, remaining_time=0:00:01.615890, arrival_time=2021-04-10 04:24:53.185572, cost_time=0:00:00.538628 2021-04-10 04:24:52,042 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.30ms, fps=5414 images/s, loss=0.3573, top1-acc=91.89%, top5-acc=99.61%, remaining_time=0:00:01.011760, arrival_time=2021-04-10 04:24:53.054588, cost_time=0:00:01.011757 2021-04-10 04:24:52,517 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.37ms, fps=5394 images/s, loss=0.3534, top1-acc=92.06%, top5-acc=99.58%, remaining_time=0:00:00.495560, arrival_time=2021-04-10 04:24:53.013308, cost_time=0:00:01.486681 2021-04-10 04:24:52,948 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=5394 images/s, loss=0.3436, top1-acc=92.08%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:24:52.948142, cost_time=0:00:01.917095 2021-04-10 04:24:53,933 INFO : Epoch=0152 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:25:36.705936, arrival_time=2021-04-10 04:50:30.639744, cost_time=1:21:06.235450 2021-04-10 04:24:53,934 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 04:24:55,540 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.35ms, fps=1594 images/s, loss=0.0319, top1-acc=99.22%, top5-acc=99.96%, remaining_time=0:00:29.871414, arrival_time=2021-04-10 04:25:25.412149, cost_time=0:00:01.605994 2021-04-10 04:24:56,990 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.31ms, fps=1767 images/s, loss=0.0307, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:26.887520, arrival_time=2021-04-10 04:25:23.877662, cost_time=0:00:03.055397 2021-04-10 04:24:58,441 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.33ms, fps=1764 images/s, loss=0.0309, top1-acc=99.11%, top5-acc=99.97%, remaining_time=0:00:24.938512, arrival_time=2021-04-10 04:25:23.380130, cost_time=0:00:04.506963 2021-04-10 04:24:59,890 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.58ms, fps=1768 images/s, loss=0.0304, top1-acc=99.15%, top5-acc=99.97%, remaining_time=0:00:23.227152, arrival_time=2021-04-10 04:25:23.117578, cost_time=0:00:05.955692 2021-04-10 04:25:01,339 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.22ms, fps=1768 images/s, loss=0.0291, top1-acc=99.15%, top5-acc=99.98%, remaining_time=0:00:21.620556, arrival_time=2021-04-10 04:25:22.959524, cost_time=0:00:07.404312 2021-04-10 04:25:02,787 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.34ms, fps=1768 images/s, loss=0.0291, top1-acc=99.14%, top5-acc=99.98%, remaining_time=0:00:20.065984, arrival_time=2021-04-10 04:25:22.853293, cost_time=0:00:08.852649 2021-04-10 04:25:04,234 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0279, top1-acc=99.17%, top5-acc=99.98%, remaining_time=0:00:18.538884, arrival_time=2021-04-10 04:25:22.772923, cost_time=0:00:10.299394 2021-04-10 04:25:05,683 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.67ms, fps=1767 images/s, loss=0.0285, top1-acc=99.15%, top5-acc=99.98%, remaining_time=0:00:17.035412, arrival_time=2021-04-10 04:25:22.718663, cost_time=0:00:11.748591 2021-04-10 04:25:07,135 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.31ms, fps=1764 images/s, loss=0.0299, top1-acc=99.11%, top5-acc=99.97%, remaining_time=0:00:15.547338, arrival_time=2021-04-10 04:25:22.682650, cost_time=0:00:13.200582 2021-04-10 04:25:08,582 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.46ms, fps=1769 images/s, loss=0.0297, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:14.062176, arrival_time=2021-04-10 04:25:22.644898, cost_time=0:00:14.648055 2021-04-10 04:25:10,030 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.29ms, fps=1768 images/s, loss=0.0293, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:12.584122, arrival_time=2021-04-10 04:25:22.614799, cost_time=0:00:16.096020 2021-04-10 04:25:11,477 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.47ms, fps=1770 images/s, loss=0.0294, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:11.110516, arrival_time=2021-04-10 04:25:22.588085, cost_time=0:00:17.542910 2021-04-10 04:25:12,925 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.36ms, fps=1769 images/s, loss=0.0302, top1-acc=99.07%, top5-acc=99.98%, remaining_time=0:00:09.641346, arrival_time=2021-04-10 04:25:22.566543, cost_time=0:00:18.990542 2021-04-10 04:25:14,373 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.41ms, fps=1768 images/s, loss=0.0298, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:08.175608, arrival_time=2021-04-10 04:25:22.549227, cost_time=0:00:20.438971 2021-04-10 04:25:15,819 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.38ms, fps=1771 images/s, loss=0.0295, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:06.711308, arrival_time=2021-04-10 04:25:22.530698, cost_time=0:00:21.884734 2021-04-10 04:25:17,266 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.33ms, fps=1769 images/s, loss=0.0293, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:05.249700, arrival_time=2021-04-10 04:25:22.516339, cost_time=0:00:23.331982 2021-04-10 04:25:18,714 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0293, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:03.789890, arrival_time=2021-04-10 04:25:22.504589, cost_time=0:00:24.779983 2021-04-10 04:25:20,167 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.28ms, fps=1763 images/s, loss=0.0300, top1-acc=99.07%, top5-acc=99.98%, remaining_time=0:00:02.331760, arrival_time=2021-04-10 04:25:22.498842, cost_time=0:00:26.232359 2021-04-10 04:25:21,617 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.41ms, fps=1766 images/s, loss=0.0300, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:00.874200, arrival_time=2021-04-10 04:25:22.491888, cost_time=0:00:27.682968 2021-04-10 04:25:22,405 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.22ms, fps=1728 images/s, loss=0.0301, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:22.405179, cost_time=0:00:28.470529 2021-04-10 04:25:22,956 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.19ms, fps=4649 images/s, loss=0.4335, top1-acc=90.16%, top5-acc=99.10%, remaining_time=0:00:01.651980, arrival_time=2021-04-10 04:25:24.608801, cost_time=0:00:00.550665 2021-04-10 04:25:23,442 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.33ms, fps=5272 images/s, loss=0.4322, top1-acc=90.55%, top5-acc=99.10%, remaining_time=0:00:01.036580, arrival_time=2021-04-10 04:25:24.479450, cost_time=0:00:01.036580 2021-04-10 04:25:23,922 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.29ms, fps=5345 images/s, loss=0.4444, top1-acc=90.34%, top5-acc=99.14%, remaining_time=0:00:00.505400, arrival_time=2021-04-10 04:25:24.427760, cost_time=0:00:01.516201 2021-04-10 04:25:24,354 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.13ms, fps=5369 images/s, loss=0.4323, top1-acc=90.45%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:24.354845, cost_time=0:00:01.948617 2021-04-10 04:25:25,419 INFO : Epoch=0153 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:25:04.528656, arrival_time=2021-04-10 04:50:29.948026, cost_time=1:21:37.721009 2021-04-10 04:25:25,419 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 04:25:27,012 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.32ms, fps=1608 images/s, loss=0.0405, top1-acc=98.91%, top5-acc=99.96%, remaining_time=0:00:29.619198, arrival_time=2021-04-10 04:25:56.631813, cost_time=0:00:01.592430 2021-04-10 04:25:28,461 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.32ms, fps=1768 images/s, loss=0.0489, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:00:26.763264, arrival_time=2021-04-10 04:25:55.224755, cost_time=0:00:03.041289 2021-04-10 04:25:29,911 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.29ms, fps=1767 images/s, loss=0.0462, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:24.849702, arrival_time=2021-04-10 04:25:54.760711, cost_time=0:00:04.490918 2021-04-10 04:25:31,357 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.33ms, fps=1771 images/s, loss=0.0411, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:23.153832, arrival_time=2021-04-10 04:25:54.510882, cost_time=0:00:05.936899 2021-04-10 04:25:32,804 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.20ms, fps=1770 images/s, loss=0.0383, top1-acc=98.91%, top5-acc=99.98%, remaining_time=0:00:21.561426, arrival_time=2021-04-10 04:25:54.365571, cost_time=0:00:07.384041 2021-04-10 04:25:34,256 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.36ms, fps=1763 images/s, loss=0.0365, top1-acc=98.96%, top5-acc=99.98%, remaining_time=0:00:20.029400, arrival_time=2021-04-10 04:25:54.286027, cost_time=0:00:08.836514 2021-04-10 04:25:35,702 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.42ms, fps=1771 images/s, loss=0.0360, top1-acc=98.97%, top5-acc=99.98%, remaining_time=0:00:18.508518, arrival_time=2021-04-10 04:25:54.211127, cost_time=0:00:10.282520 2021-04-10 04:25:37,150 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.33ms, fps=1769 images/s, loss=0.0342, top1-acc=99.01%, top5-acc=99.98%, remaining_time=0:00:17.008964, arrival_time=2021-04-10 04:25:54.159616, cost_time=0:00:11.730317 2021-04-10 04:25:38,599 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.38ms, fps=1768 images/s, loss=0.0344, top1-acc=99.01%, top5-acc=99.97%, remaining_time=0:00:15.522110, arrival_time=2021-04-10 04:25:54.121410, cost_time=0:00:13.179129 2021-04-10 04:25:40,047 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.30ms, fps=1769 images/s, loss=0.0341, top1-acc=99.02%, top5-acc=99.98%, remaining_time=0:00:14.041920, arrival_time=2021-04-10 04:25:54.089042, cost_time=0:00:14.626951 2021-04-10 04:25:41,493 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.41ms, fps=1770 images/s, loss=0.0338, top1-acc=99.01%, top5-acc=99.98%, remaining_time=0:00:12.566664, arrival_time=2021-04-10 04:25:54.060441, cost_time=0:00:16.073686 2021-04-10 04:25:42,942 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.30ms, fps=1767 images/s, loss=0.0332, top1-acc=99.02%, top5-acc=99.98%, remaining_time=0:00:11.097596, arrival_time=2021-04-10 04:25:54.040312, cost_time=0:00:17.522557 2021-04-10 04:25:44,387 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.39ms, fps=1772 images/s, loss=0.0334, top1-acc=99.04%, top5-acc=99.98%, remaining_time=0:00:09.629796, arrival_time=2021-04-10 04:25:54.017622, cost_time=0:00:18.967727 2021-04-10 04:25:45,838 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.30ms, fps=1765 images/s, loss=0.0326, top1-acc=99.07%, top5-acc=99.98%, remaining_time=0:00:08.167432, arrival_time=2021-04-10 04:25:54.006132, cost_time=0:00:20.418609 2021-04-10 04:25:47,283 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.34ms, fps=1772 images/s, loss=0.0324, top1-acc=99.07%, top5-acc=99.98%, remaining_time=0:00:06.704776, arrival_time=2021-04-10 04:25:53.988307, cost_time=0:00:21.863442 2021-04-10 04:25:48,728 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.31ms, fps=1772 images/s, loss=0.0317, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:05.244480, arrival_time=2021-04-10 04:25:53.973374, cost_time=0:00:23.308807 2021-04-10 04:25:50,175 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0309, top1-acc=99.10%, top5-acc=99.98%, remaining_time=0:00:03.786120, arrival_time=2021-04-10 04:25:53.961714, cost_time=0:00:24.755433 2021-04-10 04:25:51,622 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0307, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:02.329088, arrival_time=2021-04-10 04:25:53.951369, cost_time=0:00:26.202192 2021-04-10 04:25:53,069 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.22ms, fps=1770 images/s, loss=0.0311, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:00.873132, arrival_time=2021-04-10 04:25:53.942407, cost_time=0:00:27.649195 2021-04-10 04:25:53,857 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.19ms, fps=1727 images/s, loss=0.0310, top1-acc=99.10%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:53.856995, cost_time=0:00:28.436901 2021-04-10 04:25:54,398 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.23ms, fps=4737 images/s, loss=0.3635, top1-acc=92.15%, top5-acc=99.41%, remaining_time=0:00:01.621260, arrival_time=2021-04-10 04:25:56.019663, cost_time=0:00:00.540417 2021-04-10 04:25:54,881 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.27ms, fps=5358 images/s, loss=0.3676, top1-acc=91.95%, top5-acc=99.39%, remaining_time=0:00:01.023620, arrival_time=2021-04-10 04:25:55.905226, cost_time=0:00:01.023623 2021-04-10 04:25:55,356 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.24ms, fps=5394 images/s, loss=0.3698, top1-acc=91.99%, top5-acc=99.39%, remaining_time=0:00:00.499500, arrival_time=2021-04-10 04:25:55.856157, cost_time=0:00:01.498506 2021-04-10 04:25:55,798 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.05ms, fps=5254 images/s, loss=0.3780, top1-acc=92.14%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 04:25:55.798682, cost_time=0:00:01.940670 2021-04-10 04:25:57,018 INFO : Epoch=0154 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:24:32.394220, arrival_time=2021-04-10 04:50:29.412455, cost_time=1:22:09.319848 2021-04-10 04:25:57,019 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 04:25:58,641 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=2.05ms, fps=1578 images/s, loss=0.0246, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:30.181662, arrival_time=2021-04-10 04:26:28.823457, cost_time=0:00:01.622670 2021-04-10 04:26:00,120 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.0212, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:27.174752, arrival_time=2021-04-10 04:26:27.284896, cost_time=0:00:03.088047 2021-04-10 04:26:01,568 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0214, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:25.173734, arrival_time=2021-04-10 04:26:26.742427, cost_time=0:00:04.549468 2021-04-10 04:26:03,035 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.35ms, fps=1747 images/s, loss=0.0215, top1-acc=99.30%, top5-acc=99.98%, remaining_time=0:00:23.460372, arrival_time=2021-04-10 04:26:26.495167, cost_time=0:00:06.015469 2021-04-10 04:26:04,503 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.0230, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:21.854302, arrival_time=2021-04-10 04:26:26.357880, cost_time=0:00:07.484356 2021-04-10 04:26:05,959 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.0229, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:20.265360, arrival_time=2021-04-10 04:26:26.225212, cost_time=0:00:08.940594 2021-04-10 04:26:07,413 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=2.85ms, fps=1763 images/s, loss=0.0238, top1-acc=99.25%, top5-acc=99.97%, remaining_time=0:00:18.708984, arrival_time=2021-04-10 04:26:26.122036, cost_time=0:00:10.393847 2021-04-10 04:26:08,862 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.37ms, fps=1766 images/s, loss=0.0250, top1-acc=99.18%, top5-acc=99.97%, remaining_time=0:00:17.173336, arrival_time=2021-04-10 04:26:26.036149, cost_time=0:00:11.843650 2021-04-10 04:26:10,308 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.32ms, fps=1772 images/s, loss=0.0269, top1-acc=99.16%, top5-acc=99.97%, remaining_time=0:00:15.651430, arrival_time=2021-04-10 04:26:25.959688, cost_time=0:00:13.288993 2021-04-10 04:26:11,757 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.37ms, fps=1767 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=99.96%, remaining_time=0:00:14.148672, arrival_time=2021-04-10 04:26:25.906027, cost_time=0:00:14.738177 2021-04-10 04:26:13,207 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.30ms, fps=1766 images/s, loss=0.0291, top1-acc=99.11%, top5-acc=99.96%, remaining_time=0:00:12.656190, arrival_time=2021-04-10 04:26:25.863467, cost_time=0:00:16.188141 2021-04-10 04:26:14,672 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.23ms, fps=1753 images/s, loss=0.0292, top1-acc=99.11%, top5-acc=99.97%, remaining_time=0:00:11.177852, arrival_time=2021-04-10 04:26:25.846259, cost_time=0:00:17.649181 2021-04-10 04:26:16,129 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.34ms, fps=1758 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=99.97%, remaining_time=0:00:09.701934, arrival_time=2021-04-10 04:26:25.831045, cost_time=0:00:19.109894 2021-04-10 04:26:17,577 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.25ms, fps=1768 images/s, loss=0.0288, top1-acc=99.12%, top5-acc=99.97%, remaining_time=0:00:08.223432, arrival_time=2021-04-10 04:26:25.801222, cost_time=0:00:20.558649 2021-04-10 04:26:19,030 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.0287, top1-acc=99.12%, top5-acc=99.97%, remaining_time=0:00:06.749994, arrival_time=2021-04-10 04:26:25.780048, cost_time=0:00:22.010835 2021-04-10 04:26:20,476 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0289, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:05.277816, arrival_time=2021-04-10 04:26:25.753882, cost_time=0:00:23.456930 2021-04-10 04:26:21,921 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0291, top1-acc=99.11%, top5-acc=99.97%, remaining_time=0:00:03.808636, arrival_time=2021-04-10 04:26:25.730309, cost_time=0:00:24.902538 2021-04-10 04:26:23,370 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.20ms, fps=1767 images/s, loss=0.0290, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:02.342368, arrival_time=2021-04-10 04:26:25.713123, cost_time=0:00:26.351561 2021-04-10 04:26:24,820 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:00.877920, arrival_time=2021-04-10 04:26:25.697883, cost_time=0:00:27.800842 2021-04-10 04:26:25,607 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.02ms, fps=1727 images/s, loss=0.0288, top1-acc=99.12%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:25.607905, cost_time=0:00:28.588793 2021-04-10 04:26:26,153 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.92ms, fps=4701 images/s, loss=0.3553, top1-acc=91.87%, top5-acc=99.45%, remaining_time=0:00:01.633710, arrival_time=2021-04-10 04:26:27.787083, cost_time=0:00:00.544574 2021-04-10 04:26:26,623 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.11ms, fps=5444 images/s, loss=0.3754, top1-acc=91.46%, top5-acc=99.39%, remaining_time=0:00:01.015140, arrival_time=2021-04-10 04:26:27.639078, cost_time=0:00:01.015145 2021-04-10 04:26:27,095 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.23ms, fps=5431 images/s, loss=0.3651, top1-acc=91.87%, top5-acc=99.44%, remaining_time=0:00:00.495590, arrival_time=2021-04-10 04:26:27.591153, cost_time=0:00:01.486775 2021-04-10 04:26:27,534 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=5288 images/s, loss=0.3569, top1-acc=91.98%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:27.534553, cost_time=0:00:01.925775 2021-04-10 04:26:28,598 INFO : Epoch=0155 complete, best val top1-acc=92.16%, top5-acc=99.48% (epoch=147), remaining_time=0:24:00.261270, arrival_time=2021-04-10 04:50:28.859505, cost_time=1:22:40.899875 2021-04-10 04:26:28,598 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 04:26:30,227 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.34ms, fps=1572 images/s, loss=0.0259, top1-acc=99.34%, top5-acc=99.96%, remaining_time=0:00:30.283032, arrival_time=2021-04-10 04:27:00.510166, cost_time=0:00:01.628122 2021-04-10 04:26:31,674 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.26ms, fps=1769 images/s, loss=0.0266, top1-acc=99.20%, top5-acc=99.94%, remaining_time=0:00:27.064400, arrival_time=2021-04-10 04:26:58.738930, cost_time=0:00:03.075499 2021-04-10 04:26:33,120 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0262, top1-acc=99.24%, top5-acc=99.96%, remaining_time=0:00:25.021512, arrival_time=2021-04-10 04:26:58.142396, cost_time=0:00:04.521958 2021-04-10 04:26:34,565 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.33ms, fps=1772 images/s, loss=0.0253, top1-acc=99.27%, top5-acc=99.96%, remaining_time=0:00:23.270208, arrival_time=2021-04-10 04:26:57.835837, cost_time=0:00:05.966707 2021-04-10 04:26:36,017 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.62ms, fps=1764 images/s, loss=0.0246, top1-acc=99.29%, top5-acc=99.97%, remaining_time=0:00:21.660852, arrival_time=2021-04-10 04:26:57.677931, cost_time=0:00:07.418084 2021-04-10 04:26:37,463 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.17ms, fps=1771 images/s, loss=0.0244, top1-acc=99.28%, top5-acc=99.97%, remaining_time=0:00:20.092368, arrival_time=2021-04-10 04:26:57.555554, cost_time=0:00:08.864260 2021-04-10 04:26:38,906 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0244, top1-acc=99.29%, top5-acc=99.97%, remaining_time=0:00:18.553248, arrival_time=2021-04-10 04:26:57.459511, cost_time=0:00:10.307345 2021-04-10 04:26:40,353 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0247, top1-acc=99.26%, top5-acc=99.98%, remaining_time=0:00:17.043880, arrival_time=2021-04-10 04:26:57.397202, cost_time=0:00:11.754394 2021-04-10 04:26:41,800 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.22ms, fps=1769 images/s, loss=0.0246, top1-acc=99.28%, top5-acc=99.97%, remaining_time=0:00:15.548716, arrival_time=2021-04-10 04:26:57.349345, cost_time=0:00:13.201702 2021-04-10 04:26:43,245 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.19ms, fps=1773 images/s, loss=0.0245, top1-acc=99.28%, top5-acc=99.97%, remaining_time=0:00:14.060352, arrival_time=2021-04-10 04:26:57.305578, cost_time=0:00:14.646151 2021-04-10 04:26:44,691 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.26ms, fps=1771 images/s, loss=0.0245, top1-acc=99.28%, top5-acc=99.98%, remaining_time=0:00:12.581284, arrival_time=2021-04-10 04:26:57.272540, cost_time=0:00:16.092316 2021-04-10 04:26:46,136 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0241, top1-acc=99.29%, top5-acc=99.98%, remaining_time=0:00:11.106944, arrival_time=2021-04-10 04:26:57.243172, cost_time=0:00:17.537309 2021-04-10 04:26:47,580 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0247, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:09.636990, arrival_time=2021-04-10 04:26:57.217925, cost_time=0:00:18.982006 2021-04-10 04:26:49,024 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0250, top1-acc=99.26%, top5-acc=99.98%, remaining_time=0:00:08.170344, arrival_time=2021-04-10 04:26:57.195136, cost_time=0:00:20.425870 2021-04-10 04:26:50,469 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.21ms, fps=1773 images/s, loss=0.0245, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:06.706892, arrival_time=2021-04-10 04:26:57.176057, cost_time=0:00:21.870248 2021-04-10 04:26:51,918 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.73ms, fps=1767 images/s, loss=0.0246, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:05.246820, arrival_time=2021-04-10 04:26:57.165000, cost_time=0:00:23.319255 2021-04-10 04:26:53,363 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.25ms, fps=1771 images/s, loss=0.0244, top1-acc=99.29%, top5-acc=99.98%, remaining_time=0:00:03.787550, arrival_time=2021-04-10 04:26:57.151220, cost_time=0:00:24.764744 2021-04-10 04:26:54,809 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.22ms, fps=1771 images/s, loss=0.0246, top1-acc=99.28%, top5-acc=99.98%, remaining_time=0:00:02.329840, arrival_time=2021-04-10 04:26:57.139391, cost_time=0:00:26.210630 2021-04-10 04:26:56,257 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.08ms, fps=1768 images/s, loss=0.0250, top1-acc=99.27%, top5-acc=99.98%, remaining_time=0:00:00.873432, arrival_time=2021-04-10 04:26:57.130979, cost_time=0:00:27.658638 2021-04-10 04:26:57,043 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.00ms, fps=1731 images/s, loss=0.0251, top1-acc=99.26%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:57.043582, cost_time=0:00:28.444670 2021-04-10 04:26:57,581 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=0.28ms, fps=4769 images/s, loss=0.3202, top1-acc=93.01%, top5-acc=99.53%, remaining_time=0:00:01.610520, arrival_time=2021-04-10 04:26:59.191805, cost_time=0:00:00.536840 2021-04-10 04:26:58,052 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.11ms, fps=5434 images/s, loss=0.3125, top1-acc=93.20%, top5-acc=99.43%, remaining_time=0:00:01.008220, arrival_time=2021-04-10 04:26:59.060879, cost_time=0:00:01.008212 2021-04-10 04:26:58,524 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.48ms, fps=5427 images/s, loss=0.3174, top1-acc=93.03%, top5-acc=99.51%, remaining_time=0:00:00.493410, arrival_time=2021-04-10 04:26:59.018096, cost_time=0:00:01.480223 2021-04-10 04:26:58,956 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=5378 images/s, loss=0.3250, top1-acc=92.97%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:26:58.956389, cost_time=0:00:01.911953 2021-04-10 04:27:01,030 INFO : Epoch=0156 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:23:28.375716, arrival_time=2021-04-10 04:50:29.406122, cost_time=1:23:13.332020 2021-04-10 04:27:01,031 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 04:27:02,651 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.43ms, fps=1580 images/s, loss=0.0189, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:30.138882, arrival_time=2021-04-10 04:27:32.790726, cost_time=0:00:01.620368 2021-04-10 04:27:04,098 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.75ms, fps=1770 images/s, loss=0.0224, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:26.990480, arrival_time=2021-04-10 04:27:31.089113, cost_time=0:00:03.067092 2021-04-10 04:27:05,544 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.31ms, fps=1771 images/s, loss=0.0252, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:24.972874, arrival_time=2021-04-10 04:27:30.517666, cost_time=0:00:04.513156 2021-04-10 04:27:06,991 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.25ms, fps=1771 images/s, loss=0.0259, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:23.242596, arrival_time=2021-04-10 04:27:30.233744, cost_time=0:00:05.959652 2021-04-10 04:27:08,438 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.40ms, fps=1769 images/s, loss=0.0254, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:21.628294, arrival_time=2021-04-10 04:27:30.066697, cost_time=0:00:07.406936 2021-04-10 04:27:09,884 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.39ms, fps=1771 images/s, loss=0.0246, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:20.066664, arrival_time=2021-04-10 04:27:29.951138, cost_time=0:00:08.852926 2021-04-10 04:27:11,329 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.33ms, fps=1772 images/s, loss=0.0243, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:18.536112, arrival_time=2021-04-10 04:27:29.865454, cost_time=0:00:10.297869 2021-04-10 04:27:12,776 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.35ms, fps=1769 images/s, loss=0.0241, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:17.030424, arrival_time=2021-04-10 04:27:29.807011, cost_time=0:00:11.745106 2021-04-10 04:27:14,223 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.52ms, fps=1770 images/s, loss=0.0237, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:15.537162, arrival_time=2021-04-10 04:27:29.760587, cost_time=0:00:13.191951 2021-04-10 04:27:15,671 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0237, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:14.053920, arrival_time=2021-04-10 04:27:29.724985, cost_time=0:00:14.639542 2021-04-10 04:27:17,117 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0236, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:12.575952, arrival_time=2021-04-10 04:27:29.692910, cost_time=0:00:16.085478 2021-04-10 04:27:18,560 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0243, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:11.101472, arrival_time=2021-04-10 04:27:29.661569, cost_time=0:00:17.528623 2021-04-10 04:27:20,007 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.52ms, fps=1769 images/s, loss=0.0244, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:09.634218, arrival_time=2021-04-10 04:27:29.642122, cost_time=0:00:18.976438 2021-04-10 04:27:21,450 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.34ms, fps=1775 images/s, loss=0.0246, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:08.167768, arrival_time=2021-04-10 04:27:29.618653, cost_time=0:00:20.419428 2021-04-10 04:27:22,897 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0252, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:06.705696, arrival_time=2021-04-10 04:27:29.603544, cost_time=0:00:21.866382 2021-04-10 04:27:24,345 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.38ms, fps=1769 images/s, loss=0.0246, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:05.245704, arrival_time=2021-04-10 04:27:29.591396, cost_time=0:00:23.314220 2021-04-10 04:27:25,791 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.26ms, fps=1771 images/s, loss=0.0247, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:03.786848, arrival_time=2021-04-10 04:27:29.578497, cost_time=0:00:24.760184 2021-04-10 04:27:27,241 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.25ms, fps=1766 images/s, loss=0.0248, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:02.329776, arrival_time=2021-04-10 04:27:29.571265, cost_time=0:00:26.210027 2021-04-10 04:27:28,687 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.02ms, fps=1771 images/s, loss=0.0245, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:00.873348, arrival_time=2021-04-10 04:27:29.560925, cost_time=0:00:27.656071 2021-04-10 04:27:29,473 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.16ms, fps=1732 images/s, loss=0.0242, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:27:29.473230, cost_time=0:00:28.441760 2021-04-10 04:27:30,012 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.27ms, fps=4755 images/s, loss=0.3533, top1-acc=92.11%, top5-acc=99.73%, remaining_time=0:00:01.615110, arrival_time=2021-04-10 04:27:31.627732, cost_time=0:00:00.538371 2021-04-10 04:27:30,484 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.25ms, fps=5431 images/s, loss=0.3394, top1-acc=92.48%, top5-acc=99.65%, remaining_time=0:00:01.010040, arrival_time=2021-04-10 04:27:31.494342, cost_time=0:00:01.010049 2021-04-10 04:27:30,956 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.24ms, fps=5430 images/s, loss=0.3405, top1-acc=92.64%, top5-acc=99.66%, remaining_time=0:00:00.493940, arrival_time=2021-04-10 04:27:31.450006, cost_time=0:00:01.481814 2021-04-10 04:27:31,389 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.05ms, fps=5351 images/s, loss=0.3369, top1-acc=92.58%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:27:31.389897, cost_time=0:00:01.915658 2021-04-10 04:27:32,411 INFO : Epoch=0157 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:22:56.195306, arrival_time=2021-04-10 04:50:28.606759, cost_time=1:23:44.713094 2021-04-10 04:27:32,412 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 04:27:34,019 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.39ms, fps=1592 images/s, loss=0.0159, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:29.901360, arrival_time=2021-04-10 04:28:03.921173, cost_time=0:00:01.607603 2021-04-10 04:27:35,465 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.38ms, fps=1772 images/s, loss=0.0146, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:26.867456, arrival_time=2021-04-10 04:28:02.332788, cost_time=0:00:03.053116 2021-04-10 04:27:36,910 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.33ms, fps=1772 images/s, loss=0.0166, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:24.890040, arrival_time=2021-04-10 04:28:01.800386, cost_time=0:00:04.498208 2021-04-10 04:27:38,357 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.21ms, fps=1770 images/s, loss=0.0172, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:23.184876, arrival_time=2021-04-10 04:28:01.542033, cost_time=0:00:05.944856 2021-04-10 04:27:39,805 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.21ms, fps=1769 images/s, loss=0.0177, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:21.586976, arrival_time=2021-04-10 04:28:01.391943, cost_time=0:00:07.392806 2021-04-10 04:27:41,248 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.33ms, fps=1774 images/s, loss=0.0194, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:20.028448, arrival_time=2021-04-10 04:28:01.276660, cost_time=0:00:08.836078 2021-04-10 04:27:42,693 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0205, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:18.505494, arrival_time=2021-04-10 04:28:01.198453, cost_time=0:00:10.280828 2021-04-10 04:27:44,136 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.22ms, fps=1774 images/s, loss=0.0204, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:16.999800, arrival_time=2021-04-10 04:28:01.135929, cost_time=0:00:11.724000 2021-04-10 04:27:45,581 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.15ms, fps=1772 images/s, loss=0.0202, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:15.510132, arrival_time=2021-04-10 04:28:01.091344, cost_time=0:00:13.169005 2021-04-10 04:27:47,025 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0200, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:14.028864, arrival_time=2021-04-10 04:28:01.054442, cost_time=0:00:14.613449 2021-04-10 04:27:48,468 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.19ms, fps=1775 images/s, loss=0.0196, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:12.553076, arrival_time=2021-04-10 04:28:01.021440, cost_time=0:00:16.056228 2021-04-10 04:27:49,913 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0192, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:11.084220, arrival_time=2021-04-10 04:28:00.997727, cost_time=0:00:17.501368 2021-04-10 04:27:51,354 