2021-04-15 01:34:56,468 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 2021-04-15 01:34:56,472 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar10'), ('is_vit', False), ('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_repvgg_a2'), ('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://127.0.0.1:51619', 'modifications': ['model.name=cifar10_repvgg_a2'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/repvgg_a2'), 'world_size': 1} 2021-04-15 01:34:56,862 INFO : Model details: n_params=26.82M, flops=1850.10M. 2021-04-15 01:35:02,924 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 01:35:10,283 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.44ms, fps=348 images/s, loss=3.1277, top1-acc=10.35%, top5-acc=50.98%, remaining_time=0:02:16.877586, arrival_time=2021-04-15 01:37:27.161260, cost_time=0:00:07.359010 2021-04-15 01:35:16,644 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=2.7030, top1-acc=13.07%, top5-acc=56.48%, remaining_time=0:02:00.732304, arrival_time=2021-04-15 01:37:17.376538, cost_time=0:00:13.719572 2021-04-15 01:35:22,999 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=2.4760, top1-acc=15.92%, top5-acc=63.40%, remaining_time=0:01:51.083050, arrival_time=2021-04-15 01:37:14.082857, cost_time=0:00:20.075245 2021-04-15 01:35:29,351 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=2.3513, top1-acc=18.13%, top5-acc=67.41%, remaining_time=0:01:43.062024, arrival_time=2021-04-15 01:37:12.412905, cost_time=0:00:26.426164 2021-04-15 01:35:35,704 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=2.2592, top1-acc=20.21%, top5-acc=70.52%, remaining_time=0:01:35.716432, arrival_time=2021-04-15 01:37:11.420613, cost_time=0:00:32.779602 2021-04-15 01:35:42,061 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=2.1840, top1-acc=22.04%, top5-acc=72.98%, remaining_time=0:01:28.709672, arrival_time=2021-04-15 01:37:10.770872, cost_time=0:00:39.136635 2021-04-15 01:35:48,433 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=2.1285, top1-acc=23.44%, top5-acc=74.71%, remaining_time=0:01:21.916380, arrival_time=2021-04-15 01:37:10.350126, cost_time=0:00:45.509093 2021-04-15 01:35:54,797 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=2.0750, top1-acc=25.04%, top5-acc=76.35%, remaining_time=0:01:15.215096, arrival_time=2021-04-15 01:37:10.012205, cost_time=0:00:51.872477 2021-04-15 01:36:01,158 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.86ms, fps=402 images/s, loss=2.0246, top1-acc=26.53%, top5-acc=77.80%, remaining_time=0:01:08.586770, arrival_time=2021-04-15 01:37:09.745391, cost_time=0:00:58.234039 2021-04-15 01:36:07,528 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.62ms, fps=402 images/s, loss=1.9831, top1-acc=27.84%, top5-acc=79.00%, remaining_time=0:01:02.019744, arrival_time=2021-04-15 01:37:09.548196, cost_time=0:01:04.603895 2021-04-15 01:36:13,895 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.96ms, fps=402 images/s, loss=1.9456, top1-acc=29.10%, top5-acc=80.02%, remaining_time=0:00:55.485910, arrival_time=2021-04-15 01:37:09.380868, cost_time=0:01:10.970382 2021-04-15 01:36:20,276 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=2.01ms, fps=401 images/s, loss=1.9156, top1-acc=30.09%, top5-acc=80.84%, remaining_time=0:00:48.989220, arrival_time=2021-04-15 01:37:09.265228, cost_time=0:01:17.351436 2021-04-15 01:36:26,667 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=1.8841, top1-acc=31.12%, top5-acc=81.66%, remaining_time=0:00:42.515682, arrival_time=2021-04-15 01:37:09.183226, cost_time=0:01:23.743037 2021-04-15 01:36:33,030 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=1.8535, top1-acc=32.20%, top5-acc=82.39%, remaining_time=0:00:36.042272, arrival_time=2021-04-15 01:37:09.072532, cost_time=0:01:30.105709 2021-04-15 01:36:39,403 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=1.8246, top1-acc=33.26%, top5-acc=83.11%, remaining_time=0:00:29.586694, arrival_time=2021-04-15 01:37:08.989677, cost_time=0:01:36.478418 2021-04-15 01:36:45,765 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=1.7958, top1-acc=34.23%, top5-acc=83.78%, remaining_time=0:00:23.139252, arrival_time=2021-04-15 01:37:08.904817, cost_time=0:01:42.841080 2021-04-15 01:36:52,140 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=1.7725, top1-acc=35.07%, top5-acc=84.28%, remaining_time=0:00:16.703596, arrival_time=2021-04-15 01:37:08.843886, cost_time=0:01:49.215737 2021-04-15 01:36:58,505 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=1.7465, top1-acc=35.99%, top5-acc=84.84%, remaining_time=0:00:10.273840, arrival_time=2021-04-15 01:37:08.779120, cost_time=0:01:55.580786 2021-04-15 01:37:04,882 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.30ms, fps=401 images/s, loss=1.7234, top1-acc=36.87%, top5-acc=85.33%, remaining_time=0:00:03.851286, arrival_time=2021-04-15 01:37:08.733207, cost_time=0:02:01.957346 2021-04-15 01:37:08,262 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.27ms, fps=402 images/s, loss=1.7105, top1-acc=37.32%, top5-acc=85.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:08.262296, cost_time=0:02:05.337822 2021-04-15 01:37:10,737 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=1.33ms, fps=1035 images/s, loss=1.7677, top1-acc=39.84%, top5-acc=89.92%, remaining_time=0:00:07.417710, arrival_time=2021-04-15 01:37:18.154737, cost_time=0:00:02.472573 2021-04-15 01:37:12,929 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=3.22ms, fps=1168 images/s, loss=1.7701, top1-acc=40.59%, top5-acc=89.43%, remaining_time=0:00:04.665580, arrival_time=2021-04-15 01:37:17.595480, cost_time=0:00:04.665573 2021-04-15 01:37:15,120 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.38ms, fps=1169 images/s, loss=1.7560, top1-acc=40.62%, top5-acc=89.61%, remaining_time=0:00:02.285250, arrival_time=2021-04-15 01:37:17.405323, cost_time=0:00:06.855751 2021-04-15 01:37:17,107 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=1.21ms, fps=1168 images/s, loss=1.7683, top1-acc=40.08%, top5-acc=89.67%, remaining_time=0:00:00, arrival_time=2021-04-15 01:37:17.106952, cost_time=0:00:08.842582 2021-04-15 01:37:17,923 INFO : Epoch=0001 complete, best val top1-acc=40.08%, top5-acc=89.67% (epoch=1), remaining_time=7:27:44.999204, arrival_time=2021-04-15 09:05:02.922550, cost_time=0:02:14.999996 2021-04-15 01:37:17,925 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 01:37:24,461 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.37ms, fps=392 images/s, loss=1.3103, top1-acc=51.91%, top5-acc=93.79%, remaining_time=0:02:01.580760, arrival_time=2021-04-15 01:39:26.042546, cost_time=0:00:06.536604 2021-04-15 01:37:30,830 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=1.3202, top1-acc=51.97%, top5-acc=93.48%, remaining_time=0:01:53.567344, arrival_time=2021-04-15 01:39:24.397882, cost_time=0:00:12.905384 2021-04-15 01:37:37,205 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.72ms, fps=402 images/s, loss=1.2983, top1-acc=52.68%, top5-acc=93.92%, remaining_time=0:01:46.682390, arrival_time=2021-04-15 01:39:23.887555, cost_time=0:00:19.279939 2021-04-15 01:37:43,574 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=1.2836, top1-acc=52.95%, top5-acc=94.19%, remaining_time=0:01:40.032348, arrival_time=2021-04-15 01:39:23.606841, cost_time=0:00:25.649313 2021-04-15 01:37:49,958 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.35ms, fps=401 images/s, loss=1.2582, top1-acc=53.95%, top5-acc=94.45%, remaining_time=0:01:33.536506, arrival_time=2021-04-15 01:39:23.494813, cost_time=0:00:32.033068 2021-04-15 01:37:56,344 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=1.2437, top1-acc=54.55%, top5-acc=94.61%, remaining_time=0:01:27.083792, arrival_time=2021-04-15 01:39:23.428445, cost_time=0:00:38.419322 2021-04-15 01:38:02,719 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=2.06ms, fps=402 images/s, loss=1.2346, top1-acc=54.88%, top5-acc=94.69%, remaining_time=0:01:20.628786, arrival_time=2021-04-15 01:39:23.347787, cost_time=0:00:44.793770 2021-04-15 01:38:09,089 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.61ms, fps=402 images/s, loss=1.2274, top1-acc=55.22%, top5-acc=94.73%, remaining_time=0:01:14.188380, arrival_time=2021-04-15 01:39:23.278113, cost_time=0:00:51.164412 2021-04-15 01:38:15,464 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.60ms, fps=402 images/s, loss=1.2147, top1-acc=55.63%, top5-acc=94.84%, remaining_time=0:01:07.768768, arrival_time=2021-04-15 01:39:23.233548, cost_time=0:00:57.539548 2021-04-15 01:38:21,840 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=1.2033, top1-acc=56.16%, top5-acc=94.94%, remaining_time=0:01:01.358688, arrival_time=2021-04-15 01:39:23.199215, cost_time=0:01:03.915285 2021-04-15 01:38:28,220 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.66ms, fps=401 images/s, loss=1.1932, top1-acc=56.60%, top5-acc=95.04%, remaining_time=0:00:54.958300, arrival_time=2021-04-15 01:39:23.179075, cost_time=0:01:10.295540 2021-04-15 01:38:34,593 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=1.1831, top1-acc=56.94%, top5-acc=95.14%, remaining_time=0:00:48.556476, arrival_time=2021-04-15 01:39:23.149846, cost_time=0:01:16.668067 2021-04-15 01:38:40,965 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=1.1720, top1-acc=57.38%, top5-acc=95.27%, remaining_time=0:00:42.158820, arrival_time=2021-04-15 01:39:23.124114, cost_time=0:01:23.040121 2021-04-15 01:38:47,331 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=1.1615, top1-acc=57.80%, top5-acc=95.34%, remaining_time=0:00:35.762552, arrival_time=2021-04-15 01:39:23.094271, cost_time=0:01:29.406425 2021-04-15 01:38:53,697 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.61ms, fps=402 images/s, loss=1.1499, top1-acc=58.26%, top5-acc=95.48%, remaining_time=0:00:29.370264, arrival_time=2021-04-15 01:39:23.068037, cost_time=0:01:35.772615 2021-04-15 01:39:00,074 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=1.1417, top1-acc=58.59%, top5-acc=95.54%, remaining_time=0:00:22.983588, arrival_time=2021-04-15 01:39:23.058084, cost_time=0:01:42.149249 2021-04-15 01:39:06,458 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=1.1303, top1-acc=59.02%, top5-acc=95.65%, remaining_time=0:00:16.599206, arrival_time=2021-04-15 01:39:23.057717, cost_time=0:01:48.533353 2021-04-15 01:39:12,835 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.82ms, fps=402 images/s, loss=1.1214, top1-acc=59.34%, top5-acc=95.73%, remaining_time=0:00:10.214176, arrival_time=2021-04-15 01:39:23.049100, cost_time=0:01:54.909510 2021-04-15 01:39:19,211 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.28ms, fps=402 images/s, loss=1.1125, top1-acc=59.67%, top5-acc=95.81%, remaining_time=0:00:03.830094, arrival_time=2021-04-15 01:39:23.041640, cost_time=0:02:01.286230 2021-04-15 01:39:22,597 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=1.1072, top1-acc=59.88%, top5-acc=95.85%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:22.597048, cost_time=0:02:04.671751 2021-04-15 01:39:24,909 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=1.37ms, fps=1108 images/s, loss=1.1980, top1-acc=59.02%, top5-acc=95.78%, remaining_time=0:00:06.931500, arrival_time=2021-04-15 01:39:31.841047, cost_time=0:00:02.310503 2021-04-15 01:39:27,101 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.62ms, fps=1168 images/s, loss=1.1927, top1-acc=58.77%, top5-acc=95.84%, remaining_time=0:00:04.502360, arrival_time=2021-04-15 01:39:31.603808, cost_time=0:00:04.502359 2021-04-15 01:39:29,296 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.56ms, fps=1167 images/s, loss=1.1958, top1-acc=58.83%, top5-acc=95.86%, remaining_time=0:00:02.232400, arrival_time=2021-04-15 01:39:31.528734, cost_time=0:00:06.697211 2021-04-15 01:39:31,286 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=1.20ms, fps=1166 images/s, loss=1.1909, top1-acc=58.69%, top5-acc=95.93%, remaining_time=0:00:00, arrival_time=2021-04-15 01:39:31.286788, cost_time=0:00:08.687780 2021-04-15 01:39:34,137 INFO : Epoch=0002 complete, best val top1-acc=58.69%, top5-acc=95.93% (epoch=2), remaining_time=7:27:30.198474, arrival_time=2021-04-15 09:07:04.335969, cost_time=0:04:31.214126 2021-04-15 01:39:34,139 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 01:39:40,675 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.78ms, fps=392 images/s, loss=0.9824, top1-acc=65.39%, top5-acc=96.84%, remaining_time=0:02:01.572948, arrival_time=2021-04-15 01:41:42.248421, cost_time=0:00:06.536182 2021-04-15 01:39:47,051 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.70ms, fps=402 images/s, loss=0.9520, top1-acc=66.11%, top5-acc=97.27%, remaining_time=0:01:53.622784, arrival_time=2021-04-15 01:41:40.673785, cost_time=0:00:12.911686 2021-04-15 01:39:53,436 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.37ms, fps=401 images/s, loss=0.9268, top1-acc=67.28%, top5-acc=97.37%, remaining_time=0:01:46.774852, arrival_time=2021-04-15 01:41:40.210857, cost_time=0:00:19.296660 2021-04-15 01:39:59,813 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.52ms, fps=401 images/s, loss=0.9137, top1-acc=67.81%, top5-acc=97.35%, remaining_time=0:01:40.127976, arrival_time=2021-04-15 01:41:39.941075, cost_time=0:00:25.673831 2021-04-15 01:40:06,185 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.9034, top1-acc=67.96%, top5-acc=97.42%, remaining_time=0:01:33.574904, arrival_time=2021-04-15 01:41:39.760345, cost_time=0:00:32.046186 2021-04-15 01:40:12,555 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.39ms, fps=402 images/s, loss=0.8984, top1-acc=68.36%, top5-acc=97.45%, remaining_time=0:01:27.076992, arrival_time=2021-04-15 01:41:39.632729, cost_time=0:00:38.416300 2021-04-15 01:40:18,930 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.96ms, fps=402 images/s, loss=0.8998, top1-acc=68.31%, top5-acc=97.42%, remaining_time=0:01:20.624502, arrival_time=2021-04-15 01:41:39.555144, cost_time=0:00:44.791373 2021-04-15 01:40:25,296 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.63ms, fps=402 images/s, loss=0.8935, top1-acc=68.65%, top5-acc=97.42%, remaining_time=0:01:14.178172, arrival_time=2021-04-15 01:41:39.474875, cost_time=0:00:51.157353 2021-04-15 01:40:31,669 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.8882, top1-acc=68.80%, top5-acc=97.47%, remaining_time=0:01:07.757744, arrival_time=2021-04-15 01:41:39.427109, cost_time=0:00:57.530169 2021-04-15 01:40:38,045 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.39ms, fps=402 images/s, loss=0.8832, top1-acc=69.04%, top5-acc=97.49%, remaining_time=0:01:01.349472, arrival_time=2021-04-15 01:41:39.394449, cost_time=0:01:03.905715 2021-04-15 01:40:44,415 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.8833, top1-acc=69.04%, top5-acc=97.49%, remaining_time=0:00:54.943078, arrival_time=2021-04-15 01:41:39.358401, cost_time=0:01:10.276070 2021-04-15 01:40:50,783 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.8770, top1-acc=69.33%, top5-acc=97.51%, remaining_time=0:00:48.541580, arrival_time=2021-04-15 01:41:39.325463, cost_time=0:01:16.644650 2021-04-15 01:40:57,152 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.73ms, fps=402 images/s, loss=0.8707, top1-acc=69.60%, top5-acc=97.55%, remaining_time=0:00:42.145290, arrival_time=2021-04-15 01:41:39.298003, cost_time=0:01:23.013454 2021-04-15 01:41:03,519 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.8626, top1-acc=69.89%, top5-acc=97.59%, remaining_time=0:00:35.751968, arrival_time=2021-04-15 01:41:39.271084, cost_time=0:01:29.379917 2021-04-15 01:41:09,891 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.34ms, fps=402 images/s, loss=0.8572, top1-acc=70.01%, top5-acc=97.62%, remaining_time=0:00:29.363962, arrival_time=2021-04-15 01:41:39.255187, cost_time=0:01:35.752036 2021-04-15 01:41:16,269 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.8527, top1-acc=70.17%, top5-acc=97.64%, remaining_time=0:00:22.979376, arrival_time=2021-04-15 01:41:39.249128, cost_time=0:01:42.130488 2021-04-15 01:41:22,645 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.8475, top1-acc=70.39%, top5-acc=97.62%, remaining_time=0:00:16.595072, arrival_time=2021-04-15 01:41:39.240444, cost_time=0:01:48.506193 2021-04-15 01:41:29,015 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.8418, top1-acc=70.60%, top5-acc=97.66%, remaining_time=0:00:10.211232, arrival_time=2021-04-15 01:41:39.226876, cost_time=0:01:54.876387 2021-04-15 01:41:35,390 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.27ms, fps=402 images/s, loss=0.8357, top1-acc=70.79%, top5-acc=97.68%, remaining_time=0:00:03.828996, arrival_time=2021-04-15 01:41:39.219685, cost_time=0:02:01.251493 2021-04-15 01:41:38,775 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.8310, top1-acc=70.95%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:38.775664, cost_time=0:02:04.636485 2021-04-15 01:41:41,084 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.35ms, fps=1110 images/s, loss=0.8845, top1-acc=69.14%, top5-acc=97.70%, remaining_time=0:00:06.920580, arrival_time=2021-04-15 01:41:48.004910, cost_time=0:00:02.306864 2021-04-15 01:41:43,275 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.8955, top1-acc=69.12%, top5-acc=97.36%, remaining_time=0:00:04.498140, arrival_time=2021-04-15 01:41:47.773750, cost_time=0:00:04.498142 2021-04-15 01:41:45,473 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.9100, top1-acc=68.71%, top5-acc=97.41%, remaining_time=0:00:02.232110, arrival_time=2021-04-15 01:41:47.705901, cost_time=0:00:06.696327 2021-04-15 01:41:47,471 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=1.24ms, fps=1161 images/s, loss=0.8988, top1-acc=68.77%, top5-acc=97.46%, remaining_time=0:00:00, arrival_time=2021-04-15 01:41:47.471625, cost_time=0:00:08.694104 2021-04-15 01:41:50,339 INFO : Epoch=0003 complete, best val top1-acc=68.77%, top5-acc=97.46% (epoch=3), remaining_time=7:25:53.667346, arrival_time=2021-04-15 09:07:44.006971, cost_time=0:06:47.416254 2021-04-15 01:41:50,341 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 01:41:56,896 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.41ms, fps=391 images/s, loss=0.7341, top1-acc=73.55%, top5-acc=98.36%, remaining_time=0:02:01.912026, arrival_time=2021-04-15 01:43:58.808324, cost_time=0:00:06.554407 2021-04-15 01:42:03,267 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.7161, top1-acc=74.69%, top5-acc=98.46%, remaining_time=0:01:53.742464, arrival_time=2021-04-15 01:43:57.009622, cost_time=0:00:12.925279 2021-04-15 01:42:09,645 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.36ms, fps=401 images/s, loss=0.7226, top1-acc=74.71%, top5-acc=98.31%, remaining_time=0:01:46.810542, arrival_time=2021-04-15 01:43:56.455640, cost_time=0:00:19.303100 2021-04-15 01:42:16,025 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.65ms, fps=401 images/s, loss=0.7087, top1-acc=75.15%, top5-acc=98.36%, remaining_time=0:01:40.167288, arrival_time=2021-04-15 01:43:56.193107, cost_time=0:00:25.683925 2021-04-15 01:42:22,401 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.7037, top1-acc=75.37%, top5-acc=98.41%, remaining_time=0:01:33.612864, arrival_time=2021-04-15 01:43:56.013942, cost_time=0:00:32.059189 2021-04-15 01:42:28,772 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.78ms, fps=402 images/s, loss=0.6992, top1-acc=75.38%, top5-acc=98.46%, remaining_time=0:01:27.109360, arrival_time=2021-04-15 01:43:55.881848, cost_time=0:00:38.430598 2021-04-15 01:42:35,152 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.6943, top1-acc=75.69%, top5-acc=98.41%, remaining_time=0:01:20.658396, arrival_time=2021-04-15 01:43:55.810531, cost_time=0:00:44.810254 2021-04-15 01:42:41,526 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.6902, top1-acc=75.82%, top5-acc=98.39%, remaining_time=0:01:14.217380, arrival_time=2021-04-15 01:43:55.743784, cost_time=0:00:51.184376 2021-04-15 01:42:47,908 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.76ms, fps=401 images/s, loss=0.6859, top1-acc=76.03%, top5-acc=98.37%, remaining_time=0:01:07.800356, arrival_time=2021-04-15 01:43:55.708604, cost_time=0:00:57.566363 2021-04-15 01:42:54,284 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.6813, top1-acc=76.26%, top5-acc=98.39%, remaining_time=0:01:01.384512, arrival_time=2021-04-15 01:43:55.668573, cost_time=0:01:03.942196 2021-04-15 01:43:00,670 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=4.09ms, fps=401 images/s, loss=0.6789, top1-acc=76.41%, top5-acc=98.39%, remaining_time=0:00:54.983928, arrival_time=2021-04-15 01:43:55.654102, cost_time=0:01:10.328289 2021-04-15 01:43:07,042 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.6753, top1-acc=76.55%, top5-acc=98.42%, remaining_time=0:00:48.577300, arrival_time=2021-04-15 01:43:55.620226, cost_time=0:01:16.701023 2021-04-15 01:43:13,420 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.71ms, fps=401 images/s, loss=0.6715, top1-acc=76.76%, top5-acc=98.43%, remaining_time=0:00:42.178356, arrival_time=2021-04-15 01:43:55.598901, cost_time=0:01:23.078610 2021-04-15 01:43:19,795 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.60ms, fps=402 images/s, loss=0.6662, top1-acc=76.93%, top5-acc=98.46%, remaining_time=0:00:35.781368, arrival_time=2021-04-15 01:43:55.576710, cost_time=0:01:29.453402 2021-04-15 01:43:26,166 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.6624, top1-acc=77.08%, top5-acc=98.48%, remaining_time=0:00:29.386088, arrival_time=2021-04-15 01:43:55.552197, cost_time=0:01:35.824227 2021-04-15 01:43:32,553 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=2.04ms, fps=401 