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.17ms, fps=1777 images/s, loss=0.0196, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:09.616926, arrival_time=2021-04-10 04:28:00.971534, cost_time=0:00:18.942470 2021-04-10 04:27:52,801 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.33ms, fps=1770 images/s, loss=0.0200, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:08.155616, arrival_time=2021-04-10 04:28:00.956858, cost_time=0:00:20.389101 2021-04-10 04:27:54,246 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.40ms, fps=1772 images/s, loss=0.0197, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:06.695852, arrival_time=2021-04-10 04:28:00.942365, cost_time=0:00:21.834369 2021-04-10 04:27:55,693 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.30ms, fps=1770 images/s, loss=0.0201, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:05.238324, arrival_time=2021-04-10 04:28:00.931877, cost_time=0:00:23.281412 2021-04-10 04:27:57,139 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.26ms, fps=1771 images/s, loss=0.0201, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:03.781856, arrival_time=2021-04-10 04:28:00.921503, cost_time=0:00:24.727486 2021-04-10 04:27:58,586 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.20ms, fps=1770 images/s, loss=0.0208, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:02.326608, arrival_time=2021-04-10 04:28:00.913110, cost_time=0:00:26.174297 2021-04-10 04:28:00,033 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.39ms, fps=1770 images/s, loss=0.0210, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:00.872244, arrival_time=2021-04-10 04:28:00.905661, cost_time=0:00:27.621062 2021-04-10 04:28:00,823 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.13ms, fps=1723 images/s, loss=0.0212, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:00.823613, cost_time=0:00:28.411495 2021-04-10 04:28:01,363 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.16ms, fps=4750 images/s, loss=0.3592, top1-acc=92.15%, top5-acc=99.57%, remaining_time=0:00:01.616820, arrival_time=2021-04-10 04:28:02.980231, cost_time=0:00:00.538939 2021-04-10 04:28:01,835 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.13ms, fps=5430 images/s, loss=0.3733, top1-acc=91.76%, top5-acc=99.51%, remaining_time=0:00:01.010660, arrival_time=2021-04-10 04:28:02.845801, cost_time=0:00:01.010651 2021-04-10 04:28:02,308 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.11ms, fps=5417 images/s, loss=0.3674, top1-acc=91.99%, top5-acc=99.48%, remaining_time=0:00:00.494520, arrival_time=2021-04-10 04:28:02.802549, cost_time=0:00:01.483558 2021-04-10 04:28:02,736 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=5420 images/s, loss=0.3555, top1-acc=92.14%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:02.736369, cost_time=0:00:01.911904 2021-04-10 04:28:03,790 INFO : Epoch=0158 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:22:24.024528, arrival_time=2021-04-10 04:50:27.815102, cost_time=1:24:16.092211 2021-04-10 04:28:03,791 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 04:28:05,411 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.49ms, fps=1580 images/s, loss=0.0268, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:30.127908, arrival_time=2021-04-10 04:28:35.539009, cost_time=0:00:01.619779 2021-04-10 04:28:06,857 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.29ms, fps=1770 images/s, loss=0.0267, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:26.983792, arrival_time=2021-04-10 04:28:33.841476, cost_time=0:00:03.066335 2021-04-10 04:28:08,304 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.54ms, fps=1770 images/s, loss=0.0233, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:24.973372, arrival_time=2021-04-10 04:28:33.277882, cost_time=0:00:04.513250 2021-04-10 04:28:09,752 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0251, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:23.249928, arrival_time=2021-04-10 04:28:33.002705, cost_time=0:00:05.961521 2021-04-10 04:28:11,199 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.33ms, fps=1770 images/s, loss=0.0233, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:21.631652, arrival_time=2021-04-10 04:28:32.831063, cost_time=0:00:07.408098 2021-04-10 04:28:12,646 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0219, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:20.071016, arrival_time=2021-04-10 04:28:32.717119, cost_time=0:00:08.854849 2021-04-10 04:28:14,089 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.27ms, fps=1774 images/s, loss=0.0207, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:18.537120, arrival_time=2021-04-10 04:28:32.626732, cost_time=0:00:10.298368 2021-04-10 04:28:15,533 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.21ms, fps=1773 images/s, loss=0.0211, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:17.026480, arrival_time=2021-04-10 04:28:32.560149, cost_time=0:00:11.742425 2021-04-10 04:28:16,982 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.20ms, fps=1767 images/s, loss=0.0207, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:15.536526, arrival_time=2021-04-10 04:28:32.519187, cost_time=0:00:13.191363 2021-04-10 04:28:18,428 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.27ms, fps=1771 images/s, loss=0.0203, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:14.051712, arrival_time=2021-04-10 04:28:32.480186, cost_time=0:00:14.637211 2021-04-10 04:28:19,874 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.36ms, fps=1771 images/s, loss=0.0200, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:12.573888, arrival_time=2021-04-10 04:28:32.448062, cost_time=0:00:16.082924 2021-04-10 04:28:21,319 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0204, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:11.101396, arrival_time=2021-04-10 04:28:32.421216, cost_time=0:00:17.528569 2021-04-10 04:28:22,764 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.11ms, fps=1772 images/s, loss=0.0200, top1-acc=99.42%, top5-acc=99.98%, remaining_time=0:00:09.632634, arrival_time=2021-04-10 04:28:32.397260, cost_time=0:00:18.973378 2021-04-10 04:28:24,215 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.19ms, fps=1765 images/s, loss=0.0201, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:08.169616, arrival_time=2021-04-10 04:28:32.384934, cost_time=0:00:20.424069 2021-04-10 04:28:25,658 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.16ms, fps=1774 images/s, loss=0.0199, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:06.705972, arrival_time=2021-04-10 04:28:32.364566, cost_time=0:00:21.867349 2021-04-10 04:28:27,109 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.36ms, fps=1765 images/s, loss=0.0202, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:05.246568, arrival_time=2021-04-10 04:28:32.355860, cost_time=0:00:23.318046 2021-04-10 04:28:28,551 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.25ms, fps=1776 images/s, loss=0.0209, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:03.786848, arrival_time=2021-04-10 04:28:32.338236, cost_time=0:00:24.760144 2021-04-10 04:28:29,997 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.51ms, fps=1770 images/s, loss=0.0206, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:02.329472, arrival_time=2021-04-10 04:28:32.327367, cost_time=0:00:26.206642 2021-04-10 04:28:31,441 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=0.99ms, fps=1773 images/s, loss=0.0207, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:00.873174, arrival_time=2021-04-10 04:28:32.314939, cost_time=0:00:27.650536 2021-04-10 04:28:32,228 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.05ms, fps=1729 images/s, loss=0.0208, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:32.228798, cost_time=0:00:28.437516 2021-04-10 04:28:32,787 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.19ms, fps=4590 images/s, loss=0.3956, top1-acc=91.52%, top5-acc=99.45%, remaining_time=0:00:01.673040, arrival_time=2021-04-10 04:28:34.460436, cost_time=0:00:00.557685 2021-04-10 04:28:33,259 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.28ms, fps=5432 images/s, loss=0.3879, top1-acc=91.91%, top5-acc=99.41%, remaining_time=0:00:01.029280, arrival_time=2021-04-10 04:28:34.288265, cost_time=0:00:01.029273 2021-04-10 04:28:33,731 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.26ms, fps=5421 images/s, loss=0.3702, top1-acc=92.34%, top5-acc=99.45%, remaining_time=0:00:00.500610, arrival_time=2021-04-10 04:28:34.232178, cost_time=0:00:01.501829 2021-04-10 04:28:34,163 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.05ms, fps=5381 images/s, loss=0.3552, top1-acc=92.49%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:28:34.163152, cost_time=0:00:01.933453 2021-04-10 04:28:35,194 INFO : Epoch=0159 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:21:51.869948, arrival_time=2021-04-10 04:50:27.064001, cost_time=1:24:47.495689 2021-04-10 04:28:35,194 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 04:28:36,799 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.17ms, fps=1596 images/s, loss=0.0214, top1-acc=99.30%, top5-acc=99.96%, remaining_time=0:00:29.839236, arrival_time=2021-04-10 04:29:06.638231, cost_time=0:00:01.604265 2021-04-10 04:28:38,250 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.35ms, fps=1764 images/s, loss=0.0187, top1-acc=99.43%, top5-acc=99.98%, remaining_time=0:00:26.892800, arrival_time=2021-04-10 04:29:05.143645, cost_time=0:00:03.056008 2021-04-10 04:28:39,698 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.67ms, fps=1770 images/s, loss=0.0191, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:24.918260, arrival_time=2021-04-10 04:29:04.616327, cost_time=0:00:04.503293 2021-04-10 04:28:41,143 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.20ms, fps=1771 images/s, loss=0.0182, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:23.200476, arrival_time=2021-04-10 04:29:04.344068, cost_time=0:00:05.948840 2021-04-10 04:28:42,589 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.28ms, fps=1771 images/s, loss=0.0174, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:21.592962, arrival_time=2021-04-10 04:29:04.182512, cost_time=0:00:07.394829 2021-04-10 04:28:44,035 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.27ms, fps=1771 images/s, loss=0.0190, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:20.038784, arrival_time=2021-04-10 04:29:04.074231, cost_time=0:00:08.840649 2021-04-10 04:28:45,479 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.19ms, fps=1774 images/s, loss=0.0177, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:18.512046, arrival_time=2021-04-10 04:29:03.991256, cost_time=0:00:10.284477 2021-04-10 04:28:46,924 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0180, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:17.007804, arrival_time=2021-04-10 04:29:03.932023, cost_time=0:00:11.729499 2021-04-10 04:28:48,370 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.57ms, fps=1770 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:15.518612, arrival_time=2021-04-10 04:29:03.889563, cost_time=0:00:13.176222 2021-04-10 04:28:49,816 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0175, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.036736, arrival_time=2021-04-10 04:29:03.853126, cost_time=0:00:14.621610 2021-04-10 04:28:51,258 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.16ms, fps=1775 images/s, loss=0.0170, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:12.559182, arrival_time=2021-04-10 04:29:03.818008, cost_time=0:00:16.064087 2021-04-10 04:28:52,706 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0166, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:11.090832, arrival_time=2021-04-10 04:29:03.797409, cost_time=0:00:17.511850 2021-04-10 04:28:54,152 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.44ms, fps=1771 images/s, loss=0.0164, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:09.624714, arrival_time=2021-04-10 04:29:03.777150, cost_time=0:00:18.957714 2021-04-10 04:28:55,596 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.30ms, fps=1773 images/s, loss=0.0166, top1-acc=99.52%, top5-acc=99.99%, remaining_time=0:00:08.160880, arrival_time=2021-04-10 04:29:03.757826, cost_time=0:00:20.402213 2021-04-10 04:28:57,045 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.23ms, fps=1768 images/s, loss=0.0164, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:06.700912, arrival_time=2021-04-10 04:29:03.746467, cost_time=0:00:21.850834 2021-04-10 04:28:58,492 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.27ms, fps=1769 images/s, loss=0.0169, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:05.242104, arrival_time=2021-04-10 04:29:03.735050, cost_time=0:00:23.298214 2021-04-10 04:28:59,938 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0167, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:03.784300, arrival_time=2021-04-10 04:29:03.722478, cost_time=0:00:24.743445 2021-04-10 04:29:01,383 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0173, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:02.327888, arrival_time=2021-04-10 04:29:03.711432, cost_time=0:00:26.188824 2021-04-10 04:29:02,828 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.00ms, fps=1772 images/s, loss=0.0174, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:00.872646, arrival_time=2021-04-10 04:29:03.701285, cost_time=0:00:27.633871 2021-04-10 04:29:03,614 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.16ms, fps=1731 images/s, loss=0.0180, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:03.614652, cost_time=0:00:28.419931 2021-04-10 04:29:04,157 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=2.14ms, fps=4722 images/s, loss=0.4015, top1-acc=91.72%, top5-acc=99.49%, remaining_time=0:00:01.626420, arrival_time=2021-04-10 04:29:05.784170, cost_time=0:00:00.542145 2021-04-10 04:29:04,628 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.25ms, fps=5443 images/s, loss=0.3826, top1-acc=91.97%, top5-acc=99.55%, remaining_time=0:00:01.012760, arrival_time=2021-04-10 04:29:05.641130, cost_time=0:00:01.012766 2021-04-10 04:29:05,099 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.08ms, fps=5438 images/s, loss=0.3831, top1-acc=91.99%, top5-acc=99.49%, remaining_time=0:00:00.494610, arrival_time=2021-04-10 04:29:05.594057, cost_time=0:00:01.483839 2021-04-10 04:29:05,529 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.05ms, fps=5403 images/s, loss=0.3853, top1-acc=92.11%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:05.529140, cost_time=0:00:01.913542 2021-04-10 04:29:06,528 INFO : Epoch=0160 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:21:19.707520, arrival_time=2021-04-10 04:50:26.235951, cost_time=1:25:18.830067 2021-04-10 04:29:06,529 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 04:29:08,119 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.27ms, fps=1610 images/s, loss=0.0254, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:29.574186, arrival_time=2021-04-10 04:29:37.693413, cost_time=0:00:01.590012 2021-04-10 04:29:09,566 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.35ms, fps=1770 images/s, loss=0.0290, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:26.727360, arrival_time=2021-04-10 04:29:36.293754, cost_time=0:00:03.037204 2021-04-10 04:29:11,014 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0273, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:24.817166, arrival_time=2021-04-10 04:29:35.831339, cost_time=0:00:04.485032 2021-04-10 04:29:12,458 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.70ms, fps=1772 images/s, loss=0.0258, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:23.126064, arrival_time=2021-04-10 04:29:35.584983, cost_time=0:00:05.929743 2021-04-10 04:29:13,903 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.22ms, fps=1773 images/s, loss=0.0263, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:21.533102, arrival_time=2021-04-10 04:29:35.436616, cost_time=0:00:07.374366 2021-04-10 04:29:15,349 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.19ms, fps=1771 images/s, loss=0.0250, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:19.992544, arrival_time=2021-04-10 04:29:35.341895, cost_time=0:00:08.820224 2021-04-10 04:29:16,792 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0244, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:18.474624, arrival_time=2021-04-10 04:29:35.267425, cost_time=0:00:10.263679 2021-04-10 04:29:18,238 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.28ms, fps=1771 images/s, loss=0.0236, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:16.978920, arrival_time=2021-04-10 04:29:35.217635, cost_time=0:00:11.709589 2021-04-10 04:29:19,684 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.37ms, fps=1771 images/s, loss=0.0229, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:15.493914, arrival_time=2021-04-10 04:29:35.178341, cost_time=0:00:13.155231 2021-04-10 04:29:21,135 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.0226, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:14.022528, arrival_time=2021-04-10 04:29:35.158475, cost_time=0:00:14.606810 2021-04-10 04:29:22,587 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.26ms, fps=1764 images/s, loss=0.0224, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:12.554538, arrival_time=2021-04-10 04:29:35.141890, cost_time=0:00:16.058131 2021-04-10 04:29:24,037 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.32ms, fps=1766 images/s, loss=0.0219, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:11.088628, arrival_time=2021-04-10 04:29:35.126185, cost_time=0:00:17.508349 2021-04-10 04:29:25,482 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.30ms, fps=1772 images/s, loss=0.0222, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:09.622404, arrival_time=2021-04-10 04:29:35.104781, cost_time=0:00:18.953237 2021-04-10 04:29:26,928 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.80ms, fps=1770 images/s, loss=0.0228, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:08.159816, arrival_time=2021-04-10 04:29:35.088609, cost_time=0:00:20.399605 2021-04-10 04:29:28,372 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.31ms, fps=1774 images/s, loss=0.0229, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:06.698520, arrival_time=2021-04-10 04:29:35.070660, cost_time=0:00:21.842987 2021-04-10 04:29:29,821 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.56ms, fps=1767 images/s, loss=0.0226, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:05.240772, arrival_time=2021-04-10 04:29:35.062292, cost_time=0:00:23.292375 2021-04-10 04:29:31,264 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.27ms, fps=1774 images/s, loss=0.0225, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:03.783104, arrival_time=2021-04-10 04:29:35.047968, cost_time=0:00:24.735742 2021-04-10 04:29:32,713 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.19ms, fps=1768 images/s, loss=0.0222, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:02.327488, arrival_time=2021-04-10 04:29:35.040835, cost_time=0:00:26.184221 2021-04-10 04:29:34,161 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.03ms, fps=1768 images/s, loss=0.0221, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00.872610, arrival_time=2021-04-10 04:29:35.034404, cost_time=0:00:27.632634 2021-04-10 04:29:34,947 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=0.98ms, fps=1731 images/s, loss=0.0220, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:34.947636, cost_time=0:00:28.418507 2021-04-10 04:29:35,500 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.38ms, fps=4643 images/s, loss=0.3789, top1-acc=91.64%, top5-acc=99.10%, remaining_time=0:00:01.654230, arrival_time=2021-04-10 04:29:37.154247, cost_time=0:00:00.551408 2021-04-10 04:29:35,972 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.20ms, fps=5419 images/s, loss=0.3757, top1-acc=92.05%, top5-acc=99.36%, remaining_time=0:00:01.024140, arrival_time=2021-04-10 04:29:36.996899, cost_time=0:00:01.024141 2021-04-10 04:29:36,444 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.31ms, fps=5430 images/s, loss=0.3752, top1-acc=92.15%, top5-acc=99.41%, remaining_time=0:00:00.498630, arrival_time=2021-04-10 04:29:36.943128, cost_time=0:00:01.495881 2021-04-10 04:29:36,874 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.05ms, fps=5400 images/s, loss=0.3894, top1-acc=92.10%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 04:29:36.874423, cost_time=0:00:01.925824 2021-04-10 04:29:37,909 INFO : Epoch=0161 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:20:47.566671, arrival_time=2021-04-10 04:50:25.476226, cost_time=1:25:50.211193 2021-04-10 04:29:37,910 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 04:29:39,541 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.27ms, fps=1570 images/s, loss=0.0215, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:30.335856, arrival_time=2021-04-10 04:30:09.877109, cost_time=0:00:01.630955 2021-04-10 04:29:40,988 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.46ms, fps=1770 images/s, loss=0.0216, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:27.087104, arrival_time=2021-04-10 04:30:08.075478, cost_time=0:00:03.078087 2021-04-10 04:29:42,432 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.27ms, fps=1773 images/s, loss=0.0204, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:25.023836, arrival_time=2021-04-10 04:30:07.456430, cost_time=0:00:04.522366 2021-04-10 04:29:43,877 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.32ms, fps=1773 images/s, loss=0.0202, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:23.270988, arrival_time=2021-04-10 04:30:07.148230, cost_time=0:00:05.966932 2021-04-10 04:29:45,322 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0198, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:21.644792, arrival_time=2021-04-10 04:30:06.967612, cost_time=0:00:07.412601 2021-04-10 04:29:46,767 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.34ms, fps=1772 images/s, loss=0.0188, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:20.076728, arrival_time=2021-04-10 04:30:06.844294, cost_time=0:00:08.857355 2021-04-10 04:29:48,222 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.51ms, fps=1760 images/s, loss=0.0189, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:18.561942, arrival_time=2021-04-10 04:30:06.784441, cost_time=0:00:10.312193 2021-04-10 04:29:49,682 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.32ms, fps=1754 images/s, loss=0.0185, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:17.069400, arrival_time=2021-04-10 04:30:06.751625, cost_time=0:00:11.772009 2021-04-10 04:29:51,129 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.20ms, fps=1770 images/s, loss=0.0182, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:15.568644, arrival_time=2021-04-10 04:30:06.697574, cost_time=0:00:13.218635 2021-04-10 04:29:52,572 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.29ms, fps=1775 images/s, loss=0.0178, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.075328, arrival_time=2021-04-10 04:30:06.647350, cost_time=0:00:14.661809 2021-04-10 04:29:54,016 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.31ms, fps=1773 images/s, loss=0.0185, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:12.592120, arrival_time=2021-04-10 04:30:06.608717, cost_time=0:00:16.106219 2021-04-10 04:29:55,461 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0185, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:11.115912, arrival_time=2021-04-10 04:30:06.577610, cost_time=0:00:17.551466 2021-04-10 04:29:56,908 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.25ms, fps=1770 images/s, loss=0.0185, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:09.645306, arrival_time=2021-04-10 04:30:06.553904, cost_time=0:00:18.998359 2021-04-10 04:29:58,355 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.19ms, fps=1770 images/s, loss=0.0182, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:08.177960, arrival_time=2021-04-10 04:30:06.533036, cost_time=0:00:20.444865 2021-04-10 04:29:59,797 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.21ms, fps=1776 images/s, loss=0.0180, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:06.711998, arrival_time=2021-04-10 04:30:06.509132, cost_time=0:00:21.886919 2021-04-10 04:30:01,240 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:05.249340, arrival_time=2021-04-10 04:30:06.489885, cost_time=0:00:23.330322 2021-04-10 04:30:02,685 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.33ms, fps=1773 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:03.789084, arrival_time=2021-04-10 04:30:06.474192, cost_time=0:00:24.774840 2021-04-10 04:30:04,133 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0170, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:02.330944, arrival_time=2021-04-10 04:30:06.464317, cost_time=0:00:26.223148 2021-04-10 04:30:05,579 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=0.99ms, fps=1770 images/s, loss=0.0172, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:00.873774, arrival_time=2021-04-10 04:30:06.453590, cost_time=0:00:27.669574 2021-04-10 04:30:06,366 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.05ms, fps=1730 images/s, loss=0.0171, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:06.366284, cost_time=0:00:28.456086 2021-04-10 04:30:06,905 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.15ms, fps=4756 images/s, loss=0.3579, top1-acc=92.89%, top5-acc=99.61%, remaining_time=0:00:01.614660, arrival_time=2021-04-10 04:30:08.520027, cost_time=0:00:00.538224 2021-04-10 04:30:07,375 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.28ms, fps=5444 images/s, loss=0.3629, top1-acc=92.77%, top5-acc=99.51%, remaining_time=0:00:01.008740, arrival_time=2021-04-10 04:30:08.384623, cost_time=0:00:01.008745 2021-04-10 04:30:07,848 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.23ms, fps=5424 images/s, loss=0.3668, top1-acc=92.80%, top5-acc=99.44%, remaining_time=0:00:00.493660, arrival_time=2021-04-10 04:30:08.341772, cost_time=0:00:01.480973 2021-04-10 04:30:08,277 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=5412 images/s, loss=0.3616, top1-acc=92.85%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:08.277086, cost_time=0:00:01.909954 2021-04-10 04:30:09,384 INFO : Epoch=0162 complete, best val top1-acc=92.97%, top5-acc=99.54% (epoch=156), remaining_time=0:20:15.457170, arrival_time=2021-04-10 04:50:24.841330, cost_time=1:26:21.685797 2021-04-10 04:30:09,384 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 04:30:10,975 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.38ms, fps=1610 images/s, loss=0.0145, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.574930, arrival_time=2021-04-10 04:30:40.549956, cost_time=0:00:01.590053 2021-04-10 04:30:12,420 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0191, top1-acc=99.49%, top5-acc=99.98%, remaining_time=0:00:26.714512, arrival_time=2021-04-10 04:30:39.135128, cost_time=0:00:03.035749 2021-04-10 04:30:13,865 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0186, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:24.794258, arrival_time=2021-04-10 04:30:38.660085, cost_time=0:00:04.480894 2021-04-10 04:30:15,311 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0184, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:23.114364, arrival_time=2021-04-10 04:30:38.425962, cost_time=0:00:05.926744 2021-04-10 04:30:16,763 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.57ms, fps=1763 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=99.99%, remaining_time=0:00:21.546680, arrival_time=2021-04-10 04:30:38.310578, cost_time=0:00:07.378976 2021-04-10 04:30:18,210 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.40ms, fps=1771 images/s, loss=0.0173, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:20.004104, arrival_time=2021-04-10 04:30:38.214319, cost_time=0:00:08.825355 2021-04-10 04:30:19,655 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.22ms, fps=1771 images/s, loss=0.0166, top1-acc=99.50%, top5-acc=99.99%, remaining_time=0:00:18.487476, arrival_time=2021-04-10 04:30:38.143167, cost_time=0:00:10.270825 2021-04-10 04:30:21,101 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.70ms, fps=1771 images/s, loss=0.0167, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:16.989128, arrival_time=2021-04-10 04:30:38.090605, cost_time=0:00:11.716620 2021-04-10 04:30:22,544 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.30ms, fps=1775 images/s, loss=0.0157, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:15.498896, arrival_time=2021-04-10 04:30:38.043202, cost_time=0:00:13.159445 2021-04-10 04:30:23,992 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.28ms, fps=1768 images/s, loss=0.0152, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:14.023296, arrival_time=2021-04-10 04:30:38.015809, cost_time=0:00:14.607578 2021-04-10 04:30:25,435 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0148, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:12.548948, arrival_time=2021-04-10 04:30:37.984789, cost_time=0:00:16.050963 2021-04-10 04:30:26,882 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.34ms, fps=1771 images/s, loss=0.0156, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:11.081560, arrival_time=2021-04-10 04:30:37.963673, cost_time=0:00:17.497248 2021-04-10 04:30:28,326 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.23ms, fps=1773 images/s, loss=0.0156, top1-acc=99.53%, top5-acc=99.99%, remaining_time=0:00:09.616530, arrival_time=2021-04-10 04:30:37.943056, cost_time=0:00:18.941671 2021-04-10 04:30:29,772 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.35ms, fps=1771 images/s, loss=0.0153, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:08.155056, arrival_time=2021-04-10 04:30:37.927638, cost_time=0:00:20.387710 2021-04-10 04:30:31,219 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0150, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:06.695990, arrival_time=2021-04-10 04:30:37.915613, cost_time=0:00:21.834767 2021-04-10 04:30:32,662 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0148, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:05.237532, arrival_time=2021-04-10 04:30:37.900351, cost_time=0:00:23.277959 2021-04-10 04:30:34,109 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0146, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:03.781414, arrival_time=2021-04-10 04:30:37.890854, cost_time=0:00:24.724584 2021-04-10 04:30:35,555 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.34ms, fps=1771 images/s, loss=0.0146, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:02.326256, arrival_time=2021-04-10 04:30:37.881426, cost_time=0:00:26.170319 2021-04-10 04:30:36,997 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.00ms, fps=1775 images/s, loss=0.0146, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:00.871986, arrival_time=2021-04-10 04:30:37.869696, cost_time=0:00:27.612864 2021-04-10 04:30:37,783 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.01ms, fps=1732 images/s, loss=0.0145, top1-acc=99.56%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:37.783120, cost_time=0:00:28.398223 2021-04-10 04:30:38,343 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.16ms, fps=4572 images/s, loss=0.3615, top1-acc=92.66%, top5-acc=99.57%, remaining_time=0:00:01.679580, arrival_time=2021-04-10 04:30:40.023494, cost_time=0:00:00.559864 2021-04-10 04:30:38,816 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.32ms, fps=5417 images/s, loss=0.3308, top1-acc=93.34%, top5-acc=99.43%, remaining_time=0:00:01.032720, arrival_time=2021-04-10 04:30:39.849488, cost_time=0:00:01.032711 2021-04-10 04:30:39,289 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.25ms, fps=5418 images/s, loss=0.3291, top1-acc=93.28%, top5-acc=99.51%, remaining_time=0:00:00.501820, arrival_time=2021-04-10 04:30:39.791375, cost_time=0:00:01.505472 2021-04-10 04:30:39,720 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=5394 images/s, loss=0.3383, top1-acc=93.09%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:30:39.720018, cost_time=0:00:01.935980 2021-04-10 04:30:41,716 INFO : Epoch=0163 complete, best val top1-acc=93.09%, top5-acc=99.55% (epoch=163), remaining_time=0:19:43.550228, arrival_time=2021-04-10 04:50:25.267157, cost_time=1:26:54.018557 2021-04-10 04:30:41,717 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 04:30:43,320 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.27ms, fps=1597 images/s, loss=0.0166, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:29.810220, arrival_time=2021-04-10 04:31:13.130523, cost_time=0:00:01.602695 2021-04-10 04:30:44,767 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.36ms, fps=1769 images/s, loss=0.0116, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:26.838944, arrival_time=2021-04-10 04:31:11.606504, cost_time=0:00:03.049885 2021-04-10 04:30:46,215 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.16ms, fps=1768 images/s, loss=0.0117, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:24.889874, arrival_time=2021-04-10 04:31:11.105712, cost_time=0:00:04.498160 2021-04-10 04:30:47,659 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.20ms, fps=1774 images/s, loss=0.0126, top1-acc=99.68%, top5-acc=99.99%, remaining_time=0:00:23.174112, arrival_time=2021-04-10 