images/s, loss=0.6581, top1-acc=77.24%, top5-acc=98.51%, remaining_time=0:00:22.997628, arrival_time=2021-04-15 01:43:55.551278, cost_time=0:01:42.211670 2021-04-15 01:43:38,932 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=2.09ms, fps=401 images/s, loss=0.6554, top1-acc=77.34%, top5-acc=98.52%, remaining_time=0:00:16.607916, arrival_time=2021-04-15 01:43:55.540102, cost_time=0:01:48.590214 2021-04-15 01:43:45,319 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.72ms, fps=401 images/s, loss=0.6507, top1-acc=77.52%, top5-acc=98.55%, remaining_time=0:00:10.220208, arrival_time=2021-04-15 01:43:55.539536, cost_time=0:01:54.977377 2021-04-15 01:43:51,702 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.76ms, fps=401 images/s, loss=0.6478, top1-acc=77.58%, top5-acc=98.57%, remaining_time=0:00:03.832434, arrival_time=2021-04-15 01:43:55.534801, cost_time=0:02:01.360398 2021-04-15 01:43:55,083 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.21ms, fps=402 images/s, loss=0.6467, top1-acc=77.65%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-15 01:43:55.083756, cost_time=0:02:04.741889 2021-04-15 01:43:57,387 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.77ms, fps=1112 images/s, loss=0.6697, top1-acc=77.38%, top5-acc=98.32%, remaining_time=0:00:06.904320, arrival_time=2021-04-15 01:44:04.291416, cost_time=0:00:02.301445 2021-04-15 01:43:59,582 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.6975, top1-acc=76.58%, top5-acc=98.18%, remaining_time=0:00:04.496400, arrival_time=2021-04-15 01:44:04.078367, cost_time=0:00:04.496405 2021-04-15 01:44:01,776 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.44ms, fps=1167 images/s, loss=0.7093, top1-acc=75.78%, top5-acc=98.22%, remaining_time=0:00:02.230070, arrival_time=2021-04-15 01:44:04.006004, cost_time=0:00:06.690212 2021-04-15 01:44:03,768 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.7128, top1-acc=75.60%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-15 01:44:03.768227, cost_time=0:00:08.682686 2021-04-15 01:44:06,538 INFO : Epoch=0004 complete, best val top1-acc=75.60%, top5-acc=98.32% (epoch=4), remaining_time=7:23:57.136176, arrival_time=2021-04-15 09:08:03.674559, cost_time=0:09:03.615024 2021-04-15 01:44:06,540 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 01:44:13,126 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.55ms, fps=389 images/s, loss=0.5704, top1-acc=80.70%, top5-acc=99.02%, remaining_time=0:02:02.493834, arrival_time=2021-04-15 01:46:15.620095, cost_time=0:00:06.585689 2021-04-15 01:44:19,495 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.61ms, fps=402 images/s, loss=0.5734, top1-acc=80.49%, top5-acc=98.98%, remaining_time=0:01:53.998368, arrival_time=2021-04-15 01:46:13.493291, cost_time=0:00:12.954362 2021-04-15 01:44:25,865 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.50ms, fps=402 images/s, loss=0.5671, top1-acc=80.78%, top5-acc=98.96%, remaining_time=0:01:46.929398, arrival_time=2021-04-15 01:46:12.794555, cost_time=0:00:19.324590 2021-04-15 01:44:32,239 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=0.5662, top1-acc=80.68%, top5-acc=98.96%, remaining_time=0:01:40.224384, arrival_time=2021-04-15 01:46:12.463508, cost_time=0:00:25.698548 2021-04-15 01:44:38,610 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=2.04ms, fps=402 images/s, loss=0.5687, top1-acc=80.47%, top5-acc=98.98%, remaining_time=0:01:33.644838, arrival_time=2021-04-15 01:46:12.255599, cost_time=0:00:32.070173 2021-04-15 01:44:44,979 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.53ms, fps=402 images/s, loss=0.5641, top1-acc=80.48%, top5-acc=99.02%, remaining_time=0:01:27.128264, arrival_time=2021-04-15 01:46:12.107769, cost_time=0:00:38.438929 2021-04-15 01:44:51,364 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.56ms, fps=401 images/s, loss=0.5605, top1-acc=80.60%, top5-acc=99.03%, remaining_time=0:01:20.682840, arrival_time=2021-04-15 01:46:12.047191, cost_time=0:00:44.823783 2021-04-15 01:44:57,737 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.69ms, fps=402 images/s, loss=0.5616, top1-acc=80.58%, top5-acc=99.02%, remaining_time=0:01:14.234780, arrival_time=2021-04-15 01:46:11.971776, cost_time=0:00:51.196364 2021-04-15 01:45:04,114 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=2.36ms, fps=401 images/s, loss=0.5627, top1-acc=80.54%, top5-acc=98.99%, remaining_time=0:01:07.809578, arrival_time=2021-04-15 01:46:11.924288, cost_time=0:00:57.574139 2021-04-15 01:45:10,486 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.31ms, fps=402 images/s, loss=0.5610, top1-acc=80.61%, top5-acc=99.00%, remaining_time=0:01:01.387584, arrival_time=2021-04-15 01:46:11.873664, cost_time=0:01:03.945425 2021-04-15 01:45:16,857 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.5578, top1-acc=80.74%, top5-acc=99.03%, remaining_time=0:00:54.975070, arrival_time=2021-04-15 01:46:11.832564, cost_time=0:01:10.316991 2021-04-15 01:45:23,229 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.5572, top1-acc=80.82%, top5-acc=99.02%, remaining_time=0:00:48.569396, arrival_time=2021-04-15 01:46:11.798531, cost_time=0:01:16.688559 2021-04-15 01:45:29,609 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.5558, top1-acc=80.88%, top5-acc=99.04%, remaining_time=0:00:42.173670, arrival_time=2021-04-15 01:46:11.783531, cost_time=0:01:23.069292 2021-04-15 01:45:35,995 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.94ms, fps=401 images/s, loss=0.5536, top1-acc=80.86%, top5-acc=99.04%, remaining_time=0:00:35.781816, arrival_time=2021-04-15 01:46:11.776836, cost_time=0:01:29.454509 2021-04-15 01:45:42,374 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.42ms, fps=401 images/s, loss=0.5541, top1-acc=80.84%, top5-acc=99.02%, remaining_time=0:00:29.389124, arrival_time=2021-04-15 01:46:11.763823, cost_time=0:01:35.834124 2021-04-15 01:45:48,751 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.5524, top1-acc=80.90%, top5-acc=99.01%, remaining_time=0:00:22.997484, arrival_time=2021-04-15 01:46:11.749024, cost_time=0:01:42.210998 2021-04-15 01:45:55,127 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.5504, top1-acc=80.96%, top5-acc=99.01%, remaining_time=0:00:16.607396, arrival_time=2021-04-15 01:46:11.734771, cost_time=0:01:48.586819 2021-04-15 01:46:01,497 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.5496, top1-acc=81.00%, top5-acc=99.01%, remaining_time=0:00:10.218352, arrival_time=2021-04-15 01:46:11.715370, cost_time=0:01:54.956517 2021-04-15 01:46:07,872 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.5478, top1-acc=81.11%, top5-acc=99.01%, remaining_time=0:00:03.831528, arrival_time=2021-04-15 01:46:11.703716, cost_time=0:02:01.331661 2021-04-15 01:46:11,253 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.66ms, fps=402 images/s, loss=0.5484, top1-acc=81.08%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:11.253886, cost_time=0:02:04.713319 2021-04-15 01:46:13,626 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.31ms, fps=1080 images/s, loss=0.6434, top1-acc=77.30%, top5-acc=98.75%, remaining_time=0:00:07.111920, arrival_time=2021-04-15 01:46:20.738413, cost_time=0:00:02.370639 2021-04-15 01:46:15,814 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.32ms, fps=1170 images/s, loss=0.6305, top1-acc=77.77%, top5-acc=98.95%, remaining_time=0:00:04.558920, arrival_time=2021-04-15 01:46:20.373656, cost_time=0:00:04.558925 2021-04-15 01:46:18,007 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.6389, top1-acc=77.70%, top5-acc=98.84%, remaining_time=0:00:02.250670, arrival_time=2021-04-15 01:46:20.258484, cost_time=0:00:06.752003 2021-04-15 01:46:19,997 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=1.22ms, fps=1167 images/s, loss=0.6421, top1-acc=77.54%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-15 01:46:19.996964, cost_time=0:00:08.741179 2021-04-15 01:46:22,873 INFO : Epoch=0005 complete, best val top1-acc=77.54%, top5-acc=98.78% (epoch=5), remaining_time=7:21:58.053120, arrival_time=2021-04-15 09:08:20.926559, cost_time=0:11:19.950078 2021-04-15 01:46:22,875 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 01:46:29,444 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.53ms, fps=390 images/s, loss=0.5300, top1-acc=80.74%, top5-acc=99.26%, remaining_time=0:02:02.179494, arrival_time=2021-04-15 01:48:31.623737, cost_time=0:00:06.568789 2021-04-15 01:46:35,814 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=2.08ms, fps=402 images/s, loss=0.5175, top1-acc=81.66%, top5-acc=99.22%, remaining_time=0:01:53.858096, arrival_time=2021-04-15 01:48:29.672068, cost_time=0:00:12.938427 2021-04-15 01:46:42,195 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.73ms, fps=401 images/s, loss=0.5147, top1-acc=81.69%, top5-acc=99.15%, remaining_time=0:01:46.901012, arrival_time=2021-04-15 01:48:29.096103, cost_time=0:00:19.319455 2021-04-15 01:46:48,570 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.5182, top1-acc=81.82%, top5-acc=99.16%, remaining_time=0:01:40.208316, arrival_time=2021-04-15 01:48:28.778275, cost_time=0:00:25.694429 2021-04-15 01:46:54,943 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.79ms, fps=402 images/s, loss=0.5158, top1-acc=82.02%, top5-acc=99.17%, remaining_time=0:01:33.639436, arrival_time=2021-04-15 01:48:28.583306, cost_time=0:00:32.068305 2021-04-15 01:47:01,316 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.5133, top1-acc=82.16%, top5-acc=99.23%, remaining_time=0:01:27.132616, arrival_time=2021-04-15 01:48:28.449016, cost_time=0:00:38.440857 2021-04-15 01:47:07,701 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=2.05ms, fps=401 images/s, loss=0.5071, top1-acc=82.34%, top5-acc=99.24%, remaining_time=0:01:20.686998, arrival_time=2021-04-15 01:48:28.388684, cost_time=0:00:44.826140 2021-04-15 01:47:14,077 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.5048, top1-acc=82.37%, top5-acc=99.24%, remaining_time=0:01:14.242900, arrival_time=2021-04-15 01:48:28.320521, cost_time=0:00:51.201976 2021-04-15 01:47:20,443 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.5033, top1-acc=82.44%, top5-acc=99.22%, remaining_time=0:01:07.802264, arrival_time=2021-04-15 01:48:28.245747, cost_time=0:00:57.567951 2021-04-15 01:47:26,816 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.5020, top1-acc=82.51%, top5-acc=99.21%, remaining_time=0:01:01.382880, arrival_time=2021-04-15 01:48:28.198898, cost_time=0:01:03.940474 2021-04-15 01:47:33,182 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.4993, top1-acc=82.67%, top5-acc=99.22%, remaining_time=0:00:54.966728, arrival_time=2021-04-15 01:48:28.148698, cost_time=0:01:10.306278 2021-04-15 01:47:39,553 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.91ms, fps=402 images/s, loss=0.4955, top1-acc=82.81%, top5-acc=99.24%, remaining_time=0:00:48.562860, arrival_time=2021-04-15 01:48:28.116653, cost_time=0:01:16.678237 2021-04-15 01:47:45,925 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=2.17ms, fps=402 images/s, loss=0.4930, top1-acc=82.89%, top5-acc=99.23%, remaining_time=0:00:42.163968, arrival_time=2021-04-15 01:48:28.089830, cost_time=0:01:23.050253 2021-04-15 01:47:52,302 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.45ms, fps=401 images/s, loss=0.4919, top1-acc=82.91%, top5-acc=99.24%, remaining_time=0:00:35.770952, arrival_time=2021-04-15 01:48:28.073874, cost_time=0:01:29.427449 2021-04-15 01:47:58,674 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.4891, top1-acc=83.05%, top5-acc=99.24%, remaining_time=0:00:29.378176, arrival_time=2021-04-15 01:48:28.052098, cost_time=0:01:35.798384 2021-04-15 01:48:05,043 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.4879, top1-acc=83.08%, top5-acc=99.24%, remaining_time=0:00:22.987656, arrival_time=2021-04-15 01:48:28.030581, cost_time=0:01:42.167369 2021-04-15 01:48:11,420 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.4846, top1-acc=83.16%, top5-acc=99.25%, remaining_time=0:00:16.601052, arrival_time=2021-04-15 01:48:28.021880, cost_time=0:01:48.545373 2021-04-15 01:48:17,790 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.50ms, fps=402 images/s, loss=0.4841, top1-acc=83.16%, top5-acc=99.24%, remaining_time=0:00:10.214656, arrival_time=2021-04-15 01:48:28.005109, cost_time=0:01:54.914905 2021-04-15 01:48:24,157 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.4851, top1-acc=83.15%, top5-acc=99.25%, remaining_time=0:00:03.829950, arrival_time=2021-04-15 01:48:27.987204, cost_time=0:02:01.281811 2021-04-15 01:48:27,548 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.4850, top1-acc=83.16%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:27.548884, cost_time=0:02:04.673425 2021-04-15 01:48:29,870 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.47ms, fps=1104 images/s, loss=0.6091, top1-acc=78.55%, top5-acc=98.28%, remaining_time=0:00:06.957570, arrival_time=2021-04-15 01:48:36.827635, cost_time=0:00:02.319191 2021-04-15 01:48:32,063 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.6062, top1-acc=79.00%, top5-acc=98.46%, remaining_time=0:00:04.512400, arrival_time=2021-04-15 01:48:36.575553, cost_time=0:00:04.512409 2021-04-15 01:48:34,254 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.59ms, fps=1168 images/s, loss=0.6121, top1-acc=79.18%, top5-acc=98.53%, remaining_time=0:00:02.234630, arrival_time=2021-04-15 01:48:36.489243, cost_time=0:00:06.703894 2021-04-15 01:48:36,252 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.6146, top1-acc=79.17%, top5-acc=98.56%, remaining_time=0:00:00, arrival_time=2021-04-15 01:48:36.252921, cost_time=0:00:08.702224 2021-04-15 01:48:39,138 INFO : Epoch=0006 complete, best val top1-acc=79.17%, top5-acc=98.56% (epoch=6), remaining_time=7:19:50.953930, arrival_time=2021-04-15 09:08:30.092353, cost_time=0:13:36.215072 2021-04-15 01:48:39,140 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 01:48:45,677 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.89ms, fps=392 images/s, loss=0.4054, top1-acc=86.02%, top5-acc=99.57%, remaining_time=0:02:01.591920, arrival_time=2021-04-15 01:50:47.269782, cost_time=0:00:06.537201 2021-04-15 01:48:52,039 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.4255, top1-acc=85.51%, top5-acc=99.41%, remaining_time=0:01:53.506448, arrival_time=2021-04-15 01:50:45.545623, cost_time=0:00:12.898468 2021-04-15 01:48:58,412 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.50ms, fps=402 images/s, loss=0.4336, top1-acc=85.33%, top5-acc=99.32%, remaining_time=0:01:46.637736, arrival_time=2021-04-15 01:50:45.050339, cost_time=0:00:19.271871 2021-04-15 01:49:04,773 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.4298, top1-acc=85.63%, top5-acc=99.32%, remaining_time=0:01:39.968700, arrival_time=2021-04-15 01:50:44.742376, cost_time=0:00:25.633013 2021-04-15 01:49:11,151 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.68ms, fps=401 images/s, loss=0.4238, top1-acc=85.65%, top5-acc=99.33%, remaining_time=0:01:33.471828, arrival_time=2021-04-15 01:50:44.623397, cost_time=0:00:32.010914 2021-04-15 01:49:17,517 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=0.4185, top1-acc=85.80%, top5-acc=99.34%, remaining_time=0:01:26.987912, arrival_time=2021-04-15 01:50:44.505758, cost_time=0:00:38.376993 2021-04-15 01:49:23,896 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.58ms, fps=401 images/s, loss=0.4242, top1-acc=85.74%, top5-acc=99.35%, remaining_time=0:01:20.559234, arrival_time=2021-04-15 01:50:44.455174, cost_time=0:00:44.755158 2021-04-15 01:49:30,268 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.4298, top1-acc=85.41%, top5-acc=99.37%, remaining_time=0:01:14.135832, arrival_time=2021-04-15 01:50:44.404711, cost_time=0:00:51.128145 2021-04-15 01:49:36,639 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.4328, top1-acc=85.33%, top5-acc=99.37%, remaining_time=0:01:07.720750, arrival_time=2021-04-15 01:50:44.360252, cost_time=0:00:57.498759 2021-04-15 01:49:43,016 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.4304, top1-acc=85.34%, top5-acc=99.38%, remaining_time=0:01:01.320288, arrival_time=2021-04-15 01:50:44.336298, cost_time=0:01:03.875281 2021-04-15 01:49:49,392 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.92ms, fps=401 images/s, loss=0.4323, top1-acc=85.22%, top5-acc=99.37%, remaining_time=0:00:54.924244, arrival_time=2021-04-15 01:50:44.316951, cost_time=0:01:10.251942 2021-04-15 01:49:55,795 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=5.96ms, fps=400 images/s, loss=0.4343, top1-acc=85.08%, top5-acc=99.37%, remaining_time=0:00:48.548192, arrival_time=2021-04-15 01:50:44.343991, cost_time=0:01:16.654981 2021-04-15 01:50:02,173 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.65ms, fps=401 images/s, loss=0.4343, top1-acc=85.14%, top5-acc=99.38%, remaining_time=0:00:42.155190, arrival_time=2021-04-15 01:50:44.328925, cost_time=0:01:23.032915 2021-04-15 01:50:08,557 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.35ms, fps=401 images/s, loss=0.4347, top1-acc=85.12%, top5-acc=99.39%, remaining_time=0:00:35.766584, arrival_time=2021-04-15 01:50:44.323921, cost_time=0:01:29.416529 2021-04-15 01:50:14,938 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.62ms, fps=401 images/s, loss=0.4359, top1-acc=85.06%, top5-acc=99.39%, remaining_time=0:00:29.377900, arrival_time=2021-04-15 01:50:44.316141, cost_time=0:01:35.797491 2021-04-15 01:50:21,306 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.4394, top1-acc=84.94%, top5-acc=99.39%, remaining_time=0:00:22.987188, arrival_time=2021-04-15 01:50:44.293344, cost_time=0:01:42.165336 2021-04-15 01:50:27,684 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=2.49ms, fps=401 images/s, loss=0.4394, top1-acc=84.94%, top5-acc=99.41%, remaining_time=0:00:16.600844, arrival_time=2021-04-15 01:50:44.285638, cost_time=0:01:48.544047 2021-04-15 01:50:34,068 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.4387, top1-acc=84.96%, top5-acc=99.41%, remaining_time=0:00:10.215760, arrival_time=2021-04-15 01:50:44.283894, cost_time=0:01:54.927293 2021-04-15 01:50:40,439 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.4373, top1-acc=85.01%, top5-acc=99.41%, remaining_time=0:00:03.830490, arrival_time=2021-04-15 01:50:44.270098, cost_time=0:02:01.298881 2021-04-15 01:50:43,830 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.38ms, fps=401 images/s, loss=0.4376, top1-acc=84.98%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:43.830233, cost_time=0:02:04.689496 2021-04-15 01:50:46,137 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.35ms, fps=1111 images/s, loss=0.5491, top1-acc=81.09%, top5-acc=98.91%, remaining_time=0:00:06.914430, arrival_time=2021-04-15 01:50:53.051509, cost_time=0:00:02.304809 2021-04-15 01:50:48,326 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.56ms, fps=1169 images/s, loss=0.5603, top1-acc=80.98%, top5-acc=98.91%, remaining_time=0:00:04.494760, arrival_time=2021-04-15 01:50:52.821697, cost_time=0:00:04.494752 2021-04-15 01:50:50,522 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.63ms, fps=1167 images/s, loss=0.5530, top1-acc=81.37%, top5-acc=99.06%, remaining_time=0:00:02.229880, arrival_time=2021-04-15 01:50:52.751796, cost_time=0:00:06.689647 2021-04-15 01:50:52,510 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=1.16ms, fps=1167 images/s, loss=0.5391, top1-acc=81.52%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-15 01:50:52.510905, cost_time=0:00:08.678759 2021-04-15 01:50:55,421 INFO : Epoch=0007 complete, best val top1-acc=81.52%, top5-acc=99.12% (epoch=7), remaining_time=7:17:41.720370, arrival_time=2021-04-15 09:08:37.141364, cost_time=0:15:52.497627 2021-04-15 01:50:55,422 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 01:51:01,991 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=2.04ms, fps=390 images/s, loss=0.4059, top1-acc=86.64%, top5-acc=99.37%, remaining_time=0:02:02.179122, arrival_time=2021-04-15 01:53:04.170644, cost_time=0:00:06.568766 2021-04-15 01:51:08,359 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.3975, top1-acc=86.80%, top5-acc=99.49%, remaining_time=0:01:53.842256, arrival_time=2021-04-15 01:53:02.201749, cost_time=0:00:12.936615 2021-04-15 01:51:14,726 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.4002, top1-acc=86.59%, top5-acc=99.47%, remaining_time=0:01:46.813032, arrival_time=2021-04-15 01:53:01.539359, cost_time=0:00:19.303560 2021-04-15 01:51:21,092 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=2.20ms, fps=402 images/s, loss=0.3952, top1-acc=86.65%, top5-acc=99.42%, remaining_time=0:01:40.110972, arrival_time=2021-04-15 01:53:01.203240, cost_time=0:00:25.669489 2021-04-15 01:51:27,461 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.3960, top1-acc=86.55%, top5-acc=99.44%, remaining_time=0:01:33.554172, arrival_time=2021-04-15 01:53:01.016035, cost_time=0:00:32.039096 2021-04-15 01:51:33,830 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=2.00ms, fps=402 images/s, loss=0.4002, top1-acc=86.48%, top5-acc=99.43%, remaining_time=0:01:27.058224, arrival_time=2021-04-15 01:53:00.889067, cost_time=0:00:38.408046 2021-04-15 01:51:40,198 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.3984, top1-acc=86.50%, top5-acc=99.42%, remaining_time=0:01:20.597160, arrival_time=2021-04-15 01:53:00.796012, cost_time=0:00:44.776167 2021-04-15 01:51:46,564 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.45ms, fps=402 images/s, loss=0.3978, top1-acc=86.54%, top5-acc=99.41%, remaining_time=0:01:14.155320, arrival_time=2021-04-15 01:53:00.719694, cost_time=0:00:51.141615 2021-04-15 01:51:52,945 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.72ms, fps=401 images/s, loss=0.3974, top1-acc=86.48%, top5-acc=99.44%, remaining_time=0:01:07.749264, arrival_time=2021-04-15 01:53:00.694950, cost_time=0:00:57.522918 2021-04-15 01:51:59,316 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.3986, top1-acc=86.43%, top5-acc=99.41%, remaining_time=0:01:01.337664, arrival_time=2021-04-15 01:53:00.653837, cost_time=0:01:03.893386 2021-04-15 01:52:05,692 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.18ms, fps=402 images/s, loss=0.3964, top1-acc=86.51%, top5-acc=99.42%, remaining_time=0:00:54.937746, arrival_time=2021-04-15 01:53:00.629843, cost_time=0:01:10.269223 2021-04-15 01:52:12,067 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.88ms, fps=402 images/s, loss=0.3970, top1-acc=86.50%, top5-acc=99.42%, remaining_time=0:00:48.541352, arrival_time=2021-04-15 01:53:00.608411, cost_time=0:01:16.644276 2021-04-15 01:52:18,445 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.3978, top1-acc=86.40%, top5-acc=99.41%, remaining_time=0:00:42.149910, arrival_time=2021-04-15 01:53:00.595389, cost_time=0:01:23.022599 2021-04-15 01:52:24,816 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.3965, top1-acc=86.45%, top5-acc=99.41%, remaining_time=0:00:35.757624, arrival_time=2021-04-15 01:53:00.574502, cost_time=0:01:29.394103 2021-04-15 01:52:31,183 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=2.11ms, fps=402 images/s, loss=0.3967, top1-acc=86.45%, top5-acc=99.42%, remaining_time=0:00:29.366630, arrival_time=2021-04-15 01:53:00.550226, cost_time=0:01:35.760738 2021-04-15 01:52:37,563 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.39ms, fps=401 images/s, loss=0.3950, top1-acc=86.47%, top5-acc=99.42%, remaining_time=0:00:22.981716, arrival_time=2021-04-15 01:53:00.545466, cost_time=0:01:42.140969 2021-04-15 01:52:43,928 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.89ms, fps=402 images/s, loss=0.3946, top1-acc=86.50%, top5-acc=99.43%, remaining_time=0:00:16.595020, arrival_time=2021-04-15 01:53:00.523688, cost_time=0:01:48.505874 2021-04-15 01:52:50,298 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.34ms, fps=402 images/s, loss=0.3941, top1-acc=86.53%, top5-acc=99.44%, remaining_time=0:00:10.211200, arrival_time=2021-04-15 01:53:00.509914, cost_time=0:01:54.876016 2021-04-15 01:52:56,675 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.31ms, fps=401 images/s, loss=0.3930, top1-acc=86.60%, top5-acc=99.45%, remaining_time=0:00:03.829032, arrival_time=2021-04-15 01:53:00.504384, cost_time=0:02:01.252589 2021-04-15 01:53:00,058 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.26ms, fps=402 images/s, loss=0.3944, top1-acc=86.53%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:00.058292, cost_time=0:02:04.635607 2021-04-15 01:53:02,362 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=1.34ms, fps=1112 images/s, loss=0.5055, top1-acc=82.27%, top5-acc=99.06%, remaining_time=0:00:06.907320, arrival_time=2021-04-15 01:53:09.269985, cost_time=0:00:02.302441 2021-04-15 01:53:04,554 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.5207, top1-acc=82.17%, top5-acc=99.04%, remaining_time=0:00:04.494300, arrival_time=2021-04-15 01:53:09.048710, cost_time=0:00:04.494308 2021-04-15 01:53:06,747 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=2.14ms, fps=1167 images/s, loss=0.5224, top1-acc=81.87%, top5-acc=99.11%, remaining_time=0:00:02.229170, arrival_time=2021-04-15 01:53:08.976767, cost_time=0:00:06.687510 2021-04-15 01:53:08,746 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=1.72ms, fps=1161 images/s, loss=0.5165, top1-acc=81.96%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 01:53:08.746876, cost_time=0:00:08.686759 2021-04-15 01:53:11,931 INFO : Epoch=0008 complete, best val top1-acc=81.96%, top5-acc=99.15% (epoch=8), remaining_time=7:15:36.192960, arrival_time=2021-04-15 09:08:48.124372, cost_time=0:18:09.008039 2021-04-15 01:53:11,933 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 01:53:18,476 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.64ms, fps=391 images/s, loss=0.3624, top1-acc=87.46%, top5-acc=99.57%, remaining_time=0:02:01.698684, arrival_time=2021-04-15 01:55:20.175000, cost_time=0:00:06.542941 2021-04-15 01:53:24,842 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.3520, top1-acc=88.09%, top5-acc=99.59%, remaining_time=0:01:53.595856, arrival_time=2021-04-15 01:55:18.437928, cost_time=0:00:12.908621 2021-04-15 01:53:31,217 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.3561, top1-acc=87.94%, top5-acc=99.58%, remaining_time=0:01:46.705962, arrival_time=2021-04-15 01:55:17.923554, cost_time=0:00:19.284204 2021-04-15 01:53:37,588 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.3525, top1-acc=87.95%, top5-acc=99.60%, remaining_time=0:01:40.052628, arrival_time=2021-04-15 01:55:17.640555, cost_time=0:00:25.654526 2021-04-15 01:53:43,967 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.3611, top1-acc=87.66%, top5-acc=99.57%, remaining_time=0:01:33.539426, arrival_time=2021-04-15 01:55:17.506860, cost_time=0:00:32.034074 2021-04-15 01:53:50,343 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.3600, top1-acc=87.62%, top5-acc=99.58%, remaining_time=0:01:27.063120, arrival_time=2021-04-15 01:55:17.406792, cost_time=0:00:38.410195 2021-04-15 01:53:56,721 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.61ms, fps=401 images/s, loss=0.3589, top1-acc=87.58%, top5-acc=99.57%, remaining_time=0:01:20.618958, arrival_time=2021-04-15 01:55:17.340703, cost_time=0:00:44.788310 2021-04-15 01:54:03,096 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.66ms, fps=402 images/s, loss=0.3646, top1-acc=87.41%, top5-acc=99.54%, remaining_time=0:01:14.186408, arrival_time=2021-04-15 01:55:17.282814, cost_time=0:00:51.163038 2021-04-15 01:54:09,463 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.3677, top1-acc=87.24%, top5-acc=99.55%, remaining_time=0:01:07.757532, arrival_time=2021-04-15 01:55:17.220836, cost_time=0:00:57.529936 2021-04-15 01:54:15,842 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=2.06ms, fps=401 images/s, loss=0.3695, top1-acc=87.18%, top5-acc=99.52%, remaining_time=0:01:01.352736, arrival_time=2021-04-15 01:55:17.195247, cost_time=0:01:03.909117 2021-04-15 01:54:22,227 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.3692, top1-acc=87.25%, top5-acc=99.50%, remaining_time=0:00:54.956838, arrival_time=2021-04-15 01:55:17.183819, cost_time=0:01:10.293616 2021-04-15 01:54:28,605 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.99ms, fps=401 images/s, loss=0.3702, top1-acc=87.16%, top5-acc=99.49%, remaining_time=0:00:48.559060, arrival_time=2021-04-15 01:55:17.164666, cost_time=0:01:16.672218 2021-04-15 01:54:34,981 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.3705, top1-acc=87.16%, top5-acc=99.50%, remaining_time=0:00:42.162978, arrival_time=2021-04-15 01:55:17.144675, cost_time=0:01:23.048323 2021-04-15 01:54:41,348 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.3688, top1-acc=87.24%, top5-acc=99.51%, remaining_time=0:00:35.765800, arrival_time=2021-04-15 01:55:17.113712, cost_time=0:01:29.414519 2021-04-15 01:54:47,719 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.60ms, fps=402 images/s, loss=0.3689, top1-acc=87.22%, top5-acc=99.51%, remaining_time=0:00:29.374266, arrival_time=2021-04-15 01:55:17.093223, cost_time=0:01:35.785583 2021-04-15 01:54:54,098 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.41ms, fps=401 images/s, loss=0.3685, top1-acc=87.29%, top5-acc=99.52%, remaining_time=0:00:22.987224, arrival_time=2021-04-15 01:55:17.086023, cost_time=0:01:42.165414 2021-04-15 01:55:00,467 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.3684, top1-acc=87.28%, top5-acc=99.53%, remaining_time=0:00:16.599336, arrival_time=2021-04-15 01:55:17.066706, cost_time=0:01:48.534079 2021-04-15 01:55:06,850 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.3696, top1-acc=87.19%, top5-acc=99.53%, remaining_time=0:00:10.214816, arrival_time=2021-04-15 01:55:17.065024, cost_time=0:01:54.916693 2021-04-15 01:55:13,227 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.3696, top1-acc=87.18%, top5-acc=99.53%, remaining_time=0:00:03.830334, arrival_time=2021-04-15 01:55:17.057590, cost_time=0:02:01.293878 2021-04-15 01:55:16,604 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.64ms, fps=403 images/s, loss=0.3699, top1-acc=87.15%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:16.604070, cost_time=0:02:04.670696 2021-04-15 01:55:18,917 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=1.51ms, fps=1108 images/s, loss=0.5079, top1-acc=81.91%, top5-acc=99.53%, remaining_time=0:00:06.932760, arrival_time=2021-04-15 01:55:25.849762, cost_time=0:00:02.310915 2021-04-15 01:55:21,110 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.49ms, fps=1167 images/s, loss=0.5024, top1-acc=81.84%, top5-acc=99.45%, remaining_time=0:00:04.504580, arrival_time=2021-04-15 01:55:25.615197, cost_time=0:00:04.504584 2021-04-15 01:55:23,304 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.5179, top1-acc=81.48%, top5-acc=99.31%, remaining_time=0:00:02.232860, arrival_time=2021-04-15 01:55:25.537555, cost_time=0:00:06.698595 2021-04-15 01:55:25,295 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=1.70ms, fps=1165 images/s, loss=0.5063, top1-acc=81.81%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 01:55:25.295819, cost_time=0:00:08.689709 2021-04-15 01:55:26,819 INFO : Epoch=0009 complete, best val top1-acc=81.96%, top5-acc=99.15% (epoch=8), remaining_time=7:12:53.797197, arrival_time=2021-04-15 09:08:20.616757, cost_time=0:20:23.896207 2021-04-15 01:55:26,820 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 01:55:33,372 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.41ms, fps=391 images/s, loss=0.3474, top1-acc=87.73%, top5-acc=99.69%, remaining_time=0:02:01.852878, arrival_time=2021-04-15 01:57:35.225124, cost_time=0:00:06.551231 2021-04-15 01:55:39,743 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.93ms, fps=402 images/s, loss=0.3501, top1-acc=87.83%, top5-acc=99.75%, remaining_time=0:01:53.716944, arrival_time=2021-04-15 01:57:33.460336, cost_time=0:00:12.922374 2021-04-15 01:55:46,106 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.54ms, fps=402 images/s, loss=0.3426, top1-acc=88.23%, top5-acc=99.77%, remaining_time=0:01:46.713598, arrival_time=2021-04-15 01:57:32.820197, cost_time=0:00:19.285587 2021-04-15 01:55:52,483 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.3475, top1-acc=88.31%, top5-acc=99.70%, remaining_time=0:01:40.083672, arrival_time=2021-04-15 01:57:32.567171, cost_time=0:00:25.662481 2021-04-15 01:55:58,862 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.57ms, fps=401 images/s, loss=0.3469, top1-acc=88.35%, top5-acc=99.68%, remaining_time=0:01:33.560012, arrival_time=2021-04-15 01:57:32.422122, cost_time=0:00:32.041094 2021-04-15 01:56:05,233 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.3401, top1-acc=88.44%, top5-acc=99.69%, remaining_time=0:01:27.067472, arrival_time=2021-04-15 01:57:32.300548, cost_time=0:00:38.412139 2021-04-15 01:56:11,607 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.3417, top1-acc=88.30%, top5-acc=99.69%, remaining_time=0:01:20.614800, arrival_time=2021-04-15 01:57:32.221815, cost_time=0:00:44.785997 2021-04-15 01:56:17,979 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=2.21ms, fps=402 images/s, loss=0.3440, top1-acc=88.16%, top5-acc=99.65%, remaining_time=0:01:14.180144, arrival_time=2021-04-15 01:57:32.159914, cost_time=0:00:51.158760 2021-04-15 01:56:24,354 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.53ms, fps=402 images/s, loss=0.3455, top1-acc=88.10%, top5-acc=99.64%, remaining_time=0:01:07.761878, arrival_time=2021-04-15 01:57:32.116524, cost_time=0:00:57.533689 2021-04-15 01:56:30,735 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.09ms, fps=401 images/s, loss=0.3464, top1-acc=88.00%, top5-acc=99.66%, remaining_time=0:01:01.357536, arrival_time=2021-04-15 01:57:32.092688, cost_time=0:01:03.914138 2021-04-15 01:56:37,118 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.53ms, fps=401 images/s, loss=0.3460, top1-acc=88.02%, top5-acc=99.63%, remaining_time=0:00:54.960106, arrival_time=2021-04-15 01:57:32.078994, cost_time=0:01:10.297765 2021-04-15 01:56:43,494 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.3470, top1-acc=88.02%, top5-acc=99.61%, remaining_time=0:00:48.559972, arrival_time=2021-04-15 01:57:32.054691, cost_time=0:01:16.673610 2021-04-15 01:56:49,867 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.3478, top1-acc=88.01%, top5-acc=99.61%, remaining_time=0:00:42.162252, arrival_time=2021-04-15 01:57:32.030080, cost_time=0:01:23.046806 2021-04-15 01:56:56,235 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.45ms, fps=402 images/s, loss=0.3481, top1-acc=87.96%, top5-acc=99.61%, remaining_time=0:00:35.765912, arrival_time=2021-04-15 01:57:32.001687, cost_time=0:01:29.414756 2021-04-15 01:57:02,606 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.3474, top1-acc=88.00%, top5-acc=99.61%, remaining_time=0:00:29.374174, arrival_time=2021-04-15 01:57:31.980485, cost_time=0:01:35.785302 2021-04-15 01:57:08,997 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.60ms, fps=401 images/s, loss=0.3480, top1-acc=87.96%, top5-acc=99.61%, remaining_time=0:00:22.989564, arrival_time=2021-04-15 01:57:31.986521, cost_time=0:01:42.175842 2021-04-15 01:57:15,373 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.3463, top1-acc=88.02%, top5-acc=99.63%, remaining_time=0:00:16.602170, arrival_time=2021-04-15 01:57:31.975917, cost_time=0:01:48.552614 2021-04-15 01:57:21,748 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.58ms, fps=402 images/s, loss=0.3450, top1-acc=88.04%, top5-acc=99.63%, remaining_time=0:00:10.215808, arrival_time=2021-04-15 01:57:31.964688, cost_time=0:01:54.927859 2021-04-15 01:57:28,125 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.83ms, fps=402 images/s, loss=0.3466, top1-acc=88.03%, top5-acc=99.63%, remaining_time=0:00:03.830664, arrival_time=2021-04-15 01:57:31.955964, cost_time=0:02:01.304288 2021-04-15 01:57:31,511 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.76ms, fps=402 images/s, loss=0.3483, top1-acc=88.00%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:31.511808, cost_time=0:02:04.690862 2021-04-15 01:57:33,824 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.67ms, fps=1108 images/s, loss=0.4916, top1-acc=84.22%, top5-acc=99.10%, remaining_time=0:00:06.932880, arrival_time=2021-04-15 01:57:40.757593, cost_time=0:00:02.310961 2021-04-15 01:57:36,017 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.30ms, fps=1168 images/s, loss=0.4860, top1-acc=83.48%, top5-acc=99.24%, remaining_time=0:00:04.503440, arrival_time=2021-04-15 01:57:40.520573, cost_time=0:00:04.503445 2021-04-15 01:57:38,205 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.38ms, fps=1170 images/s, loss=0.4883, top1-acc=83.32%, top5-acc=99.27%, remaining_time=0:00:02.230710, arrival_time=2021-04-15 01:57:40.436509, cost_time=0:00:06.692126 2021-04-15 01:57:40,195 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=1.20ms, fps=1167 images/s, loss=0.4897, top1-acc=83.57%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-15 01:57:40.195006, cost_time=0:00:08.681294 2021-04-15 01:57:42,959 INFO : Epoch=0010 complete, best val top1-acc=83.57%, top5-acc=99.32% (epoch=10), remaining_time=7:10:40.680770, arrival_time=2021-04-15 09:08:23.639967, cost_time=0:22:40.035827 2021-04-15 01:57:42,961 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 01:57:49,500 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.54ms, fps=392 images/s, loss=0.3255, top1-acc=88.63%, top5-acc=99.65%, remaining_time=0:02:01.614054, arrival_time=2021-04-15 01:59:51.113960, cost_time=0:00:06.538391 2021-04-15 01:57:55,875 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=0.3141, top1-acc=89.20%, top5-acc=99.67%, remaining_time=0:01:53.640384, arrival_time=2021-04-15 01:59:49.515500, cost_time=0:00:12.913685 2021-04-15 01:58:02,246 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.84ms, fps=402 images/s, loss=0.3208, top1-acc=88.71%, top5-acc=99.67%, remaining_time=0:01:46.711108, arrival_time=2021-04-15 01:59:48.957668, cost_time=0:00:19.285128 2021-04-15 01:58:08,623 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.54ms, fps=402 images/s, loss=0.3268, top1-acc=88.73%, top5-acc=99.64%, remaining_time=0:01:40.080084, arrival_time=2021-04-15 01:59:48.703078, cost_time=0:00:25.661545 2021-04-15 01:58:14,999 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.3298, top1-acc=88.51%, top5-acc=99.64%, remaining_time=0:01:33.551398, arrival_time=2021-04-15 01:59:48.551059, cost_time=0:00:32.038161 2021-04-15 01:58:21,370 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.3245, top1-acc=88.72%, top5-acc=99.67%, remaining_time=0:01:27.059992, arrival_time=2021-04-15 01:59:48.430260, cost_time=0:00:38.408797 2021-04-15 01:58:27,749 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.55ms, fps=401 images/s, loss=0.3210, top1-acc=88.80%, top5-acc=99.64%, remaining_time=0:01:20.619210, arrival_time=2021-04-15 01:59:48.369069, cost_time=0:00:44.788428 2021-04-15 01:58:34,132 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.33ms, fps=401 images/s, loss=0.3257, top1-acc=88.69%, top5-acc=99.66%, remaining_time=0:01:14.198008, arrival_time=2021-04-15 01:59:48.330517, cost_time=0:00:51.171052 2021-04-15 01:58:40,507 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.39ms, fps=402 images/s, loss=0.3259, top1-acc=88.65%, top5-acc=99.65%, remaining_time=0:01:07.776188, arrival_time=2021-04-15 01:59:48.283314, cost_time=0:00:57.545779 2021-04-15 01:58:46,881 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.3252, top1-acc=88.68%, top5-acc=99.64%, remaining_time=0:01:01.363680, arrival_time=2021-04-15 01:59:48.245590, cost_time=0:01:03.920492 2021-04-15 01:58:53,245 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.31ms, fps=402 images/s, loss=0.3270, top1-acc=88.59%, top5-acc=99.64%, remaining_time=0:00:54.949356, arrival_time=2021-04-15 01:59:48.194762, cost_time=0:01:10.284057 2021-04-15 01:58:59,610 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.34ms, fps=402 images/s, loss=0.3279, top1-acc=88.57%, top5-acc=99.64%, remaining_time=0:00:48.544620, arrival_time=2021-04-15 01:59:48.155492, cost_time=0:01:16.649449 2021-04-15 01:59:05,983 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.45ms, fps=402 images/s, loss=0.3285, top1-acc=88.56%, top5-acc=99.64%, remaining_time=0:00:42.149844, arrival_time=2021-04-15 01:59:48.133640, cost_time=0:01:23.022445 2021-04-15 01:59:12,349 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.34ms, fps=402 images/s, loss=0.3291, top1-acc=88.56%, top5-acc=99.63%, remaining_time=0:00:35.755104, arrival_time=2021-04-15 01:59:48.104275, cost_time=0:01:29.387727 2021-04-15 01:59:18,714 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.3305, top1-acc=88.50%, top5-acc=99.64%, remaining_time=0:00:29.364146, arrival_time=2021-04-15 01:59:48.078109, cost_time=0:01:35.752611 2021-04-15 01:59:25,077 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.3311, top1-acc=88.47%, top5-acc=99.64%, remaining_time=0:00:22.976100, arrival_time=2021-04-15 01:59:48.053495, cost_time=0:01:42.116003 2021-04-15 01:59:31,446 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.3305, top1-acc=88.47%, top5-acc=99.64%, remaining_time=0:00:16.591744, arrival_time=2021-04-15 01:59:48.037695, cost_time=0:01:48.484517 2021-04-15 01:59:37,813 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.3316, top1-acc=88.44%, top5-acc=99.63%, remaining_time=0:00:10.209072, arrival_time=2021-04-15 01:59:48.022439, cost_time=0:01:54.852020 2021-04-15 01:59:44,188 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.3302, top1-acc=88.52%, top5-acc=99.65%, remaining_time=0:00:03.828222, arrival_time=2021-04-15 01:59:48.016577, cost_time=0:02:01.227010 2021-04-15 01:59:47,571 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.25ms, fps=402 images/s, loss=0.3296, top1-acc=88.53%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:47.571084, cost_time=0:02:04.609639 2021-04-15 01:59:49,892 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.71ms, fps=1104 images/s, loss=0.4877, top1-acc=83.71%, top5-acc=99.41%, remaining_time=0:00:06.956940, arrival_time=2021-04-15 01:59:56.848975, cost_time=0:00:02.318981 2021-04-15 01:59:52,078 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.31ms, fps=1171 images/s, loss=0.4838, top1-acc=83.98%, top5-acc=99.26%, remaining_time=0:00:04.505240, arrival_time=2021-04-15 01:59:56.583531, cost_time=0:00:04.505245 2021-04-15 01:59:54,271 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.4826, top1-acc=84.01%, top5-acc=99.28%, remaining_time=0:00:02.232860, arrival_time=2021-04-15 01:59:56.504485, cost_time=0:00:06.698578 2021-04-15 01:59:56,256 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=1.25ms, fps=1169 images/s, loss=0.4840, top1-acc=83.86%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 01:59:56.256082, cost_time=0:00:08.683044 2021-04-15 01:59:59,125 INFO : Epoch=0011 complete, best val top1-acc=83.86%, top5-acc=99.36% (epoch=11), remaining_time=7:08:27.474954, arrival_time=2021-04-15 09:08:26.600547, cost_time=0:24:56.202249 2021-04-15 01:59:59,126 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 02:00:05,678 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.34ms, fps=391 images/s, loss=0.3176, top1-acc=89.45%, top5-acc=99.57%, remaining_time=0:02:01.852692, arrival_time=2021-04-15 