04:31:10.833788, cost_time=0:00:05.942070 2021-04-10 04:30:49,104 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.40ms, fps=1772 images/s, loss=0.0128, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:00:21.569310, arrival_time=2021-04-10 04:31:10.673717, cost_time=0:00:07.386745 2021-04-10 04:30:50,550 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.24ms, fps=1771 images/s, loss=0.0126, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:00:20.020560, arrival_time=2021-04-10 04:31:10.570779, cost_time=0:00:08.832612 2021-04-10 04:30:51,995 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0127, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:00:18.499950, arrival_time=2021-04-10 04:31:10.495291, cost_time=0:00:10.277740 2021-04-10 04:30:53,440 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.28ms, fps=1772 images/s, loss=0.0132, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:16.998524, arrival_time=2021-04-10 04:31:10.439279, cost_time=0:00:11.723148 2021-04-10 04:30:54,887 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0127, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:15.511298, arrival_time=2021-04-10 04:31:10.399077, cost_time=0:00:13.170008 2021-04-10 04:30:56,333 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0129, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:14.031360, arrival_time=2021-04-10 04:31:10.364999, cost_time=0:00:14.616024 2021-04-10 04:30:57,781 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.67ms, fps=1769 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:12.559010, arrival_time=2021-04-10 04:31:10.340504, cost_time=0:00:16.063880 2021-04-10 04:30:59,225 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.29ms, fps=1774 images/s, loss=0.0127, top1-acc=99.63%, top5-acc=99.99%, remaining_time=0:00:11.088248, arrival_time=2021-04-10 04:31:10.313582, cost_time=0:00:17.507736 2021-04-10 04:31:00,669 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.23ms, fps=1774 images/s, loss=0.0130, top1-acc=99.62%, top5-acc=99.99%, remaining_time=0:00:09.621480, arrival_time=2021-04-10 04:31:10.290464, cost_time=0:00:18.951375 2021-04-10 04:31:02,113 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.37ms, fps=1773 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:08.158192, arrival_time=2021-04-10 04:31:10.271314, cost_time=0:00:20.395526 2021-04-10 04:31:03,556 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0123, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:06.697416, arrival_time=2021-04-10 04:31:10.254350, cost_time=0:00:21.839333 2021-04-10 04:31:04,999 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.31ms, fps=1775 images/s, loss=0.0125, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:05.238504, arrival_time=2021-04-10 04:31:10.238317, cost_time=0:00:23.282212 2021-04-10 04:31:06,444 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.27ms, fps=1773 images/s, loss=0.0126, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:03.781700, arrival_time=2021-04-10 04:31:10.225719, cost_time=0:00:24.726422 2021-04-10 04:31:07,887 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0127, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:02.326192, arrival_time=2021-04-10 04:31:10.213487, cost_time=0:00:26.169634 2021-04-10 04:31:09,333 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.15ms, fps=1771 images/s, loss=0.0125, top1-acc=99.65%, top5-acc=99.99%, remaining_time=0:00:00.872076, arrival_time=2021-04-10 04:31:10.205486, cost_time=0:00:27.615813 2021-04-10 04:31:10,117 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.11ms, fps=1736 images/s, loss=0.0128, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:10.117190, cost_time=0:00:28.399600 2021-04-10 04:31:10,658 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.17ms, fps=4734 images/s, loss=0.3735, top1-acc=92.58%, top5-acc=99.45%, remaining_time=0:00:01.622310, arrival_time=2021-04-10 04:31:12.281146, cost_time=0:00:00.540771 2021-04-10 04:31:11,130 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.18ms, fps=5430 images/s, loss=0.3721, top1-acc=92.66%, top5-acc=99.53%, remaining_time=0:00:01.012500, arrival_time=2021-04-10 04:31:12.143067, cost_time=0:00:01.012508 2021-04-10 04:31:11,601 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.10ms, fps=5437 images/s, loss=0.3498, top1-acc=92.96%, top5-acc=99.53%, remaining_time=0:00:00.494550, arrival_time=2021-04-10 04:31:12.096278, cost_time=0:00:01.483656 2021-04-10 04:31:12,032 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.05ms, fps=5393 images/s, loss=0.3650, top1-acc=92.86%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:12.032203, cost_time=0:00:01.914154 2021-04-10 04:31:13,089 INFO : Epoch=0164 complete, best val top1-acc=93.09%, top5-acc=99.55% (epoch=163), remaining_time=0:19:11.427312, arrival_time=2021-04-10 04:50:24.516792, cost_time=1:27:25.391119 2021-04-10 04:31:13,090 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 04:31:14,733 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.50ms, fps=1558 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.564264, arrival_time=2021-04-10 04:31:45.297765, cost_time=0:00:01.643241 2021-04-10 04:31:16,178 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.67ms, fps=1773 images/s, loss=0.0076, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:27.173344, arrival_time=2021-04-10 04:31:43.351502, cost_time=0:00:03.087873 2021-04-10 04:31:17,624 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.31ms, fps=1771 images/s, loss=0.0090, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:25.090402, arrival_time=2021-04-10 04:31:42.715013, cost_time=0:00:04.534424 2021-04-10 04:31:19,070 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0085, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.322312, arrival_time=2021-04-10 04:31:42.392573, cost_time=0:00:05.980091 2021-04-10 04:31:20,532 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.0088, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.732246, arrival_time=2021-04-10 04:31:42.265052, cost_time=0:00:07.442568 2021-04-10 04:31:21,980 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.26ms, fps=1769 images/s, loss=0.0096, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:20.152208, arrival_time=2021-04-10 04:31:42.133046, cost_time=0:00:08.890671 2021-04-10 04:31:23,428 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.19ms, fps=1769 images/s, loss=0.0094, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:18.609444, arrival_time=2021-04-10 04:31:42.038165, cost_time=0:00:10.338553 2021-04-10 04:31:24,874 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.33ms, fps=1771 images/s, loss=0.0101, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:17.087264, arrival_time=2021-04-10 04:31:41.961740, cost_time=0:00:11.784308 2021-04-10 04:31:26,321 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0103, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:15.583484, arrival_time=2021-04-10 04:31:41.905000, cost_time=0:00:13.231248 2021-04-10 04:31:27,765 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.19ms, fps=1774 images/s, loss=0.0104, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:14.087808, arrival_time=2021-04-10 04:31:41.852791, cost_time=0:00:14.674803 2021-04-10 04:31:29,211 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0106, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.604160, arrival_time=2021-04-10 04:31:41.815901, cost_time=0:00:16.121562 2021-04-10 04:31:30,655 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.21ms, fps=1774 images/s, loss=0.0107, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:11.124576, arrival_time=2021-04-10 04:31:41.779870, cost_time=0:00:17.565128 2021-04-10 04:31:32,100 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.24ms, fps=1771 images/s, loss=0.0109, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:09.651576, arrival_time=2021-04-10 04:31:41.752365, cost_time=0:00:19.010623 2021-04-10 04:31:33,544 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0113, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.181768, arrival_time=2021-04-10 04:31:41.726353, cost_time=0:00:20.454407 2021-04-10 04:31:34,988 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0122, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:06.715402, arrival_time=2021-04-10 04:31:41.703565, cost_time=0:00:21.897995 2021-04-10 04:31:36,432 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0123, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.251968, arrival_time=2021-04-10 04:31:41.684187, cost_time=0:00:23.342046 2021-04-10 04:31:37,875 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.32ms, fps=1775 images/s, loss=0.0119, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:03.790618, arrival_time=2021-04-10 04:31:41.665644, cost_time=0:00:24.784854 2021-04-10 04:31:39,320 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0117, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:02.331568, arrival_time=2021-04-10 04:31:41.651969, cost_time=0:00:26.230178 2021-04-10 04:31:40,764 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.00ms, fps=1774 images/s, loss=0.0119, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00.873912, arrival_time=2021-04-10 04:31:41.638048, cost_time=0:00:27.673968 2021-04-10 04:31:41,552 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.16ms, fps=1725 images/s, loss=0.0119, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:41.552811, cost_time=0:00:28.462642 2021-04-10 04:31:42,095 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.16ms, fps=4728 images/s, loss=0.3503, top1-acc=93.09%, top5-acc=99.65%, remaining_time=0:00:01.624260, arrival_time=2021-04-10 04:31:43.719441, cost_time=0:00:00.541422 2021-04-10 04:31:42,567 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.15ms, fps=5421 images/s, loss=0.3481, top1-acc=93.09%, top5-acc=99.55%, remaining_time=0:00:01.014000, arrival_time=2021-04-10 04:31:43.581737, cost_time=0:00:01.013994 2021-04-10 04:31:43,040 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.17ms, fps=5419 images/s, loss=0.3610, top1-acc=92.67%, top5-acc=99.53%, remaining_time=0:00:00.495570, arrival_time=2021-04-10 04:31:43.536015, cost_time=0:00:01.486699 2021-04-10 04:31:43,472 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.05ms, fps=5378 images/s, loss=0.3401, top1-acc=92.95%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:31:43.472130, cost_time=0:00:01.918395 2021-04-10 04:31:44,566 INFO : Epoch=0165 complete, best val top1-acc=93.09%, top5-acc=99.55% (epoch=163), remaining_time=0:18:39.335665, arrival_time=2021-04-10 04:50:23.902180, cost_time=1:27:56.868149 2021-04-10 04:31:44,567 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 04:31:46,226 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.16ms, fps=1543 images/s, loss=0.0102, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:30.859632, arrival_time=2021-04-10 04:32:17.085963, cost_time=0:00:01.659124 2021-04-10 04:31:47,672 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.49ms, fps=1771 images/s, loss=0.0094, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:27.326464, arrival_time=2021-04-10 04:32:14.999055, cost_time=0:00:03.105290 2021-04-10 04:31:49,115 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.78ms, fps=1774 images/s, loss=0.0084, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:25.169086, arrival_time=2021-04-10 04:32:14.284985, cost_time=0:00:04.548644 2021-04-10 04:31:50,562 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.25ms, fps=1771 images/s, loss=0.0093, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:23.380344, arrival_time=2021-04-10 04:32:13.942537, cost_time=0:00:05.994947 2021-04-10 04:31:52,007 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.38ms, fps=1772 images/s, loss=0.0086, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.724362, arrival_time=2021-04-10 04:32:13.731405, cost_time=0:00:07.439833 2021-04-10 04:31:53,455 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.19ms, fps=1768 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:20.146768, arrival_time=2021-04-10 04:32:13.602332, cost_time=0:00:08.888281 2021-04-10 04:31:54,902 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.42ms, fps=1770 images/s, loss=0.0091, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:18.602640, arrival_time=2021-04-10 04:32:13.504688, cost_time=0:00:10.334824 2021-04-10 04:31:56,348 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0091, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:17.082392, arrival_time=2021-04-10 04:32:13.430598, cost_time=0:00:11.781000 2021-04-10 04:31:57,795 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0095, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:15.580092, arrival_time=2021-04-10 04:32:13.375690, cost_time=0:00:13.228382 2021-04-10 04:31:59,238 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.31ms, fps=1774 images/s, loss=0.0094, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:14.084736, arrival_time=2021-04-10 04:32:13.323513, cost_time=0:00:14.671573 2021-04-10 04:32:00,685 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.23ms, fps=1770 images/s, loss=0.0097, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:12.601408, arrival_time=2021-04-10 04:32:13.286820, cost_time=0:00:16.118097 2021-04-10 04:32:02,130 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.43ms, fps=1773 images/s, loss=0.0095, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:11.123208, arrival_time=2021-04-10 04:32:13.253355, cost_time=0:00:17.562940 2021-04-10 04:32:03,574 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.22ms, fps=1773 images/s, loss=0.0097, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:09.649926, arrival_time=2021-04-10 04:32:13.224560, cost_time=0:00:19.007430 2021-04-10 04:32:05,020 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0103, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:08.181264, arrival_time=2021-04-10 04:32:13.201640, cost_time=0:00:20.453160 2021-04-10 04:32:06,464 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.37ms, fps=1773 images/s, loss=0.0103, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:06.715264, arrival_time=2021-04-10 04:32:13.180100, cost_time=0:00:21.897621 2021-04-10 04:32:07,909 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.38ms, fps=1773 images/s, loss=0.0107, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.251968, arrival_time=2021-04-10 04:32:13.161335, cost_time=0:00:23.342160 2021-04-10 04:32:09,358 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.36ms, fps=1767 images/s, loss=0.0107, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.791554, arrival_time=2021-04-10 04:32:13.149777, cost_time=0:00:24.790999 2021-04-10 04:32:10,803 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.49ms, fps=1772 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:02.332128, arrival_time=2021-04-10 04:32:13.135819, cost_time=0:00:26.236475 2021-04-10 04:32:12,249 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.08ms, fps=1771 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00.874170, arrival_time=2021-04-10 04:32:13.123364, cost_time=0:00:27.682000 2021-04-10 04:32:13,034 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.18ms, fps=1732 images/s, loss=0.0106, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:13.034866, cost_time=0:00:28.467669 2021-04-10 04:32:13,590 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.17ms, fps=4694 images/s, loss=0.3131, top1-acc=93.12%, top5-acc=99.49%, remaining_time=0:00:01.636140, arrival_time=2021-04-10 04:32:15.226845, cost_time=0:00:00.545378 2021-04-10 04:32:14,063 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.16ms, fps=5414 images/s, loss=0.3325, top1-acc=92.85%, top5-acc=99.49%, remaining_time=0:00:01.018540, arrival_time=2021-04-10 04:32:15.082401, cost_time=0:00:01.018535 2021-04-10 04:32:14,535 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.20ms, fps=5431 images/s, loss=0.3474, top1-acc=92.84%, top5-acc=99.52%, remaining_time=0:00:00.496740, arrival_time=2021-04-10 04:32:15.032280, cost_time=0:00:01.490221 2021-04-10 04:32:14,964 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.06ms, fps=5407 images/s, loss=0.3499, top1-acc=92.67%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:14.964905, cost_time=0:00:01.919597 2021-04-10 04:32:15,999 INFO : Epoch=0166 complete, best val top1-acc=93.09%, top5-acc=99.55% (epoch=163), remaining_time=0:18:07.242310, arrival_time=2021-04-10 04:50:23.241287, cost_time=1:28:28.300611 2021-04-10 04:32:15,999 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 04:32:17,598 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.24ms, fps=1602 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.731170, arrival_time=2021-04-10 04:32:47.329435, cost_time=0:00:01.598450 2021-04-10 04:32:19,042 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0158, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:26.773824, arrival_time=2021-04-10 04:32:45.816116, cost_time=0:00:03.042471 2021-04-10 04:32:20,488 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0148, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:24.836920, arrival_time=2021-04-10 04:32:45.325252, cost_time=0:00:04.488592 2021-04-10 04:32:21,933 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.43ms, fps=1772 images/s, loss=0.0141, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.141976, arrival_time=2021-04-10 04:32:45.075620, cost_time=0:00:05.933823 2021-04-10 04:32:23,378 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0135, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:21.546388, arrival_time=2021-04-10 04:32:44.925053, cost_time=0:00:07.378886 2021-04-10 04:32:24,826 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.16ms, fps=1769 images/s, loss=0.0129, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:20.006688, arrival_time=2021-04-10 04:32:44.832917, cost_time=0:00:08.826500 2021-04-10 04:32:26,274 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.25ms, fps=1768 images/s, loss=0.0120, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:18.494532, arrival_time=2021-04-10 04:32:44.769005, cost_time=0:00:10.274742 2021-04-10 04:32:27,722 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.30ms, fps=1768 images/s, loss=0.0114, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:16.998060, arrival_time=2021-04-10 04:32:44.720619, cost_time=0:00:11.722824 2021-04-10 04:32:29,168 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0110, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:15.509390, arrival_time=2021-04-10 04:32:44.677538, cost_time=0:00:13.168360 2021-04-10 04:32:30,611 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.16ms, fps=1774 images/s, loss=0.0105, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.027520, arrival_time=2021-04-10 04:32:44.639289, cost_time=0:00:14.612019 2021-04-10 04:32:32,056 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.32ms, fps=1773 images/s, loss=0.0110, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:12.553162, arrival_time=2021-04-10 04:32:44.609240, cost_time=0:00:16.056333 2021-04-10 04:32:33,501 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0108, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:11.084372, arrival_time=2021-04-10 04:32:44.585784, cost_time=0:00:17.501682 2021-04-10 04:32:34,946 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0111, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:09.619038, arrival_time=2021-04-10 04:32:44.565375, cost_time=0:00:18.946605 2021-04-10 04:32:36,391 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.15ms, fps=1772 images/s, loss=0.0108, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:08.156624, arrival_time=2021-04-10 04:32:44.547853, cost_time=0:00:20.391495 2021-04-10 04:32:37,837 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.91ms, fps=1771 images/s, loss=0.0108, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:06.696910, arrival_time=2021-04-10 04:32:44.534364, cost_time=0:00:21.837705 2021-04-10 04:32:39,283 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0107, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.238900, arrival_time=2021-04-10 04:32:44.522620, cost_time=0:00:23.283978 2021-04-10 04:32:40,729 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.32ms, fps=1772 images/s, loss=0.0106, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.782116, arrival_time=2021-04-10 04:32:44.511150, cost_time=0:00:24.729292 2021-04-10 04:32:42,177 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.18ms, fps=1768 images/s, loss=0.0103, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:02.326912, arrival_time=2021-04-10 04:32:44.504404, cost_time=0:00:26.177702 2021-04-10 04:32:43,625 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.09ms, fps=1769 images/s, loss=0.0100, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00.872370, arrival_time=2021-04-10 04:32:44.497284, cost_time=0:00:27.625078 2021-04-10 04:32:44,413 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.14ms, fps=1726 images/s, loss=0.0101, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:44.413425, cost_time=0:00:28.413703 2021-04-10 04:32:44,953 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.17ms, fps=4752 images/s, loss=0.3195, top1-acc=93.20%, top5-acc=99.77%, remaining_time=0:00:01.616160, arrival_time=2021-04-10 04:32:46.569162, cost_time=0:00:00.538715 2021-04-10 04:32:45,424 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.11ms, fps=5436 images/s, loss=0.3051, top1-acc=93.79%, top5-acc=99.69%, remaining_time=0:00:01.010000, arrival_time=2021-04-10 04:32:46.434279, cost_time=0:00:01.009999 2021-04-10 04:32:45,896 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.12ms, fps=5429 images/s, loss=0.3296, top1-acc=93.42%, top5-acc=99.62%, remaining_time=0:00:00.493940, arrival_time=2021-04-10 04:32:46.390026, cost_time=0:00:01.481811 2021-04-10 04:32:46,326 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=5391 images/s, loss=0.3491, top1-acc=93.24%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 04:32:46.326724, cost_time=0:00:01.912451 2021-04-10 04:32:48,434 INFO : Epoch=0167 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:17:35.354949, arrival_time=2021-04-10 04:50:23.789040, cost_time=1:29:00.735716 2021-04-10 04:32:48,434 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 04:32:50,052 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.27ms, fps=1583 images/s, loss=0.0100, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:30.082524, arrival_time=2021-04-10 04:33:20.134650, cost_time=0:00:01.617337 2021-04-10 04:32:51,500 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0103, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:26.974816, arrival_time=2021-04-10 04:33:18.475011, cost_time=0:00:03.065329 2021-04-10 04:32:52,949 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0105, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:24.978352, arrival_time=2021-04-10 04:33:17.927369, cost_time=0:00:04.514153 2021-04-10 04:32:54,394 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0101, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.242128, arrival_time=2021-04-10 04:33:17.636435, cost_time=0:00:05.959517 2021-04-10 04:32:55,837 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.22ms, fps=1774 images/s, loss=0.0091, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.615592, arrival_time=2021-04-10 04:33:17.453032, cost_time=0:00:07.402581 2021-04-10 04:32:57,283 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.33ms, fps=1771 images/s, loss=0.0084, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:20.057688, arrival_time=2021-04-10 04:33:17.341437, cost_time=0:00:08.848955 2021-04-10 04:32:58,728 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:18.528048, arrival_time=2021-04-10 04:33:17.256189, cost_time=0:00:10.293349 2021-04-10 04:33:00,178 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=2.85ms, fps=1766 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:17.028336, arrival_time=2021-04-10 04:33:17.206813, cost_time=0:00:11.743687 2021-04-10 04:33:01,624 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:15.534724, arrival_time=2021-04-10 04:33:17.159465, cost_time=0:00:13.189897 2021-04-10 04:33:03,070 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0086, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.050464, arrival_time=2021-04-10 04:33:17.121178, cost_time=0:00:14.635901 2021-04-10 04:33:04,515 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0092, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:12.572254, arrival_time=2021-04-10 04:33:17.087850, cost_time=0:00:16.080795 2021-04-10 04:33:05,960 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.35ms, fps=1772 images/s, loss=0.0090, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:11.099800, arrival_time=2021-04-10 04:33:17.060637, cost_time=0:00:17.526050 2021-04-10 04:33:07,404 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.23ms, fps=1773 images/s, loss=0.0088, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:09.630918, arrival_time=2021-04-10 04:33:17.035725, cost_time=0:00:18.970019 2021-04-10 04:33:08,848 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.27ms, fps=1774 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:08.165304, arrival_time=2021-04-10 04:33:17.013351, cost_time=0:00:20.413254 2021-04-10 04:33:10,296 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.32ms, fps=1768 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:06.704178, arrival_time=2021-04-10 04:33:17.000365, cost_time=0:00:21.861392 2021-04-10 04:33:11,740 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.243760, arrival_time=2021-04-10 04:33:16.984208, cost_time=0:00:23.305656 2021-04-10 04:33:13,183 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.17ms, fps=1775 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.785054, arrival_time=2021-04-10 04:33:16.968260, cost_time=0:00:24.748421 2021-04-10 04:33:14,627 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.17ms, fps=1773 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.328240, arrival_time=2021-04-10 04:33:16.955747, cost_time=0:00:26.192663 2021-04-10 04:33:16,075 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.01ms, fps=1769 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00.872850, arrival_time=2021-04-10 04:33:16.947930, cost_time=0:00:27.640287 2021-04-10 04:33:16,858 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.00ms, fps=1738 images/s, loss=0.0078, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:16.858193, cost_time=0:00:28.423420 2021-04-10 04:33:17,399 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.16ms, fps=4741 images/s, loss=0.3626, top1-acc=92.73%, top5-acc=99.80%, remaining_time=0:00:01.619940, arrival_time=2021-04-10 04:33:19.018966, cost_time=0:00:00.539978 2021-04-10 04:33:17,869 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.11ms, fps=5442 images/s, loss=0.3485, top1-acc=93.01%, top5-acc=99.63%, remaining_time=0:00:01.010660, arrival_time=2021-04-10 04:33:18.880369, cost_time=0:00:01.010658 2021-04-10 04:33:18,340 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.14ms, fps=5440 images/s, loss=0.3309, top1-acc=93.33%, top5-acc=99.66%, remaining_time=0:00:00.493850, arrival_time=2021-04-10 04:33:18.834445, cost_time=0:00:01.481539 2021-04-10 04:33:18,769 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.05ms, fps=5411 images/s, loss=0.3370, top1-acc=93.20%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:18.769653, cost_time=0:00:01.910614 2021-04-10 04:33:19,828 INFO : Epoch=0168 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:17:03.262944, arrival_time=2021-04-10 04:50:23.091835, cost_time=1:29:32.130519 2021-04-10 04:33:19,829 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 04:33:21,431 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.31ms, fps=1598 images/s, loss=0.0116, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:29.797572, arrival_time=2021-04-10 04:33:51.229247, cost_time=0:00:01.602015 2021-04-10 04:33:22,879 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.50ms, fps=1769 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:26.835776, arrival_time=2021-04-10 04:33:49.714968, cost_time=0:00:03.049520 2021-04-10 04:33:24,327 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.35ms, fps=1768 images/s, loss=0.0078, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.887218, arrival_time=2021-04-10 04:33:49.214647, cost_time=0:00:04.497693 2021-04-10 04:33:25,771 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.33ms, fps=1773 images/s, loss=0.0079, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:23.173800, arrival_time=2021-04-10 04:33:48.945542, cost_time=0:00:05.941992 2021-04-10 04:33:27,219 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.34ms, fps=1769 images/s, loss=0.0070, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.578508, arrival_time=2021-04-10 04:33:48.798076, cost_time=0:00:07.389901 2021-04-10 04:33:28,664 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.33ms, fps=1773 images/s, loss=0.0078, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:20.024368, arrival_time=2021-04-10 04:33:48.688397, cost_time=0:00:08.834296 2021-04-10 04:33:30,111 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.33ms, fps=1769 images/s, loss=0.0089, top1-acc=99.82%, top5-acc=99.99%, remaining_time=0:00:18.507258, arrival_time=2021-04-10 04:33:48.618764, cost_time=0:00:10.281831 2021-04-10 04:33:31,556 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.34ms, fps=1772 images/s, loss=0.0087, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:17.004092, arrival_time=2021-04-10 04:33:48.560711, cost_time=0:00:11.726963 2021-04-10 04:33:33,003 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0091, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:15.515856, arrival_time=2021-04-10 04:33:48.519344, cost_time=0:00:13.173826 2021-04-10 04:33:34,452 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.32ms, fps=1767 images/s, loss=0.0093, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:14.038080, arrival_time=2021-04-10 04:33:48.490808, cost_time=0:00:14.622993 2021-04-10 04:33:35,898 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.35ms, fps=1771 images/s, loss=0.0090, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:12.563052, arrival_time=2021-04-10 04:33:48.461797, cost_time=0:00:16.069055 2021-04-10 04:33:37,347 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.39ms, fps=1767 images/s, loss=0.0089, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:11.094784, arrival_time=2021-04-10 04:33:48.442593, cost_time=0:00:17.518130 2021-04-10 04:33:38,793 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.29ms, fps=1771 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:09.627948, arrival_time=2021-04-10 04:33:48.421791, cost_time=0:00:18.964172 2021-04-10 04:33:40,242 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.34ms, fps=1768 images/s, loss=0.0087, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:08.165080, arrival_time=2021-04-10 04:33:48.407489, cost_time=0:00:20.412743 2021-04-10 04:33:41,690 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.31ms, fps=1769 images/s, loss=0.0085, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:06.703810, arrival_time=2021-04-10 04:33:48.393786, cost_time=0:00:21.860304 2021-04-10 04:33:43,133 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.35ms, fps=1774 images/s, loss=0.0084, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.243256, arrival_time=2021-04-10 04:33:48.376302, cost_time=0:00:23.303384 2021-04-10 04:33:44,580 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.37ms, fps=1770 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.785340, arrival_time=2021-04-10 04:33:48.365363, cost_time=0:00:24.750361 2021-04-10 04:33:46,024 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:02.328432, arrival_time=2021-04-10 04:33:48.352989, cost_time=0:00:26.194882 2021-04-10 04:33:47,472 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.00ms, fps=1769 images/s, loss=0.0081, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:00.872922, arrival_time=2021-04-10 04:33:48.345112, cost_time=0:00:27.642481 2021-04-10 04:33:48,258 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.00ms, fps=1730 images/s, loss=0.0083, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:48.258837, cost_time=0:00:28.429192 2021-04-10 04:33:48,800 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.18ms, fps=4732 images/s, loss=0.4003, top1-acc=92.07%, top5-acc=99.26%, remaining_time=0:00:01.622850, arrival_time=2021-04-10 04:33:50.423506, cost_time=0:00:00.540949 2021-04-10 04:33:49,271 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.13ms, fps=5435 images/s, loss=0.3683, top1-acc=92.54%, top5-acc=99.36%, remaining_time=0:00:01.012240, arrival_time=2021-04-10 04:33:50.284193, cost_time=0:00:01.012244 2021-04-10 04:33:49,747 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=2.06ms, fps=5389 images/s, loss=0.3596, top1-acc=92.90%, top5-acc=99.49%, remaining_time=0:00:00.495850, arrival_time=2021-04-10 04:33:50.243189, cost_time=0:00:01.487555 2021-04-10 04:33:50,177 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.08ms, fps=5401 images/s, loss=0.3421, top1-acc=93.06%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:33:50.177330, cost_time=0:00:01.917633 2021-04-10 04:33:51,210 INFO : Epoch=0169 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:16:31.176857, arrival_time=2021-04-10 04:50:22.387786, cost_time=1:30:03.512567 2021-04-10 04:33:51,211 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 04:33:52,827 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.20ms, fps=1584 images/s, loss=0.0211, top1-acc=99.49%, top5-acc=99.96%, remaining_time=0:00:30.054624, arrival_time=2021-04-10 04:34:22.882079, cost_time=0:00:01.615838 2021-04-10 04:33:54,273 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.81ms, fps=1772 images/s, loss=0.0148, top1-acc=99.63%, top5-acc=99.98%, remaining_time=0:00:26.938384, arrival_time=2021-04-10 04:34:21.211294, cost_time=0:00:03.061180 2021-04-10 04:33:55,720 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.34ms, fps=1770 images/s, loss=0.0159, top1-acc=99.58%, top5-acc=99.97%, remaining_time=0:00:24.946978, arrival_time=2021-04-10 04:34:20.667094, cost_time=0:00:04.508484 2021-04-10 04:33:57,165 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0140, top1-acc=99.65%, top5-acc=99.98%, remaining_time=0:00:23.217792, arrival_time=2021-04-10 04:34:20.382772, cost_time=0:00:05.953299 2021-04-10 04:33:58,613 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0127, top1-acc=99.70%, top5-acc=99.98%, remaining_time=0:00:21.612234, arrival_time=2021-04-10 04:34:20.225304, cost_time=0:00:07.401449 2021-04-10 04:34:00,057 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.32ms, fps=1773 images/s, loss=0.0119, top1-acc=99.71%, top5-acc=99.99%, remaining_time=0:00:20.051024, arrival_time=2021-04-10 04:34:20.108760, cost_time=0:00:08.846048 2021-04-10 04:34:01,507 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.15ms, fps=1767 images/s, loss=0.0110, top1-acc=99.73%, top5-acc=99.99%, remaining_time=0:00:18.532332, arrival_time=2021-04-10 04:34:20.039679, cost_time=0:00:10.295731 2021-04-10 04:34:02,954 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.45ms, fps=1770 images/s, loss=0.0106, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:17.026480, arrival_time=2021-04-10 04:34:19.980471, cost_time=0:00:11.742376 2021-04-10 04:34:04,404 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.17ms, fps=1765 images/s, loss=0.0104, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:15.538328, arrival_time=2021-04-10 04:34:19.942908, cost_time=0:00:13.192957 2021-04-10 04:34:05,857 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.51ms, fps=1762 images/s, loss=0.0104, top1-acc=99.74%, top5-acc=99.99%, remaining_time=0:00:14.060064, arrival_time=2021-04-10 04:34:19.917660, cost_time=0:00:14.645913 2021-04-10 04:34:07,300 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.22ms, fps=1774 images/s, loss=0.0101, top1-acc=99.75%, top5-acc=99.99%, remaining_time=0:00:12.578876, arrival_time=2021-04-10 04:34:19.879737, cost_time=0:00:16.089228 2021-04-10 04:34:08,746 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:11.105120, arrival_time=2021-04-10 04:34:19.851130, cost_time=0:00:17.534386 2021-04-10 04:34:10,185 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.33ms, fps=1778 images/s, loss=0.0094, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:09.633096, arrival_time=2021-04-10 04:34:19.819043, cost_time=0:00:18.974332 2021-04-10 04:34:11,632 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:08.168440, arrival_time=2021-04-10 04:34:19.801111, cost_time=0:00:20.421057 2021-04-10 04:34:13,076 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.25ms, fps=1773 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:06.705328, arrival_time=2021-04-10 04:34:19.782077, cost_time=0:00:21.865130 2021-04-10 04:34:14,523 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0090, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:05.245128, arrival_time=2021-04-10 04:34:19.768498, cost_time=0:00:23.311755 2021-04-10 04:34:15,968 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.25ms, fps=1772 images/s, loss=0.0087, top1-acc=99.78%, top5-acc=99.99%, remaining_time=0:00:03.786302, arrival_time=2021-04-10 04:34:19.754482, cost_time=0:00:24.756560 2021-04-10 04:34:17,413 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0088, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:02.329056, arrival_time=2021-04-10 04:34:19.742540, cost_time=0:00:26.201869 2021-04-10 04:34:18,862 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.00ms, fps=1767 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:00.873180, arrival_time=2021-04-10 04:34:19.735476, cost_time=0:00:27.650648 2021-04-10 04:34:19,648 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=0.98ms, fps=1731 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:19.648195, cost_time=0:00:28.436595 2021-04-10 04:34:20,214 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.20ms, fps=4526 images/s, loss=0.3390, top1-acc=93.20%, top5-acc=99.37%, remaining_time=0:00:01.696950, arrival_time=2021-04-10 04:34:21.911696, cost_time=0:00:00.565647 2021-04-10 04:34:20,687 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.11ms, fps=5425 images/s, loss=0.3396, top1-acc=93.01%, top5-acc=99.53%, remaining_time=0:00:01.037940, arrival_time=2021-04-10 04:34:21.724961, cost_time=0:00:01.037947 2021-04-10 04:34:21,159 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.16ms, fps=5422 images/s, loss=0.3586, top1-acc=93.01%, top5-acc=99.57%, remaining_time=0:00:00.503460, arrival_time=2021-04-10 04:34:21.662924, cost_time=0:00:01.510385 2021-04-10 04:34:21,589 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=5403 images/s, loss=0.3539, top1-acc=93.18%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:21.589107, cost_time=0:00:01.940043 2021-04-10 04:34:22,669 INFO : Epoch=0170 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:15:59.112480, arrival_time=2021-04-10 04:50:21.781644, cost_time=1:30:34.970796 2021-04-10 04:34:22,669 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 04:34:24,275 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.64ms, fps=1594 images/s, loss=0.0080, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:29.866764, arrival_time=2021-04-10 04:34:54.142463, cost_time=0:00:01.605740 2021-04-10 04:34:25,720 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.33ms, fps=1772 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.848272, arrival_time=2021-04-10 04:34:52.569078, cost_time=0:00:03.050937 2021-04-10 04:34:27,171 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.28ms, fps=1766 images/s, loss=0.0074, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:24.906806, arrival_time=2021-04-10 04:34:52.077966, cost_time=0:00:04.501231 2021-04-10 04:34:28,620 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.21ms, fps=1767 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:23.207808, arrival_time=2021-04-10 04:34:51.828464, cost_time=0:00:05.950700 2021-04-10 04:34:30,067 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.53ms, fps=1770 images/s, loss=0.0068, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:21.601722, arrival_time=2021-04-10 04:34:51.669525, cost_time=0:00:07.397864 2021-04-10 04:34:31,514 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.26ms, fps=1771 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:20.047216, arrival_time=2021-04-10 04:34:51.561416, cost_time=0:00:08.844345 2021-04-10 04:34:32,960 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.28ms, fps=1771 images/s, loss=0.0065, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:18.522378, arrival_time=2021-04-10 04:34:51.482553, cost_time=0:00:10.290216 2021-04-10 04:34:34,405 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.34ms, fps=1772 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:17.016156, arrival_time=2021-04-10 04:34:51.421298, cost_time=0:00:11.735282 2021-04-10 04:34:35,853 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.25ms, fps=1768 images/s, loss=0.0067, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.527092, arrival_time=2021-04-10 04:34:51.380305, cost_time=0:00:13.183355 2021-04-10 04:34:37,297 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.29ms, fps=1773 images/s, loss=0.0068, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.042688, arrival_time=2021-04-10 04:34:51.340316, cost_time=0:00:14.627776 2021-04-10 04:34:38,744 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.567008, arrival_time=2021-04-10 04:34:51.310996, cost_time=0:00:16.074134 2021-04-10 04:34:40,191 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.097064, arrival_time=2021-04-10 04:34:51.288715, cost_time=0:00:17.521730 2021-04-10 04:34:41,633 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.62ms, fps=1776 images/s, loss=0.0072, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:09.627750, arrival_time=2021-04-10 04:34:51.261331, cost_time=0:00:18.963727 2021-04-10 04:34:43,081 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.20ms, fps=1769 images/s, loss=0.0074, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.164464, arrival_time=2021-04-10 04:34:51.245505, cost_time=0:00:20.411142 2021-04-10 04:34:44,525 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0074, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.702522, arrival_time=2021-04-10 04:34:51.228397, cost_time=0:00:21.856022 2021-04-10 04:34:45,974 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.21ms, fps=1767 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:05.243580, arrival_time=2021-04-10 04:34:51.218278, cost_time=0:00:23.304847 2021-04-10 04:34:47,421 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.785574, arrival_time=2021-04-10 04:34:51.207232, cost_time=0:00:24.751806 2021-04-10 04:34:48,865 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0073, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.328528, arrival_time=2021-04-10 04:34:51.194367, cost_time=0:00:26.195984 2021-04-10 04:34:50,311 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.00ms, fps=1771 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00.872898, arrival_time=2021-04-10 04:34:51.184470, cost_time=0:00:27.641734 2021-04-10 04:34:51,096 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.01ms, fps=1734 images/s, loss=0.0075, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:51.096341, cost_time=0:00:28.426505 2021-04-10 04:34:51,636 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.17ms, fps=4745 images/s, loss=0.3747, top1-acc=92.89%, top5-acc=99.37%, remaining_time=0:00:01.618380, arrival_time=2021-04-10 04:34:53.255067, cost_time=0:00:00.539455 2021-04-10 04:34:52,107 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.13ms, fps=5438 images/s, loss=0.3567, top1-acc=93.11%, top5-acc=99.51%, remaining_time=0:00:01.010500, arrival_time=2021-04-10 04:34:53.118231, cost_time=0:00:01.010502 2021-04-10 04:34:52,580 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.17ms, fps=5422 images/s, loss=0.3497, top1-acc=93.19%, top5-acc=99.62%, remaining_time=0:00:00.494300, arrival_time=2021-04-10 04:34:53.074457, cost_time=0:00:01.482914 2021-04-10 04:34:53,010 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.05ms, fps=5399 images/s, loss=0.3479, top1-acc=93.09%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 04:34:53.010124, cost_time=0:00:01.912906 2021-04-10 04:34:54,041 INFO : Epoch=0171 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:15:27.040564, arrival_time=2021-04-10 04:50:21.081553, cost_time=1:31:06.342597 2021-04-10 04:34:54,042 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 04:34:55,647 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.26ms, fps=1595 images/s, loss=0.0041, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:29.861370, arrival_time=2021-04-10 04:35:25.508993, cost_time=0:00:01.605452 2021-04-10 04:34:57,094 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.23ms, fps=1770 images/s, loss=0.0053, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:26.855488, arrival_time=2021-04-10 04:35:23.949437, cost_time=0:00:03.051751 2021-04-10 04:34:58,538 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0059, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:24.879748, arrival_time=2021-04-10 04:35:23.418301, cost_time=0:00:04.496346 2021-04-10 04:34:59,984 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0059, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:23.174736, arrival_time=2021-04-10 04:35:23.159223, cost_time=0:00:05.942250 2021-04-10 04:35:01,429 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.34ms, fps=1772 images/s, loss=0.0064, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.571062, arrival_time=2021-04-10 04:35:23.000542, cost_time=0:00:07.387327 2021-04-10 04:35:02,872 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.18ms, fps=1775 images/s, loss=0.0065, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:20.015120, arrival_time=2021-04-10 04:35:22.887528, cost_time=0:00:08.830185 2021-04-10 04:35:04,319 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.41ms, fps=1770 images/s, loss=0.0065, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:18.498564, arrival_time=2021-04-10 04:35:22.817745, cost_time=0:00:10.277013 2021-04-10 04:35:05,765 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.20ms, fps=1770 images/s, loss=0.0066, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:16.999220, arrival_time=2021-04-10 04:35:22.764955, cost_time=0:00:11.723578 2021-04-10 04:35:07,209 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.20ms, fps=1774 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.507800, arrival_time=2021-04-10 04:35:22.716941, cost_time=0:00:13.166989 2021-04-10 04:35:08,660 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0066, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.033280, arrival_time=2021-04-10 04:35:22.693478, cost_time=0:00:14.618050 2021-04-10 04:35:10,108 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.36ms, fps=1768 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.560730, arrival_time=2021-04-10 04:35:22.668959, cost_time=0:00:16.066007 2021-04-10 04:35:11,553 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:11.090452, arrival_time=2021-04-10 04:35:22.643849, cost_time=0:00:17.511248 2021-04-10 04:35:13,000 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0068, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:09.624780, arrival_time=2021-04-10 04:35:22.624842, cost_time=0:00:18.957902 2021-04-10 04:35:14,443 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.35ms, fps=1774 images/s, loss=0.0067, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.160656, arrival_time=2021-04-10 04:35:22.604412, cost_time=0:00:20.401607 2021-04-10 04:35:15,891 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.24ms, fps=1769 images/s, loss=0.0066, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.700452, arrival_time=2021-04-10 04:35:22.591855, cost_time=0:00:21.849251 2021-04-10 04:35:17,333 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.33ms, fps=1775 images/s, loss=0.0066, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:05.240628, arrival_time=2021-04-10 04:35:22.574420, cost_time=0:00:23.291643 2021-04-10 04:35:18,778 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0064, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:03.783234, arrival_time=2021-04-10 04:35:22.561856, cost_time=0:00:24.736474 2021-04-10 04:35:20,226 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.43ms, fps=1769 images/s, loss=0.0063, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.327456, arrival_time=2021-04-10 04:35:22.553525, cost_time=0:00:26.183923 2021-04-10 04:35:21,669 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.02ms, fps=1774 images/s, loss=0.0064, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00.872442, arrival_time=2021-04-10 04:35:22.541834, cost_time=0:00:27.627253 2021-04-10 04:35:22,455 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.16ms, fps=1730 images/s, loss=0.0065, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:22.455707, cost_time=0:00:28.413518 2021-04-10 04:35:22,997 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.16ms, fps=4732 images/s, loss=0.3251, top1-acc=93.63%, top5-acc=99.73%, remaining_time=0:00:01.623030, arrival_time=2021-04-10 04:35:24.620673, cost_time=0:00:00.541006 2021-04-10 04:35:23,469 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.10ms, fps=5428 images/s, loss=0.3312, top1-acc=93.38%, top5-acc=99.67%, remaining_time=0:00:01.012880, arrival_time=2021-04-10 04:35:24.482449, cost_time=0:00:01.012889 2021-04-10 04:35:23,941 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.15ms, fps=5431 images/s, loss=0.3545, top1-acc=93.09%, top5-acc=99.56%, remaining_time=0:00:00.494890, arrival_time=2021-04-10 04:35:24.436189, cost_time=0:00:01.484672 2021-04-10 04:35:24,371 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=5403 images/s, loss=0.3436, top1-acc=93.14%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:24.370960, cost_time=0:00:01.914338 2021-04-10 04:35:25,362 INFO : Epoch=0172 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:14:54.968592, arrival_time=2021-04-10 04:50:20.331169, cost_time=1:31:37.664214 2021-04-10 04:35:25,363 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 04:35:26,932 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.20ms, fps=1631 images/s, loss=0.0072, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:29.186004, arrival_time=2021-04-10 04:35:56.118393, cost_time=0:00:01.569142 2021-04-10 04:35:28,382 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.30ms, fps=1765 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:26.572128, arrival_time=2021-04-10 04:35:54.955014, cost_time=0:00:03.019570 2021-04-10 04:35:29,831 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.31ms, fps=1768 images/s, loss=0.0068, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.722380, arrival_time=2021-04-10 04:35:54.553639, cost_time=0:00:04.467900 2021-04-10 04:35:31,280 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.30ms, fps=1767 images/s, loss=0.0061, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:23.076768, arrival_time=2021-04-10 04:35:54.357121, cost_time=0:00:05.917116 2021-04-10 04:35:32,727 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0061, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:21.504194, arrival_time=2021-04-10 04:35:54.231922, cost_time=0:00:07.364438 2021-04-10 04:35:34,174 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.26ms, fps=1770 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:19.971328, arrival_time=2021-04-10 04:35:54.145499, cost_time=0:00:08.810909 2021-04-10 04:35:35,619 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0064, top1-acc=99.83%, top5-acc=99.99%, remaining_time=0:00:18.461142, arrival_time=2021-04-10 04:35:54.080581, cost_time=0:00:10.256204 2021-04-10 04:35:37,067 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.25ms, fps=1768 images/s, loss=0.0065, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:16.971728, arrival_time=2021-04-10 04:35:54.039636, cost_time=0:00:11.704661 2021-04-10 04:35:38,512 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.37ms, fps=1772 images/s, loss=0.0068, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:15.487236, arrival_time=2021-04-10 04:35:53.999991, cost_time=0:00:13.149524 2021-04-10 04:35:39,960 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.31ms, fps=1769 images/s, loss=0.0064, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.012928, arrival_time=2021-04-10 04:35:53.973080, cost_time=0:00:14.596847 2021-04-10 04:35:41,406 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.24ms, fps=1771 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.542756, arrival_time=2021-04-10 04:35:53.949088, cost_time=0:00:16.043099 2021-04-10 04:35:42,851 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:11.075632, arrival_time=2021-04-10 04:35:53.926752, cost_time=0:00:17.487889 2021-04-10 04:35:44,297 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.37ms, fps=1770 images/s, loss=0.0059, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:09.612900, arrival_time=2021-04-10 04:35:53.910688, cost_time=0:00:18.934546 2021-04-10 04:35:45,742 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.151808, arrival_time=2021-04-10 04:35:53.894550, cost_time=0:00:20.379500 2021-04-10 04:35:47,186 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.17ms, fps=1774 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=99.99%, remaining_time=0:00:06.692356, arrival_time=2021-04-10 04:35:53.878553, cost_time=0:00:21.822963 2021-04-10 04:35:48,631 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:05.235300, arrival_time=2021-04-10 04:35:53.866559, cost_time=0:00:23.268011 2021-04-10 04:35:50,076 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.779594, arrival_time=2021-04-10 04:35:53.855618, cost_time=0:00:24.712790 2021-04-10 04:35:51,521 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.31ms, fps=1771 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:02.325200, arrival_time=2021-04-10 04:35:53.846861, cost_time=0:00:26.158426 2021-04-10 04:35:52,967 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=0.99ms, fps=1771 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00.871722, arrival_time=2021-04-10 04:35:53.839478, cost_time=0:00:27.604533 2021-04-10 04:35:53,755 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.06ms, fps=1728 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:53.755313, cost_time=0:00:28.392026 2021-04-10 04:35:54,297 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=0.17ms, fps=4730 images/s, loss=0.3446, top1-acc=93.01%, top5-acc=99.34%, remaining_time=0:00:01.623510, arrival_time=2021-04-10 04:35:55.920995, cost_time=0:00:00.541170 2021-04-10 04:35:54,768 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.11ms, fps=5444 images/s, loss=0.3454, top1-acc=93.09%, top5-acc=99.43%, remaining_time=0:00:01.011740, arrival_time=2021-04-10 04:35:55.779799, cost_time=0:00:01.011746 2021-04-10 04:35:55,243 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.37ms, fps=5394 images/s, loss=0.3407, top1-acc=93.24%, top5-acc=99.47%, remaining_time=0:00:00.495550, arrival_time=2021-04-10 04:35:55.738537, cost_time=0:00:01.486663 2021-04-10 04:35:55,674 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=5384 images/s, loss=0.3512, top1-acc=93.10%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 04:35:55.674178, cost_time=0:00:01.917875 2021-04-10 04:35:56,708 INFO : Epoch=0173 complete, best val top1-acc=93.24%, top5-acc=99.63% (epoch=167), remaining_time=0:14:22.909038, arrival_time=2021-04-10 04:50:19.617243, cost_time=1:32:09.009845 2021-04-10 04:35:56,708 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 04:35:58,307 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.77ms, fps=1602 images/s, loss=0.0082, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.730612, arrival_time=2021-04-10 04:36:28.038021, cost_time=0:00:01.598421 2021-04-10 04:35:59,754 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0069, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:26.796528, arrival_time=2021-04-10 04:36:26.550675, cost_time=0:00:03.045068 2021-04-10 04:36:01,202 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.41ms, fps=1769 images/s, loss=0.0066, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:24.862816, arrival_time=2021-04-10 04:36:26.065041, cost_time=0:00:04.493279 2021-04-10 04:36:02,647 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.31ms, fps=1772 images/s, loss=0.0056, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.160384, arrival_time=2021-04-10 04:36:25.807848, cost_time=0:00:05.938546 2021-04-10 04:36:04,094 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.19ms, fps=1770 images/s, loss=0.0054, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.565514, arrival_time=2021-04-10 04:36:25.659932, cost_time=0:00:07.385438 2021-04-10 04:36:05,540 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.017024, arrival_time=2021-04-10 04:36:25.557005, cost_time=0:00:08.831061 2021-04-10 04:36:06,988 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.19ms, fps=1767 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.503982, arrival_time=2021-04-10 04:36:25.492892, cost_time=0:00:10.279999 2021-04-10 04:36:08,436 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.30ms, fps=1769 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:17.004324, arrival_time=2021-04-10 04:36:25.440364, cost_time=0:00:11.727124 2021-04-10 04:36:09,881 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.27ms, fps=1772 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:15.513736, arrival_time=2021-04-10 04:36:25.394714, cost_time=0:00:13.172008 2021-04-10 04:36:11,328 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.35ms, fps=1769 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.034528, arrival_time=2021-04-10 04:36:25.362802, cost_time=0:00:14.619345 2021-04-10 04:36:12,773 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.559268, arrival_time=2021-04-10 04:36:25.332368, cost_time=0:00:16.064188 2021-04-10 04:36:14,218 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:11.089236, arrival_time=2021-04-10 04:36:25.307494, cost_time=0:00:17.509340 2021-04-10 04:36:15,665 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:09.624054, arrival_time=2021-04-10 04:36:25.289451, cost_time=0:00:18.956482 2021-04-10 04:36:17,111 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0055, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:08.160824, arrival_time=2021-04-10 04:36:25.271852, cost_time=0:00:20.402118 2021-04-10 04:36:18,556 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:06.700038, arrival_time=2021-04-10 04:36:25.256829, cost_time=0:00:21.847879 2021-04-10 04:36:20,000 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.22ms, fps=1774 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:05.240628, arrival_time=2021-04-10 04:36:25.241149, cost_time=0:00:23.291601 2021-04-10 04:36:21,442 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.16ms, fps=1775 images/s, loss=0.0053, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:03.782844, arrival_time=2021-04-10 04:36:25.225783, cost_time=0:00:24.734032 2021-04-10 04:36:22,887 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.32ms, fps=1773 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.326976, arrival_time=2021-04-10 04:36:25.214322, cost_time=0:00:26.178418 2021-04-10 04:36:24,336 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.01ms, fps=1767 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.872454, arrival_time=2021-04-10 04:36:25.209150, cost_time=0:00:27.627743 2021-04-10 04:36:25,123 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.01ms, fps=1729 images/s, loss=0.0050, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:25.123793, cost_time=0:00:28.414898 2021-04-10 04:36:25,667 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.28ms, fps=4714 images/s, loss=0.3571, top1-acc=93.40%, top5-acc=99.88%, remaining_time=0:00:01.629300, arrival_time=2021-04-10 04:36:27.297102, cost_time=0:00:00.543097 2021-04-10 04:36:26,143 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.23ms, fps=5392 images/s, loss=0.3326, top1-acc=93.50%, top5-acc=99.82%, remaining_time=0:00:01.018300, arrival_time=2021-04-10 04:36:27.161270, cost_time=0:00:01.018291 2021-04-10 04:36:26,615 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.23ms, fps=5424 images/s, loss=0.3502, top1-acc=93.24%, top5-acc=99.67%, remaining_time=0:00:00.496860, arrival_time=2021-04-10 04:36:27.112117, cost_time=0:00:01.490579 2021-04-10 04:36:27,044 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=5410 images/s, loss=0.3505, top1-acc=93.30%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:27.044429, cost_time=0:00:01.919769 2021-04-10 04:36:29,178 INFO : Epoch=0174 complete, best val top1-acc=93.30%, top5-acc=99.64% (epoch=174), remaining_time=0:13:51.025728, arrival_time=2021-04-10 04:50:20.203964, cost_time=1:32:41.479852 2021-04-10 04:36:29,178 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 04:36:30,798 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.32ms, fps=1581 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.121956, arrival_time=2021-04-10 04:37:00.920409, cost_time=0:00:01.619456 2021-04-10 04:36:32,244 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.28ms, fps=1771 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:26.977632, arrival_time=2021-04-10 04:36:59.222274, cost_time=0:00:03.065648 2021-04-10 04:36:33,690 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.27ms, fps=1771 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.966234, arrival_time=2021-04-10 04:36:58.657147, cost_time=0:00:04.511977 2021-04-10 04:36:35,137 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.78ms, fps=1770 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.239008, arrival_time=2021-04-10 04:36:58.376686, cost_time=0:00:05.958709 2021-04-10 04:36:36,584 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.21ms, fps=1770 images/s, loss=0.0046, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.624644, arrival_time=2021-04-10 04:36:58.209287, cost_time=0:00:07.405703 2021-04-10 04:36:38,030 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.36ms, fps=1771 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:20.064080, arrival_time=2021-04-10 04:36:58.094768, cost_time=0:00:08.851775 2021-04-10 04:36:39,474 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.21ms, fps=1774 images/s, loss=0.0044, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.531954, arrival_time=2021-04-10 04:36:58.006400, cost_time=0:00:10.295530 2021-04-10 04:36:40,920 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.27ms, fps=1771 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:17.024624, arrival_time=2021-04-10 04:36:57.944663, cost_time=0:00:11.741126 2021-04-10 04:36:42,364 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.37ms, fps=1773 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.529424, arrival_time=2021-04-10 04:36:57.893725, cost_time=0:00:13.185317 2021-04-10 04:36:43,812 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.19ms, fps=1768 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:14.048640, arrival_time=2021-04-10 04:36:57.861509, cost_time=0:00:14.633955 2021-04-10 04:36:45,258 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.571050, arrival_time=2021-04-10 04:36:57.829234, cost_time=0:00:16.079269 2021-04-10 04:36:46,701 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0054, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:11.097672, arrival_time=2021-04-10 04:36:57.799272, cost_time=0:00:17.522677 2021-04-10 04:36:48,149 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.23ms, fps=1768 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:09.631314, arrival_time=2021-04-10 04:36:57.781055, cost_time=0:00:18.970829 2021-04-10 04:36:49,596 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.31ms, fps=1770 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.167096, arrival_time=2021-04-10 04:36:57.763700, cost_time=0:00:20.417684 2021-04-10 04:36:51,041 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.38ms, fps=1772 images/s, loss=0.0053, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.704500, arrival_time=2021-04-10 04:36:57.745983, cost_time=0:00:21.862564 2021-04-10 04:36:52,487 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:05.244516, arrival_time=2021-04-10 04:36:57.732338, cost_time=0:00:23.308906 2021-04-10 04:36:53,932 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0051, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.785834, arrival_time=2021-04-10 04:36:57.718286, cost_time=0:00:24.753536 2021-04-10 04:36:55,378 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.328816, arrival_time=2021-04-10 04:36:57.706917, cost_time=0:00:26.199188 2021-04-10 04:36:56,824 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.01ms, fps=1771 images/s, loss=0.0050, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:00.873006, arrival_time=2021-04-10 04:36:57.697137, cost_time=0:00:27.645184 2021-04-10 04:36:57,610 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.98ms, fps=1730 images/s, loss=0.0049, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:57.610478, cost_time=0:00:28.431561 2021-04-10 04:36:58,166 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.16ms, fps=4612 images/s, loss=0.3096, top1-acc=93.91%, top5-acc=99.61%, remaining_time=0:00:01.665330, arrival_time=2021-04-10 04:36:59.831893, cost_time=0:00:00.555106 2021-04-10 04:36:58,638 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.17ms, fps=5427 images/s, loss=0.3334, top1-acc=93.57%, top5-acc=99.55%, remaining_time=0:00:01.027100, arrival_time=2021-04-10 04:36:59.665650, cost_time=0:00:01.027106 2021-04-10 04:36:59,109 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.13ms, fps=5438 images/s, loss=0.3433, top1-acc=93.45%, top5-acc=99.58%, remaining_time=0:00:00.499400, arrival_time=2021-04-10 04:36:59.609030, cost_time=0:00:01.498188 2021-04-10 04:36:59,538 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.05ms, fps=5409 images/s, loss=0.3796, top1-acc=93.26%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:36:59.538843, cost_time=0:00:01.927409 2021-04-10 04:37:00,598 INFO : Epoch=0175 complete, best val top1-acc=93.30%, top5-acc=99.64% (epoch=174), remaining_time=0:13:18.985675, arrival_time=2021-04-10 04:50:19.583824, cost_time=1:33:12.899787 2021-04-10 04:37:00,598 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 04:37:02,231 