02:02:07.530780, cost_time=0:00:06.551217 2021-04-15 02:00:12,036 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.3198, top1-acc=88.87%, top5-acc=99.67%, remaining_time=0:01:53.602720, arrival_time=2021-04-15 02:02:05.638986, cost_time=0:00:12.909394 2021-04-15 02:00:18,400 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.68ms, fps=402 images/s, loss=0.3130, top1-acc=89.06%, top5-acc=99.67%, remaining_time=0:01:46.648360, arrival_time=2021-04-15 02:02:05.049102, cost_time=0:00:19.273802 2021-04-15 02:00:24,763 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.28ms, fps=402 images/s, loss=0.3039, top1-acc=89.49%, top5-acc=99.68%, remaining_time=0:01:39.984612, arrival_time=2021-04-15 02:02:04.748552, cost_time=0:00:25.637076 2021-04-15 02:00:31,127 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.3045, top1-acc=89.41%, top5-acc=99.72%, remaining_time=0:01:33.441460, arrival_time=2021-04-15 02:02:04.568841, cost_time=0:00:32.000524 2021-04-15 02:00:37,491 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.3018, top1-acc=89.51%, top5-acc=99.68%, remaining_time=0:01:26.960440, arrival_time=2021-04-15 02:02:04.452181, cost_time=0:00:38.364877 2021-04-15 02:00:43,863 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=2.31ms, fps=402 images/s, loss=0.3005, top1-acc=89.52%, top5-acc=99.70%, remaining_time=0:01:20.525970, arrival_time=2021-04-15 02:02:04.389748, cost_time=0:00:44.736645 2021-04-15 02:00:50,232 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.2989, top1-acc=89.63%, top5-acc=99.70%, remaining_time=0:01:14.102540, arrival_time=2021-04-15 02:02:04.334582, cost_time=0:00:51.105162 2021-04-15 02:00:56,599 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.2996, top1-acc=89.65%, top5-acc=99.70%, remaining_time=0:01:07.689586, arrival_time=2021-04-15 02:02:04.288754, cost_time=0:00:57.472308 2021-04-15 02:01:02,958 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.3010, top1-acc=89.59%, top5-acc=99.70%, remaining_time=0:01:01.278144, arrival_time=2021-04-15 02:02:04.236397, cost_time=0:01:03.831387 2021-04-15 02:01:09,322 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.3023, top1-acc=89.53%, top5-acc=99.71%, remaining_time=0:00:54.879954, arrival_time=2021-04-15 02:02:04.202118, cost_time=0:01:10.195309 2021-04-15 02:01:15,691 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.90ms, fps=402 images/s, loss=0.3041, top1-acc=89.50%, top5-acc=99.69%, remaining_time=0:00:48.490584, arrival_time=2021-04-15 02:02:04.181691, cost_time=0:01:16.564126 2021-04-15 02:01:22,055 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.3056, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:42.102192, arrival_time=2021-04-15 02:02:04.157576, cost_time=0:01:22.928503 2021-04-15 02:01:28,416 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.3058, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:35.715736, arrival_time=2021-04-15 02:02:04.131894, cost_time=0:01:29.289284 2021-04-15 02:01:34,784 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.45ms, fps=402 images/s, loss=0.3053, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:29.335120, arrival_time=2021-04-15 02:02:04.120025, cost_time=0:01:35.658041 2021-04-15 02:01:41,158 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.3061, top1-acc=89.40%, top5-acc=99.70%, remaining_time=0:00:22.957128, arrival_time=2021-04-15 02:02:04.115692, cost_time=0:01:42.031707 2021-04-15 02:01:47,527 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.3079, top1-acc=89.36%, top5-acc=99.69%, remaining_time=0:00:16.578978, arrival_time=2021-04-15 02:02:04.106846, cost_time=0:01:48.401008 2021-04-15 02:01:53,890 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.26ms, fps=402 images/s, loss=0.3090, top1-acc=89.34%, top5-acc=99.69%, remaining_time=0:00:10.201152, arrival_time=2021-04-15 02:02:04.091112, cost_time=0:01:54.763032 2021-04-15 02:02:00,253 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.29ms, fps=402 images/s, loss=0.3084, top1-acc=89.35%, top5-acc=99.69%, remaining_time=0:00:03.825036, arrival_time=2021-04-15 02:02:04.078120, cost_time=0:02:01.126210 2021-04-15 02:02:03,633 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.26ms, fps=402 images/s, loss=0.3090, top1-acc=89.33%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:03.633037, cost_time=0:02:04.506176 2021-04-15 02:02:06,000 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.21ms, fps=1082 images/s, loss=0.4345, top1-acc=84.84%, top5-acc=99.34%, remaining_time=0:00:07.097640, arrival_time=2021-04-15 02:02:13.098385, cost_time=0:00:02.365880 2021-04-15 02:02:08,193 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.34ms, fps=1168 images/s, loss=0.4406, top1-acc=84.98%, top5-acc=99.37%, remaining_time=0:00:04.558820, arrival_time=2021-04-15 02:02:12.752526, cost_time=0:00:04.558817 2021-04-15 02:02:10,380 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.34ms, fps=1171 images/s, loss=0.4405, top1-acc=84.88%, top5-acc=99.45%, remaining_time=0:00:02.248460, arrival_time=2021-04-15 02:02:12.628685, cost_time=0:00:06.745366 2021-04-15 02:02:12,368 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.4331, top1-acc=85.15%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 02:02:12.368954, cost_time=0:00:08.734120 2021-04-15 02:02:15,222 INFO : Epoch=0012 complete, best val top1-acc=85.15%, top5-acc=99.44% (epoch=12), remaining_time=7:06:12.679696, arrival_time=2021-04-15 09:08:27.901733, cost_time=0:27:12.298698 2021-04-15 02:02:15,223 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 02:02:21,797 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.33ms, fps=389 images/s, loss=0.2643, top1-acc=90.82%, top5-acc=99.80%, remaining_time=0:02:02.271378, arrival_time=2021-04-15 02:04:24.068405, cost_time=0:00:06.573730 2021-04-15 02:02:28,168 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.2613, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:01:53.914064, arrival_time=2021-04-15 02:04:22.082313, cost_time=0:00:12.944778 2021-04-15 02:02:34,529 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.2618, top1-acc=90.73%, top5-acc=99.83%, remaining_time=0:01:46.824818, arrival_time=2021-04-15 02:04:21.353805, cost_time=0:00:19.305681 2021-04-15 02:02:40,894 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.2673, top1-acc=90.63%, top5-acc=99.81%, remaining_time=0:01:40.115964, arrival_time=2021-04-15 02:04:21.010009, cost_time=0:00:25.670752 2021-04-15 02:02:47,252 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.2678, top1-acc=90.65%, top5-acc=99.79%, remaining_time=0:01:33.526578, arrival_time=2021-04-15 02:04:20.779512, cost_time=0:00:32.029643 2021-04-15 02:02:53,620 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.2745, top1-acc=90.50%, top5-acc=99.76%, remaining_time=0:01:27.033064, arrival_time=2021-04-15 02:04:20.653294, cost_time=0:00:38.396929 2021-04-15 02:02:59,989 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=3.09ms, fps=402 images/s, loss=0.2770, top1-acc=90.41%, top5-acc=99.75%, remaining_time=0:01:20.579142, arrival_time=2021-04-15 02:04:20.568819, cost_time=0:00:44.766178 2021-04-15 02:03:06,371 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.46ms, fps=401 images/s, loss=0.2789, top1-acc=90.37%, top5-acc=99.76%, remaining_time=0:01:14.164948, arrival_time=2021-04-15 02:04:20.536591, cost_time=0:00:51.148279 2021-04-15 02:03:12,746 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.08ms, fps=402 images/s, loss=0.2814, top1-acc=90.29%, top5-acc=99.75%, remaining_time=0:01:07.749794, arrival_time=2021-04-15 02:04:20.496661, cost_time=0:00:57.523446 2021-04-15 02:03:19,109 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.2864, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:01:01.330560, arrival_time=2021-04-15 02:04:20.439929, cost_time=0:01:03.885987 2021-04-15 02:03:25,476 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=3.01ms, fps=402 images/s, loss=0.2865, top1-acc=90.16%, top5-acc=99.73%, remaining_time=0:00:54.925448, arrival_time=2021-04-15 02:04:20.402301, cost_time=0:01:10.253448 2021-04-15 02:03:31,841 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.2879, top1-acc=90.12%, top5-acc=99.73%, remaining_time=0:00:48.524860, arrival_time=2021-04-15 02:04:20.366501, cost_time=0:01:16.618253 2021-04-15 02:03:38,210 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.2898, top1-acc=90.08%, top5-acc=99.72%, remaining_time=0:00:42.131958, arrival_time=2021-04-15 02:04:20.342610, cost_time=0:01:22.987212 2021-04-15 02:03:44,593 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.2903, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:35.747936, arrival_time=2021-04-15 02:04:20.341236, cost_time=0:01:29.369774 2021-04-15 02:03:50,963 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2890, top1-acc=90.10%, top5-acc=99.73%, remaining_time=0:00:29.360328, arrival_time=2021-04-15 02:04:20.323930, cost_time=0:01:35.740217 2021-04-15 02:03:57,343 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=7.17ms, fps=401 images/s, loss=0.2916, top1-acc=90.02%, top5-acc=99.71%, remaining_time=0:00:22.976928, arrival_time=2021-04-15 02:04:20.320094, cost_time=0:01:42.119756 2021-04-15 02:04:03,716 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.32ms, fps=402 images/s, loss=0.2937, top1-acc=89.96%, top5-acc=99.71%, remaining_time=0:00:16.593096, arrival_time=2021-04-15 02:04:20.309792, cost_time=0:01:48.493323 2021-04-15 02:04:10,079 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.53ms, fps=402 images/s, loss=0.2942, top1-acc=89.95%, top5-acc=99.71%, remaining_time=0:00:10.209408, arrival_time=2021-04-15 02:04:20.288592, cost_time=0:01:54.855808 2021-04-15 02:04:16,461 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.49ms, fps=401 images/s, loss=0.2955, top1-acc=89.91%, top5-acc=99.70%, remaining_time=0:00:03.828576, arrival_time=2021-04-15 02:04:20.290256, cost_time=0:02:01.238302 2021-04-15 02:04:19,840 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2964, top1-acc=89.88%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:19.840033, cost_time=0:02:04.616657 2021-04-15 02:04:22,165 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=1.39ms, fps=1102 images/s, loss=0.4606, top1-acc=84.69%, top5-acc=99.22%, remaining_time=0:00:06.970050, arrival_time=2021-04-15 02:04:29.135430, cost_time=0:00:02.323351 2021-04-15 02:04:24,353 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.35ms, fps=1170 images/s, loss=0.4664, top1-acc=84.34%, top5-acc=99.26%, remaining_time=0:00:04.511540, arrival_time=2021-04-15 02:04:28.865229, cost_time=0:00:04.511533 2021-04-15 02:04:26,543 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.39ms, fps=1169 images/s, loss=0.4574, top1-acc=84.34%, top5-acc=99.30%, remaining_time=0:00:02.233940, arrival_time=2021-04-15 02:04:28.777800, cost_time=0:00:06.701809 2021-04-15 02:04:28,531 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=1.30ms, fps=1168 images/s, loss=0.4590, top1-acc=84.15%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:04:28.531427, cost_time=0:00:08.689437 2021-04-15 02:04:30,026 INFO : Epoch=0013 complete, best val top1-acc=85.15%, top5-acc=99.44% (epoch=12), remaining_time=7:03:39.098309, arrival_time=2021-04-15 09:08:09.124749, cost_time=0:29:27.103094 2021-04-15 02:04:30,027 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 02:04:36,563 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.04ms, fps=392 images/s, loss=0.2935, top1-acc=89.34%, top5-acc=99.77%, remaining_time=0:02:01.557696, arrival_time=2021-04-15 02:06:38.120970, cost_time=0:00:06.535365 2021-04-15 02:04:42,937 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.70ms, fps=402 images/s, loss=0.2961, top1-acc=89.41%, top5-acc=99.71%, remaining_time=0:01:53.605008, arrival_time=2021-04-15 02:06:36.542541, cost_time=0:00:12.909652 2021-04-15 02:04:49,302 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.2872, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:01:46.655000, arrival_time=2021-04-15 02:06:35.957852, cost_time=0:00:19.274990 2021-04-15 02:04:55,672 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.2853, top1-acc=89.88%, top5-acc=99.71%, remaining_time=0:01:40.012068, arrival_time=2021-04-15 02:06:35.684146, cost_time=0:00:25.644132 2021-04-15 02:05:02,040 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2840, top1-acc=89.96%, top5-acc=99.72%, remaining_time=0:01:33.476208, arrival_time=2021-04-15 02:06:35.516536, cost_time=0:00:32.012377 2021-04-15 02:05:08,413 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.70ms, fps=402 images/s, loss=0.2864, top1-acc=89.89%, top5-acc=99.72%, remaining_time=0:01:27.008312, arrival_time=2021-04-15 02:06:35.422116, cost_time=0:00:38.386000 2021-04-15 02:05:14,778 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.2865, top1-acc=89.98%, top5-acc=99.70%, remaining_time=0:01:20.550288, arrival_time=2021-04-15 02:06:35.328341, cost_time=0:00:44.750186 2021-04-15 02:05:21,140 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.2826, top1-acc=90.17%, top5-acc=99.71%, remaining_time=0:01:14.112516, arrival_time=2021-04-15 02:06:35.252467, cost_time=0:00:51.112083 2021-04-15 02:05:27,523 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=2.12ms, fps=401 images/s, loss=0.2795, top1-acc=90.31%, top5-acc=99.72%, remaining_time=0:01:07.717040, arrival_time=2021-04-15 02:06:35.240530, cost_time=0:00:57.495617 2021-04-15 02:05:33,886 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.2804, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:01:01.304736, arrival_time=2021-04-15 02:06:35.191670, cost_time=0:01:03.859136 2021-04-15 02:05:40,254 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.2799, top1-acc=90.22%, top5-acc=99.75%, remaining_time=0:00:54.904206, arrival_time=2021-04-15 02:06:35.158405, cost_time=0:01:10.226294 2021-04-15 02:05:46,614 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2800, top1-acc=90.23%, top5-acc=99.76%, remaining_time=0:00:48.505176, arrival_time=2021-04-15 02:06:35.120098, cost_time=0:01:16.587141 2021-04-15 02:05:52,981 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=2.02ms, fps=402 images/s, loss=0.2807, top1-acc=90.20%, top5-acc=99.76%, remaining_time=0:00:42.114732, arrival_time=2021-04-15 02:06:35.095907, cost_time=0:01:22.953309 2021-04-15 02:05:59,360 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.72ms, fps=401 images/s, loss=0.2818, top1-acc=90.17%, top5-acc=99.76%, remaining_time=0:00:35.733096, arrival_time=2021-04-15 02:06:35.093653, cost_time=0:01:29.332684 2021-04-15 02:06:05,719 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.2820, top1-acc=90.16%, top5-acc=99.75%, remaining_time=0:00:29.345378, arrival_time=2021-04-15 02:06:35.064750, cost_time=0:01:35.691506 2021-04-15 02:06:12,079 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.2831, top1-acc=90.11%, top5-acc=99.75%, remaining_time=0:00:22.961628, arrival_time=2021-04-15 02:06:35.041215, cost_time=0:01:42.051719 2021-04-15 02:06:18,439 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.2850, top1-acc=90.02%, top5-acc=99.75%, remaining_time=0:00:16.580642, arrival_time=2021-04-15 02:06:35.020461, cost_time=0:01:48.411950 2021-04-15 02:06:24,804 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.2851, top1-acc=90.01%, top5-acc=99.75%, remaining_time=0:00:10.202320, arrival_time=2021-04-15 02:06:35.006337, cost_time=0:01:54.776159 2021-04-15 02:06:31,171 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.2851, top1-acc=90.00%, top5-acc=99.75%, remaining_time=0:00:03.825570, arrival_time=2021-04-15 02:06:34.996561, cost_time=0:02:01.143132 2021-04-15 02:06:34,551 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2856, top1-acc=90.01%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:34.551210, cost_time=0:02:04.523350 2021-04-15 02:06:36,857 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.50ms, fps=1111 images/s, loss=0.4076, top1-acc=86.80%, top5-acc=99.57%, remaining_time=0:00:06.911370, arrival_time=2021-04-15 02:06:43.768383, cost_time=0:00:02.303793 2021-04-15 02:06:39,049 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.48ms, fps=1168 images/s, loss=0.4152, top1-acc=85.88%, top5-acc=99.53%, remaining_time=0:00:04.496080, arrival_time=2021-04-15 02:06:43.545409, cost_time=0:00:04.496090 2021-04-15 02:06:41,236 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.50ms, fps=1170 images/s, loss=0.4233, top1-acc=85.76%, top5-acc=99.54%, remaining_time=0:00:02.227900, arrival_time=2021-04-15 02:06:43.464808, cost_time=0:00:06.683710 2021-04-15 02:06:43,224 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=1.60ms, fps=1167 images/s, loss=0.4253, top1-acc=85.56%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 02:06:43.224473, cost_time=0:00:08.671233 2021-04-15 02:06:45,890 INFO : Epoch=0014 complete, best val top1-acc=85.56%, top5-acc=99.49% (epoch=14), remaining_time=7:01:22.273014, arrival_time=2021-04-15 09:08:08.163147, cost_time=0:31:42.966781 2021-04-15 02:06:45,891 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 02:06:52,426 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=2.90ms, fps=392 images/s, loss=0.2701, top1-acc=90.51%, top5-acc=99.80%, remaining_time=0:02:01.547652, arrival_time=2021-04-15 02:08:53.974074, cost_time=0:00:06.534819 2021-04-15 02:06:58,788 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.53ms, fps=402 images/s, loss=0.2657, top1-acc=90.98%, top5-acc=99.77%, remaining_time=0:01:53.495184, arrival_time=2021-04-15 02:08:52.283931, cost_time=0:00:12.897176 2021-04-15 02:07:05,159 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=3.02ms, fps=402 images/s, loss=0.2631, top1-acc=91.02%, top5-acc=99.75%, remaining_time=0:01:46.612836, arrival_time=2021-04-15 02:08:51.771881, cost_time=0:00:19.267379 2021-04-15 02:07:11,524 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.2624, top1-acc=90.83%, top5-acc=99.80%, remaining_time=0:01:39.966360, arrival_time=2021-04-15 02:08:51.490438, cost_time=0:00:25.632414 2021-04-15 02:07:17,894 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.92ms, fps=402 images/s, loss=0.2599, top1-acc=90.95%, top5-acc=99.80%, remaining_time=0:01:33.447884, arrival_time=2021-04-15 02:08:51.342195, cost_time=0:00:32.002717 2021-04-15 02:07:24,267 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.67ms, fps=402 images/s, loss=0.2604, top1-acc=90.91%, top5-acc=99.82%, remaining_time=0:01:26.985600, arrival_time=2021-04-15 02:08:51.253150, cost_time=0:00:38.375980 2021-04-15 02:07:30,636 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.2619, top1-acc=90.90%, top5-acc=99.83%, remaining_time=0:01:20.541342, arrival_time=2021-04-15 02:08:51.178077, cost_time=0:00:44.745163 2021-04-15 02:07:37,001 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.29ms, fps=402 images/s, loss=0.2651, top1-acc=90.76%, top5-acc=99.80%, remaining_time=0:01:14.109152, arrival_time=2021-04-15 02:08:51.110494, cost_time=0:00:51.109760 2021-04-15 02:07:43,366 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.88ms, fps=402 images/s, loss=0.2668, top1-acc=90.71%, top5-acc=99.79%, remaining_time=0:01:07.692766, arrival_time=2021-04-15 02:08:51.059296, cost_time=0:00:57.474966 2021-04-15 02:07:49,719 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.2679, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:01:01.274688, arrival_time=2021-04-15 02:08:50.994115, cost_time=0:01:03.827850 2021-04-15 02:07:56,106 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=2.34ms, fps=401 images/s, loss=0.2687, top1-acc=90.68%, top5-acc=99.79%, remaining_time=0:00:54.895176, arrival_time=2021-04-15 02:08:51.001547, cost_time=0:01:10.214759 2021-04-15 02:08:02,472 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.39ms, fps=402 images/s, loss=0.2696, top1-acc=90.66%, top5-acc=99.78%, remaining_time=0:00:48.501376, arrival_time=2021-04-15 02:08:50.974032, cost_time=0:01:16.581066 2021-04-15 02:08:08,853 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.84ms, fps=401 images/s, loss=0.2719, top1-acc=90.58%, top5-acc=99.77%, remaining_time=0:00:42.119154, arrival_time=2021-04-15 02:08:50.972746, cost_time=0:01:22.962025 2021-04-15 02:08:15,215 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=2.18ms, fps=402 images/s, loss=0.2712, top1-acc=90.64%, top5-acc=99.77%, remaining_time=0:00:35.729680, arrival_time=2021-04-15 02:08:50.945556, cost_time=0:01:29.324196 2021-04-15 02:08:21,582 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.98ms, fps=402 images/s, loss=0.2730, top1-acc=90.56%, top5-acc=99.77%, remaining_time=0:00:29.345332, arrival_time=2021-04-15 02:08:50.928229, cost_time=0:01:35.691312 2021-04-15 02:08:27,949 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.2728, top1-acc=90.59%, top5-acc=99.77%, remaining_time=0:00:22.962960, arrival_time=2021-04-15 02:08:50.912174, cost_time=0:01:42.057648 2021-04-15 02:08:34,308 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.2744, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:16.581422, arrival_time=2021-04-15 02:08:50.890015, cost_time=0:01:48.416970 2021-04-15 02:08:40,671 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2733, top1-acc=90.58%, top5-acc=99.75%, remaining_time=0:00:10.202624, arrival_time=2021-04-15 02:08:50.873661, cost_time=0:01:54.779464 2021-04-15 02:08:47,033 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.2734, top1-acc=90.58%, top5-acc=99.75%, remaining_time=0:00:03.825534, arrival_time=2021-04-15 02:08:50.858932, cost_time=0:02:01.141819 2021-04-15 02:08:50,411 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.2731, top1-acc=90.59%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:50.411282, cost_time=0:02:04.519646 2021-04-15 02:08:52,755 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.47ms, fps=1093 images/s, loss=0.4419, top1-acc=84.80%, top5-acc=99.41%, remaining_time=0:00:07.026780, arrival_time=2021-04-15 02:08:59.782373, cost_time=0:00:02.342258 2021-04-15 02:08:54,946 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.45ms, fps=1169 images/s, loss=0.4268, top1-acc=85.49%, top5-acc=99.49%, remaining_time=0:00:04.532960, arrival_time=2021-04-15 02:08:59.479235, cost_time=0:00:04.532968 2021-04-15 02:08:57,133 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.63ms, fps=1171 images/s, loss=0.4213, top1-acc=85.85%, top5-acc=99.47%, remaining_time=0:00:02.240000, arrival_time=2021-04-15 02:08:59.373290, cost_time=0:00:06.719987 2021-04-15 02:08:59,118 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=1.46ms, fps=1169 images/s, loss=0.4155, top1-acc=85.94%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 02:08:59.118201, cost_time=0:00:08.704835 2021-04-15 02:09:01,995 INFO : Epoch=0015 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:59:08.550350, arrival_time=2021-04-15 09:08:10.545366, cost_time=0:33:59.071655 2021-04-15 02:09:01,996 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 02:09:08,548 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.50ms, fps=391 images/s, loss=0.2536, top1-acc=91.29%, top5-acc=99.88%, remaining_time=0:02:01.852506, arrival_time=2021-04-15 02:11:10.400585, cost_time=0:00:06.551213 2021-04-15 02:09:14,911 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.2535, top1-acc=91.56%, top5-acc=99.88%, remaining_time=0:01:53.650416, arrival_time=2021-04-15 02:11:08.561970, cost_time=0:00:12.914820 2021-04-15 02:09:21,270 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.2511, top1-acc=91.45%, top5-acc=99.88%, remaining_time=0:01:46.645040, arrival_time=2021-04-15 02:11:07.914987, cost_time=0:00:19.273215 2021-04-15 02:09:27,635 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.2528, top1-acc=91.37%, top5-acc=99.85%, remaining_time=0:01:39.991164, arrival_time=2021-04-15 02:11:07.626769, cost_time=0:00:25.638764 2021-04-15 02:09:34,003 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.97ms, fps=402 images/s, loss=0.2547, top1-acc=91.26%, top5-acc=99.80%, remaining_time=0:01:33.458834, arrival_time=2021-04-15 02:11:07.462040, cost_time=0:00:32.006437 2021-04-15 02:09:40,367 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=2.13ms, fps=402 images/s, loss=0.2536, top1-acc=91.22%, top5-acc=99.82%, remaining_time=0:01:26.974448, arrival_time=2021-04-15 02:11:07.342256, cost_time=0:00:38.371077 2021-04-15 02:09:46,728 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.2520, top1-acc=91.22%, top5-acc=99.83%, remaining_time=0:01:20.516394, arrival_time=2021-04-15 02:11:07.244409, cost_time=0:00:44.731356 2021-04-15 02:09:53,093 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2523, top1-acc=91.21%, top5-acc=99.82%, remaining_time=0:01:14.090592, arrival_time=2021-04-15 02:11:07.184324, cost_time=0:00:51.096992 2021-04-15 02:09:59,463 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.2499, top1-acc=91.26%, top5-acc=99.83%, remaining_time=0:01:07.683332, arrival_time=2021-04-15 02:11:07.147055, cost_time=0:00:57.466949 2021-04-15 02:10:05,830 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.2505, top1-acc=91.28%, top5-acc=99.83%, remaining_time=0:01:01.280640, arrival_time=2021-04-15 02:11:07.111252, cost_time=0:01:03.833965 2021-04-15 02:10:12,187 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.2510, top1-acc=91.25%, top5-acc=99.83%, remaining_time=0:00:54.876256, arrival_time=2021-04-15 02:11:07.063564, cost_time=0:01:10.190570 2021-04-15 02:10:18,552 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=2.15ms, fps=402 images/s, loss=0.2510, top1-acc=91.24%, top5-acc=99.84%, remaining_time=0:00:48.485340, arrival_time=2021-04-15 02:11:07.037977, cost_time=0:01:16.555777 2021-04-15 02:10:24,915 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.2525, top1-acc=91.20%, top5-acc=99.84%, remaining_time=0:00:42.097044, arrival_time=2021-04-15 02:11:07.012166, cost_time=0:01:22.918387 2021-04-15 02:10:31,292 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=2.35ms, fps=401 images/s, loss=0.2522, top1-acc=91.18%, top5-acc=99.84%, remaining_time=0:00:35.718088, arrival_time=2021-04-15 02:11:07.010015, cost_time=0:01:29.295200 2021-04-15 02:10:37,656 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.2539, top1-acc=91.13%, top5-acc=99.83%, remaining_time=0:00:29.335718, arrival_time=2021-04-15 02:11:06.992564, cost_time=0:01:35.660014 2021-04-15 02:10:44,036 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.40ms, fps=401 images/s, loss=0.2557, top1-acc=91.10%, top5-acc=99.82%, remaining_time=0:00:22.958784, arrival_time=2021-04-15 02:11:06.994669, cost_time=0:01:42.038994 2021-04-15 02:10:50,404 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2571, top1-acc=91.08%, top5-acc=99.82%, remaining_time=0:00:16.580070, arrival_time=2021-04-15 02:11:06.984908, cost_time=0:01:48.408102 2021-04-15 02:10:56,762 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.2572, top1-acc=91.09%, top5-acc=99.81%, remaining_time=0:00:10.201424, arrival_time=2021-04-15 02:11:06.964197, cost_time=0:01:54.766027 2021-04-15 02:11:03,117 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2571, top1-acc=91.10%, top5-acc=99.80%, remaining_time=0:00:03.824874, arrival_time=2021-04-15 02:11:06.942659, cost_time=0:02:01.121058 2021-04-15 02:11:06,499 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.18ms, fps=402 images/s, loss=0.2581, top1-acc=91.06%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:06.499287, cost_time=0:02:04.502446 2021-04-15 02:11:08,895 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.45ms, fps=1070 images/s, loss=0.4679, top1-acc=84.88%, top5-acc=99.30%, remaining_time=0:00:07.178400, arrival_time=2021-04-15 02:11:16.073800, cost_time=0:00:02.392796 2021-04-15 02:11:11,088 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.4610, top1-acc=85.16%, top5-acc=99.39%, remaining_time=0:00:04.585320, arrival_time=2021-04-15 02:11:15.673241, cost_time=0:00:04.585329 2021-04-15 02:11:13,277 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.58ms, fps=1169 images/s, loss=0.4536, top1-acc=85.20%, top5-acc=99.44%, remaining_time=0:00:02.258360, arrival_time=2021-04-15 02:11:15.536042, cost_time=0:00:06.775089 2021-04-15 02:11:15,266 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=1.20ms, fps=1167 images/s, loss=0.4468, top1-acc=85.26%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:11:15.266531, cost_time=0:00:08.763948 2021-04-15 02:11:16,665 INFO : Epoch=0016 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:56:38.026928, arrival_time=2021-04-15 09:07:54.691849, cost_time=0:36:13.741474 2021-04-15 02:11:16,667 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 02:11:23,207 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.41ms, fps=391 images/s, loss=0.2718, top1-acc=90.00%, top5-acc=99.77%, remaining_time=0:02:01.636188, arrival_time=2021-04-15 02:13:24.843423, cost_time=0:00:06.539579 2021-04-15 02:11:29,568 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.48ms, fps=402 images/s, loss=0.2674, top1-acc=90.35%, top5-acc=99.79%, remaining_time=0:01:53.529680, arrival_time=2021-04-15 02:13:23.098354, cost_time=0:00:12.901103 2021-04-15 02:11:35,924 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2660, top1-acc=90.65%, top5-acc=99.79%, remaining_time=0:01:46.553076, arrival_time=2021-04-15 02:13:22.477227, cost_time=0:00:19.256593 2021-04-15 02:11:42,283 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.2584, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:01:39.903024, arrival_time=2021-04-15 02:13:22.186886, cost_time=0:00:25.616169 2021-04-15 02:11:48,645 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=2.13ms, fps=402 images/s, loss=0.2539, top1-acc=91.26%, top5-acc=99.80%, remaining_time=0:01:33.374738, arrival_time=2021-04-15 02:13:22.019947, cost_time=0:00:31.977644 2021-04-15 02:11:55,008 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.28ms, fps=402 images/s, loss=0.2544, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:01:26.906176, arrival_time=2021-04-15 02:13:21.914824, cost_time=0:00:38.340975 2021-04-15 02:12:01,365 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.2552, top1-acc=91.26%, top5-acc=99.79%, remaining_time=0:01:20.457174, arrival_time=2021-04-15 02:13:21.823089, cost_time=0:00:44.698420 2021-04-15 02:12:07,736 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.59ms, fps=402 images/s, loss=0.2538, top1-acc=91.25%, top5-acc=99.79%, remaining_time=0:01:14.049876, arrival_time=2021-04-15 02:13:21.786287, cost_time=0:00:51.068851 2021-04-15 02:12:14,096 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.2516, top1-acc=91.31%, top5-acc=99.80%, remaining_time=0:01:07.638388, arrival_time=2021-04-15 02:13:21.734813, cost_time=0:00:57.428861 2021-04-15 02:12:20,455 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.2491, top1-acc=91.38%, top5-acc=99.80%, remaining_time=0:01:01.236576, arrival_time=2021-04-15 02:13:21.692149, cost_time=0:01:03.788085 2021-04-15 02:12:26,839 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.17ms, fps=401 images/s, loss=0.2496, top1-acc=91.34%, top5-acc=99.79%, remaining_time=0:00:54.861980, arrival_time=2021-04-15 02:13:21.701834, cost_time=0:01:10.172252 2021-04-15 02:12:33,208 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.48ms, fps=402 images/s, loss=0.2506, top1-acc=91.33%, top5-acc=99.79%, remaining_time=0:00:48.475916, arrival_time=2021-04-15 02:13:21.684358, cost_time=0:01:16.540885 2021-04-15 02:12:39,580 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2543, top1-acc=91.17%, top5-acc=99.79%, remaining_time=0:00:42.094206, arrival_time=2021-04-15 02:13:21.674631, cost_time=0:01:22.912857 2021-04-15 02:12:45,947 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=2.45ms, fps=402 images/s, loss=0.2555, top1-acc=91.12%, top5-acc=99.78%, remaining_time=0:00:35.711816, arrival_time=2021-04-15 02:13:21.659026, cost_time=0:01:29.279586 2021-04-15 02:12:52,321 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.2560, top1-acc=91.13%, top5-acc=99.78%, remaining_time=0:00:29.333694, arrival_time=2021-04-15 02:13:21.654647, cost_time=0:01:35.653389 2021-04-15 02:12:58,691 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.2569, top1-acc=91.06%, top5-acc=99.79%, remaining_time=0:00:22.955364, arrival_time=2021-04-15 02:13:21.646966, cost_time=0:01:42.023902 2021-04-15 02:13:05,049 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2555, top1-acc=91.12%, top5-acc=99.79%, remaining_time=0:00:16.576040, arrival_time=2021-04-15 02:13:21.625537, cost_time=0:01:48.381833 2021-04-15 02:13:11,412 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.2554, top1-acc=91.15%, top5-acc=99.78%, remaining_time=0:00:10.199520, arrival_time=2021-04-15 02:13:21.611689, cost_time=0:01:54.744604 2021-04-15 02:13:17,775 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.23ms, fps=402 images/s, loss=0.2561, top1-acc=91.12%, top5-acc=99.78%, remaining_time=0:00:03.824442, arrival_time=2021-04-15 02:13:21.599388, cost_time=0:02:01.107382 2021-04-15 02:13:21,165 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=4.52ms, fps=401 images/s, loss=0.2569, top1-acc=91.10%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:21.165120, cost_time=0:02:04.497346 2021-04-15 02:13:23,548 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=4.60ms, fps=1076 images/s, loss=0.4233, top1-acc=85.66%, top5-acc=99.57%, remaining_time=0:00:07.139250, arrival_time=2021-04-15 02:13:30.688022, cost_time=0:00:02.379750 2021-04-15 02:13:25,739 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.50ms, fps=1169 images/s, loss=0.4365, top1-acc=84.94%, top5-acc=99.41%, remaining_time=0:00:04.570400, arrival_time=2021-04-15 02:13:30.309642, cost_time=0:00:04.570406 2021-04-15 02:13:27,930 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.09ms, fps=1169 images/s, loss=0.4499, top1-acc=84.64%, top5-acc=99.41%, remaining_time=0:00:02.253740, arrival_time=2021-04-15 02:13:30.183735, cost_time=0:00:06.761214 2021-04-15 02:13:29,920 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=1.28ms, fps=1166 images/s, loss=0.4542, top1-acc=84.45%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 02:13:29.920009, cost_time=0:00:08.751255 2021-04-15 02:13:31,338 INFO : Epoch=0017 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:54:09.412437, arrival_time=2021-04-15 09:07:40.751150, cost_time=0:38:28.415363 2021-04-15 02:13:31,340 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 02:13:37,869 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.36ms, fps=392 images/s, loss=0.2483, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:02:01.436424, arrival_time=2021-04-15 02:15:39.305618, cost_time=0:00:06.528844 2021-04-15 02:13:44,254 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.44ms, fps=401 images/s, loss=0.2543, top1-acc=91.13%, top5-acc=99.75%, remaining_time=0:01:53.645136, arrival_time=2021-04-15 02:15:37.899598, cost_time=0:00:12.914229 2021-04-15 02:13:50,613 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.2489, top1-acc=91.29%, top5-acc=99.77%, remaining_time=0:01:46.645040, arrival_time=2021-04-15 02:15:37.258452, cost_time=0:00:19.273188 2021-04-15 02:13:56,973 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.2481, top1-acc=91.34%, top5-acc=99.78%, remaining_time=0:01:39.970728, arrival_time=2021-04-15 02:15:36.944575, cost_time=0:00:25.633519 2021-04-15 02:14:03,333 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.00ms, fps=403 images/s, loss=0.2414, top1-acc=91.68%, top5-acc=99.80%, remaining_time=0:01:33.419560, arrival_time=2021-04-15 02:15:36.752780, cost_time=0:00:31.992999 2021-04-15 02:14:09,692 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.2398, top1-acc=91.69%, top5-acc=99.80%, remaining_time=0:01:26.931336, arrival_time=2021-04-15 02:15:36.623735, cost_time=0:00:38.352077 2021-04-15 02:14:16,050 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.2411, top1-acc=91.61%, top5-acc=99.80%, remaining_time=0:01:20.479098, arrival_time=2021-04-15 02:15:36.529860, cost_time=0:00:44.710621 2021-04-15 02:14:22,409 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2404, top1-acc=91.75%, top5-acc=99.81%, remaining_time=0:01:14.050340, arrival_time=2021-04-15 02:15:36.459789, cost_time=0:00:51.069218 2021-04-15 02:14:28,771 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.2387, top1-acc=91.83%, top5-acc=99.80%, remaining_time=0:01:07.641356, arrival_time=2021-04-15 02:15:36.412900, cost_time=0:00:57.431332 2021-04-15 02:14:35,140 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.2426, top1-acc=91.77%, top5-acc=99.81%, remaining_time=0:01:01.248768, arrival_time=2021-04-15 02:15:36.389683, cost_time=0:01:03.800777 2021-04-15 02:14:41,504 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.76ms, fps=402 images/s, loss=0.2478, top1-acc=91.60%, top5-acc=99.80%, remaining_time=0:00:54.855616, arrival_time=2021-04-15 02:15:36.359956, cost_time=0:01:10.164118 2021-04-15 02:14:47,866 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.61ms, fps=402 images/s, loss=0.2507, top1-acc=91.53%, top5-acc=99.80%, remaining_time=0:00:48.466568, arrival_time=2021-04-15 02:15:36.332816, cost_time=0:01:16.526124 2021-04-15 02:14:54,222 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.2511, top1-acc=91.51%, top5-acc=99.80%, remaining_time=0:00:42.078498, arrival_time=2021-04-15 02:15:36.300555, cost_time=0:01:22.881844 2021-04-15 02:15:00,590 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.78ms, fps=402 images/s, loss=0.2529, top1-acc=91.42%, top5-acc=99.80%, remaining_time=0:00:35.700112, arrival_time=2021-04-15 02:15:36.290692, cost_time=0:01:29.250235 2021-04-15 02:15:06,962 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.59ms, fps=402 images/s, loss=0.2518, top1-acc=91.44%, top5-acc=99.81%, remaining_time=0:00:29.324264, arrival_time=2021-04-15 02:15:36.287055, cost_time=0:01:35.622570 2021-04-15 02:15:13,320 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.2530, top1-acc=91.36%, top5-acc=99.82%, remaining_time=0:00:22.945572, arrival_time=2021-04-15 02:15:36.266082, cost_time=0:01:41.980279 2021-04-15 02:15:19,684 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=0.2528, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:16.570320, arrival_time=2021-04-15 02:15:36.255015, cost_time=0:01:48.344474 2021-04-15 02:15:26,045 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=2.31ms, fps=403 images/s, loss=0.2523, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:10.196016, arrival_time=2021-04-15 02:15:36.241494, cost_time=0:01:54.705260 2021-04-15 02:15:32,419 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.28ms, fps=402 images/s, loss=0.2538, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:03.823548, arrival_time=2021-04-15 02:15:36.242798, cost_time=0:02:01.079026 2021-04-15 02:15:35,800 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.61ms, fps=402 images/s, loss=0.2542, top1-acc=91.35%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:35.800831, cost_time=0:02:04.460607 2021-04-15 02:15:38,100 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.36ms, fps=1114 images/s, loss=0.4613, top1-acc=84.84%, top5-acc=99.49%, remaining_time=0:00:06.891360, arrival_time=2021-04-15 02:15:44.991319, cost_time=0:00:02.297123 2021-04-15 02:15:40,287 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.29ms, fps=1171 images/s, loss=0.4863, top1-acc=84.20%, top5-acc=99.26%, remaining_time=0:00:04.484520, arrival_time=2021-04-15 02:15:44.771968, cost_time=0:00:04.484523 2021-04-15 02:15:42,474 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.51ms, fps=1171 images/s, loss=0.4779, top1-acc=84.13%, top5-acc=99.37%, remaining_time=0:00:02.223940, arrival_time=2021-04-15 02:15:44.698566, cost_time=0:00:06.671834 2021-04-15 02:15:44,463 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.4927, top1-acc=83.72%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:15:44.463402, cost_time=0:00:08.660549 2021-04-15 02:15:45,961 INFO : Epoch=0018 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:51:41.829152, arrival_time=2021-04-15 09:07:27.790553, cost_time=0:40:43.038047 2021-04-15 02:15:45,962 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 02:15:52,511 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.33ms, fps=391 images/s, loss=0.2421, top1-acc=91.45%, top5-acc=99.88%, remaining_time=0:02:01.796334, arrival_time=2021-04-15 02:17:54.307401, cost_time=0:00:06.548190 2021-04-15 02:15:58,878 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2308, top1-acc=91.82%, top5-acc=99.84%, remaining_time=0:01:53.652528, arrival_time=2021-04-15 02:17:52.530480, cost_time=0:00:12.915069 2021-04-15 02:16:05,251 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.84ms, fps=402 images/s, loss=0.2299, top1-acc=91.73%, top5-acc=99.83%, remaining_time=0:01:46.727708, arrival_time=2021-04-15 02:17:51.978724, cost_time=0:00:19.288138 2021-04-15 02:16:11,608 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=2.23ms, fps=403 images/s, loss=0.2275, top1-acc=91.92%, top5-acc=99.84%, remaining_time=0:01:40.015656, arrival_time=2021-04-15 02:17:51.623593, cost_time=0:00:25.645020 2021-04-15 02:16:17,970 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.2276, top1-acc=91.98%, top5-acc=99.84%, remaining_time=0:01:33.462776, arrival_time=2021-04-15 02:17:51.433370, cost_time=0:00:32.007802 2021-04-15 02:16:24,342 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.2272, top1-acc=92.19%, top5-acc=99.86%, remaining_time=0:01:26.994168, arrival_time=2021-04-15 02:17:51.336833, cost_time=0:00:38.379789 2021-04-15 02:16:30,702 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.2265, top1-acc=92.26%, top5-acc=99.84%, remaining_time=0:01:20.530632, arrival_time=2021-04-15 02:17:51.232683, cost_time=0:00:44.739264 2021-04-15 02:16:37,066 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2270, top1-acc=92.23%, top5-acc=99.83%, remaining_time=0:01:14.099872, arrival_time=2021-04-15 02:17:51.166143, cost_time=0:00:51.103398 2021-04-15 02:16:43,439 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2295, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:01:07.694992, arrival_time=2021-04-15 02:17:51.134843, cost_time=0:00:57.476839 2021-04-15 02:16:49,807 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.67ms, fps=402 images/s, loss=0.2312, top1-acc=92.06%, top5-acc=99.82%, remaining_time=0:01:01.290720, arrival_time=2021-04-15 02:17:51.098138, cost_time=0:01:03.844534 2021-04-15 02:16:56,171 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.60ms, fps=402 images/s, loss=0.2336, top1-acc=91.91%, top5-acc=99.82%, remaining_time=0:00:54.890360, arrival_time=2021-04-15 02:17:51.061848, cost_time=0:01:10.208618 2021-04-15 02:17:02,542 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.2350, top1-acc=91.87%, top5-acc=99.80%, remaining_time=0:00:48.500540, arrival_time=2021-04-15 02:17:51.043313, cost_time=0:01:16.579858 2021-04-15 02:17:08,914 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.48ms, fps=402 images/s, loss=0.2359, top1-acc=91.87%, top5-acc=99.80%, remaining_time=0:00:42.113940, arrival_time=2021-04-15 02:17:51.028715, cost_time=0:01:22.951759 2021-04-15 02:17:15,271 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2346, top1-acc=91.93%, top5-acc=99.81%, remaining_time=0:00:35.723240, arrival_time=2021-04-15 