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.23ms, fps=1568 images/s, loss=0.0022, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.360966, arrival_time=2021-04-10 04:37:32.592190, cost_time=0:00:01.632310 2021-04-10 04:37:03,676 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0024, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:27.079712, arrival_time=2021-04-10 04:37:30.755878, cost_time=0:00:03.077247 2021-04-10 04:37:05,124 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0030, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:25.039772, arrival_time=2021-04-10 04:37:30.163886, cost_time=0:00:04.525271 2021-04-10 04:37:06,571 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0036, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.293764, arrival_time=2021-04-10 04:37:29.865413, cost_time=0:00:05.972758 2021-04-10 04:37:08,018 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.22ms, fps=1770 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.664064, arrival_time=2021-04-10 04:37:29.682128, cost_time=0:00:07.419201 2021-04-10 04:37:09,462 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.24ms, fps=1773 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.090600, arrival_time=2021-04-10 04:37:29.552960, cost_time=0:00:08.863523 2021-04-10 04:37:10,906 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.19ms, fps=1773 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.553374, arrival_time=2021-04-10 04:37:29.459652, cost_time=0:00:10.307430 2021-04-10 04:37:12,353 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.19ms, fps=1770 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:17.043764, arrival_time=2021-04-10 04:37:29.396900, cost_time=0:00:11.754301 2021-04-10 04:37:13,800 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.27ms, fps=1770 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.548186, arrival_time=2021-04-10 04:37:29.348377, cost_time=0:00:13.201278 2021-04-10 04:37:15,248 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.32ms, fps=1768 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.063424, arrival_time=2021-04-10 04:37:29.311735, cost_time=0:00:14.649446 2021-04-10 04:37:16,691 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.581714, arrival_time=2021-04-10 04:37:29.273444, cost_time=0:00:16.092897 2021-04-10 04:37:18,138 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.108768, arrival_time=2021-04-10 04:37:29.247708, cost_time=0:00:17.540109 2021-04-10 04:37:19,582 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.26ms, fps=1774 images/s, loss=0.0041, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:09.637914, arrival_time=2021-04-10 04:37:29.220471, cost_time=0:00:18.983714 2021-04-10 04:37:21,028 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.20ms, fps=1771 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.171968, arrival_time=2021-04-10 04:37:29.200664, cost_time=0:00:20.429862 2021-04-10 04:37:22,472 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.25ms, fps=1773 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.707950, arrival_time=2021-04-10 04:37:29.180578, cost_time=0:00:21.873795 2021-04-10 04:37:23,916 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.28ms, fps=1774 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:05.246460, arrival_time=2021-04-10 04:37:29.162827, cost_time=0:00:23.317525 2021-04-10 04:37:25,363 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.78ms, fps=1770 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.787498, arrival_time=2021-04-10 04:37:29.150738, cost_time=0:00:24.764360 2021-04-10 04:37:26,809 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.25ms, fps=1771 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.329824, arrival_time=2021-04-10 04:37:29.139179, cost_time=0:00:26.210509 2021-04-10 04:37:28,253 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.01ms, fps=1773 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.873300, arrival_time=2021-04-10 04:37:29.126717, cost_time=0:00:27.654577 2021-04-10 04:37:29,039 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.97ms, fps=1731 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:37:29.039383, cost_time=0:00:28.440563 2021-04-10 04:37:29,583 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.16ms, fps=4713 images/s, loss=0.3750, top1-acc=92.89%, top5-acc=99.57%, remaining_time=0:00:01.629510, arrival_time=2021-04-10 04:37:31.212915, cost_time=0:00:00.543173 2021-04-10 04:37:30,056 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.12ms, fps=5412 images/s, loss=0.3472, top1-acc=93.28%, top5-acc=99.57%, remaining_time=0:00:01.016520, arrival_time=2021-04-10 04:37:31.073284, cost_time=0:00:01.016528 2021-04-10 04:37:30,529 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.18ms, fps=5424 images/s, loss=0.3380, top1-acc=93.45%, top5-acc=99.58%, remaining_time=0:00:00.496260, arrival_time=2021-04-10 04:37:31.025265, cost_time=0:00:01.488766 2021-04-10 04:37:30,959 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=5397 images/s, loss=0.3626, top1-acc=93.05%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 04:37:30.959171, cost_time=0:00:01.918951 2021-04-10 04:37:31,941 INFO : Epoch=0176 complete, best val top1-acc=93.30%, top5-acc=99.64% (epoch=174), remaining_time=0:12:46.942248, arrival_time=2021-04-10 04:50:18.883802, cost_time=1:33:44.243192 2021-04-10 04:37:31,942 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 04:37:33,592 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.27ms, fps=1551 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.695022, arrival_time=2021-04-10 04:38:04.287556, cost_time=0:00:01.650272 2021-04-10 04:37:35,040 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.260992, arrival_time=2021-04-10 04:38:02.301174, cost_time=0:00:03.097849 2021-04-10 04:37:36,488 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.157134, arrival_time=2021-04-10 04:38:01.645929, cost_time=0:00:04.546459 2021-04-10 04:37:37,934 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.31ms, fps=1771 images/s, loss=0.0029, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.371140, arrival_time=2021-04-10 04:38:01.305987, cost_time=0:00:05.992581 2021-04-10 04:37:39,381 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.97ms, fps=1770 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.721734, arrival_time=2021-04-10 04:38:01.103018, cost_time=0:00:07.438974 2021-04-10 04:37:40,826 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.25ms, fps=1772 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.138200, arrival_time=2021-04-10 04:38:00.964933, cost_time=0:00:08.884475 2021-04-10 04:37:42,271 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.25ms, fps=1772 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.593064, arrival_time=2021-04-10 04:38:00.864813, cost_time=0:00:10.329499 2021-04-10 04:37:43,718 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.075432, arrival_time=2021-04-10 04:38:00.793835, cost_time=0:00:11.776154 2021-04-10 04:37:45,163 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.28ms, fps=1772 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.571294, arrival_time=2021-04-10 04:38:00.734419, cost_time=0:00:13.220873 2021-04-10 04:37:46,610 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.49ms, fps=1770 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.080896, arrival_time=2021-04-10 04:38:00.690821, cost_time=0:00:14.667604 2021-04-10 04:37:48,055 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.597882, arrival_time=2021-04-10 04:38:00.653669, cost_time=0:00:16.113542 2021-04-10 04:37:49,500 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.24ms, fps=1772 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:11.120396, arrival_time=2021-04-10 04:38:00.621160, cost_time=0:00:17.558510 2021-04-10 04:37:50,949 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.22ms, fps=1767 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:09.649860, arrival_time=2021-04-10 04:38:00.599433, cost_time=0:00:19.007328 2021-04-10 04:37:52,394 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.180928, arrival_time=2021-04-10 04:38:00.575436, cost_time=0:00:20.452252 2021-04-10 04:37:53,839 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.715126, arrival_time=2021-04-10 04:38:00.554576, cost_time=0:00:21.897200 2021-04-10 04:37:55,284 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.24ms, fps=1772 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.252040, arrival_time=2021-04-10 04:38:00.536665, cost_time=0:00:23.342355 2021-04-10 04:37:56,728 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.32ms, fps=1774 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.790774, arrival_time=2021-04-10 04:38:00.518835, cost_time=0:00:24.785818 2021-04-10 04:37:58,174 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.331728, arrival_time=2021-04-10 04:38:00.505848, cost_time=0:00:26.231875 2021-04-10 04:37:59,616 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.09ms, fps=1775 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.873918, arrival_time=2021-04-10 04:38:00.490242, cost_time=0:00:27.674089 2021-04-10 04:38:00,403 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.99ms, fps=1728 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:38:00.403763, cost_time=0:00:28.461476 2021-04-10 04:38:00,965 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.16ms, fps=4568 images/s, loss=0.3351, top1-acc=93.75%, top5-acc=99.57%, remaining_time=0:00:01.681410, arrival_time=2021-04-10 04:38:02.646557, cost_time=0:00:00.560469 2021-04-10 04:38:01,437 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.12ms, fps=5428 images/s, loss=0.3565, top1-acc=93.54%, top5-acc=99.59%, remaining_time=0:00:01.032360, arrival_time=2021-04-10 04:38:02.469402, cost_time=0:00:01.032364 2021-04-10 04:38:01,908 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.10ms, fps=5434 images/s, loss=0.3689, top1-acc=93.18%, top5-acc=99.60%, remaining_time=0:00:00.501250, arrival_time=2021-04-10 04:38:02.409685, cost_time=0:00:01.503738 2021-04-10 04:38:02,338 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=5404 images/s, loss=0.3440, top1-acc=93.41%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:38:02.338147, cost_time=0:00:01.933479 2021-04-10 04:38:04,449 INFO : Epoch=0177 complete, best val top1-acc=93.41%, top5-acc=99.65% (epoch=177), remaining_time=0:12:15.058012, arrival_time=2021-04-10 04:50:19.507287, cost_time=1:34:16.750861 2021-04-10 04:38:04,449 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 04:38:06,091 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.67ms, fps=1560 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:30.531714, arrival_time=2021-04-10 04:38:36.623440, cost_time=0:00:01.641491 2021-04-10 04:38:07,553 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.31ms, fps=1752 images/s, loss=0.0068, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:27.310624, arrival_time=2021-04-10 04:38:34.864332, cost_time=0:00:03.103481 2021-04-10 04:38:08,997 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0052, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:25.159790, arrival_time=2021-04-10 04:38:34.156796, cost_time=0:00:04.546944 2021-04-10 04:38:10,445 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.14ms, fps=1768 images/s, loss=0.0050, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.380344, arrival_time=2021-04-10 04:38:33.825427, cost_time=0:00:05.994959 2021-04-10 04:38:11,888 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.22ms, fps=1774 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=99.99%, remaining_time=0:00:21.721296, arrival_time=2021-04-10 04:38:33.610168, cost_time=0:00:07.438804 2021-04-10 04:38:13,334 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.11ms, fps=1772 images/s, loss=0.0053, top1-acc=99.88%, top5-acc=99.99%, remaining_time=0:00:20.136840, arrival_time=2021-04-10 04:38:33.470863, cost_time=0:00:08.883897 2021-04-10 04:38:14,776 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.15ms, fps=1775 images/s, loss=0.0051, top1-acc=99.88%, top5-acc=99.99%, remaining_time=0:00:18.588150, arrival_time=2021-04-10 04:38:33.364966, cost_time=0:00:10.326757 2021-04-10 04:38:16,223 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0047, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:17.070908, arrival_time=2021-04-10 04:38:33.294008, cost_time=0:00:11.773056 2021-04-10 04:38:17,666 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.21ms, fps=1774 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:15.566206, arrival_time=2021-04-10 04:38:33.232846, cost_time=0:00:13.216588 2021-04-10 04:38:19,110 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.073792, arrival_time=2021-04-10 04:38:33.184132, cost_time=0:00:14.660231 2021-04-10 04:38:20,555 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.591088, arrival_time=2021-04-10 04:38:33.146033, cost_time=0:00:16.104872 2021-04-10 04:38:21,998 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:11.113784, arrival_time=2021-04-10 04:38:33.111880, cost_time=0:00:17.548029 2021-04-10 04:38:23,443 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.29ms, fps=1772 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:09.642798, arrival_time=2021-04-10 04:38:33.086241, cost_time=0:00:18.993386 2021-04-10 04:38:24,891 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=99.99%, remaining_time=0:00:08.176504, arrival_time=2021-04-10 04:38:33.067802, cost_time=0:00:20.441249 2021-04-10 04:38:26,333 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.37ms, fps=1776 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=99.99%, remaining_time=0:00:06.710802, arrival_time=2021-04-10 04:38:33.043835, cost_time=0:00:21.882987 2021-04-10 04:38:27,778 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:05.248872, arrival_time=2021-04-10 04:38:33.027247, cost_time=0:00:23.328320 2021-04-10 04:38:29,221 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.20ms, fps=1775 images/s, loss=0.0042, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.788512, arrival_time=2021-04-10 04:38:33.009662, cost_time=0:00:24.771099 2021-04-10 04:38:30,666 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.15ms, fps=1771 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:02.330384, arrival_time=2021-04-10 04:38:32.997299, cost_time=0:00:26.216868 2021-04-10 04:38:32,109 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.00ms, fps=1776 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00.873444, arrival_time=2021-04-10 04:38:32.982474, cost_time=0:00:27.658988 2021-04-10 04:38:32,894 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=0.95ms, fps=1732 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:38:32.894528, cost_time=0:00:28.444328 2021-04-10 04:38:33,456 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.41ms, fps=4566 images/s, loss=0.3402, top1-acc=93.79%, top5-acc=99.69%, remaining_time=0:00:01.681860, arrival_time=2021-04-10 04:38:35.138259, cost_time=0:00:00.560624 2021-04-10 04:38:33,926 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.13ms, fps=5447 images/s, loss=0.3464, top1-acc=93.50%, top5-acc=99.67%, remaining_time=0:00:01.030960, arrival_time=2021-04-10 04:38:34.957682, cost_time=0:00:01.030957 2021-04-10 04:38:34,398 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.23ms, fps=5425 images/s, loss=0.3335, top1-acc=93.78%, top5-acc=99.73%, remaining_time=0:00:00.501040, arrival_time=2021-04-10 04:38:34.899915, cost_time=0:00:01.503122 2021-04-10 04:38:34,829 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.05ms, fps=5393 images/s, loss=0.3393, top1-acc=93.61%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:38:34.829380, cost_time=0:00:01.933614 2021-04-10 04:38:36,864 INFO : Epoch=0178 complete, best val top1-acc=93.61%, top5-acc=99.65% (epoch=178), remaining_time=0:11:43.155398, arrival_time=2021-04-10 04:50:20.020215, cost_time=1:34:49.166420 2021-04-10 04:38:36,865 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 04:38:38,494 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.36ms, fps=1572 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.295866, arrival_time=2021-04-10 04:39:08.790264, cost_time=0:00:01.628812 2021-04-10 04:38:39,940 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.38ms, fps=1771 images/s, loss=0.0035, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:27.056832, arrival_time=2021-04-10 04:39:06.997118, cost_time=0:00:03.074646 2021-04-10 04:38:41,388 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.19ms, fps=1769 images/s, loss=0.0033, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:25.025662, arrival_time=2021-04-10 04:39:06.414010, cost_time=0:00:04.522697 2021-04-10 04:38:42,831 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.22ms, fps=1775 images/s, loss=0.0031, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:23.266932, arrival_time=2021-04-10 04:39:06.098374, cost_time=0:00:05.965868 2021-04-10 04:38:44,279 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.23ms, fps=1768 images/s, loss=0.0035, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:21.649610, arrival_time=2021-04-10 04:39:05.929516, cost_time=0:00:07.414263 2021-04-10 04:38:45,724 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.23ms, fps=1773 images/s, loss=0.0034, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:20.080400, arrival_time=2021-04-10 04:39:05.804981, cost_time=0:00:08.858985 2021-04-10 04:38:47,169 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.26ms, fps=1773 images/s, loss=0.0031, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.546444, arrival_time=2021-04-10 04:39:05.715577, cost_time=0:00:10.303556 2021-04-10 04:38:48,613 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:17.034948, arrival_time=2021-04-10 04:39:05.648768, cost_time=0:00:11.748250 2021-04-10 04:38:50,056 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.82ms, fps=1775 images/s, loss=0.0032, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.535466, arrival_time=2021-04-10 04:39:05.591615, cost_time=0:00:13.190526 2021-04-10 04:38:51,502 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.11ms, fps=1770 images/s, loss=0.0033, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:14.051712, arrival_time=2021-04-10 04:39:05.554547, cost_time=0:00:14.637242 2021-04-10 04:38:52,948 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.573716, arrival_time=2021-04-10 04:39:05.521921, cost_time=0:00:16.082620 2021-04-10 04:38:54,389 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.08ms, fps=1776 images/s, loss=0.0035, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:11.098736, arrival_time=2021-04-10 04:39:05.488601, cost_time=0:00:17.524288 2021-04-10 04:38:55,834 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.29ms, fps=1773 images/s, loss=0.0033, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:09.630126, arrival_time=2021-04-10 04:39:05.464131, cost_time=0:00:18.968419 2021-04-10 04:38:57,279 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.24ms, fps=1772 images/s, loss=0.0032, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:08.165472, arrival_time=2021-04-10 04:39:05.444709, cost_time=0:00:20.413664 2021-04-10 04:38:58,723 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.22ms, fps=1773 images/s, loss=0.0031, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:06.703120, arrival_time=2021-04-10 04:39:05.426661, cost_time=0:00:21.857962 2021-04-10 04:39:00,169 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.21ms, fps=1771 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:05.243328, arrival_time=2021-04-10 04:39:05.412634, cost_time=0:00:23.303729 2021-04-10 04:39:01,613 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.19ms, fps=1773 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.785002, arrival_time=2021-04-10 04:39:05.398633, cost_time=0:00:24.748061 2021-04-10 04:39:03,055 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.14ms, fps=1775 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.328032, arrival_time=2021-04-10 04:39:05.383886, cost_time=0:00:26.190285 2021-04-10 04:39:04,500 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.08ms, fps=1773 images/s, loss=0.0030, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00.872670, arrival_time=2021-04-10 04:39:05.372784, cost_time=0:00:27.634504 2021-04-10 04:39:05,285 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.95ms, fps=1732 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:39:05.285620, cost_time=0:00:28.420064 2021-04-10 04:39:05,828 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.15ms, fps=4721 images/s, loss=0.3601, top1-acc=93.28%, top5-acc=99.61%, remaining_time=0:00:01.626660, arrival_time=2021-04-10 04:39:07.455355, cost_time=0:00:00.542224 2021-04-10 04:39:06,298 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.06ms, fps=5453 images/s, loss=0.3495, top1-acc=93.54%, top5-acc=99.63%, remaining_time=0:00:01.011960, arrival_time=2021-04-10 04:39:07.310414, cost_time=0:00:01.011965 2021-04-10 04:39:06,769 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.17ms, fps=5437 images/s, loss=0.3567, top1-acc=93.44%, top5-acc=99.61%, remaining_time=0:00:00.494410, arrival_time=2021-04-10 04:39:07.264125, cost_time=0:00:01.483225 2021-04-10 04:39:07,217 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=5190 images/s, loss=0.3615, top1-acc=93.40%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:39:07.217066, cost_time=0:00:01.930599 2021-04-10 04:39:08,207 INFO : Epoch=0179 complete, best val top1-acc=93.61%, top5-acc=99.65% (epoch=178), remaining_time=0:11:11.121192, arrival_time=2021-04-10 04:50:19.328855, cost_time=1:35:20.509273 2021-04-10 04:39:08,208 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 04:39:09,803 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.19ms, fps=1605 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.658258, arrival_time=2021-04-10 04:39:39.461238, cost_time=0:00:01.594528 2021-04-10 04:39:11,246 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.27ms, fps=1774 images/s, loss=0.0041, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.736336, arrival_time=2021-04-10 04:39:37.983072, cost_time=0:00:03.038228 2021-04-10 04:39:12,692 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.27ms, fps=1772 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.810194, arrival_time=2021-04-10 04:39:37.502476, cost_time=0:00:04.483765 2021-04-10 04:39:14,136 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.27ms, fps=1773 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.120448, arrival_time=2021-04-10 04:39:37.257224, cost_time=0:00:05.928337 2021-04-10 04:39:15,584 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.24ms, fps=1768 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.538796, arrival_time=2021-04-10 04:39:37.123582, cost_time=0:00:07.376287 2021-04-10 04:39:17,031 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.998528, arrival_time=2021-04-10 04:39:37.029942, cost_time=0:00:08.822902 2021-04-10 04:39:18,476 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.12ms, fps=1772 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.482184, arrival_time=2021-04-10 04:39:36.958469, cost_time=0:00:10.267862 2021-04-10 04:39:19,920 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.27ms, fps=1773 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.982748, arrival_time=2021-04-10 04:39:36.903481, cost_time=0:00:11.712223 2021-04-10 04:39:21,365 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.496458, arrival_time=2021-04-10 04:39:36.862267, cost_time=0:00:13.157375 2021-04-10 04:39:22,809 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.34ms, fps=1774 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.016672, arrival_time=2021-04-10 04:39:36.825784, cost_time=0:00:14.600677 2021-04-10 04:39:24,255 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.13ms, fps=1770 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.546196, arrival_time=2021-04-10 04:39:36.802054, cost_time=0:00:16.047437 2021-04-10 04:39:25,700 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.078292, arrival_time=2021-04-10 04:39:36.778828, cost_time=0:00:17.492042 2021-04-10 04:39:27,144 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.15ms, fps=1773 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.613758, arrival_time=2021-04-10 04:39:36.758382, cost_time=0:00:18.936169 2021-04-10 04:39:28,590 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.152928, arrival_time=2021-04-10 04:39:36.743626, cost_time=0:00:20.382257 2021-04-10 04:39:30,034 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.30ms, fps=1773 images/s, loss=0.0031, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.693368, arrival_time=2021-04-10 04:39:36.727960, cost_time=0:00:21.826163 2021-04-10 04:39:31,480 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.236308, arrival_time=2021-04-10 04:39:36.717205, cost_time=0:00:23.272456 2021-04-10 04:39:32,928 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.13ms, fps=1770 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.780634, arrival_time=2021-04-10 04:39:36.708623, cost_time=0:00:24.719564 2021-04-10 04:39:34,373 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.14ms, fps=1772 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.325744, arrival_time=2021-04-10 04:39:36.698772, cost_time=0:00:26.164604 2021-04-10 04:39:35,819 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.08ms, fps=1771 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.871914, arrival_time=2021-04-10 04:39:36.690878, cost_time=0:00:27.610544 2021-04-10 04:39:36,603 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.99ms, fps=1733 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:39:36.603854, cost_time=0:00:28.395439 2021-04-10 04:39:37,143 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.22ms, fps=4748 images/s, loss=0.3165, top1-acc=93.95%, top5-acc=99.61%, remaining_time=0:00:01.617600, arrival_time=2021-04-10 04:39:38.761557, cost_time=0:00:00.539205 2021-04-10 04:39:37,615 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.12ms, fps=5428 images/s, loss=0.3300, top1-acc=93.71%, top5-acc=99.71%, remaining_time=0:00:01.011160, arrival_time=2021-04-10 04:39:38.627078, cost_time=0:00:01.011162 2021-04-10 04:39:38,091 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=5.34ms, fps=5387 images/s, loss=0.3573, top1-acc=93.40%, top5-acc=99.64%, remaining_time=0:00:00.495550, arrival_time=2021-04-10 04:39:38.587023, cost_time=0:00:01.486659 2021-04-10 04:39:38,521 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.05ms, fps=5399 images/s, loss=0.3600, top1-acc=93.41%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:39:38.521510, cost_time=0:00:01.916768 2021-04-10 04:39:39,541 INFO : Epoch=0180 complete, best val top1-acc=93.61%, top5-acc=99.65% (epoch=178), remaining_time=0:10:39.093680, arrival_time=2021-04-10 04:50:18.635112, cost_time=1:35:51.843051 2021-04-10 04:39:39,542 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 04:39:41,150 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.89ms, fps=1592 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.905080, arrival_time=2021-04-10 04:40:11.055202, cost_time=0:00:01.607795 2021-04-10 04:39:42,598 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.54ms, fps=1768 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.892448, arrival_time=2021-04-10 04:40:09.490735, cost_time=0:00:03.055964 2021-04-10 04:39:44,043 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.24ms, fps=1772 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.905478, arrival_time=2021-04-10 04:40:08.948698, cost_time=0:00:04.500990 2021-04-10 04:39:45,487 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.19ms, fps=1773 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.186124, arrival_time=2021-04-10 04:40:08.673494, cost_time=0:00:05.945144 2021-04-10 04:39:46,935 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.18ms, fps=1768 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.587852, arrival_time=2021-04-10 04:40:08.523271, cost_time=0:00:07.393093 2021-04-10 04:39:48,380 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.033480, arrival_time=2021-04-10 04:40:08.414043, cost_time=0:00:08.838305 2021-04-10 04:39:49,827 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.23ms, fps=1770 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.513306, arrival_time=2021-04-10 04:40:08.340720, cost_time=0:00:10.285192 2021-04-10 04:39:51,282 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.13ms, fps=1760 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.023580, arrival_time=2021-04-10 04:40:08.306310, cost_time=0:00:11.740428 2021-04-10 04:39:52,734 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.65ms, fps=1764 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.537480, arrival_time=2021-04-10 04:40:08.271983, cost_time=0:00:13.192240 2021-04-10 04:39:54,186 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.31ms, fps=1764 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.058048, arrival_time=2021-04-10 04:40:08.244077, cost_time=0:00:14.643796 2021-04-10 04:39:55,632 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.23ms, fps=1770 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.579908, arrival_time=2021-04-10 04:40:08.212678, cost_time=0:00:16.090542 2021-04-10 04:39:57,078 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.106108, arrival_time=2021-04-10 04:40:08.184375, cost_time=0:00:17.535937 2021-04-10 04:39:58,524 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.17ms, fps=1771 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.637254, arrival_time=2021-04-10 04:40:08.161916, cost_time=0:00:18.982408 2021-04-10 04:39:59,969 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.170904, arrival_time=2021-04-10 04:40:08.140455, cost_time=0:00:20.427318 2021-04-10 04:40:01,419 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.29ms, fps=1766 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.708962, arrival_time=2021-04-10 04:40:08.128304, cost_time=0:00:21.877120 2021-04-10 04:40:02,863 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.247252, arrival_time=2021-04-10 04:40:08.110651, cost_time=0:00:23.321182 2021-04-10 04:40:04,309 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.13ms, fps=1771 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.787940, arrival_time=2021-04-10 04:40:08.097393, cost_time=0:00:24.767235 2021-04-10 04:40:05,754 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.15ms, fps=1772 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.329952, arrival_time=2021-04-10 04:40:08.084186, cost_time=0:00:26.211932 2021-04-10 04:40:07,201 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.02ms, fps=1769 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00.873456, arrival_time=2021-04-10 04:40:08.075020, cost_time=0:00:27.659357 2021-04-10 04:40:07,986 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.00ms, fps=1733 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:40:07.986522, cost_time=0:00:28.444304 2021-04-10 04:40:08,527 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.15ms, fps=4744 images/s, loss=0.3635, top1-acc=93.63%, top5-acc=99.53%, remaining_time=0:00:01.618860, arrival_time=2021-04-10 04:40:10.145903, cost_time=0:00:00.539621 2021-04-10 04:40:08,998 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.11ms, fps=5435 images/s, loss=0.3713, top1-acc=93.36%, top5-acc=99.63%, remaining_time=0:00:01.010920, arrival_time=2021-04-10 04:40:10.009250, cost_time=0:00:01.010927 2021-04-10 04:40:09,469 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.08ms, fps=5442 images/s, loss=0.3700, top1-acc=93.28%, top5-acc=99.64%, remaining_time=0:00:00.493870, arrival_time=2021-04-10 04:40:09.962878, cost_time=0:00:01.481606 2021-04-10 04:40:09,899 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=5399 images/s, loss=0.3521, top1-acc=93.41%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:40:09.898990, cost_time=0:00:01.911591 2021-04-10 04:40:10,875 INFO : Epoch=0181 complete, best val top1-acc=93.61%, top5-acc=99.65% (epoch=178), remaining_time=0:10:07.073826, arrival_time=2021-04-10 04:50:17.949193, cost_time=1:36:23.176984 2021-04-10 04:40:10,876 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 04:40:12,477 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.35ms, fps=1599 images/s, loss=0.0031, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:29.783808, arrival_time=2021-04-10 04:40:42.261307, cost_time=0:00:01.601281 2021-04-10 04:40:13,922 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.31ms, fps=1773 images/s, loss=0.0021, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.803568, arrival_time=2021-04-10 04:40:40.725759, cost_time=0:00:03.045851 2021-04-10 04:40:15,369 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0023, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:24.862982, arrival_time=2021-04-10 04:40:40.232478, cost_time=0:00:04.493315 2021-04-10 04:40:16,813 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.29ms, fps=1773 images/s, loss=0.0024, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:23.156640, arrival_time=2021-04-10 04:40:39.970398, cost_time=0:00:05.937613 2021-04-10 04:40:18,260 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.29ms, fps=1770 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.562594, arrival_time=2021-04-10 04:40:39.823287, cost_time=0:00:07.384470 2021-04-10 04:40:19,704 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:20.011584, arrival_time=2021-04-10 04:40:39.716386, cost_time=0:00:08.828632 2021-04-10 04:40:21,149 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.34ms, fps=1772 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.492264, arrival_time=2021-04-10 04:40:39.641893, cost_time=0:00:10.273484 2021-04-10 04:40:22,593 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.990636, arrival_time=2021-04-10 04:40:39.584470, cost_time=0:00:11.717684 2021-04-10 04:40:24,037 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:15.501440, arrival_time=2021-04-10 04:40:39.539228, cost_time=0:00:13.161581 2021-04-10 04:40:25,481 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.07ms, fps=1774 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.020992, arrival_time=2021-04-10 04:40:39.502304, cost_time=0:00:14.605150 2021-04-10 04:40:26,925 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.15ms, fps=1774 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:12.547314, arrival_time=2021-04-10 04:40:39.472369, cost_time=0:00:16.048897 2021-04-10 04:40:28,371 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.32ms, fps=1770 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:11.080648, arrival_time=2021-04-10 04:40:39.452502, cost_time=0:00:17.495706 2021-04-10 04:40:29,816 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0026, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:09.615606, arrival_time=2021-04-10 04:40:39.431604, cost_time=0:00:18.939850 2021-04-10 04:40:31,260 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.37ms, fps=1772 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:08.153880, arrival_time=2021-04-10 04:40:39.414747, cost_time=0:00:20.384715 2021-04-10 04:40:32,705 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.14ms, fps=1772 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:06.694380, arrival_time=2021-04-10 04:40:39.399973, cost_time=0:00:21.829435 2021-04-10 04:40:34,149 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.15ms, fps=1773 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:05.236524, arrival_time=2021-04-10 04:40:39.386094, cost_time=0:00:23.273420 2021-04-10 04:40:35,592 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.14ms, fps=1775 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:03.780166, arrival_time=2021-04-10 04:40:39.372724, cost_time=0:00:24.716399 2021-04-10 04:40:37,037 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:02.325440, arrival_time=2021-04-10 04:40:39.362794, cost_time=0:00:26.161203 2021-04-10 04:40:38,482 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.06ms, fps=1772 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00.871782, arrival_time=2021-04-10 04:40:39.354453, cost_time=0:00:27.606489 2021-04-10 04:40:39,266 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=0.95ms, fps=1736 images/s, loss=0.0024, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:40:39.266302, cost_time=0:00:28.390174 2021-04-10 04:40:39,806 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.20ms, fps=4751 images/s, loss=0.3684, top1-acc=93.52%, top5-acc=99.53%, remaining_time=0:00:01.616550, arrival_time=2021-04-10 04:40:41.422565, cost_time=0:00:00.538848 2021-04-10 04:40:40,278 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.22ms, fps=5419 images/s, loss=0.3761, top1-acc=93.48%, top5-acc=99.51%, remaining_time=0:00:01.011720, arrival_time=2021-04-10 04:40:41.290579, cost_time=0:00:01.011719 2021-04-10 04:40:40,748 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.06ms, fps=5454 images/s, loss=0.3677, top1-acc=93.58%, top5-acc=99.60%, remaining_time=0:00:00.493800, arrival_time=2021-04-10 04:40:41.242328, cost_time=0:00:01.481385 2021-04-10 04:40:41,178 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=5406 images/s, loss=0.3528, top1-acc=93.62%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 04:40:41.177992, cost_time=0:00:01.910867 2021-04-10 04:40:43,309 INFO : Epoch=0182 complete, best val top1-acc=93.62%, top5-acc=99.60% (epoch=182), remaining_time=0:09:35.170308, arrival_time=2021-04-10 04:50:18.479583, cost_time=1:36:55.610874 2021-04-10 04:40:43,309 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 04:40:44,911 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.54ms, fps=1598 images/s, loss=0.0013, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.792736, arrival_time=2021-04-10 04:41:14.704628, cost_time=0:00:01.601761 2021-04-10 04:40:46,357 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.18ms, fps=1771 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.819584, arrival_time=2021-04-10 04:41:13.177367, cost_time=0:00:03.047677 2021-04-10 04:40:47,801 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.24ms, fps=1773 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.854184, arrival_time=2021-04-10 04:41:12.655952, cost_time=0:00:04.491709 2021-04-10 04:40:49,245 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.51ms, fps=1774 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.146032, arrival_time=2021-04-10 04:41:12.390985, cost_time=0:00:05.934860 2021-04-10 04:40:50,690 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.550622, arrival_time=2021-04-10 04:41:12.241047, cost_time=0:00:07.380370 2021-04-10 04:40:52,135 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.36ms, fps=1772 images/s, loss=0.0018, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.004104, arrival_time=2021-04-10 04:41:12.139470, cost_time=0:00:08.825315 2021-04-10 04:40:53,579 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.485460, arrival_time=2021-04-10 04:41:12.065211, cost_time=0:00:10.269709 2021-04-10 04:40:55,025 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.17ms, fps=1771 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.986924, arrival_time=2021-04-10 04:41:12.012110, cost_time=0:00:11.715148 2021-04-10 04:40:56,469 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.23ms, fps=1773 images/s, loss=0.0019, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:15.498472, arrival_time=2021-04-10 04:41:11.967652, cost_time=0:00:13.159084 2021-04-10 04:40:57,913 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.21ms, fps=1774 images/s, loss=0.0020, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.018784, arrival_time=2021-04-10 04:41:11.931744, cost_time=0:00:14.602900 2021-04-10 04:40:59,358 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.43ms, fps=1771 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.547228, arrival_time=2021-04-10 04:41:11.906099, cost_time=0:00:16.048830 2021-04-10 04:41:00,806 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.081256, arrival_time=2021-04-10 04:41:11.887974, cost_time=0:00:17.496683 2021-04-10 04:41:02,251 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.35ms, fps=1772 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:09.616530, arrival_time=2021-04-10 04:41:11.868167, cost_time=0:00:18.941593 2021-04-10 04:41:03,693 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.15ms, fps=1776 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.153432, arrival_time=2021-04-10 04:41:11.846998, cost_time=0:00:20.383523 2021-04-10 04:41:05,137 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.693874, arrival_time=2021-04-10 04:41:11.831762, cost_time=0:00:21.827822 2021-04-10 04:41:06,584 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.15ms, fps=1770 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:05.236740, arrival_time=2021-04-10 04:41:11.821175, cost_time=0:00:23.274395 2021-04-10 04:41:08,033 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:03.781154, arrival_time=2021-04-10 04:41:11.814241, cost_time=0:00:24.722959 2021-04-10 04:41:09,477 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.326032, arrival_time=2021-04-10 04:41:11.803975, cost_time=0:00:26.167885 2021-04-10 04:41:10,925 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.00ms, fps=1769 images/s, loss=0.0021, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00.872076, arrival_time=2021-04-10 04:41:11.797860, cost_time=0:00:27.615683 2021-04-10 04:41:11,714 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.69ms, fps=1726 images/s, loss=0.0022, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:41:11.714291, cost_time=0:00:28.404258 2021-04-10 04:41:12,262 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.15ms, fps=4678 images/s, loss=0.3700, top1-acc=93.28%, top5-acc=99.69%, remaining_time=0:00:01.641840, arrival_time=2021-04-10 04:41:13.904258, cost_time=0:00:00.547281 2021-04-10 04:41:12,733 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.10ms, fps=5433 images/s, loss=0.3582, top1-acc=93.69%, top5-acc=99.73%, remaining_time=0:00:01.018760, arrival_time=2021-04-10 04:41:13.752668, cost_time=0:00:01.018767 2021-04-10 04:41:13,204 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.12ms, fps=5449 images/s, loss=0.3450, top1-acc=93.84%, top5-acc=99.74%, remaining_time=0:00:00.496300, arrival_time=2021-04-10 04:41:13.700330, cost_time=0:00:01.488886 2021-04-10 04:41:13,633 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.05ms, fps=5403 images/s, loss=0.3490, top1-acc=93.71%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 04:41:13.633736, cost_time=0:00:01.918603 2021-04-10 04:41:15,702 INFO : Epoch=0183 complete, best val top1-acc=93.71%, top5-acc=99.70% (epoch=183), remaining_time=0:09:03.257168, arrival_time=2021-04-10 04:50:18.959241, cost_time=1:37:28.003689 2021-04-10 04:41:15,702 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 04:41:17,326 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.41ms, fps=1577 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.190032, arrival_time=2021-04-10 04:41:47.515990, cost_time=0:00:01.623119 2021-04-10 04:41:18,773 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.28ms, fps=1769 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.023392, arrival_time=2021-04-10 04:41:45.797068, cost_time=0:00:03.070837 2021-04-10 04:41:20,217 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.23ms, fps=1774 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.980510, arrival_time=2021-04-10 04:41:45.197830, cost_time=0:00:04.514552 2021-04-10 04:41:21,661 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.13ms, fps=1773 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.239320, arrival_time=2021-04-10 04:41:44.900953, cost_time=0:00:05.958791 2021-04-10 04:41:23,106 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.618658, arrival_time=2021-04-10 04:41:44.725065, cost_time=0:00:07.403630 2021-04-10 04:41:24,550 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.16ms, fps=1774 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.054152, arrival_time=2021-04-10 04:41:44.604324, cost_time=0:00:08.847393 2021-04-10 04:41:25,994 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.525780, arrival_time=2021-04-10 04:41:44.520680, cost_time=0:00:10.292129 2021-04-10 04:41:27,440 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.018824, arrival_time=2021-04-10 04:41:44.458783, cost_time=0:00:11.737129 2021-04-10 04:41:28,886 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.527728, arrival_time=2021-04-10 04:41:44.414445, cost_time=0:00:13.183932 2021-04-10 04:41:30,328 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.16ms, fps=1776 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.040960, arrival_time=2021-04-10 04:41:44.369731, cost_time=0:00:14.625995 2021-04-10 04:41:31,775 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=2.09ms, fps=1769 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.566234, arrival_time=2021-04-10 04:41:44.342122, cost_time=0:00:16.073098 2021-04-10 04:41:33,220 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.094404, arrival_time=2021-04-10 04:41:44.314675, cost_time=0:00:17.517505 2021-04-10 04:41:34,660 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.15ms, fps=1777 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.624912, arrival_time=2021-04-10 04:41:44.285806, cost_time=0:00:18.958121 2021-04-10 04:41:36,105 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.160880, arrival_time=2021-04-10 04:41:44.265851, cost_time=0:00:20.402206 2021-04-10 04:41:37,548 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.699440, arrival_time=2021-04-10 04:41:44.248270, cost_time=0:00:21.846058 2021-04-10 04:41:39,017 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=14.24ms, fps=1744 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.245812, arrival_time=2021-04-10 04:41:44.263362, cost_time=0:00:23.314692 2021-04-10 04:41:40,463 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.17ms, fps=1771 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.786900, arrival_time=2021-04-10 04:41:44.250244, cost_time=0:00:24.760459 2021-04-10 04:41:41,908 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.31ms, fps=1773 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.329360, arrival_time=2021-04-10 04:41:44.237430, cost_time=0:00:26.205303 2021-04-10 04:41:43,353 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.00ms, fps=1771 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.873186, arrival_time=2021-04-10 04:41:44.226973, cost_time=0:00:27.650976 2021-04-10 04:41:44,140 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.99ms, fps=1730 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:41:44.140426, cost_time=0:00:28.437654 2021-04-10 04:41:44,697 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=0.16ms, fps=4606 images/s, loss=0.3657, top1-acc=93.52%, top5-acc=99.61%, remaining_time=0:00:01.667550, arrival_time=2021-04-10 04:41:46.364798, cost_time=0:00:00.555851 2021-04-10 04:41:45,170 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.18ms, fps=5417 images/s, loss=0.3601, top1-acc=93.50%, top5-acc=99.75%, remaining_time=0:00:01.028820, arrival_time=2021-04-10 04:41:46.199022, cost_time=0:00:01.028816 2021-04-10 04:41:45,641 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.11ms, fps=5432 images/s, loss=0.3518, top1-acc=93.68%, top5-acc=99.70%, remaining_time=0:00:00.500140, arrival_time=2021-04-10 04:41:46.141948, cost_time=0:00:01.500410 2021-04-10 04:41:46,071 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.06ms, fps=5405 images/s, loss=0.3661, top1-acc=93.71%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 04:41:46.071309, cost_time=0:00:01.929927 2021-04-10 04:41:47,044 INFO : Epoch=0184 complete, best val top1-acc=93.71%, top5-acc=99.70% (epoch=183), remaining_time=0:08:31.247440, arrival_time=2021-04-10 04:50:18.291467, cost_time=1:37:59.345630 2021-04-10 04:41:47,044 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 04:41:48,654 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.15ms, fps=1591 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.936142, arrival_time=2021-04-10 04:42:18.590628, cost_time=0:00:01.609467 2021-04-10 04:41:50,102 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.46ms, fps=1769 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.904240, arrival_time=2021-04-10 04:42:17.006548, cost_time=0:00:03.057299 2021-04-10 04:41:51,546 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.24ms, fps=1773 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.908466, arrival_time=2021-04-10 04:42:16.454914, cost_time=0:00:04.501525 2021-04-10 04:41:52,990 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.27ms, fps=1773 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.187216, arrival_time=2021-04-10 04:42:16.177675, cost_time=0:00:05.945447 2021-04-10 04:41:54,436 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.19ms, fps=1771 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.583180, arrival_time=2021-04-10 04:42:16.019595, cost_time=0:00:07.391490 2021-04-10 04:41:55,880 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.28ms, fps=1774 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.026136, arrival_time=2021-04-10 04:42:15.906156, cost_time=0:00:08.835082 2021-04-10 04:41:57,322 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.24ms, fps=1776 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.498816, arrival_time=2021-04-10 04:42:15.820838, cost_time=0:00:10.277098 2021-04-10 04:41:58,765 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.14ms, fps=1774 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.994812, arrival_time=2021-04-10 04:42:15.760321, cost_time=0:00:11.720579 2021-04-10 04:42:00,209 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.505044, arrival_time=2021-04-10 04:42:15.714688, cost_time=0:00:13.164656 2021-04-10 04:42:01,654 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.024928, arrival_time=2021-04-10 04:42:15.679175, cost_time=0:00:14.609303 2021-04-10 04:42:03,096 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.17ms, fps=1775 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.549550, arrival_time=2021-04-10 04:42:15.646304, cost_time=0:00:16.051796 2021-04-10 04:42:04,539 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.16ms, fps=1775 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.079888, arrival_time=2021-04-10 04:42:15.619315, cost_time=0:00:17.494503 2021-04-10 04:42:05,983 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.614748, arrival_time=2021-04-10 04:42:15.597831, cost_time=0:00:18.938154 2021-04-10 04:42:07,426 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.26ms, fps=1774 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.152704, arrival_time=2021-04-10 04:42:15.579401, cost_time=0:00:20.381773 2021-04-10 04:42:08,869 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.15ms, fps=1775 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.692770, arrival_time=2021-04-10 04:42:15.561919, cost_time=0:00:21.824222 2021-04-10 04:42:10,317 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.236308, arrival_time=2021-04-10 04:42:15.553736, cost_time=0:00:23.272500 2021-04-10 04:42:11,765 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.19ms, fps=1768 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.780790, arrival_time=2021-04-10 04:42:15.546269, cost_time=0:00:24.720539 2021-04-10 04:42:13,211 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.33ms, fps=1771 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.325936, arrival_time=2021-04-10 04:42:15.537683, cost_time=0:00:26.166752 2021-04-10 04:42:14,654 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=0.99ms, fps=1774 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.871890, arrival_time=2021-04-10 04:42:15.526771, cost_time=0:00:27.609941 2021-04-10 04:42:15,439 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.99ms, fps=1733 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:42:15.439952, cost_time=0:00:28.395032 2021-04-10 04:42:15,978 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.18ms, fps=4762 images/s, loss=0.3214, top1-acc=94.37%, top5-acc=99.65%, remaining_time=0:00:01.612710, arrival_time=2021-04-10 04:42:17.591116, cost_time=0:00:00.537574 2021-04-10 04:42:16,449 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.05ms, fps=5439 images/s, loss=0.3518, top1-acc=93.87%, top5-acc=99.63%, remaining_time=0:00:01.008540, arrival_time=2021-04-10 04:42:17.457889, cost_time=0:00:01.008531 2021-04-10 04:42:16,919 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.20ms, fps=5450 images/s, loss=0.3489, top1-acc=93.83%, top5-acc=99.67%, remaining_time=0:00:00.492850, arrival_time=2021-04-10 04:42:17.412214, cost_time=0:00:01.478545 2021-04-10 04:42:17,348 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.08ms, fps=5408 images/s, loss=0.3429, top1-acc=93.73%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:42:17.348629, cost_time=0:00:01.907803 2021-04-10 04:42:19,396 INFO : Epoch=0185 complete, best val top1-acc=93.73%, top5-acc=99.67% (epoch=185), remaining_time=0:07:59.326860, arrival_time=2021-04-10 04:50:18.723259, cost_time=1:38:31.698002 2021-04-10 04:42:19,397 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 04:42:20,980 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.15ms, fps=1617 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.451798, arrival_time=2021-04-10 04:42:50.432440, cost_time=0:00:01.583427 2021-04-10 04:42:22,425 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.23ms, fps=1773 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.646400, arrival_time=2021-04-10 04:42:49.071686, cost_time=0:00:03.027999 2021-04-10 04:42:23,879 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.802226, arrival_time=2021-04-10 04:42:48.681851, cost_time=0:00:04.482333 2021-04-10 04:42:25,322 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.06ms, fps=1775 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.109528, arrival_time=2021-04-10 04:42:48.432249, cost_time=0:00:05.925516 2021-04-10 04:42:26,767 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.37ms, fps=1772 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.522152, arrival_time=2021-04-10 04:42:48.290013, cost_time=0:00:07.370593 2021-04-10 04:42:28,214 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.25ms, fps=1771 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.985064, arrival_time=2021-04-10 04:42:48.199211, cost_time=0:00:08.816928 2021-04-10 04:42:29,658 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.15ms, fps=1773 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.469836, arrival_time=2021-04-10 04:42:48.128070, cost_time=0:00:10.261018 2021-04-10 04:42:31,105 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.14ms, fps=1769 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.977412, arrival_time=2021-04-10 04:42:48.083156, cost_time=0:00:11.708545 2021-04-10 04:42:32,545 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.10ms, fps=1779 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.485540, arrival_time=2021-04-10 04:42:48.030979, cost_time=0:00:13.148073 2021-04-10 04:42:33,992 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.19ms, fps=1770 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.011200, arrival_time=2021-04-10 04:42:48.003442, cost_time=0:00:14.595022 2021-04-10 04:42:35,437 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.14ms, fps=1772 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.540262, arrival_time=2021-04-10 04:42:47.977389, cost_time=0:00:16.039920 2021-04-10 04:42:36,878 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.25ms, fps=1776 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.071680, arrival_time=2021-04-10 04:42:47.950477, cost_time=0:00:17.481600 2021-04-10 04:42:38,321 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.12ms, fps=1775 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.607620, arrival_time=2021-04-10 04:42:47.928862, cost_time=0:00:18.924042 2021-04-10 04:42:39,765 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.147272, arrival_time=2021-04-10 04:42:47.912699, cost_time=0:00:20.368219 2021-04-10 04:42:41,209 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.23ms, fps=1774 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.688998, arrival_time=2021-04-10 04:42:47.898189, cost_time=0:00:21.811983 2021-04-10 04:42:42,652 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.19ms, fps=1774 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.232492, arrival_time=2021-04-10 04:42:47.885266, cost_time=0:00:23.255572 2021-04-10 04:42:44,098 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.777800, arrival_time=2021-04-10 04:42:47.876020, cost_time=0:00:24.701013 2021-04-10 04:42:45,548 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.33ms, fps=1766 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.324512, arrival_time=2021-04-10 04:42:47.872569, cost_time=0:00:26.150779 2021-04-10 04:42:46,990 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.14ms, fps=1776 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.871356, arrival_time=2021-04-10 04:42:47.861417, cost_time=0:00:27.592848 2021-04-10 04:42:47,775 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.32ms, fps=1733 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:42:47.775077, cost_time=0:00:28.377885 2021-04-10 04:42:48,322 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.21ms, fps=4683 images/s, loss=0.3636, top1-acc=93.48%, top5-acc=99.73%, remaining_time=0:00:01.639800, arrival_time=2021-04-10 04:42:49.962336, cost_time=0:00:00.546598 2021-04-10 04:42:48,792 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.08ms, fps=5451 images/s, loss=0.3431, top1-acc=93.89%, top5-acc=99.71%, remaining_time=0:00:01.016520, arrival_time=2021-04-10 04:42:49.808987, cost_time=0:00:01.016512 2021-04-10 04:42:49,264 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.10ms, fps=5431 images/s, loss=0.3593, top1-acc=93.53%, top5-acc=99.67%, remaining_time=0:00:00.496060, arrival_time=2021-04-10 04:42:49.760216, cost_time=0:00:01.488195 2021-04-10 04:42:49,693 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=5407 images/s, loss=0.3450, top1-acc=93.64%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:42:49.693508, cost_time=0:00:01.917578 2021-04-10 04:42:50,723 INFO : Epoch=0186 complete, best val top1-acc=93.73%, top5-acc=99.67% (epoch=185), remaining_time=0:07:27.324458, arrival_time=2021-04-10 04:50:18.047802, cost_time=1:39:03.024964 2021-04-10 04:42:50,724 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 04:42:52,304 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.38ms, fps=1620 images/s, loss=0.0042, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.391720, arrival_time=2021-04-10 04:43:21.696045, cost_time=0:00:01.580203 2021-04-10 04:42:53,746 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.18ms, fps=1775 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.600816, arrival_time=2021-04-10 04:43:20.347763, cost_time=0:00:03.022829 2021-04-10 04:42:55,191 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.17ms, fps=1773 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.717400, arrival_time=2021-04-10 04:43:19.908514, cost_time=0:00:04.467011 2021-04-10 04:42:56,636 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.15ms, fps=1772 images/s, loss=0.0027, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.058048, arrival_time=2021-04-10 04:43:19.694482, cost_time=0:00:05.912332 2021-04-10 04:42:58,081 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.484484, arrival_time=2021-04-10 04:43:19.566270, cost_time=0:00:07.357680 2021-04-10 04:42:59,526 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0023, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.953104, arrival_time=2021-04-10 04:43:19.480027, cost_time=0:00:08.802818 2021-04-10 04:43:00,967 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.16ms, fps=1778 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.438084, arrival_time=2021-04-10 04:43:19.405538, cost_time=0:00:10.243345 2021-04-10 04:43:02,413 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.20ms, fps=1771 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.949224, arrival_time=2021-04-10 04:43:19.362447, cost_time=0:00:11.689111 2021-04-10 04:43:03,858 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.20ms, fps=1772 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.469534, arrival_time=2021-04-10 04:43:19.328134, cost_time=0:00:13.134486 2021-04-10 04:43:05,300 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.13ms, fps=1776 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:13.993152, arrival_time=2021-04-10 04:43:19.293429, cost_time=0:00:14.576172 2021-04-10 04:43:06,743 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.14ms, fps=1774 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.524352, arrival_time=2021-04-10 04:43:19.268021, cost_time=0:00:16.019559 2021-04-10 04:43:08,187 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.36ms, fps=1774 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:11.059976, arrival_time=2021-04-10 04:43:19.247240, cost_time=0:00:17.463142 2021-04-10 04:43:09,631 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:09.598908, arrival_time=2021-04-10 04:43:19.229920, cost_time=0:00:18.906904 2021-04-10 04:43:11,073 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.20ms, fps=1775 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.139880, arrival_time=2021-04-10 04:43:19.213676, cost_time=0:00:20.349685 2021-04-10 04:43:12,520 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.35ms, fps=1770 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.684306, arrival_time=2021-04-10 04:43:19.205051, cost_time=0:00:21.796587 2021-04-10 04:43:13,967 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.37ms, fps=1770 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.229684, arrival_time=2021-04-10 04:43:19.196888, cost_time=0:00:23.243101 2021-04-10 04:43:15,412 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.28ms, fps=1772 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.775850, arrival_time=2021-04-10 04:43:19.188191, cost_time=0:00:24.688212 2021-04-10 04:43:16,856 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.19ms, fps=1774 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.322832, arrival_time=2021-04-10 04:43:19.178837, cost_time=0:00:26.131894 2021-04-10 04:43:18,300 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=0.99ms, fps=1773 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.870828, arrival_time=2021-04-10 04:43:19.171236, cost_time=0:00:27.576314 2021-04-10 04:43:19,085 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=0.95ms, fps=1734 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:43:19.085044, cost_time=0:00:28.360950 2021-04-10 04:43:19,624 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.20ms, fps=4755 images/s, loss=0.3664, top1-acc=93.44%, top5-acc=99.57%, remaining_time=0:00:01.614990, arrival_time=2021-04-10 04:43:21.239232, cost_time=0:00:00.538333 2021-04-10 04:43:20,095 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.20ms, fps=5439 images/s, loss=0.3547, top1-acc=93.61%, top5-acc=99.67%, remaining_time=0:00:01.009380, arrival_time=2021-04-10 04:43:21.104673, cost_time=0:00:01.009387 2021-04-10 04:43:20,566 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.13ms, fps=5439 images/s, loss=0.3663, top1-acc=93.46%, top5-acc=99.56%, remaining_time=0:00:00.493440, arrival_time=2021-04-10 04:43:21.059669, cost_time=0:00:01.480335 2021-04-10 04:43:20,995 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=5403 images/s, loss=0.3464, top1-acc=93.63%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 04:43:20.995918, cost_time=0:00:01.910035 2021-04-10 04:43:22,036 INFO : Epoch=0187 complete, best val top1-acc=93.73%, top5-acc=99.67% (epoch=185), remaining_time=0:06:55.328342, arrival_time=2021-04-10 04:50:17.365155, cost_time=1:39:34.338423 2021-04-10 04:43:22,037 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 04:43:23,641 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.11ms, fps=1596 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.832168, arrival_time=2021-04-10 04:43:53.473630, cost_time=0:00:01.603879 2021-04-10 04:43:25,090 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.19ms, fps=1767 images/s, loss=0.0011, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.863584, arrival_time=2021-04-10 04:43:51.953957, cost_time=0:00:03.052672 2021-04-10 04:43:26,534 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.72ms, fps=1774 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.881076, arrival_time=2021-04-10 04:43:51.415335, cost_time=0:00:04.496572 2021-04-10 04:43:27,980 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.175516, arrival_time=2021-04-10 04:43:51.155543, cost_time=0:00:05.942434 2021-04-10 04:43:29,424 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.570332, arrival_time=2021-04-10 04:43:50.995013, cost_time=0:00:07.387095 2021-04-10 04:43:30,871 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.022600, arrival_time=2021-04-10 04:43:50.893795, cost_time=0:00:08.833488 2021-04-10 04:43:32,315 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.24ms, fps=1773 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.500076, arrival_time=2021-04-10 04:43:50.815439, cost_time=0:00:10.277785 2021-04-10 04:43:33,756 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.18ms, fps=1776 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.992956, arrival_time=2021-04-10 04:43:50.749798, cost_time=0:00:11.719255 2021-04-10 04:43:35,201 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.503984, arrival_time=2021-04-10 04:43:50.705296, cost_time=0:00:13.163733 2021-04-10 04:43:36,644 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.16ms, fps=1775 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.022432, arrival_time=2021-04-10 04:43:50.666780, cost_time=0:00:14.606703 2021-04-10 04:43:38,086 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.24ms, fps=1776 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.547228, arrival_time=2021-04-10 04:43:50.633564, cost_time=0:00:16.048730 2021-04-10 04:43:39,529 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.15ms, fps=1775 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.078140, arrival_time=2021-04-10 04:43:50.607542, cost_time=0:00:17.491819 2021-04-10 04:43:40,972 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.16ms, fps=1774 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.613098, arrival_time=2021-04-10 04:43:50.585541, cost_time=0:00:18.934855 