02:17:50.994336, cost_time=0:01:29.308129 2021-04-15 02:17:21,638 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=2.09ms, fps=402 images/s, loss=0.2352, top1-acc=91.91%, top5-acc=99.81%, remaining_time=0:00:29.340456, arrival_time=2021-04-15 02:17:50.978810, cost_time=0:01:35.675457 2021-04-15 02:17:28,006 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=2.05ms, fps=402 images/s, loss=0.2350, top1-acc=91.92%, top5-acc=99.81%, remaining_time=0:00:22.959684, arrival_time=2021-04-15 02:17:50.965646, cost_time=0:01:42.043058 2021-04-15 02:17:34,369 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.42ms, fps=402 images/s, loss=0.2358, top1-acc=91.88%, top5-acc=99.81%, remaining_time=0:00:16.579758, arrival_time=2021-04-15 02:17:50.948764, cost_time=0:01:48.406128 2021-04-15 02:17:40,732 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=2.31ms, fps=402 images/s, loss=0.2379, top1-acc=91.79%, top5-acc=99.81%, remaining_time=0:00:10.201696, arrival_time=2021-04-15 02:17:50.933708, cost_time=0:01:54.769125 2021-04-15 02:17:47,111 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=4.58ms, fps=401 images/s, loss=0.2385, top1-acc=91.76%, top5-acc=99.81%, remaining_time=0:00:03.825738, arrival_time=2021-04-15 02:17:50.937046, cost_time=0:02:01.148440 2021-04-15 02:17:50,488 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.2405, top1-acc=91.71%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:50.488576, cost_time=0:02:04.525651 2021-04-15 02:17:52,851 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=1.47ms, fps=1084 images/s, loss=0.4638, top1-acc=84.80%, top5-acc=99.18%, remaining_time=0:00:07.083210, arrival_time=2021-04-15 02:17:59.935012, cost_time=0:00:02.361074 2021-04-15 02:17:55,046 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.76ms, fps=1167 images/s, loss=0.4638, top1-acc=84.90%, top5-acc=99.30%, remaining_time=0:00:04.555220, arrival_time=2021-04-15 02:17:59.601186, cost_time=0:00:04.555229 2021-04-15 02:17:57,239 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.30ms, fps=1167 images/s, loss=0.4891, top1-acc=84.22%, top5-acc=99.21%, remaining_time=0:00:02.249520, arrival_time=2021-04-15 02:17:59.488810, cost_time=0:00:06.748561 2021-04-15 02:17:59,234 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=1.85ms, fps=1163 images/s, loss=0.4800, top1-acc=84.57%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:17:59.234420, cost_time=0:00:08.743730 2021-04-15 02:18:00,681 INFO : Epoch=0019 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:49:16.540414, arrival_time=2021-04-15 09:07:17.222164, cost_time=0:42:57.758392 2021-04-15 02:18:00,683 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 02:18:07,221 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.68ms, fps=392 images/s, loss=0.2630, top1-acc=91.17%, top5-acc=99.96%, remaining_time=0:02:01.597314, arrival_time=2021-04-15 02:20:08.818241, cost_time=0:00:06.537489 2021-04-15 02:18:13,574 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.2671, top1-acc=90.59%, top5-acc=99.88%, remaining_time=0:01:53.445200, arrival_time=2021-04-15 02:20:07.019992, cost_time=0:00:12.891499 2021-04-15 02:18:19,938 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.2536, top1-acc=91.08%, top5-acc=99.90%, remaining_time=0:01:46.544942, arrival_time=2021-04-15 02:20:06.483443, cost_time=0:00:19.255104 2021-04-15 02:18:26,301 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.2494, top1-acc=91.38%, top5-acc=99.89%, remaining_time=0:01:39.911916, arrival_time=2021-04-15 02:20:06.213664, cost_time=0:00:25.618441 2021-04-15 02:18:32,665 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.2440, top1-acc=91.53%, top5-acc=99.91%, remaining_time=0:01:33.388316, arrival_time=2021-04-15 02:20:06.053909, cost_time=0:00:31.982294 2021-04-15 02:18:39,025 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.74ms, fps=403 images/s, loss=0.2401, top1-acc=91.69%, top5-acc=99.92%, remaining_time=0:01:26.907672, arrival_time=2021-04-15 02:20:05.932599, cost_time=0:00:38.341627 2021-04-15 02:18:45,386 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.2388, top1-acc=91.71%, top5-acc=99.91%, remaining_time=0:01:20.465994, arrival_time=2021-04-15 02:20:05.852662, cost_time=0:00:44.703359 2021-04-15 02:18:51,748 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.50ms, fps=402 images/s, loss=0.2378, top1-acc=91.80%, top5-acc=99.89%, remaining_time=0:01:14.044308, arrival_time=2021-04-15 02:20:05.792629, cost_time=0:00:51.065021 2021-04-15 02:18:58,110 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.2364, top1-acc=91.81%, top5-acc=99.89%, remaining_time=0:01:07.636374, arrival_time=2021-04-15 02:20:05.746791, cost_time=0:00:57.427097 2021-04-15 02:19:04,469 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.2375, top1-acc=91.74%, top5-acc=99.89%, remaining_time=0:01:01.234656, arrival_time=2021-04-15 02:20:05.703954, cost_time=0:01:03.786077 2021-04-15 02:19:10,819 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.2385, top1-acc=91.69%, top5-acc=99.89%, remaining_time=0:00:54.833600, arrival_time=2021-04-15 02:20:05.652980, cost_time=0:01:10.136049 2021-04-15 02:19:17,188 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.59ms, fps=402 images/s, loss=0.2384, top1-acc=91.70%, top5-acc=99.88%, remaining_time=0:00:48.453572, arrival_time=2021-04-15 02:20:05.642367, cost_time=0:01:16.505585 2021-04-15 02:19:23,547 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.2372, top1-acc=91.73%, top5-acc=99.88%, remaining_time=0:00:42.069654, arrival_time=2021-04-15 02:20:05.617531, cost_time=0:01:22.864501 2021-04-15 02:19:29,915 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=3.19ms, fps=402 images/s, loss=0.2376, top1-acc=91.75%, top5-acc=99.87%, remaining_time=0:00:35.692664, arrival_time=2021-04-15 02:20:05.607632, cost_time=0:01:29.231680 2021-04-15 02:19:36,279 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.48ms, fps=402 images/s, loss=0.2374, top1-acc=91.79%, top5-acc=99.86%, remaining_time=0:00:29.316260, arrival_time=2021-04-15 02:20:05.596069, cost_time=0:01:35.596508 2021-04-15 02:19:42,642 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.19ms, fps=402 images/s, loss=0.2382, top1-acc=91.80%, top5-acc=99.85%, remaining_time=0:00:22.940712, arrival_time=2021-04-15 02:20:05.582686, cost_time=0:01:41.958642 2021-04-15 02:19:49,001 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.2405, top1-acc=91.73%, top5-acc=99.84%, remaining_time=0:00:16.566290, arrival_time=2021-04-15 02:20:05.567609, cost_time=0:01:48.318006 2021-04-15 02:19:55,365 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.2416, top1-acc=91.67%, top5-acc=99.84%, remaining_time=0:00:10.193936, arrival_time=2021-04-15 02:20:05.559121, cost_time=0:01:54.681854 2021-04-15 02:20:01,736 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2420, top1-acc=91.66%, top5-acc=99.84%, remaining_time=0:00:03.822744, arrival_time=2021-04-15 02:20:05.559628, cost_time=0:02:01.053591 2021-04-15 02:20:05,116 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.24ms, fps=402 images/s, loss=0.2427, top1-acc=91.64%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:05.116686, cost_time=0:02:04.433463 2021-04-15 02:20:07,466 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=4.21ms, fps=1090 images/s, loss=0.4778, top1-acc=83.59%, top5-acc=99.34%, remaining_time=0:00:07.044480, arrival_time=2021-04-15 02:20:14.511346, cost_time=0:00:02.348163 2021-04-15 02:20:09,661 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.4665, top1-acc=84.22%, top5-acc=99.30%, remaining_time=0:00:04.543020, arrival_time=2021-04-15 02:20:14.204708, cost_time=0:00:04.543011 2021-04-15 02:20:11,853 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.36ms, fps=1169 images/s, loss=0.4558, top1-acc=84.45%, top5-acc=99.28%, remaining_time=0:00:02.244720, arrival_time=2021-04-15 02:20:14.097647, cost_time=0:00:06.734160 2021-04-15 02:20:13,846 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=1.20ms, fps=1164 images/s, loss=0.4779, top1-acc=84.13%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 02:20:13.846052, cost_time=0:00:08.727440 2021-04-15 02:20:15,209 INFO : Epoch=0020 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:46:50.572560, arrival_time=2021-04-15 09:07:05.781758, cost_time=0:45:12.285842 2021-04-15 02:20:15,210 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 02:20:21,717 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.34ms, fps=393 images/s, loss=0.2422, top1-acc=91.37%, top5-acc=100.00%, remaining_time=0:02:01.021644, arrival_time=2021-04-15 02:22:22.739070, cost_time=0:00:06.506539 2021-04-15 02:20:28,074 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.2306, top1-acc=92.03%, top5-acc=99.92%, remaining_time=0:01:53.198976, arrival_time=2021-04-15 02:22:21.273256, cost_time=0:00:12.863527 2021-04-15 02:20:34,439 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.2248, top1-acc=91.97%, top5-acc=99.90%, remaining_time=0:01:46.400522, arrival_time=2021-04-15 02:22:20.840279, cost_time=0:00:19.229006 2021-04-15 02:20:40,805 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2256, top1-acc=92.07%, top5-acc=99.89%, remaining_time=0:01:39.817068, arrival_time=2021-04-15 02:22:20.622023, cost_time=0:00:25.594102 2021-04-15 02:20:47,168 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.88ms, fps=402 images/s, loss=0.2238, top1-acc=92.12%, top5-acc=99.91%, remaining_time=0:01:33.315024, arrival_time=2021-04-15 02:22:20.482977, cost_time=0:00:31.957200 2021-04-15 02:20:53,527 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.2239, top1-acc=92.10%, top5-acc=99.90%, remaining_time=0:01:26.851776, arrival_time=2021-04-15 02:22:20.379620, cost_time=0:00:38.316987 2021-04-15 02:20:59,891 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.38ms, fps=402 images/s, loss=0.2219, top1-acc=92.14%, top5-acc=99.89%, remaining_time=0:01:20.424792, arrival_time=2021-04-15 02:22:20.315986, cost_time=0:00:44.680435 2021-04-15 02:21:06,251 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.2200, top1-acc=92.25%, top5-acc=99.89%, remaining_time=0:01:14.008928, arrival_time=2021-04-15 02:22:20.260320, cost_time=0:00:51.040638 2021-04-15 02:21:12,612 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.68ms, fps=403 images/s, loss=0.2227, top1-acc=92.19%, top5-acc=99.89%, remaining_time=0:01:07.605952, arrival_time=2021-04-15 02:22:20.218190, cost_time=0:00:57.401251 2021-04-15 02:21:18,980 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2229, top1-acc=92.17%, top5-acc=99.89%, remaining_time=0:01:01.218240, arrival_time=2021-04-15 02:22:20.198127, cost_time=0:01:03.769010 2021-04-15 02:21:25,338 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.2238, top1-acc=92.12%, top5-acc=99.88%, remaining_time=0:00:54.826978, arrival_time=2021-04-15 02:22:20.165380, cost_time=0:01:10.127515 2021-04-15 02:21:31,713 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.2258, top1-acc=92.04%, top5-acc=99.89%, remaining_time=0:00:48.451444, arrival_time=2021-04-15 02:22:20.164426, cost_time=0:01:16.502242 2021-04-15 02:21:38,077 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.85ms, fps=402 images/s, loss=0.2295, top1-acc=91.94%, top5-acc=99.89%, remaining_time=0:00:42.070908, arrival_time=2021-04-15 02:22:20.148742, cost_time=0:01:22.866981 2021-04-15 02:21:44,442 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.2319, top1-acc=91.80%, top5-acc=99.89%, remaining_time=0:00:35.692608, arrival_time=2021-04-15 02:22:20.134934, cost_time=0:01:29.231574 2021-04-15 02:21:50,805 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=2.18ms, fps=402 images/s, loss=0.2327, top1-acc=91.77%, top5-acc=99.88%, remaining_time=0:00:29.315662, arrival_time=2021-04-15 02:22:20.121058, cost_time=0:01:35.594603 2021-04-15 02:21:57,160 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.2332, top1-acc=91.77%, top5-acc=99.87%, remaining_time=0:00:22.938552, arrival_time=2021-04-15 02:22:20.098506, cost_time=0:01:41.949180 2021-04-15 02:22:03,524 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=2.14ms, fps=402 images/s, loss=0.2332, top1-acc=91.78%, top5-acc=99.87%, remaining_time=0:00:16.565588, arrival_time=2021-04-15 02:22:20.089718, cost_time=0:01:48.313378 2021-04-15 02:22:09,882 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.2346, top1-acc=91.74%, top5-acc=99.87%, remaining_time=0:00:10.193024, arrival_time=2021-04-15 02:22:20.075489, cost_time=0:01:54.671575 2021-04-15 02:22:16,240 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.2350, top1-acc=91.75%, top5-acc=99.86%, remaining_time=0:00:03.821988, arrival_time=2021-04-15 02:22:20.062452, cost_time=0:02:01.029587 2021-04-15 02:22:19,629 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=2.08ms, fps=401 images/s, loss=0.2350, top1-acc=91.74%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:19.629335, cost_time=0:02:04.418520 2021-04-15 02:22:21,980 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=1.33ms, fps=1090 images/s, loss=0.5058, top1-acc=83.55%, top5-acc=99.06%, remaining_time=0:00:07.046550, arrival_time=2021-04-15 02:22:29.027435, cost_time=0:00:02.348854 2021-04-15 02:22:24,171 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.47ms, fps=1169 images/s, loss=0.5002, top1-acc=83.55%, top5-acc=99.24%, remaining_time=0:00:04.539460, arrival_time=2021-04-15 02:22:28.710921, cost_time=0:00:04.539464 2021-04-15 02:22:26,359 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.50ms, fps=1170 images/s, loss=0.4973, top1-acc=83.76%, top5-acc=99.27%, remaining_time=0:00:02.242450, arrival_time=2021-04-15 02:22:28.601983, cost_time=0:00:06.727339 2021-04-15 02:22:28,362 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=1.38ms, fps=1159 images/s, loss=0.5059, top1-acc=83.85%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 02:22:28.362714, cost_time=0:00:08.730768 2021-04-15 02:22:29,846 INFO : Epoch=0021 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:44:26.627608, arrival_time=2021-04-15 09:06:56.473747, cost_time=0:47:26.922801 2021-04-15 02:22:29,847 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 02:22:36,403 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.91ms, fps=390 images/s, loss=0.2215, top1-acc=92.97%, top5-acc=99.84%, remaining_time=0:02:01.939740, arrival_time=2021-04-15 02:24:38.343366, cost_time=0:00:06.555905 2021-04-15 02:22:42,765 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2236, top1-acc=92.44%, top5-acc=99.86%, remaining_time=0:01:53.673120, arrival_time=2021-04-15 02:24:36.438164, cost_time=0:00:12.917409 2021-04-15 02:22:49,123 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.2256, top1-acc=92.40%, top5-acc=99.84%, remaining_time=0:01:46.661474, arrival_time=2021-04-15 02:24:35.785292, cost_time=0:00:19.276184 2021-04-15 02:22:55,474 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.2203, top1-acc=92.42%, top5-acc=99.84%, remaining_time=0:01:39.942492, arrival_time=2021-04-15 02:24:35.416515, cost_time=0:00:25.626299 2021-04-15 02:23:01,831 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.2173, top1-acc=92.55%, top5-acc=99.83%, remaining_time=0:01:33.393134, arrival_time=2021-04-15 02:24:35.224819, cost_time=0:00:31.983929 2021-04-15 02:23:08,195 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.2187, top1-acc=92.38%, top5-acc=99.84%, remaining_time=0:01:26.922632, arrival_time=2021-04-15 02:24:35.118382, cost_time=0:00:38.348195 2021-04-15 02:23:14,555 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.81ms, fps=403 images/s, loss=0.2209, top1-acc=92.26%, top5-acc=99.84%, remaining_time=0:01:20.474688, arrival_time=2021-04-15 02:24:35.030456, cost_time=0:00:44.708140 2021-04-15 02:23:20,912 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.91ms, fps=403 images/s, loss=0.2225, top1-acc=92.23%, top5-acc=99.82%, remaining_time=0:01:14.043496, arrival_time=2021-04-15 02:24:34.955568, cost_time=0:00:51.064453 2021-04-15 02:23:27,264 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=2.22ms, fps=403 images/s, loss=0.2251, top1-acc=92.24%, top5-acc=99.83%, remaining_time=0:01:07.624290, arrival_time=2021-04-15 02:24:34.888796, cost_time=0:00:57.416873 2021-04-15 02:23:33,624 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.64ms, fps=403 images/s, loss=0.2273, top1-acc=92.17%, top5-acc=99.82%, remaining_time=0:01:01.225920, arrival_time=2021-04-15 02:24:34.850467, cost_time=0:01:03.776982 2021-04-15 02:23:39,978 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.2293, top1-acc=92.09%, top5-acc=99.82%, remaining_time=0:00:54.829128, arrival_time=2021-04-15 02:24:34.807060, cost_time=0:01:10.130254 2021-04-15 02:23:46,330 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.2308, top1-acc=92.01%, top5-acc=99.82%, remaining_time=0:00:48.439512, arrival_time=2021-04-15 02:24:34.770440, cost_time=0:01:16.483387 2021-04-15 02:23:52,689 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.90ms, fps=403 images/s, loss=0.2302, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:42.057906, arrival_time=2021-04-15 02:24:34.746907, cost_time=0:01:22.841379 2021-04-15 02:23:59,050 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.2326, top1-acc=91.94%, top5-acc=99.83%, remaining_time=0:00:35.681184, arrival_time=2021-04-15 02:24:34.731717, cost_time=0:01:29.202976 2021-04-15 02:24:05,410 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.2332, top1-acc=91.93%, top5-acc=99.83%, remaining_time=0:00:29.305818, arrival_time=2021-04-15 02:24:34.715846, cost_time=0:01:35.562486 2021-04-15 02:24:11,771 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.2327, top1-acc=91.92%, top5-acc=99.83%, remaining_time=0:00:22.932756, arrival_time=2021-04-15 02:24:34.703765, cost_time=0:01:41.923339 2021-04-15 02:24:18,137 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.2321, top1-acc=91.96%, top5-acc=99.83%, remaining_time=0:00:16.562026, arrival_time=2021-04-15 02:24:34.699665, cost_time=0:01:48.290097 2021-04-15 02:24:24,492 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.2310, top1-acc=91.99%, top5-acc=99.83%, remaining_time=0:00:10.190640, arrival_time=2021-04-15 02:24:34.682860, cost_time=0:01:54.644673 2021-04-15 02:24:30,857 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.28ms, fps=402 images/s, loss=0.2314, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:03.821352, arrival_time=2021-04-15 02:24:34.678514, cost_time=0:02:01.009467 2021-04-15 02:24:34,231 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.2328, top1-acc=91.96%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:34.231446, cost_time=0:02:04.383892 2021-04-15 02:24:36,596 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.34ms, fps=1083 images/s, loss=0.4824, top1-acc=84.77%, top5-acc=99.14%, remaining_time=0:00:07.090050, arrival_time=2021-04-15 02:24:43.686780, cost_time=0:00:02.363353 2021-04-15 02:24:38,783 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.36ms, fps=1171 images/s, loss=0.4903, top1-acc=84.49%, top5-acc=99.16%, remaining_time=0:00:04.550120, arrival_time=2021-04-15 02:24:43.333611, cost_time=0:00:04.550129 2021-04-15 02:24:40,968 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.28ms, fps=1172 images/s, loss=0.4928, top1-acc=84.24%, top5-acc=99.23%, remaining_time=0:00:02.245050, arrival_time=2021-04-15 02:24:43.213567, cost_time=0:00:06.735142 2021-04-15 02:24:42,949 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=1.20ms, fps=1172 images/s, loss=0.5103, top1-acc=84.17%, top5-acc=99.23%, remaining_time=0:00:00, arrival_time=2021-04-15 02:24:42.948971, cost_time=0:00:08.715633 2021-04-15 02:24:44,353 INFO : Epoch=0022 complete, best val top1-acc=85.94%, top5-acc=99.40% (epoch=15), remaining_time=6:42:02.482926, arrival_time=2021-04-15 09:06:46.836750, cost_time=0:49:41.430472 2021-04-15 02:24:44,355 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 02:24:50,891 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.51ms, fps=392 images/s, loss=0.2273, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:02:01.562718, arrival_time=2021-04-15 02:26:52.453635, cost_time=0:00:06.535629 2021-04-15 02:24:57,252 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.2248, top1-acc=92.21%, top5-acc=99.79%, remaining_time=0:01:53.492192, arrival_time=2021-04-15 02:26:50.744227, cost_time=0:00:12.896847 2021-04-15 02:25:03,618 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.2269, top1-acc=92.23%, top5-acc=99.82%, remaining_time=0:01:46.589596, arrival_time=2021-04-15 02:26:50.207969, cost_time=0:00:19.263177 2021-04-15 02:25:09,974 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.2246, top1-acc=92.28%, top5-acc=99.82%, remaining_time=0:01:39.915972, arrival_time=2021-04-15 02:26:49.890625, cost_time=0:00:25.619462 2021-04-15 02:25:16,324 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2193, top1-acc=92.39%, top5-acc=99.85%, remaining_time=0:01:33.350064, arrival_time=2021-04-15 02:26:49.674427, cost_time=0:00:31.969177 2021-04-15 02:25:22,684 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2191, top1-acc=92.47%, top5-acc=99.84%, remaining_time=0:01:26.879792, arrival_time=2021-04-15 02:26:49.564307, cost_time=0:00:38.329316 2021-04-15 02:25:29,051 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.61ms, fps=402 images/s, loss=0.2231, top1-acc=92.42%, top5-acc=99.82%, remaining_time=0:01:20.453394, arrival_time=2021-04-15 02:26:49.505052, cost_time=0:00:44.696330 2021-04-15 02:25:35,415 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.2235, top1-acc=92.37%, top5-acc=99.83%, remaining_time=0:01:14.037696, arrival_time=2021-04-15 