2021-04-10 04:43:42,418 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.19ms, fps=1771 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.152424, arrival_time=2021-04-10 04:43:50.571054, cost_time=0:00:20.381047 2021-04-10 04:43:43,861 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.28ms, fps=1774 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.692724, arrival_time=2021-04-10 04:43:50.554374, cost_time=0:00:21.824062 2021-04-10 04:43:45,305 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.21ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.235300, arrival_time=2021-04-10 04:43:50.540949, cost_time=0:00:23.268058 2021-04-10 04:43:46,750 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.779672, arrival_time=2021-04-10 04:43:50.530447, cost_time=0:00:24.713185 2021-04-10 04:43:48,193 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.15ms, fps=1775 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.324960, arrival_time=2021-04-10 04:43:50.518304, cost_time=0:00:26.155765 2021-04-10 04:43:49,638 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=0.99ms, fps=1772 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.871608, arrival_time=2021-04-10 04:43:50.510067, cost_time=0:00:27.600887 2021-04-10 04:43:50,425 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=0.99ms, fps=1729 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:43:50.425232, cost_time=0:00:28.387588 2021-04-10 04:43:50,963 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.11ms, fps=4765 images/s, loss=0.3730, top1-acc=93.44%, top5-acc=99.61%, remaining_time=0:00:01.611870, arrival_time=2021-04-10 04:43:52.575396, cost_time=0:00:00.537286 2021-04-10 04:43:51,435 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.12ms, fps=5425 images/s, loss=0.3562, top1-acc=93.75%, top5-acc=99.71%, remaining_time=0:00:01.009460, arrival_time=2021-04-10 04:43:52.445152, cost_time=0:00:01.009465 2021-04-10 04:43:51,906 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.16ms, fps=5440 images/s, loss=0.3501, top1-acc=93.79%, top5-acc=99.64%, remaining_time=0:00:00.493460, arrival_time=2021-04-10 04:43:52.400073, cost_time=0:00:01.480371 2021-04-10 04:43:52,336 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=5404 images/s, loss=0.3428, top1-acc=93.75%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:43:52.336214, cost_time=0:00:01.909998 2021-04-10 04:43:54,402 INFO : Epoch=0188 complete, best val top1-acc=93.75%, top5-acc=99.64% (epoch=188), remaining_time=0:06:23.406648, arrival_time=2021-04-10 04:50:17.809160, cost_time=1:40:06.704108 2021-04-10 04:43:54,403 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 04:43:56,004 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.25ms, fps=1599 images/s, loss=0.0008, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.777484, arrival_time=2021-04-10 04:44:25.781799, cost_time=0:00:01.600938 2021-04-10 04:43:57,447 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.27ms, fps=1775 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.786672, arrival_time=2021-04-10 04:44:24.234001, cost_time=0:00:03.043938 2021-04-10 04:43:58,892 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.17ms, fps=1773 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.837584, arrival_time=2021-04-10 04:44:23.729614, cost_time=0:00:04.488718 2021-04-10 04:44:00,336 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.65ms, fps=1773 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:23.138544, arrival_time=2021-04-10 04:44:23.474873, cost_time=0:00:05.932976 2021-04-10 04:44:01,778 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.32ms, fps=1776 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.534270, arrival_time=2021-04-10 04:44:23.312364, cost_time=0:00:07.374766 2021-04-10 04:44:03,223 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.11ms, fps=1772 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.992272, arrival_time=2021-04-10 04:44:23.215672, cost_time=0:00:08.820102 2021-04-10 04:44:04,665 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.25ms, fps=1776 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.471096, arrival_time=2021-04-10 04:44:23.136081, cost_time=0:00:10.261689 2021-04-10 04:44:06,108 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.973120, arrival_time=2021-04-10 04:44:23.082065, cost_time=0:00:11.705636 2021-04-10 04:44:07,553 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.35ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.487978, arrival_time=2021-04-10 04:44:23.041548, cost_time=0:00:13.150199 2021-04-10 04:44:08,998 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.35ms, fps=1773 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.011008, arrival_time=2021-04-10 04:44:23.009064, cost_time=0:00:14.594751 2021-04-10 04:44:10,440 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.19ms, fps=1775 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.538112, arrival_time=2021-04-10 04:44:22.978561, cost_time=0:00:16.037157 2021-04-10 04:44:11,884 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.72ms, fps=1774 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.071224, arrival_time=2021-04-10 04:44:22.955475, cost_time=0:00:17.480939 2021-04-10 04:44:13,329 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.608742, arrival_time=2021-04-10 04:44:22.938363, cost_time=0:00:18.926323 2021-04-10 04:44:14,771 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.25ms, fps=1776 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.147216, arrival_time=2021-04-10 04:44:22.918617, cost_time=0:00:20.368106 2021-04-10 04:44:16,214 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.15ms, fps=1774 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.688860, arrival_time=2021-04-10 04:44:22.903670, cost_time=0:00:21.811489 2021-04-10 04:44:17,659 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.08ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.232528, arrival_time=2021-04-10 04:44:22.891535, cost_time=0:00:23.255713 2021-04-10 04:44:19,102 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.15ms, fps=1774 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.777540, arrival_time=2021-04-10 04:44:22.880080, cost_time=0:00:24.699244 2021-04-10 04:44:20,548 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.324016, arrival_time=2021-04-10 04:44:22.872567, cost_time=0:00:26.145254 2021-04-10 04:44:21,993 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.00ms, fps=1772 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.871272, arrival_time=2021-04-10 04:44:22.864900, cost_time=0:00:27.590292 2021-04-10 04:44:22,780 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=0.99ms, fps=1729 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:44:22.780498, cost_time=0:00:28.377188 2021-04-10 04:44:23,318 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.15ms, fps=4765 images/s, loss=0.3418, top1-acc=93.83%, top5-acc=99.61%, remaining_time=0:00:01.611900, arrival_time=2021-04-10 04:44:24.930655, cost_time=0:00:00.537300 2021-04-10 04:44:23,789 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.25ms, fps=5438 images/s, loss=0.3361, top1-acc=93.93%, top5-acc=99.65%, remaining_time=0:00:01.008300, arrival_time=2021-04-10 04:44:24.798076, cost_time=0:00:01.008308 2021-04-10 04:44:24,262 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.17ms, fps=5422 images/s, loss=0.3420, top1-acc=93.82%, top5-acc=99.65%, remaining_time=0:00:00.493580, arrival_time=2021-04-10 04:44:24.755789, cost_time=0:00:01.480735 2021-04-10 04:44:24,692 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=5399 images/s, loss=0.3495, top1-acc=93.71%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:44:24.692200, cost_time=0:00:01.910747 2021-04-10 04:44:25,772 INFO : Epoch=0189 complete, best val top1-acc=93.75%, top5-acc=99.64% (epoch=188), remaining_time=0:05:51.422324, arrival_time=2021-04-10 04:50:17.195116, cost_time=1:40:38.074417 2021-04-10 04:44:25,773 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 04:44:27,391 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.21ms, fps=1582 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.089220, arrival_time=2021-04-10 04:44:57.480476, cost_time=0:00:01.617698 2021-04-10 04:44:28,836 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.954048, arrival_time=2021-04-10 04:44:55.790576, cost_time=0:00:03.062957 2021-04-10 04:44:30,282 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.14ms, fps=1771 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.950962, arrival_time=2021-04-10 04:44:55.233665, cost_time=0:00:04.509207 2021-04-10 04:44:31,729 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.71ms, fps=1770 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.226996, arrival_time=2021-04-10 04:44:54.956158, cost_time=0:00:05.955623 2021-04-10 04:44:33,173 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.15ms, fps=1773 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.607854, arrival_time=2021-04-10 04:44:54.781323, cost_time=0:00:07.399968 2021-04-10 04:44:34,618 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.13ms, fps=1772 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.048440, arrival_time=2021-04-10 04:44:54.666788, cost_time=0:00:08.844873 2021-04-10 04:44:36,064 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.24ms, fps=1771 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.523512, arrival_time=2021-04-10 04:44:54.587832, cost_time=0:00:10.290830 2021-04-10 04:44:37,509 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.15ms, fps=1772 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.017084, arrival_time=2021-04-10 04:44:54.526451, cost_time=0:00:11.735887 2021-04-10 04:44:38,954 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.37ms, fps=1772 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.524230, arrival_time=2021-04-10 04:44:54.478753, cost_time=0:00:13.180969 2021-04-10 04:44:40,398 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.09ms, fps=1773 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.040000, arrival_time=2021-04-10 04:44:54.438487, cost_time=0:00:14.625005 2021-04-10 04:44:41,842 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.25ms, fps=1773 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.562966, arrival_time=2021-04-10 04:44:54.405412, cost_time=0:00:16.068950 2021-04-10 04:44:43,288 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.092732, arrival_time=2021-04-10 04:44:54.380993, cost_time=0:00:17.514786 2021-04-10 04:44:44,730 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.15ms, fps=1775 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.624582, arrival_time=2021-04-10 04:44:54.355526, cost_time=0:00:18.957465 2021-04-10 04:44:46,172 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.27ms, fps=1776 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.159704, arrival_time=2021-04-10 04:44:54.332432, cost_time=0:00:20.399253 2021-04-10 04:44:47,614 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.16ms, fps=1776 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.698014, arrival_time=2021-04-10 04:44:54.312805, cost_time=0:00:21.841307 2021-04-10 04:44:49,058 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.25ms, fps=1774 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.239044, arrival_time=2021-04-10 04:44:54.297163, cost_time=0:00:23.284639 2021-04-10 04:44:50,502 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.782142, arrival_time=2021-04-10 04:44:54.285045, cost_time=0:00:24.729421 2021-04-10 04:44:51,946 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.25ms, fps=1774 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.326480, arrival_time=2021-04-10 04:44:54.272983, cost_time=0:00:26.172961 2021-04-10 04:44:53,392 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.00ms, fps=1771 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.872166, arrival_time=2021-04-10 04:44:54.264302, cost_time=0:00:27.618648 2021-04-10 04:44:54,177 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.00ms, fps=1733 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:44:54.177524, cost_time=0:00:28.404054 2021-04-10 04:44:54,719 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.19ms, fps=4727 images/s, loss=0.3442, top1-acc=93.71%, top5-acc=99.53%, remaining_time=0:00:01.624680, arrival_time=2021-04-10 04:44:56.344616, cost_time=0:00:00.541562 2021-04-10 04:44:55,190 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.12ms, fps=5440 images/s, loss=0.3328, top1-acc=93.98%, top5-acc=99.67%, remaining_time=0:00:01.012420, arrival_time=2021-04-10 04:44:56.203219, cost_time=0:00:01.012411 2021-04-10 04:44:55,662 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.09ms, fps=5431 images/s, loss=0.3444, top1-acc=93.88%, top5-acc=99.70%, remaining_time=0:00:00.494690, arrival_time=2021-04-10 04:44:56.157205, cost_time=0:00:01.484080 2021-04-10 04:44:56,092 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=5404 images/s, loss=0.3559, top1-acc=93.77%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 04:44:56.092190, cost_time=0:00:01.913817 2021-04-10 04:44:58,106 INFO : Epoch=0190 complete, best val top1-acc=93.77%, top5-acc=99.67% (epoch=190), remaining_time=0:05:19.495180, arrival_time=2021-04-10 04:50:17.602061, cost_time=1:41:10.408472 2021-04-10 04:44:58,107 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 04:44:59,705 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.21ms, fps=1602 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.724474, arrival_time=2021-04-10 04:45:29.430388, cost_time=0:00:01.598089 2021-04-10 04:45:01,153 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.805680, arrival_time=2021-04-10 04:45:27.959479, cost_time=0:00:03.046098 2021-04-10 04:45:02,600 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.861488, arrival_time=2021-04-10 04:45:27.462289, cost_time=0:00:04.493048 2021-04-10 04:45:04,044 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.152584, arrival_time=2021-04-10 04:45:27.196814, cost_time=0:00:05.936558 2021-04-10 04:45:05,491 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.559090, arrival_time=2021-04-10 04:45:27.050047, cost_time=0:00:07.383237 2021-04-10 04:45:06,938 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.16ms, fps=1769 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.016752, arrival_time=2021-04-10 04:45:26.955400, cost_time=0:00:08.830930 2021-04-10 04:45:08,381 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.36ms, fps=1775 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.492390, arrival_time=2021-04-10 04:45:26.873608, cost_time=0:00:10.273535 2021-04-10 04:45:09,823 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.24ms, fps=1776 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.987736, arrival_time=2021-04-10 04:45:26.811108, cost_time=0:00:11.715695 2021-04-10 04:45:11,264 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.12ms, fps=1777 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.495716, arrival_time=2021-04-10 04:45:26.760142, cost_time=0:00:13.156750 2021-04-10 04:45:12,711 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.21ms, fps=1772 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.019456, arrival_time=2021-04-10 04:45:26.730756, cost_time=0:00:14.603572 2021-04-10 04:45:14,157 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.15ms, fps=1771 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.548002, arrival_time=2021-04-10 04:45:26.705426, cost_time=0:00:16.049737 2021-04-10 04:45:15,601 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.20ms, fps=1774 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.079204, arrival_time=2021-04-10 04:45:26.680364, cost_time=0:00:17.493486 2021-04-10 04:45:17,045 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.614418, arrival_time=2021-04-10 04:45:26.659583, cost_time=0:00:18.937480 2021-04-10 04:45:18,487 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.16ms, fps=1775 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.152032, arrival_time=2021-04-10 04:45:26.639753, cost_time=0:00:20.380054 2021-04-10 04:45:19,932 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.36ms, fps=1773 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.692862, arrival_time=2021-04-10 04:45:26.625040, cost_time=0:00:21.824495 2021-04-10 04:45:21,375 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.20ms, fps=1774 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.235300, arrival_time=2021-04-10 04:45:26.610898, cost_time=0:00:23.267922 2021-04-10 04:45:22,818 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.32ms, fps=1775 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.779308, arrival_time=2021-04-10 04:45:26.597854, cost_time=0:00:24.710868 2021-04-10 04:45:24,262 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.21ms, fps=1773 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.324912, arrival_time=2021-04-10 04:45:26.587818, cost_time=0:00:26.155229 2021-04-10 04:45:25,706 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=0.99ms, fps=1774 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.871542, arrival_time=2021-04-10 04:45:26.578094, cost_time=0:00:27.598892 2021-04-10 04:45:26,490 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.96ms, fps=1735 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:45:26.490842, cost_time=0:00:28.383024 2021-04-10 04:45:27,051 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.17ms, fps=4580 images/s, loss=0.3673, top1-acc=93.91%, top5-acc=99.57%, remaining_time=0:00:01.677000, arrival_time=2021-04-10 04:45:28.728058, cost_time=0:00:00.558998 2021-04-10 04:45:27,521 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.27ms, fps=5446 images/s, loss=0.3554, top1-acc=93.95%, top5-acc=99.61%, remaining_time=0:00:01.029380, arrival_time=2021-04-10 04:45:28.550821, cost_time=0:00:01.029383 2021-04-10 04:45:27,994 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.19ms, fps=5418 images/s, loss=0.3603, top1-acc=93.70%, top5-acc=99.64%, remaining_time=0:00:00.500740, arrival_time=2021-04-10 04:45:28.495016, cost_time=0:00:01.502224 2021-04-10 04:45:28,424 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=5403 images/s, loss=0.3445, top1-acc=93.81%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 04:45:28.423982, cost_time=0:00:01.931922 2021-04-10 04:45:30,634 INFO : Epoch=0191 complete, best val top1-acc=93.81%, top5-acc=99.65% (epoch=191), remaining_time=0:04:47.572887, arrival_time=2021-04-10 04:50:18.207064, cost_time=1:41:42.935773 2021-04-10 04:45:30,634 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 04:45:32,234 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.31ms, fps=1600 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.755536, arrival_time=2021-04-10 04:46:01.990378, cost_time=0:00:01.599762 2021-04-10 04:45:33,681 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0025, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.806032, arrival_time=2021-04-10 04:46:00.487236, cost_time=0:00:03.046132 2021-04-10 04:45:35,127 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.859496, arrival_time=2021-04-10 04:45:59.987172, cost_time=0:00:04.492674 2021-04-10 04:45:36,574 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.10ms, fps=1770 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.164908, arrival_time=2021-04-10 04:45:59.739672, cost_time=0:00:05.939718 2021-04-10 04:45:38,020 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.31ms, fps=1771 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=99.99%, remaining_time=0:00:21.565368, arrival_time=2021-04-10 04:45:59.585810, cost_time=0:00:07.385407 2021-04-10 04:45:39,463 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.20ms, fps=1775 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=99.99%, remaining_time=0:00:20.011040, arrival_time=2021-04-10 04:45:59.474415, cost_time=0:00:08.828378 2021-04-10 04:45:40,907 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.38ms, fps=1773 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=99.99%, remaining_time=0:00:18.491382, arrival_time=2021-04-10 04:45:59.399331, cost_time=0:00:10.272958 2021-04-10 04:45:42,351 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.24ms, fps=1774 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.989012, arrival_time=2021-04-10 04:45:59.340566, cost_time=0:00:11.716551 2021-04-10 04:45:43,797 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.19ms, fps=1771 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.502076, arrival_time=2021-04-10 04:45:59.299265, cost_time=0:00:13.162114 2021-04-10 04:45:45,242 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.022816, arrival_time=2021-04-10 04:45:59.264926, cost_time=0:00:14.607091 2021-04-10 04:45:46,688 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.20ms, fps=1771 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.550496, arrival_time=2021-04-10 04:45:59.238483, cost_time=0:00:16.052994 2021-04-10 04:45:48,131 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.080952, arrival_time=2021-04-10 04:45:59.212233, cost_time=0:00:17.496287 2021-04-10 04:45:49,575 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.23ms, fps=1773 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.615870, arrival_time=2021-04-10 04:45:59.191225, cost_time=0:00:18.940369 2021-04-10 04:45:51,020 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.154160, arrival_time=2021-04-10 04:45:59.174548, cost_time=0:00:20.385394 2021-04-10 04:45:52,463 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.19ms, fps=1774 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.694150, arrival_time=2021-04-10 04:45:59.157930, cost_time=0:00:21.828762 2021-04-10 04:45:53,906 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.49ms, fps=1775 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.236020, arrival_time=2021-04-10 04:45:59.142278, cost_time=0:00:23.271261 2021-04-10 04:45:55,351 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.780140, arrival_time=2021-04-10 04:45:59.131571, cost_time=0:00:24.716371 2021-04-10 04:45:56,795 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.15ms, fps=1774 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.325344, arrival_time=2021-04-10 04:45:59.120554, cost_time=0:00:26.160198 2021-04-10 04:45:58,239 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.00ms, fps=1773 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.871728, arrival_time=2021-04-10 04:45:59.111478, cost_time=0:00:27.604771 2021-04-10 04:45:59,022 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.95ms, fps=1738 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:45:59.022491, cost_time=0:00:28.387509 2021-04-10 04:45:59,581 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.23ms, fps=4591 images/s, loss=0.3697, top1-acc=93.59%, top5-acc=99.65%, remaining_time=0:00:01.672980, arrival_time=2021-04-10 04:46:01.253995, cost_time=0:00:00.557660 2021-04-10 04:46:00,056 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.06ms, fps=5392 images/s, loss=0.3624, top1-acc=93.55%, top5-acc=99.71%, remaining_time=0:00:01.032800, arrival_time=2021-04-10 04:46:01.088938, cost_time=0:00:01.032790 2021-04-10 04:46:00,527 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.11ms, fps=5436 images/s, loss=0.3515, top1-acc=93.83%, top5-acc=99.70%, remaining_time=0:00:00.501350, arrival_time=2021-04-10 04:46:01.028752, cost_time=0:00:01.504053 2021-04-10 04:46:00,957 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.05ms, fps=5396 images/s, loss=0.3422, top1-acc=93.85%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:46:00.957625, cost_time=0:00:01.934283 2021-04-10 04:46:03,059 INFO : Epoch=0192 complete, best val top1-acc=93.85%, top5-acc=99.66% (epoch=192), remaining_time=0:04:15.640056, arrival_time=2021-04-10 04:50:18.699847, cost_time=1:42:15.361383 2021-04-10 04:46:03,060 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 04:46:04,670 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.19ms, fps=1591 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.935026, arrival_time=2021-04-10 04:46:34.605078, cost_time=0:00:01.609411 2021-04-10 04:46:06,118 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.18ms, fps=1768 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.911984, arrival_time=2021-04-10 04:46:33.030848, cost_time=0:00:03.058183 2021-04-10 04:46:07,561 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.75ms, fps=1775 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.905146, arrival_time=2021-04-10 04:46:32.466649, cost_time=0:00:04.500927 2021-04-10 04:46:09,008 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.25ms, fps=1770 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.195640, arrival_time=2021-04-10 04:46:32.203882, cost_time=0:00:05.947600 2021-04-10 04:46:10,453 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.15ms, fps=1772 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.586976, arrival_time=2021-04-10 04:46:32.040419, cost_time=0:00:07.392806 2021-04-10 04:46:11,900 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.64ms, fps=1769 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.037832, arrival_time=2021-04-10 04:46:31.938634, cost_time=0:00:08.840234 2021-04-10 04:46:13,345 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.35ms, fps=1773 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.512550, arrival_time=2021-04-10 04:46:31.857928, cost_time=0:00:10.284737 2021-04-10 04:46:14,790 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.35ms, fps=1772 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.008848, arrival_time=2021-04-10 04:46:31.799633, cost_time=0:00:11.730212 2021-04-10 04:46:16,234 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.16ms, fps=1774 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.515750, arrival_time=2021-04-10 04:46:31.750044, cost_time=0:00:13.173731 2021-04-10 04:46:17,678 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.09ms, fps=1774 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.032800, arrival_time=2021-04-10 04:46:31.710846, cost_time=0:00:14.617489 2021-04-10 04:46:19,123 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.16ms, fps=1772 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.557978, arrival_time=2021-04-10 04:46:31.681229, cost_time=0:00:16.062509 2021-04-10 04:46:20,567 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.087944, arrival_time=2021-04-10 04:46:31.655817, cost_time=0:00:17.507292 2021-04-10 04:46:22,014 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.23ms, fps=1771 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.622536, arrival_time=2021-04-10 04:46:31.636613, cost_time=0:00:18.953511 2021-04-10 04:46:23,459 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.159592, arrival_time=2021-04-10 04:46:31.619057, cost_time=0:00:20.398915 2021-04-10 04:46:24,906 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.14ms, fps=1770 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.699348, arrival_time=2021-04-10 04:46:31.605678, cost_time=0:00:21.845758 2021-04-10 04:46:26,356 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.12ms, fps=1766 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.241492, arrival_time=2021-04-10 04:46:31.597638, cost_time=0:00:23.295495 2021-04-10 04:46:27,806 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.47ms, fps=1766 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.784664, arrival_time=2021-04-10 04:46:31.591198, cost_time=0:00:24.745887 2021-04-10 04:46:29,250 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.328016, arrival_time=2021-04-10 04:46:31.578845, cost_time=0:00:26.190267 2021-04-10 04:46:30,699 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.02ms, fps=1768 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.872808, arrival_time=2021-04-10 04:46:31.572359, cost_time=0:00:27.638908 2021-04-10 04:46:31,483 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.95ms, fps=1736 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:46:31.483525, cost_time=0:00:28.422977 2021-04-10 04:46:32,023 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.11ms, fps=4747 images/s, loss=0.3846, top1-acc=93.36%, top5-acc=99.53%, remaining_time=0:00:01.617870, arrival_time=2021-04-10 04:46:33.641558, cost_time=0:00:00.539290 2021-04-10 04:46:32,493 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.07ms, fps=5449 images/s, loss=0.3732, top1-acc=93.46%, top5-acc=99.59%, remaining_time=0:00:01.009480, arrival_time=2021-04-10 04:46:33.503345, cost_time=0:00:01.009488 2021-04-10 04:46:32,964 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.12ms, fps=5440 images/s, loss=0.3505, top1-acc=93.85%, top5-acc=99.64%, remaining_time=0:00:00.493450, arrival_time=2021-04-10 04:46:33.458173, cost_time=0:00:01.480349 2021-04-10 04:46:33,394 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=5404 images/s, loss=0.3546, top1-acc=93.91%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:46:33.394309, cost_time=0:00:01.909947 2021-04-10 04:46:35,388 INFO : Epoch=0193 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:03:43.698608, arrival_time=2021-04-10 04:50:19.087294, cost_time=1:42:47.690286 2021-04-10 04:46:35,389 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 04:46:37,013 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.33ms, fps=1576 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:30.205842, arrival_time=2021-04-10 04:47:07.219375, cost_time=0:00:01.623973 2021-04-10 04:46:38,458 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.66ms, fps=1772 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.009840, arrival_time=2021-04-10 04:47:05.468633, cost_time=0:00:03.069296 2021-04-10 04:46:39,900 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.29ms, fps=1776 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.963246, arrival_time=2021-04-10 04:47:04.864160, cost_time=0:00:04.511428 2021-04-10 04:46:41,342 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.16ms, fps=1777 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.215140, arrival_time=2021-04-10 04:47:04.557191, cost_time=0:00:05.952596 2021-04-10 04:46:42,787 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.17ms, fps=1771 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.603036, arrival_time=2021-04-10 04:47:04.390903, cost_time=0:00:07.398306 2021-04-10 04:46:44,235 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.050072, arrival_time=2021-04-10 04:47:04.285169, cost_time=0:00:08.845638 2021-04-10 04:46:45,680 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.23ms, fps=1772 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.523512, arrival_time=2021-04-10 04:47:04.203910, cost_time=0:00:10.290848 2021-04-10 04:46:47,126 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.018708, arrival_time=2021-04-10 04:47:04.145265, cost_time=0:00:11.737039 2021-04-10 04:46:48,571 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.525608, arrival_time=2021-04-10 04:47:04.097209, cost_time=0:00:13.182138 2021-04-10 04:46:50,018 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.50ms, fps=1769 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.044224, arrival_time=2021-04-10 04:47:04.063141, cost_time=0:00:14.629407 2021-04-10 04:46:51,460 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.13ms, fps=1776 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.564600, arrival_time=2021-04-10 04:47:04.025112, cost_time=0:00:16.071042 2021-04-10 04:46:52,905 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.093340, arrival_time=2021-04-10 04:47:03.998588, cost_time=0:00:17.515785 2021-04-10 04:46:54,349 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.27ms, fps=1774 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:09.625638, arrival_time=2021-04-10 04:47:03.974670, cost_time=0:00:18.959590 2021-04-10 04:46:55,790 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.16ms, fps=1776 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.160376, arrival_time=2021-04-10 04:47:03.950810, cost_time=0:00:20.400981 2021-04-10 04:46:57,237 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.17ms, fps=1770 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.699900, arrival_time=2021-04-10 04:47:03.936871, cost_time=0:00:21.847464 2021-04-10 04:46:58,680 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.38ms, fps=1774 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:05.240520, arrival_time=2021-04-10 04:47:03.921158, cost_time=0:00:23.291173 2021-04-10 04:47:00,125 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.38ms, fps=1773 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.783078, arrival_time=2021-04-10 04:47:03.908059, cost_time=0:00:24.735528 2021-04-10 04:47:01,569 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.18ms, fps=1773 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.327072, arrival_time=2021-04-10 04:47:03.896160, cost_time=0:00:26.179629 2021-04-10 04:47:03,012 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.03ms, fps=1774 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00.872316, arrival_time=2021-04-10 04:47:03.885109, cost_time=0:00:27.623350 2021-04-10 04:47:03,796 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.97ms, fps=1736 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:47:03.796492, cost_time=0:00:28.407056 2021-04-10 04:47:04,335 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.19ms, fps=4753 images/s, loss=0.3489, top1-acc=93.87%, top5-acc=99.49%, remaining_time=0:00:01.615650, arrival_time=2021-04-10 04:47:05.951559, cost_time=0:00:00.538553 2021-04-10 04:47:04,807 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.08ms, fps=5429 images/s, loss=0.3560, top1-acc=93.81%, top5-acc=99.55%, remaining_time=0:00:01.010400, arrival_time=2021-04-10 04:47:05.818178, cost_time=0:00:01.010404 2021-04-10 04:47:05,281 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.17ms, fps=5404 images/s, loss=0.3486, top1-acc=93.78%, top5-acc=99.58%, remaining_time=0:00:00.494810, arrival_time=2021-04-10 04:47:05.776607, cost_time=0:00:01.484431 2021-04-10 04:47:05,711 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=5409 images/s, loss=0.3438, top1-acc=93.82%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:47:05.711008, cost_time=0:00:01.913656 2021-04-10 04:47:06,730 INFO : Epoch=0194 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:03:11.722656, arrival_time=2021-04-10 04:50:18.453553, cost_time=1:43:19.032510 2021-04-10 04:47:06,731 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 04:47:08,341 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.11ms, fps=1590 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.940978, arrival_time=2021-04-10 04:47:38.282441, cost_time=0:00:01.609728 2021-04-10 04:47:09,788 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.47ms, fps=1770 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.897552, arrival_time=2021-04-10 04:47:36.685826, cost_time=0:00:03.056534 2021-04-10 04:47:11,235 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.24ms, fps=1770 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.918592, arrival_time=2021-04-10 04:47:36.153627, cost_time=0:00:04.503355 2021-04-10 04:47:12,679 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.34ms, fps=1773 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.196732, arrival_time=2021-04-10 04:47:35.876339, cost_time=0:00:05.947876 2021-04-10 04:47:14,124 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.35ms, fps=1772 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.588144, arrival_time=2021-04-10 04:47:35.713037, cost_time=0:00:07.393220 2021-04-10 04:47:15,572 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.038648, arrival_time=2021-04-10 04:47:35.610891, cost_time=0:00:08.840577 2021-04-10 04:47:17,020 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.17ms, fps=1768 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.519480, arrival_time=2021-04-10 04:47:35.539714, cost_time=0:00:10.288569 2021-04-10 04:47:18,465 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.014068, arrival_time=2021-04-10 04:47:35.479746, cost_time=0:00:11.733861 2021-04-10 04:47:19,913 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.23ms, fps=1769 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.525078, arrival_time=2021-04-10 04:47:35.438413, cost_time=0:00:13.181651 2021-04-10 04:47:21,356 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.040000, arrival_time=2021-04-10 04:47:35.396690, cost_time=0:00:14.625017 2021-04-10 04:47:22,801 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.563912, arrival_time=2021-04-10 04:47:35.365669, cost_time=0:00:16.070103 2021-04-10 04:47:24,245 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.18ms, fps=1774 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:11.092048, arrival_time=2021-04-10 04:47:35.337503, cost_time=0:00:17.513785 2021-04-10 04:47:25,689 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:09.624912, arrival_time=2021-04-10 04:47:35.314739, cost_time=0:00:18.958165 2021-04-10 04:47:27,138 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.19ms, fps=1768 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.162560, arrival_time=2021-04-10 04:47:35.300676, cost_time=0:00:20.406459 2021-04-10 04:47:28,582 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.700820, arrival_time=2021-04-10 04:47:35.282966, cost_time=0:00:21.850479 2021-04-10 04:47:30,027 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.57ms, fps=1772 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.241564, arrival_time=2021-04-10 04:47:35.269069, cost_time=0:00:23.295843 2021-04-10 04:47:31,471 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.783754, arrival_time=2021-04-10 04:47:35.255346, cost_time=0:00:24.739868 2021-04-10 04:47:32,917 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.33ms, fps=1772 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.327584, arrival_time=2021-04-10 04:47:35.244542, cost_time=0:00:26.185278 2021-04-10 04:47:34,362 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.00ms, fps=1771 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.872562, arrival_time=2021-04-10 04:47:35.235274, cost_time=0:00:27.631062 2021-04-10 04:47:35,147 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=0.97ms, fps=1733 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:47:35.147951, cost_time=0:00:28.416303 2021-04-10 04:47:35,688 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.35ms, fps=4743 images/s, loss=0.3514, top1-acc=93.75%, top5-acc=99.80%, remaining_time=0:00:01.619160, arrival_time=2021-04-10 04:47:37.307738, cost_time=0:00:00.539725 2021-04-10 04:47:36,161 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.43ms, fps=5423 images/s, loss=0.3369, top1-acc=93.96%, top5-acc=99.75%, remaining_time=0:00:01.012180, arrival_time=2021-04-10 04:47:37.173177, cost_time=0:00:01.012172 2021-04-10 04:47:36,633 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.28ms, fps=5426 images/s, loss=0.3493, top1-acc=93.78%, top5-acc=99.64%, remaining_time=0:00:00.494780, arrival_time=2021-04-10 04:47:37.127917, cost_time=0:00:01.484333 2021-04-10 04:47:37,062 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.05ms, fps=5406 images/s, loss=0.3484, top1-acc=93.78%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:47:37.062553, cost_time=0:00:01.913757 2021-04-10 04:47:38,055 INFO : Epoch=0195 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:02:39.752750, arrival_time=2021-04-10 04:50:17.808417, cost_time=1:43:50.357278 2021-04-10 04:47:38,056 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 04:47:39,652 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.58ms, fps=1604 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.676486, arrival_time=2021-04-10 04:48:09.328524, cost_time=0:00:01.595510 2021-04-10 04:47:41,101 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.23ms, fps=1767 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.795120, arrival_time=2021-04-10 04:48:07.896562, cost_time=0:00:03.044893 2021-04-10 04:47:42,551 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.15ms, fps=1767 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.870120, arrival_time=2021-04-10 04:48:07.421162, cost_time=0:00:04.494587 2021-04-10 04:47:43,996 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.35ms, fps=1772 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.163660, arrival_time=2021-04-10 04:48:07.159670, cost_time=0:00:05.939394 2021-04-10 04:47:45,442 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.47ms, fps=1771 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.565514, arrival_time=2021-04-10 04:48:07.007440, cost_time=0:00:07.385469 2021-04-10 04:47:46,884 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.18ms, fps=1775 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.010360, arrival_time=2021-04-10 04:48:06.894933, cost_time=0:00:08.828119 2021-04-10 04:47:48,329 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.28ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.491382, arrival_time=2021-04-10 04:48:06.820806, cost_time=0:00:10.272992 2021-04-10 04:47:49,773 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.12ms, fps=1774 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.989244, arrival_time=2021-04-10 04:48:06.762422, cost_time=0:00:11.716695 2021-04-10 04:47:51,221 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.18ms, fps=1769 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.505150, arrival_time=2021-04-10 04:48:06.726406, cost_time=0:00:13.164733 2021-04-10 04:47:52,667 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.22ms, fps=1771 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.026176, arrival_time=2021-04-10 04:48:06.693382, cost_time=0:00:14.610645 2021-04-10 04:47:54,110 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.22ms, fps=1774 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.551614, arrival_time=2021-04-10 04:48:06.662494, cost_time=0:00:16.054421 2021-04-10 04:47:55,561 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.11ms, fps=1766 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.086348, arrival_time=2021-04-10 04:48:06.647571, cost_time=0:00:17.504729 2021-04-10 04:47:57,005 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.16ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.620292, arrival_time=2021-04-10 04:48:06.625847, cost_time=0:00:18.949092 2021-04-10 04:47:58,449 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.19ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.157296, arrival_time=2021-04-10 04:48:06.606966, cost_time=0:00:20.393231 2021-04-10 04:47:59,894 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.26ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.697140, arrival_time=2021-04-10 04:48:06.592044, cost_time=0:00:21.838455 2021-04-10 04:48:01,337 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.16ms, fps=1775 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.238216, arrival_time=2021-04-10 04:48:06.575641, cost_time=0:00:23.280993 2021-04-10 04:48:02,782 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.32ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.781674, arrival_time=2021-04-10 04:48:06.564479, cost_time=0:00:24.726287 2021-04-10 04:48:04,225 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.42ms, fps=1775 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.326112, arrival_time=2021-04-10 04:48:06.551301, cost_time=0:00:26.168699 2021-04-10 04:48:05,671 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.00ms, fps=1771 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.872040, arrival_time=2021-04-10 04:48:06.543108, cost_time=0:00:27.614636 2021-04-10 04:48:06,454 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.95ms, fps=1737 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:48:06.454560, cost_time=0:00:28.398134 2021-04-10 04:48:06,992 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.12ms, fps=4767 images/s, loss=0.3347, top1-acc=94.10%, top5-acc=99.57%, remaining_time=0:00:01.611180, arrival_time=2021-04-10 04:48:08.603690, cost_time=0:00:00.537060 2021-04-10 04:48:07,464 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.08ms, fps=5425 images/s, loss=0.3297, top1-acc=94.32%, top5-acc=99.59%, remaining_time=0:00:01.009260, arrival_time=2021-04-10 04:48:08.473957, cost_time=0:00:01.009259 2021-04-10 04:48:07,936 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.18ms, fps=5432 images/s, loss=0.3529, top1-acc=93.93%, top5-acc=99.60%, remaining_time=0:00:00.493610, arrival_time=2021-04-10 04:48:08.429890, cost_time=0:00:01.480820 2021-04-10 04:48:08,365 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=5406 images/s, loss=0.3430, top1-acc=93.78%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:48:08.365799, cost_time=0:00:01.910363 2021-04-10 04:48:09,377 INFO : Epoch=0196 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:02:07.789364, arrival_time=2021-04-10 04:50:17.166509, cost_time=1:44:21.678763 2021-04-10 04:48:09,377 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 04:48:10,996 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.21ms, fps=1582 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.096102, arrival_time=2021-04-10 04:48:41.092144, cost_time=0:00:01.618074 2021-04-10 04:48:12,441 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.51ms, fps=1772 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.959680, arrival_time=2021-04-10 04:48:39.401235, cost_time=0:00:03.063594 2021-04-10 04:48:13,887 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.28ms, fps=1771 images/s, loss=0.0014, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.952456, arrival_time=2021-04-10 04:48:38.839834, cost_time=0:00:04.509495 2021-04-10 04:48:15,336 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.42ms, fps=1767 images/s, loss=0.0013, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.238852, arrival_time=2021-04-10 04:48:38.575492, cost_time=0:00:05.958670 2021-04-10 04:48:16,780 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.24ms, fps=1773 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.616322, arrival_time=2021-04-10 04:48:38.397059, cost_time=0:00:07.402840 2021-04-10 04:48:18,226 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.27ms, fps=1771 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.056464, arrival_time=2021-04-10 04:48:38.282758, cost_time=0:00:08.848417 2021-04-10 04:48:19,669 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.19ms, fps=1774 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.525276, arrival_time=2021-04-10 04:48:38.194989, cost_time=0:00:10.291824 2021-04-10 04:48:21,115 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.32ms, fps=1771 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.019056, arrival_time=2021-04-10 04:48:38.134406, cost_time=0:00:11.737295 2021-04-10 04:48:22,560 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.526350, arrival_time=2021-04-10 04:48:38.086975, cost_time=0:00:13.182714 2021-04-10 04:48:24,007 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.26ms, fps=1769 images/s, loss=0.0011, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.044800, arrival_time=2021-04-10 04:48:38.052654, cost_time=0:00:14.629953 2021-04-10 04:48:25,450 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.28ms, fps=1775 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.566062, arrival_time=2021-04-10 04:48:38.016845, cost_time=0:00:16.072907 2021-04-10 04:48:26,897 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.24ms, fps=1769 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.096076, arrival_time=2021-04-10 04:48:37.994033, cost_time=0:00:17.520073 2021-04-10 04:48:28,344 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.13ms, fps=1770 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.629202, arrival_time=2021-04-10 04:48:37.973763, cost_time=0:00:18.966673 2021-04-10 04:48:29,787 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.32ms, fps=1775 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.163792, arrival_time=2021-04-10 04:48:37.951189, cost_time=0:00:20.409508 2021-04-10 04:48:31,232 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.702108, arrival_time=2021-04-10 04:48:37.934660, cost_time=0:00:21.854656 2021-04-10 04:48:32,676 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.43ms, fps=1773 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.242248, arrival_time=2021-04-10 04:48:37.919073, cost_time=0:00:23.298946 2021-04-10 04:48:34,125 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.23ms, fps=1768 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.784846, arrival_time=2021-04-10 04:48:37.909801, cost_time=0:00:24.747018 2021-04-10 04:48:35,570 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.40ms, fps=1771 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.328224, arrival_time=2021-04-10 04:48:37.898727, cost_time=0:00:26.192607 2021-04-10 04:48:37,012 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.03ms, fps=1776 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.872658, arrival_time=2021-04-10 04:48:37.884649, cost_time=0:00:27.634119 2021-04-10 04:48:37,798 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.98ms, fps=1730 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:48:37.798505, cost_time=0:00:28.420631 2021-04-10 04:48:38,338 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.26ms, fps=4745 images/s, loss=0.4215, top1-acc=92.73%, top5-acc=99.53%, remaining_time=0:00:01.618470, arrival_time=2021-04-10 04:48:39.957364, cost_time=0:00:00.539487 2021-04-10 04:48:38,810 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.08ms, fps=5434 images/s, loss=0.3716, top1-acc=93.57%, top5-acc=99.67%, remaining_time=0:00:01.010860, arrival_time=2021-04-10 04:48:39.821187, cost_time=0:00:01.010865 2021-04-10 04:48:39,283 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.55ms, fps=5417 images/s, loss=0.3545, top1-acc=93.72%, top5-acc=99.73%, remaining_time=0:00:00.494640, arrival_time=2021-04-10 04:48:39.777953, cost_time=0:00:01.483905 2021-04-10 04:48:39,714 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=5389 images/s, loss=0.3526, top1-acc=93.79%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 04:48:39.714106, cost_time=0:00:01.914705 2021-04-10 04:48:40,881 INFO : Epoch=0197 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:01:35.835279, arrival_time=2021-04-10 04:50:16.716924, cost_time=1:44:53.183266 2021-04-10 04:48:40,882 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 04:48:42,502 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.21ms, fps=1580 images/s, loss=0.0013, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:30.141486, arrival_time=2021-04-10 04:49:12.644366, cost_time=0:00:01.620513 2021-04-10 04:48:43,951 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.26ms, fps=1768 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.003680, arrival_time=2021-04-10 04:49:10.954723, cost_time=0:00:03.068594 2021-04-10 04:48:45,397 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.18ms, fps=1770 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.984992, arrival_time=2021-04-10 04:49:10.382801, cost_time=0:00:04.515362 2021-04-10 04:48:46,842 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.24ms, fps=1773 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.244156, arrival_time=2021-04-10 04:49:10.086543, cost_time=0:00:05.960021 2021-04-10 04:48:48,287 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.37ms, fps=1773 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.620994, arrival_time=2021-04-10 04:49:09.907924, cost_time=0:00:07.404459 2021-04-10 04:48:49,732 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.14ms, fps=1772 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:20.059728, arrival_time=2021-04-10 04:49:09.791987, cost_time=0:00:08.849892 2021-04-10 04:48:51,176 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.17ms, fps=1773 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.529686, arrival_time=2021-04-10 04:49:09.706328, cost_time=0:00:10.294283 2021-04-10 04:48:52,621 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.18ms, fps=1772 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.022420, arrival_time=2021-04-10 04:49:09.644364, cost_time=0:00:11.739585 2021-04-10 04:48:54,070 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.16ms, fps=1768 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.532074, arrival_time=2021-04-10 04:49:09.602170, cost_time=0:00:13.187576 2021-04-10 04:48:55,513 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.12ms, fps=1774 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.046144, arrival_time=2021-04-10 04:49:09.559887, cost_time=0:00:14.631373 2021-04-10 04:48:56,958 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.568384, arrival_time=2021-04-10 04:49:09.526594, cost_time=0:00:16.075846 2021-04-10 04:48:58,404 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.40ms, fps=1771 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:11.097292, arrival_time=2021-04-10 04:49:09.501686, cost_time=0:00:17.522026 2021-04-10 04:48:59,852 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.630720, arrival_time=2021-04-10 04:49:09.482754, cost_time=0:00:18.969587 2021-04-10 04:49:01,299 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.48ms, fps=1770 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.166760, arrival_time=2021-04-10 04:49:09.466077, cost_time=0:00:20.416868 2021-04-10 04:49:02,742 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.14ms, fps=1775 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.703718, arrival_time=2021-04-10 04:49:09.445953, cost_time=0:00:21.859879 2021-04-10 04:49:04,188 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.16ms, fps=1771 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.243724, arrival_time=2021-04-10 04:49:09.431634, cost_time=0:00:23.305431 2021-04-10 04:49:05,633 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.42ms, fps=1772 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.785392, arrival_time=2021-04-10 04:49:09.418464, cost_time=0:00:24.750706 2021-04-10 04:49:07,077 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.328448, arrival_time=2021-04-10 04:49:09.405834, cost_time=0:00:26.195030 2021-04-10 04:49:08,523 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.03ms, fps=1771 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.872880, arrival_time=2021-04-10 04:49:09.396477, cost_time=0:00:27.641247 2021-04-10 04:49:09,310 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.14ms, fps=1729 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:49:09.310408, cost_time=0:00:28.427983 2021-04-10 04:49:09,853 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.26ms, fps=4726 images/s, loss=0.3425, top1-acc=93.75%, top5-acc=99.73%, remaining_time=0:00:01.624920, arrival_time=2021-04-10 04:49:11.477999, cost_time=0:00:00.541637 2021-04-10 04:49:10,325 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.54ms, fps=5424 images/s, loss=0.3328, top1-acc=93.91%, top5-acc=99.65%, remaining_time=0:00:01.013940, arrival_time=2021-04-10 04:49:11.339385, cost_time=0:00:01.013948 2021-04-10 04:49:10,797 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.18ms, fps=5424 images/s, loss=0.3583, top1-acc=93.74%, top5-acc=99.57%, remaining_time=0:00:00.495440, arrival_time=2021-04-10 04:49:11.293211, cost_time=0:00:01.486321 2021-04-10 04:49:11,227 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.05ms, fps=5398 images/s, loss=0.3434, top1-acc=93.85%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 04:49:11.227918, cost_time=0:00:01.916488 2021-04-10 04:49:12,258 INFO : Epoch=0198 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:01:03.884444, arrival_time=2021-04-10 04:50:16.142715, cost_time=1:45:24.559881 2021-04-10 04:49:12,258 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 04:49:13,873 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.76ms, fps=1586 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.018726, arrival_time=2021-04-10 04:49:43.891783, cost_time=0:00:01.613913 2021-04-10 04:49:15,320 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.25ms, fps=1769 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.939264, arrival_time=2021-04-10 04:49:42.259665, cost_time=0:00:03.061271 2021-04-10 04:49:16,770 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.24ms, fps=1766 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.963412, arrival_time=2021-04-10 04:49:41.734027, cost_time=0:00:04.511461 2021-04-10 04:49:18,213 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.22ms, fps=1775 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.221848, arrival_time=2021-04-10 04:49:41.435222, cost_time=0:00:05.954307 2021-04-10 04:49:19,662 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.25ms, fps=1767 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.617198, arrival_time=2021-04-10 04:49:41.279521, cost_time=0:00:07.403159 2021-04-10 04:49:21,109 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.28ms, fps=1770 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:20.059864, arrival_time=2021-04-10 04:49:41.168871, cost_time=0:00:08.849942 2021-04-10 04:49:22,555 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.30ms, fps=1771 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.533088, arrival_time=2021-04-10 04:49:41.088350, cost_time=0:00:10.296138 2021-04-10 04:49:24,006 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.30ms, fps=1765 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.032860, arrival_time=2021-04-10 04:49:41.038806, cost_time=0:00:11.746810 2021-04-10 04:49:25,448 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.29ms, fps=1775 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.534088, arrival_time=2021-04-10 04:49:40.982429, cost_time=0:00:13.189283 2021-04-10 04:49:26,893 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.14ms, fps=1772 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.049120, arrival_time=2021-04-10 04:49:40.942753, cost_time=0:00:14.634511 2021-04-10 04:49:28,339 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.36ms, fps=1771 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.571996, arrival_time=2021-04-10 04:49:40.911484, cost_time=0:00:16.080432 2021-04-10 04:49:29,784 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.19ms, fps=1772 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.099724, arrival_time=2021-04-10 04:49:40.884621, cost_time=0:00:17.525840 2021-04-10 04:49:31,230 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.22ms, fps=1772 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.631446, arrival_time=2021-04-10 04:49:40.861479, cost_time=0:00:18.970971 2021-04-10 04:49:32,678 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.62ms, fps=1768 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.167600, arrival_time=2021-04-10 04:49:40.845696, cost_time=0:00:20.418987 2021-04-10 04:49:34,124 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.20ms, fps=1770 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.705512, arrival_time=2021-04-10 04:49:40.830433, cost_time=0:00:21.865844 2021-04-10 04:49:35,569 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.17ms, fps=1773 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:05.244840, arrival_time=2021-04-10 04:49:40.814367, cost_time=0:00:23.310470 2021-04-10 04:49:37,014 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.786120, arrival_time=2021-04-10 04:49:40.800578, cost_time=0:00:24.755385 2021-04-10 04:49:38,458 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.20ms, fps=1773 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.328880, arrival_time=2021-04-10 04:49:40.787745, cost_time=0:00:26.199811 2021-04-10 04:49:39,904 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.03ms, fps=1771 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00.873030, arrival_time=2021-04-10 04:49:40.777991, cost_time=0:00:27.645923 2021-04-10 04:49:40,691 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=0.95ms, fps=1731 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:49:40.691036, cost_time=0:00:28.431995 2021-04-10 04:49:41,230 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.16ms, fps=4758 images/s, loss=0.3891, top1-acc=93.16%, top5-acc=99.69%, remaining_time=0:00:01.614240, arrival_time=2021-04-10 04:49:42.844206, cost_time=0:00:00.538082 2021-04-10 04:49:41,701 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.11ms, fps=5433 images/s, loss=0.3609, top1-acc=93.61%, top5-acc=99.63%, remaining_time=0:00:01.009560, arrival_time=2021-04-10 04:49:42.711001, cost_time=0:00:01.009551 2021-04-10 04:49:42,173 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.17ms, fps=5422 images/s, loss=0.3531, top1-acc=93.72%, top5-acc=99.56%, remaining_time=0:00:00.494010, arrival_time=2021-04-10 04:49:42.667925, cost_time=0:00:01.482038 2021-04-10 04:49:42,603 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=5401 images/s, loss=0.3430, top1-acc=93.68%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 04:49:42.603746, cost_time=0:00:01.911877 2021-04-10 04:49:43,617 INFO : Epoch=0199 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:00:31.939294, arrival_time=2021-04-10 04:50:15.557180, cost_time=1:45:55.919503 2021-04-10 04:49:43,618 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 04:49:45,249 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.23ms, fps=1570 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:30.336972, arrival_time=2021-04-10 04:50:15.586725, cost_time=0:00:01.631021 2021-04-10 04:49:46,697 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.14ms, fps=1769 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.094320, arrival_time=2021-04-10 04:50:13.791967, cost_time=0:00:03.078902 2021-04-10 04:49:48,141 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.35ms, fps=1774 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.024832, arrival_time=2021-04-10 04:50:13.166050, cost_time=0:00:04.522569 2021-04-10 04:49:49,585 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.17ms, fps=1773 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.268960, arrival_time=2021-04-10 04:50:12.854092, cost_time=0:00:05.966411 2021-04-10 04:49:51,039 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.66ms, fps=1761 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.668444, arrival_time=2021-04-10 04:50:12.707899, cost_time=0:00:07.420687 2021-04-10 04:49:52,486 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=2.77ms, fps=1770 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:20.100120, arrival_time=2021-04-10 04:50:12.586457, cost_time=0:00:08.867680 2021-04-10 04:49:53,936 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.28ms, fps=1766 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.571266, arrival_time=2021-04-10 04:50:12.507362, cost_time=0:00:10.317375 2021-04-10 04:49:55,383 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.17ms, fps=1769 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.059192, arrival_time=2021-04-10 04:50:12.442846, cost_time=0:00:11.764987 2021-04-10 04:49:56,832 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.34ms, fps=1768 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.562602, arrival_time=2021-04-10 04:50:12.394838, cost_time=0:00:13.213519 2021-04-10 04:49:58,276 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.14ms, fps=1773 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.071776, arrival_time=2021-04-10 04:50:12.348562, cost_time=0:00:14.658134 2021-04-10 04:49:59,723 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.35ms, fps=1771 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.590658, arrival_time=2021-04-10 04:50:12.313678, cost_time=0:00:16.104293 2021-04-10 04:50:01,172 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.15ms, fps=1767 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:11.117128, arrival_time=2021-04-10 04:50:12.289285, cost_time=0:00:17.553396 2021-04-10 04:50:02,616 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.21ms, fps=1773 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:09.644910, arrival_time=2021-04-10 04:50:12.261094, cost_time=0:00:18.997527 2021-04-10 04:50:04,062 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.16ms, fps=1770 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.177568, arrival_time=2021-04-10 04:50:12.240188, cost_time=0:00:20.443967 2021-04-10 04:50:05,509 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.45ms, fps=1770 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.713194, arrival_time=2021-04-10 04:50:12.222839, cost_time=0:00:21.890916 2021-04-10 04:50:06,954 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.17ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:05.250636, arrival_time=2021-04-10 04:50:12.205453, cost_time=0:00:23.336171 2021-04-10 04:50:08,400 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.25ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.790098, arrival_time=2021-04-10 04:50:12.190184, cost_time=0:00:24.781435 2021-04-10 04:50:09,843 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.34ms, fps=1773 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.331136, arrival_time=2021-04-10 04:50:12.175084, cost_time=0:00:26.225298 2021-04-10 04:50:11,289 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.00ms, fps=1772 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00.873810, arrival_time=2021-04-10 04:50:12.163195, cost_time=0:00:27.670646 2021-04-10 04:50:12,074 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.99ms, fps=1734 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 04:50:12.074151, cost_time=0:00:28.455512 2021-04-10 04:50:12,622 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.14ms, fps=4678 images/s, loss=0.3560, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:00:01.641540, arrival_time=2021-04-10 04:50:14.263730, cost_time=0:00:00.547178 2021-04-10 04:50:13,095 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.49ms, fps=5418 images/s, loss=0.3576, top1-acc=93.73%, top5-acc=99.63%, remaining_time=0:00:01.020020, arrival_time=2021-04-10 04:50:14.115057, cost_time=0:00:01.020016 2021-04-10 04:50:13,565 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.16ms, fps=5441 images/s, loss=0.3397, top1-acc=93.98%, top5-acc=99.61%, remaining_time=0:00:00.496950, arrival_time=2021-04-10 04:50:14.062844, cost_time=0:00:01.490858 2021-04-10 04:50:13,998 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.05ms, fps=5362 images/s, loss=0.3431, top1-acc=93.78%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 04:50:13.998900, cost_time=0:00:01.923900 2021-04-10 04:50:15,032 INFO : Epoch=0200 complete, best val top1-acc=93.91%, top5-acc=99.64% (epoch=193), remaining_time=0:00:00, arrival_time=2021-04-10 04:50:15.032904, cost_time=1:46:27.334514