02:26:49.453530, cost_time=0:00:51.060494 2021-04-15 02:25:41,780 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.58ms, fps=402 images/s, loss=0.2209, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:01:07.633724, arrival_time=2021-04-15 02:26:49.413767, cost_time=0:00:57.424851 2021-04-15 02:25:48,136 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2212, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:01:01.229664, arrival_time=2021-04-15 02:26:49.365848, cost_time=0:01:03.780891 2021-04-15 02:25:54,490 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.2234, top1-acc=92.39%, top5-acc=99.82%, remaining_time=0:00:54.832912, arrival_time=2021-04-15 02:26:49.323274, cost_time=0:01:10.135143 2021-04-15 02:26:00,860 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.93ms, fps=402 images/s, loss=0.2217, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:48.453572, arrival_time=2021-04-15 02:26:49.314410, cost_time=0:01:16.505594 2021-04-15 02:26:07,235 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.2225, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:42.077442, arrival_time=2021-04-15 02:26:49.312483, cost_time=0:01:22.879845 2021-04-15 02:26:13,603 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.90ms, fps=402 images/s, loss=0.2240, top1-acc=92.38%, top5-acc=99.83%, remaining_time=0:00:35.699384, arrival_time=2021-04-15 02:26:49.303056, cost_time=0:01:29.248424 2021-04-15 02:26:19,958 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.2244, top1-acc=92.31%, top5-acc=99.83%, remaining_time=0:00:29.318330, arrival_time=2021-04-15 02:26:49.276710, cost_time=0:01:35.603185 2021-04-15 02:26:26,317 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.2261, top1-acc=92.26%, top5-acc=99.82%, remaining_time=0:00:22.941432, arrival_time=2021-04-15 02:26:49.258486, cost_time=0:01:41.961862 2021-04-15 02:26:32,676 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.85ms, fps=403 images/s, loss=0.2262, top1-acc=92.26%, top5-acc=99.82%, remaining_time=0:00:16.566706, arrival_time=2021-04-15 02:26:49.242770, cost_time=0:01:48.320795 2021-04-15 02:26:39,038 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=2.08ms, fps=402 images/s, loss=0.2270, top1-acc=92.21%, top5-acc=99.82%, remaining_time=0:00:10.194016, arrival_time=2021-04-15 02:26:49.231976, cost_time=0:01:54.682770 2021-04-15 02:26:45,394 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.2283, top1-acc=92.16%, top5-acc=99.82%, remaining_time=0:00:03.822306, arrival_time=2021-04-15 02:26:49.217146, cost_time=0:02:01.039719 2021-04-15 02:26:48,764 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.2284, top1-acc=92.16%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:48.764024, cost_time=0:02:04.408822 2021-04-15 02:26:51,073 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.37ms, fps=1110 images/s, loss=0.3926, top1-acc=87.30%, top5-acc=99.41%, remaining_time=0:00:06.921150, arrival_time=2021-04-15 02:26:57.994247, cost_time=0:00:02.307048 2021-04-15 02:26:53,258 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.31ms, fps=1171 images/s, loss=0.4125, top1-acc=86.68%, top5-acc=99.39%, remaining_time=0:00:04.492800, arrival_time=2021-04-15 02:26:57.751615, cost_time=0:00:04.492799 2021-04-15 02:26:55,448 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.50ms, fps=1170 images/s, loss=0.4149, top1-acc=86.43%, top5-acc=99.31%, remaining_time=0:00:02.227360, arrival_time=2021-04-15 02:26:57.675538, cost_time=0:00:06.682065 2021-04-15 02:26:57,436 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=1.37ms, fps=1168 images/s, loss=0.4028, top1-acc=86.51%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 02:26:57.436875, cost_time=0:00:08.670791 2021-04-15 02:27:00,235 INFO : Epoch=0023 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:39:49.749516, arrival_time=2021-04-15 09:06:49.984968, cost_time=0:51:57.312091 2021-04-15 02:27:00,237 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 02:27:06,786 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.61ms, fps=391 images/s, loss=0.1936, top1-acc=93.20%, top5-acc=99.88%, remaining_time=0:02:01.815120, arrival_time=2021-04-15 02:29:08.601721, cost_time=0:00:06.549204 2021-04-15 02:27:13,148 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.1964, top1-acc=92.99%, top5-acc=99.92%, remaining_time=0:01:53.614512, arrival_time=2021-04-15 02:29:06.762521, cost_time=0:00:12.910748 2021-04-15 02:27:19,519 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=2.25ms, fps=402 images/s, loss=0.2048, top1-acc=92.66%, top5-acc=99.90%, remaining_time=0:01:46.691686, arrival_time=2021-04-15 02:29:06.210599, cost_time=0:00:19.281632 2021-04-15 02:27:25,878 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.2078, top1-acc=92.58%, top5-acc=99.86%, remaining_time=0:01:39.998964, arrival_time=2021-04-15 02:29:05.877075, cost_time=0:00:25.640767 2021-04-15 02:27:32,232 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.09ms, fps=403 images/s, loss=0.2066, top1-acc=92.60%, top5-acc=99.87%, remaining_time=0:01:33.425400, arrival_time=2021-04-15 02:29:05.657692, cost_time=0:00:31.995017 2021-04-15 02:27:38,590 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=2.06ms, fps=403 images/s, loss=0.2115, top1-acc=92.52%, top5-acc=99.84%, remaining_time=0:01:26.932968, arrival_time=2021-04-15 02:29:05.523055, cost_time=0:00:38.352793 2021-04-15 02:27:44,946 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.2151, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:01:20.475822, arrival_time=2021-04-15 02:29:05.422013, cost_time=0:00:44.708824 2021-04-15 02:27:51,313 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.53ms, fps=402 images/s, loss=0.2153, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:01:14.060316, arrival_time=2021-04-15 02:29:05.373634, cost_time=0:00:51.076059 2021-04-15 02:27:57,664 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.2184, top1-acc=92.33%, top5-acc=99.85%, remaining_time=0:01:07.636162, arrival_time=2021-04-15 02:29:05.300323, cost_time=0:00:57.426900 2021-04-15 02:28:04,024 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.18ms, fps=403 images/s, loss=0.2201, top1-acc=92.24%, top5-acc=99.86%, remaining_time=0:01:01.235328, arrival_time=2021-04-15 02:29:05.259399, cost_time=0:01:03.786787 2021-04-15 02:28:10,379 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.2235, top1-acc=92.10%, top5-acc=99.85%, remaining_time=0:00:54.838588, arrival_time=2021-04-15 02:29:05.218351, cost_time=0:01:10.142368 2021-04-15 02:28:16,747 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=2.10ms, fps=402 images/s, loss=0.2239, top1-acc=92.14%, top5-acc=99.84%, remaining_time=0:00:48.456232, arrival_time=2021-04-15 02:29:05.203323, cost_time=0:01:16.509829 2021-04-15 02:28:23,102 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.2246, top1-acc=92.12%, top5-acc=99.83%, remaining_time=0:00:42.069852, arrival_time=2021-04-15 02:29:05.171901, cost_time=0:01:22.864795 2021-04-15 02:28:29,462 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.80ms, fps=403 images/s, loss=0.2241, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:35.689976, arrival_time=2021-04-15 02:29:05.152236, cost_time=0:01:29.225002 2021-04-15 02:28:35,829 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2255, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:29.314972, arrival_time=2021-04-15 02:29:05.144455, cost_time=0:01:35.592233 2021-04-15 02:28:42,196 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2271, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:22.940748, arrival_time=2021-04-15 02:29:05.136980, cost_time=0:01:41.958851 2021-04-15 02:28:48,557 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.2285, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:16.566602, arrival_time=2021-04-15 02:29:05.123940, cost_time=0:01:48.320082 2021-04-15 02:28:54,915 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.2289, top1-acc=92.02%, top5-acc=99.85%, remaining_time=0:00:10.193584, arrival_time=2021-04-15 02:29:05.108642, cost_time=0:01:54.677796 2021-04-15 02:29:01,270 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.2289, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:03.822108, arrival_time=2021-04-15 02:29:05.092856, cost_time=0:02:01.033500 2021-04-15 02:29:04,645 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.2290, top1-acc=92.04%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:04.645543, cost_time=0:02:04.408237 2021-04-15 02:29:06,956 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=1.63ms, fps=1109 images/s, loss=0.4871, top1-acc=83.75%, top5-acc=99.41%, remaining_time=0:00:06.925530, arrival_time=2021-04-15 02:29:13.882041, cost_time=0:00:02.308512 2021-04-15 02:29:09,140 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.30ms, fps=1172 images/s, loss=0.4751, top1-acc=84.39%, top5-acc=99.24%, remaining_time=0:00:04.492780, arrival_time=2021-04-15 02:29:13.633508, cost_time=0:00:04.492782 2021-04-15 02:29:11,326 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.43ms, fps=1172 images/s, loss=0.4655, top1-acc=84.73%, top5-acc=99.36%, remaining_time=0:00:02.225990, arrival_time=2021-04-15 02:29:13.552002, cost_time=0:00:06.677959 2021-04-15 02:29:13,308 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=1.18ms, fps=1171 images/s, loss=0.4734, top1-acc=84.70%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 02:29:13.308263, cost_time=0:00:08.660323 2021-04-15 02:29:14,716 INFO : Epoch=0024 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:37:26.479888, arrival_time=2021-04-15 09:06:41.195973, cost_time=0:54:11.792714 2021-04-15 02:29:14,718 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 02:29:21,252 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.36ms, fps=392 images/s, loss=0.1942, top1-acc=93.48%, top5-acc=99.80%, remaining_time=0:02:01.538538, arrival_time=2021-04-15 02:31:22.791382, cost_time=0:00:06.534326 2021-04-15 02:29:27,620 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.68ms, fps=402 images/s, loss=0.2091, top1-acc=92.91%, top5-acc=99.77%, remaining_time=0:01:53.532320, arrival_time=2021-04-15 02:31:21.152231, cost_time=0:00:12.901395 2021-04-15 02:29:34,000 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.07ms, fps=401 images/s, loss=0.2075, top1-acc=92.96%, top5-acc=99.79%, remaining_time=0:01:46.694840, arrival_time=2021-04-15 02:31:20.695593, cost_time=0:00:19.282204 2021-04-15 02:29:40,360 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.2079, top1-acc=92.78%, top5-acc=99.79%, remaining_time=0:01:40.002864, arrival_time=2021-04-15 02:31:20.363153, cost_time=0:00:25.641765 2021-04-15 02:29:46,711 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.2024, top1-acc=93.09%, top5-acc=99.80%, remaining_time=0:01:33.420728, arrival_time=2021-04-15 02:31:20.132535, cost_time=0:00:31.993381 2021-04-15 02:29:53,073 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.1999, top1-acc=93.18%, top5-acc=99.80%, remaining_time=0:01:26.938408, arrival_time=2021-04-15 02:31:20.012072, cost_time=0:00:38.355152 2021-04-15 02:29:59,441 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.67ms, fps=402 images/s, loss=0.2010, top1-acc=93.15%, top5-acc=99.82%, remaining_time=0:01:20.501022, arrival_time=2021-04-15 02:31:19.942296, cost_time=0:00:44.722764 2021-04-15 02:30:05,798 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.2037, top1-acc=93.04%, top5-acc=99.84%, remaining_time=0:01:14.065768, arrival_time=2021-04-15 02:31:19.864156, cost_time=0:00:51.079868 2021-04-15 02:30:12,169 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.2052, top1-acc=92.97%, top5-acc=99.84%, remaining_time=0:01:07.664782, arrival_time=2021-04-15 02:31:19.834583, cost_time=0:00:57.451240 2021-04-15 02:30:18,527 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.2079, top1-acc=92.91%, top5-acc=99.84%, remaining_time=0:01:01.256160, arrival_time=2021-04-15 02:31:19.783110, cost_time=0:01:03.808494 2021-04-15 02:30:24,882 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.2106, top1-acc=92.79%, top5-acc=99.83%, remaining_time=0:00:54.855530, arrival_time=2021-04-15 02:31:19.738068, cost_time=0:01:10.164024 2021-04-15 02:30:31,233 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.2120, top1-acc=92.75%, top5-acc=99.82%, remaining_time=0:00:48.459652, arrival_time=2021-04-15 02:31:19.693490, cost_time=0:01:16.515223 2021-04-15 02:30:37,599 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=2.19ms, fps=402 images/s, loss=0.2139, top1-acc=92.71%, top5-acc=99.81%, remaining_time=0:00:42.078036, arrival_time=2021-04-15 02:31:19.677506, cost_time=0:01:22.880920 2021-04-15 02:30:43,962 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.2148, top1-acc=92.69%, top5-acc=99.81%, remaining_time=0:00:35.697424, arrival_time=2021-04-15 02:31:19.659646, cost_time=0:01:29.243556 2021-04-15 02:30:50,321 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.2161, top1-acc=92.65%, top5-acc=99.80%, remaining_time=0:00:29.318100, arrival_time=2021-04-15 02:31:19.639078, cost_time=0:01:35.602468 2021-04-15 02:30:56,683 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.88ms, fps=402 images/s, loss=0.2174, top1-acc=92.58%, top5-acc=99.80%, remaining_time=0:00:22.942116, arrival_time=2021-04-15 02:31:19.625660, cost_time=0:01:41.964984 2021-04-15 02:31:03,046 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.2170, top1-acc=92.62%, top5-acc=99.81%, remaining_time=0:00:16.567720, arrival_time=2021-04-15 02:31:19.613633, cost_time=0:01:48.327404 2021-04-15 02:31:09,408 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.13ms, fps=402 images/s, loss=0.2180, top1-acc=92.58%, top5-acc=99.81%, remaining_time=0:00:10.194640, arrival_time=2021-04-15 02:31:19.602815, cost_time=0:01:54.689656 2021-04-15 02:31:15,773 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.31ms, fps=402 images/s, loss=0.2192, top1-acc=92.52%, top5-acc=99.81%, remaining_time=0:00:03.822768, arrival_time=2021-04-15 02:31:19.595952, cost_time=0:02:01.054402 2021-04-15 02:31:19,153 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.2190, top1-acc=92.51%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:19.153845, cost_time=0:02:04.435327 2021-04-15 02:31:21,472 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=1.57ms, fps=1105 images/s, loss=0.5335, top1-acc=82.93%, top5-acc=99.18%, remaining_time=0:00:06.949140, arrival_time=2021-04-15 02:31:28.421466, cost_time=0:00:02.316379 2021-04-15 02:31:23,657 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.39ms, fps=1172 images/s, loss=0.5260, top1-acc=83.50%, top5-acc=99.24%, remaining_time=0:00:04.501380, arrival_time=2021-04-15 02:31:28.158714, cost_time=0:00:04.501389 2021-04-15 02:31:25,848 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.37ms, fps=1169 images/s, loss=0.5199, top1-acc=83.55%, top5-acc=99.21%, remaining_time=0:00:02.230850, arrival_time=2021-04-15 02:31:28.079350, cost_time=0:00:06.692549 2021-04-15 02:31:27,833 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=1.19ms, fps=1169 images/s, loss=0.5139, top1-acc=83.63%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-15 02:31:27.833243, cost_time=0:00:08.677337 2021-04-15 02:31:29,241 INFO : Epoch=0025 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:35:04.225825, arrival_time=2021-04-15 09:06:33.467147, cost_time=0:56:26.317963 2021-04-15 02:31:29,242 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 02:31:35,790 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.31ms, fps=391 images/s, loss=0.2069, top1-acc=92.73%, top5-acc=99.84%, remaining_time=0:02:01.785360, arrival_time=2021-04-15 02:33:37.575831, cost_time=0:00:06.547599 2021-04-15 02:31:42,161 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.77ms, fps=402 images/s, loss=0.2110, top1-acc=92.56%, top5-acc=99.86%, remaining_time=0:01:53.685968, arrival_time=2021-04-15 02:33:35.847836, cost_time=0:00:12.918858 2021-04-15 02:31:48,528 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.2089, top1-acc=92.80%, top5-acc=99.88%, remaining_time=0:01:46.713432, arrival_time=2021-04-15 02:33:35.242004, cost_time=0:00:19.285556 2021-04-15 02:31:54,896 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.2059, top1-acc=92.85%, top5-acc=99.84%, remaining_time=0:01:40.048728, arrival_time=2021-04-15 02:33:34.945251, cost_time=0:00:25.653509 2021-04-15 02:32:01,275 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=3.07ms, fps=401 images/s, loss=0.2063, top1-acc=92.88%, top5-acc=99.87%, remaining_time=0:01:33.536214, arrival_time=2021-04-15 02:33:34.812039, cost_time=0:00:32.032952 2021-04-15 02:32:07,646 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.87ms, fps=402 images/s, loss=0.2083, top1-acc=92.76%, top5-acc=99.89%, remaining_time=0:01:27.049112, arrival_time=2021-04-15 02:33:34.696012, cost_time=0:00:38.404022 2021-04-15 02:32:14,004 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.2067, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:01:20.570448, arrival_time=2021-04-15 02:33:34.574656, cost_time=0:00:44.761331 2021-04-15 02:32:20,368 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.39ms, fps=402 images/s, loss=0.2075, top1-acc=92.91%, top5-acc=99.86%, remaining_time=0:01:14.132468, arrival_time=2021-04-15 02:33:34.501210, cost_time=0:00:51.125863 2021-04-15 02:32:26,723 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.2098, top1-acc=92.78%, top5-acc=99.87%, remaining_time=0:01:07.698914, arrival_time=2021-04-15 02:33:34.421992, cost_time=0:00:57.480209 2021-04-15 02:32:33,080 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.2111, top1-acc=92.70%, top5-acc=99.86%, remaining_time=0:01:01.283712, arrival_time=2021-04-15 02:33:34.363749, cost_time=0:01:03.837152 2021-04-15 02:32:39,439 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.2127, top1-acc=92.66%, top5-acc=99.86%, remaining_time=0:00:54.880900, arrival_time=2021-04-15 02:33:34.320287, cost_time=0:01:10.196515 2021-04-15 02:32:45,813 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.2160, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:48.494536, arrival_time=2021-04-15 02:33:34.307734, cost_time=0:01:16.570312 2021-04-15 02:32:52,166 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=2.46ms, fps=403 images/s, loss=0.2166, top1-acc=92.48%, top5-acc=99.85%, remaining_time=0:00:42.099684, arrival_time=2021-04-15 02:33:34.266183, cost_time=0:01:22.923625 2021-04-15 02:32:58,515 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.2163, top1-acc=92.54%, top5-acc=99.85%, remaining_time=0:00:35.708848, arrival_time=2021-04-15 02:33:34.223807, cost_time=0:01:29.272167 2021-04-15 02:33:04,869 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.71ms, fps=403 images/s, loss=0.2164, top1-acc=92.54%, top5-acc=99.85%, remaining_time=0:00:29.325368, arrival_time=2021-04-15 02:33:34.194479, cost_time=0:01:35.626137 2021-04-15 02:33:11,239 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.2156, top1-acc=92.60%, top5-acc=99.86%, remaining_time=0:00:22.949208, arrival_time=2021-04-15 02:33:34.188522, cost_time=0:01:41.996444 2021-04-15 02:33:17,604 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.05ms, fps=402 images/s, loss=0.2157, top1-acc=92.60%, top5-acc=99.85%, remaining_time=0:00:16.572972, arrival_time=2021-04-15 02:33:34.177609, cost_time=0:01:48.361711 2021-04-15 02:33:23,958 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.2154, top1-acc=92.61%, top5-acc=99.85%, remaining_time=0:00:10.196912, arrival_time=2021-04-15 02:33:34.155230, cost_time=0:01:54.715323 2021-04-15 02:33:30,329 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=2.08ms, fps=402 images/s, loss=0.2158, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:03.823776, arrival_time=2021-04-15 02:33:34.152896, cost_time=0:02:01.086239 2021-04-15 02:33:33,710 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=2.16ms, fps=402 images/s, loss=0.2166, top1-acc=92.58%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:33.709990, cost_time=0:02:04.467106 2021-04-15 02:33:36,044 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.37ms, fps=1098 images/s, loss=0.4411, top1-acc=85.62%, top5-acc=99.45%, remaining_time=0:00:06.996300, arrival_time=2021-04-15 02:33:43.040462, cost_time=0:00:02.332097 2021-04-15 02:33:38,232 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.93ms, fps=1170 images/s, loss=0.4350, top1-acc=85.98%, top5-acc=99.47%, remaining_time=0:00:04.520660, arrival_time=2021-04-15 02:33:42.753377, cost_time=0:00:04.520658 2021-04-15 02:33:40,422 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.64ms, fps=1169 images/s, loss=0.4472, top1-acc=85.72%, top5-acc=99.37%, remaining_time=0:00:02.236820, arrival_time=2021-04-15 02:33:42.659344, cost_time=0:00:06.710463 2021-04-15 02:33:42,408 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=1.27ms, fps=1168 images/s, loss=0.4454, top1-acc=85.71%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:33:42.408579, cost_time=0:00:08.696526 2021-04-15 02:33:43,782 INFO : Epoch=0026 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:32:42.671622, arrival_time=2021-04-15 09:06:26.453936, cost_time=0:58:40.858966 2021-04-15 02:33:43,783 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 02:33:50,300 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.59ms, fps=393 images/s, loss=0.2066, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:02:01.210620, arrival_time=2021-04-15 02:35:51.511117, cost_time=0:00:06.516697 2021-04-15 02:33:56,653 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.2167, top1-acc=92.58%, top5-acc=99.82%, remaining_time=0:01:53.256352, arrival_time=2021-04-15 02:35:49.910200, cost_time=0:00:12.870042 2021-04-15 02:34:03,019 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.18ms, fps=402 images/s, loss=0.2086, top1-acc=92.81%, top5-acc=99.87%, remaining_time=0:01:46.434386, arrival_time=2021-04-15 02:35:49.453346, cost_time=0:00:19.235128 2021-04-15 02:34:09,385 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.67ms, fps=402 images/s, loss=0.2112, top1-acc=92.74%, top5-acc=99.83%, remaining_time=0:01:39.844212, arrival_time=2021-04-15 02:35:49.229135, cost_time=0:00:25.601072 2021-04-15 02:34:15,746 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.2165, top1-acc=92.43%, top5-acc=99.82%, remaining_time=0:01:33.330792, arrival_time=2021-04-15 02:35:49.077267, cost_time=0:00:31.962625 2021-04-15 02:34:22,106 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.26ms, fps=403 images/s, loss=0.2180, top1-acc=92.39%, top5-acc=99.82%, remaining_time=0:01:26.863336, arrival_time=2021-04-15 02:35:48.969234, cost_time=0:00:38.322074 2021-04-15 02:34:28,474 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.2174, top1-acc=92.39%, top5-acc=99.81%, remaining_time=0:01:20.442054, arrival_time=2021-04-15 02:35:48.915999, cost_time=0:00:44.690022 2021-04-15 02:34:34,833 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.2186, top1-acc=92.30%, top5-acc=99.82%, remaining_time=0:01:14.021804, arrival_time=2021-04-15 02:35:48.855075, cost_time=0:00:51.049490 2021-04-15 02:34:41,195 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.41ms, fps=402 images/s, loss=0.2193, top1-acc=92.30%, top5-acc=99.82%, remaining_time=0:01:07.617506, arrival_time=2021-04-15 02:35:48.812417, cost_time=0:00:57.411124 2021-04-15 02:34:47,553 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.2184, top1-acc=92.37%, top5-acc=99.82%, remaining_time=0:01:01.218816, arrival_time=2021-04-15 02:35:48.772333, cost_time=0:01:03.769637 2021-04-15 02:34:53,923 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.63ms, fps=402 images/s, loss=0.2192, top1-acc=92.37%, top5-acc=99.83%, remaining_time=0:00:54.836266, arrival_time=2021-04-15 02:35:48.759439, cost_time=0:01:10.139385 2021-04-15 02:35:00,274 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.2187, top1-acc=92.37%, top5-acc=99.84%, remaining_time=0:00:48.443920, arrival_time=2021-04-15 02:35:48.718062, cost_time=0:01:16.490364 2021-04-15 02:35:06,626 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2192, top1-acc=92.39%, top5-acc=99.83%, remaining_time=0:00:42.058434, arrival_time=2021-04-15 02:35:48.684764, cost_time=0:01:22.842434 2021-04-15 02:35:12,987 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.91ms, fps=403 images/s, loss=0.2190, top1-acc=92.39%, top5-acc=99.84%, remaining_time=0:00:35.681240, arrival_time=2021-04-15 02:35:48.668160, cost_time=0:01:29.203110 2021-04-15 02:35:19,354 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.2189, top1-acc=92.37%, top5-acc=99.84%, remaining_time=0:00:29.308394, arrival_time=2021-04-15 02:35:48.663107, cost_time=0:01:35.570785 2021-04-15 02:35:25,712 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.68ms, fps=403 images/s, loss=0.2171, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:22.933944, arrival_time=2021-04-15 02:35:48.646423, cost_time=0:01:41.928680 2021-04-15 02:35:32,079 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.2174, top1-acc=92.45%, top5-acc=99.85%, remaining_time=0:00:16.562780, arrival_time=2021-04-15 02:35:48.641758, cost_time=0:01:48.295083 2021-04-15 02:35:38,436 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.2173, top1-acc=92.48%, top5-acc=99.85%, remaining_time=0:00:10.191376, arrival_time=2021-04-15 02:35:48.628159, cost_time=0:01:54.652999 2021-04-15 02:35:44,797 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.75ms, fps=402 images/s, loss=0.2192, top1-acc=92.41%, top5-acc=99.85%, remaining_time=0:00:03.821496, arrival_time=2021-04-15 02:35:48.619360, cost_time=0:02:01.014077 2021-04-15 02:35:48,176 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.2199, top1-acc=92.40%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:48.176847, cost_time=0:02:04.393053 2021-04-15 02:35:50,487 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.39ms, fps=1109 images/s, loss=0.4733, top1-acc=85.12%, top5-acc=99.37%, remaining_time=0:00:06.922350, arrival_time=2021-04-15 02:35:57.409780, cost_time=0:00:02.307446 2021-04-15 02:35:52,673 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.43ms, fps=1171 images/s, loss=0.4822, top1-acc=84.53%, top5-acc=99.10%, remaining_time=0:00:04.493500, arrival_time=2021-04-15 02:35:57.167008, cost_time=0:00:04.493505 2021-04-15 02:35:54,861 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=2.03ms, fps=1171 images/s, loss=0.4927, top1-acc=84.09%, top5-acc=99.06%, remaining_time=0:00:02.226990, arrival_time=2021-04-15 02:35:57.087933, cost_time=0:00:06.680958 2021-04-15 02:35:56,843 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=1.18ms, fps=1170 images/s, loss=0.4866, top1-acc=84.11%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 02:35:56.843943, cost_time=0:00:08.664056 2021-04-15 02:35:58,265 INFO : Epoch=0027 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:30:21.268342, arrival_time=2021-04-15 09:06:19.534128, cost_time=1:00:55.342448 2021-04-15 02:35:58,267 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 02:36:04,808 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.64ms, fps=391 images/s, loss=0.2304, top1-acc=92.46%, top5-acc=99.77%, remaining_time=0:02:01.657020, arrival_time=2021-04-15 02:38:06.464960, cost_time=0:00:06.540697 2021-04-15 02:36:11,161 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.64ms, fps=403 images/s, loss=0.2139, top1-acc=92.58%, top5-acc=99.82%, remaining_time=0:01:53.469664, arrival_time=2021-04-15 02:38:04.631328, cost_time=0:00:12.894284 2021-04-15 02:36:17,521 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=2.14ms, fps=403 images/s, loss=0.2132, top1-acc=92.70%, top5-acc=99.86%, remaining_time=0:01:46.539962, arrival_time=2021-04-15 02:38:04.061463, cost_time=0:00:19.254204 2021-04-15 02:36:23,884 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=2.16ms, fps=402 images/s, loss=0.2107, top1-acc=92.71%, top5-acc=99.84%, remaining_time=0:01:39.907548, arrival_time=2021-04-15 02:38:03.792153, cost_time=0:00:25.617308 2021-04-15 02:36:30,242 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2093, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:01:33.366562, arrival_time=2021-04-15 02:38:03.608668, cost_time=0:00:31.974859 2021-04-15 02:36:36,593 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.04ms, fps=403 images/s, loss=0.2086, top1-acc=92.70%, top5-acc=99.89%, remaining_time=0:01:26.872584, arrival_time=2021-04-15 02:38:03.465986, cost_time=0:00:38.326123 2021-04-15 02:36:42,951 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.2081, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:01:20.430588, arrival_time=2021-04-15 02:38:03.381844, cost_time=0:00:44.683679 2021-04-15 02:36:49,334 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.50ms, fps=401 images/s, loss=0.2085, top1-acc=92.70%, top5-acc=99.88%, remaining_time=0:01:14.047672, arrival_time=2021-04-15 02:38:03.382428, cost_time=0:00:51.067394 2021-04-15 02:36:55,689 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.77ms, fps=403 images/s, loss=0.2080, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:01:07.630438, arrival_time=2021-04-15 02:38:03.319916, cost_time=0:00:57.422097 2021-04-15 02:37:02,064 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.2098, top1-acc=92.67%, top5-acc=99.86%, remaining_time=0:01:01.244832, arrival_time=2021-04-15 02:38:03.308909, cost_time=0:01:03.796694 2021-04-15 02:37:08,429 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.09ms, fps=402 images/s, loss=0.2099, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:54.854326, arrival_time=2021-04-15 02:38:03.284136, cost_time=0:01:10.162542 2021-04-15 02:37:14,788 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.2121, top1-acc=92.51%, top5-acc=99.86%, remaining_time=0:00:48.463528, arrival_time=2021-04-15 02:38:03.252293, cost_time=0:01:16.521411 2021-04-15 02:37:21,156 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.67ms, fps=402 images/s, loss=0.2132, top1-acc=92.48%, top5-acc=99.86%, remaining_time=0:00:42.082326, arrival_time=2021-04-15 02:38:03.239010, cost_time=0:01:22.889418 2021-04-15 02:37:27,523 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.2143, top1-acc=92.47%, top5-acc=99.85%, remaining_time=0:00:35.702520, arrival_time=2021-04-15 02:38:03.226224, cost_time=0:01:29.256353 2021-04-15 02:37:33,889 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=0.2156, top1-acc=92.44%, top5-acc=99.85%, remaining_time=0:00:29.324172, arrival_time=2021-04-15 02:38:03.213687, cost_time=0:01:35.622252 2021-04-15 02:37:40,277 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.47ms, fps=401 images/s, loss=0.2139, top1-acc=92.52%, top5-acc=99.85%, remaining_time=0:00:22.952160, arrival_time=2021-04-15 02:38:03.229154, cost_time=0:01:42.009550 2021-04-15 02:37:46,650 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=2.70ms, fps=402 images/s, loss=0.2149, top1-acc=92.45%, top5-acc=99.86%, remaining_time=0:00:16.576144, arrival_time=2021-04-15 02:38:03.226269, cost_time=0:01:48.382509 2021-04-15 02:37:53,008 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.10ms, fps=403 images/s, loss=0.2165, top1-acc=92.40%, top5-acc=99.85%, remaining_time=0:00:10.199216, arrival_time=2021-04-15 02:38:03.207848, cost_time=0:01:54.741213 2021-04-15 02:37:59,400 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=3.07ms, fps=401 images/s, loss=0.2161, top1-acc=92.41%, top5-acc=99.86%, remaining_time=0:00:03.825246, arrival_time=2021-04-15 02:38:03.225273, cost_time=0:02:01.132707 2021-04-15 02:38:02,790 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.64ms, fps=401 images/s, loss=0.2166, top1-acc=92.44%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:02.790843, cost_time=0:02:04.523548 2021-04-15 02:38:05,160 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.61ms, fps=1081 images/s, loss=0.7058, top1-acc=78.59%, top5-acc=98.52%, remaining_time=0:00:07.102350, arrival_time=2021-04-15 02:38:12.262863, cost_time=0:00:02.367451 2021-04-15 02:38:07,359 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.6850, top1-acc=79.49%, top5-acc=98.34%, remaining_time=0:00:04.566500, arrival_time=2021-04-15 02:38:11.925978, cost_time=0:00:04.566495 2021-04-15 02:38:09,552 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.48ms, fps=1168 images/s, loss=0.6619, top1-acc=80.36%, top5-acc=98.55%, remaining_time=0:00:02.253120, arrival_time=2021-04-15 02:38:11.805423, cost_time=0:00:06.759347 2021-04-15 02:38:11,542 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.6613, top1-acc=80.23%, top5-acc=98.54%, remaining_time=0:00:00, arrival_time=2021-04-15 02:38:11.542525, cost_time=0:00:08.749596 2021-04-15 02:38:12,970 INFO : Epoch=0028 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:28:01.718072, arrival_time=2021-04-15 09:06:14.688644, cost_time=1:03:10.047124 2021-04-15 02:38:12,973 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 02:38:19,500 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.32ms, fps=392 images/s, loss=0.2061, top1-acc=92.93%, top5-acc=99.77%, remaining_time=0:02:01.401270, arrival_time=2021-04-15 02:40:20.901877, cost_time=0:00:06.526953 2021-04-15 02:38:25,854 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.2126, top1-acc=92.60%, top5-acc=99.80%, remaining_time=0:01:53.355088, arrival_time=2021-04-15 02:40:19.209776, cost_time=0:00:12.881252 2021-04-15 02:38:32,218 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.2122, top1-acc=92.63%, top5-acc=99.83%, remaining_time=0:01:46.487340, arrival_time=2021-04-15 02:40:18.705535, cost_time=0:00:19.244700 2021-04-15 02:38:38,585 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.63ms, fps=402 images/s, loss=0.2094, top1-acc=92.76%, top5-acc=99.84%, remaining_time=0:01:39.888204, arrival_time=2021-04-15 02:40:18.474003, cost_time=0:00:25.612343 2021-04-15 02:38:44,948 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.28ms, fps=402 images/s, loss=0.2092, top1-acc=92.75%, top5-acc=99.85%, remaining_time=0:01:33.364956, arrival_time=2021-04-15 02:40:18.313055, cost_time=0:00:31.974320 2021-04-15 02:38:51,301 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.2083, top1-acc=92.72%, top5-acc=99.86%, remaining_time=0:01:26.875848, arrival_time=2021-04-15 02:40:18.176879, cost_time=0:00:38.327567 2021-04-15 02:38:57,664 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.2086, top1-acc=92.74%, top5-acc=99.86%, remaining_time=0:01:20.443062, arrival_time=2021-04-15 02:40:18.107164, cost_time=0:00:44.690572 2021-04-15 02:39:04,021 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.2092, top1-acc=92.71%, top5-acc=99.86%, remaining_time=0:01:14.020412, arrival_time=2021-04-15 02:40:18.042312, cost_time=0:00:51.048525 2021-04-15 02:39:10,388 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.53ms, fps=402 images/s, loss=0.2104, top1-acc=92.71%, top5-acc=99.84%, remaining_time=0:01:07.621640, arrival_time=2021-04-15 02:40:18.009727, cost_time=0:00:57.414611 2021-04-15 02:39:16,746 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.2071, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:01:01.221600, arrival_time=2021-04-15 02:40:17.967523, cost_time=0:01:03.772460 2021-04-15 02:39:23,095 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.21ms, fps=403 images/s, loss=0.2065, top1-acc=92.82%, top5-acc=99.85%, remaining_time=0:00:54.822334, arrival_time=2021-04-15 02:40:17.917405, cost_time=0:01:10.121568 2021-04-15 02:39:29,461 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.54ms, fps=402 images/s, loss=0.2070, top1-acc=92.83%, top5-acc=99.85%, remaining_time=0:00:48.442552, arrival_time=2021-04-15 02:40:17.904372, cost_time=0:01:16.488286 2021-04-15 02:39:35,839 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.72ms, fps=401 images/s, loss=0.2079, top1-acc=92.78%, top5-acc=99.84%, remaining_time=0:00:42.070182, arrival_time=2021-04-15 02:40:17.909192, cost_time=0:01:22.865553 2021-04-15 02:39:42,193 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2091, top1-acc=92.73%, top5-acc=99.85%, remaining_time=0:00:35.688128, arrival_time=2021-04-15 02:40:17.881943, cost_time=0:01:29.220341 2021-04-15 02:39:48,541 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.2114, top1-acc=92.65%, top5-acc=99.84%, remaining_time=0:00:29.307566, arrival_time=2021-04-15 02:40:17.849229, cost_time=0:01:35.568202 2021-04-15 02:39:54,900 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.2109, top1-acc=92.69%, top5-acc=99.85%, remaining_time=0:00:22.933584, arrival_time=2021-04-15 02:40:17.833957, cost_time=0:01:41.926992 2021-04-15 02:40:01,258 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.2111, top1-acc=92.70%, top5-acc=99.85%, remaining_time=0:00:16.561272, arrival_time=2021-04-15 02:40:17.820053, cost_time=0:01:48.285228 2021-04-15 02:40:07,615 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.2113, top1-acc=92.70%, top5-acc=99.85%, remaining_time=0:00:10.190400, arrival_time=2021-04-15 02:40:17.805900, cost_time=0:01:54.641929 2021-04-15 02:40:13,970 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.2123, top1-acc=92.66%, top5-acc=99.85%, remaining_time=0:00:03.820956, arrival_time=2021-04-15 02:40:17.791435, cost_time=0:02:00.997023 2021-04-15 02:40:17,353 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.32ms, fps=402 images/s, loss=0.2138, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:17.353462, cost_time=0:02:04.379995 2021-04-15 02:40:19,673 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.43ms, fps=1104 images/s, loss=0.4350, top1-acc=85.23%, top5-acc=99.41%, remaining_time=0:00:06.955170, arrival_time=2021-04-15 02:40:26.629057, cost_time=0:00:02.318389 2021-04-15 02:40:21,856 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.41ms, fps=1173 images/s, loss=0.4754, top1-acc=84.45%, top5-acc=99.10%, remaining_time=0:00:04.500920, arrival_time=2021-04-15 02:40:26.357322, cost_time=0:00:04.500915 2021-04-15 02:40:24,041 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.34ms, fps=1172 images/s, loss=0.4718, top1-acc=84.40%, top5-acc=99.11%, remaining_time=0:00:02.228580, arrival_time=2021-04-15 02:40:26.269804, cost_time=0:00:06.685732 2021-04-15 02:40:26,027 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=1.77ms, fps=1168 images/s, loss=0.4787, top1-acc=84.37%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-15 02:40:26.027504, cost_time=0:00:08.671944 2021-04-15 02:40:27,485 INFO : Epoch=0029 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:25:41.379897, arrival_time=2021-04-15 09:06:08.864788, cost_time=1:05:24.561498 2021-04-15 02:40:27,486 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 02:40:34,025 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.55ms, fps=392 images/s, loss=0.2280, top1-acc=92.11%, top5-acc=99.88%, remaining_time=0:02:01.617030, arrival_time=2021-04-15 02:42:35.642663, cost_time=0:00:06.538549 2021-04-15 02:40:40,389 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.83ms, fps=402 images/s, loss=0.2162, top1-acc=92.64%, top5-acc=99.92%, remaining_time=0:01:53.542880, arrival_time=2021-04-15 02:42:33.932286, cost_time=0:00:12.902591 2021-04-15 02:40:46,759 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.85ms, fps=402 images/s, loss=0.2114, top1-acc=92.72%, top5-acc=99.90%, remaining_time=0:01:46.638898, arrival_time=2021-04-15 02:42:33.397950, cost_time=0:00:19.272076 2021-04-15 02:40:53,148 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.57ms, fps=401 images/s, loss=0.2103, top1-acc=92.68%, top5-acc=99.90%, remaining_time=0:01:40.079460, arrival_time=2021-04-15 02:42:33.227686, cost_time=0:00:25.661392 2021-04-15 02:40:59,535 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=2.51ms, fps=401 images/s, loss=0.2056, top1-acc=92.86%, top5-acc=99.90%, remaining_time=0:01:33.581036, arrival_time=2021-04-15 02:42:33.116463, cost_time=0:00:32.048278 2021-04-15 02:41:05,907 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=2.21ms, fps=402 images/s, loss=0.2042, top1-acc=92.90%, top5-acc=99.89%, remaining_time=0:01:27.087056, arrival_time=2021-04-15 02:42:32.994652, cost_time=0:00:38.420788 2021-04-15 02:41:12,270 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.2039, top1-acc=92.95%, top5-acc=99.87%, remaining_time=0:01:20.611020, arrival_time=2021-04-15 02:42:32.881656, cost_time=0:00:44.783889 2021-04-15 02:41:18,647 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=2.10ms, fps=401 images/s, loss=0.2057, top1-acc=92.90%, top5-acc=99.86%, remaining_time=0:01:14.182812, arrival_time=2021-04-15 02:42:32.830141, cost_time=0:00:51.160588 2021-04-15 02:41:24,995 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.2066, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:01:07.731880, arrival_time=2021-04-15 02:42:32.726873, cost_time=0:00:57.508238 2021-04-15 02:41:31,359 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=2.00ms, fps=402 images/s, loss=0.2051, top1-acc=92.95%, top5-acc=99.87%, remaining_time=0:01:01.317312, arrival_time=2021-04-15 02:42:32.676232, cost_time=0:01:03.872161 2021-04-15 02:41:37,716 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.95ms, fps=403 images/s, loss=0.2054, top1-acc=92.94%, top5-acc=99.87%, remaining_time=0:00:54.906786, arrival_time=2021-04-15 02:42:32.623145, cost_time=0:01:10.229581 2021-04-15 02:41:44,070 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.2067, top1-acc=92.88%, top5-acc=99.87%, remaining_time=0:00:48.502820, arrival_time=2021-04-15 02:42:32.573019, cost_time=0:01:16.583437 2021-04-15 02:41:50,423 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.2048, top1-acc=92.92%, top5-acc=99.87%, remaining_time=0:00:42.106482, arrival_time=2021-04-15 02:42:32.530286, cost_time=0:01:22.936946 2021-04-15 02:41:56,775 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.2054, top1-acc=92.91%, top5-acc=99.88%, remaining_time=0:00:35.715456, arrival_time=2021-04-15 02:42:32.490928, cost_time=0:01:29.288709 2021-04-15 02:42:03,131 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.99ms, fps=403 images/s, loss=0.2070, top1-acc=92.82%, top5-acc=99.88%, remaining_time=0:00:29.330980, arrival_time=2021-04-15 02:42:32.462201, cost_time=0:01:35.644432 2021-04-15 02:42:09,481 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.2078, top1-acc=92.82%, top5-acc=99.89%, remaining_time=0:00:22.948920, arrival_time=2021-04-15 02:42:32.430822, cost_time=0:01:41.995156 2021-04-15 02:42:15,838 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.2078, top1-acc=92.81%, top5-acc=99.88%, remaining_time=0:00:16.571438, arrival_time=2021-04-15 02:42:32.410046, cost_time=0:01:48.351788 2021-04-15 02:42:22,194 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=2.27ms, fps=403 images/s, loss=0.2077, top1-acc=92.79%, top5-acc=99.88%, remaining_time=0:00:10.196192, arrival_time=2021-04-15 02:42:32.390200, cost_time=0:01:54.707193 2021-04-15 02:42:28,553 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.2077, top1-acc=92.78%, top5-acc=99.88%, remaining_time=0:00:03.823158, arrival_time=2021-04-15 02:42:32.376518, cost_time=0:02:01.066689 2021-04-15 02:42:31,924 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.2078, top1-acc=92.78%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:31.924871, cost_time=0:02:04.438211 2021-04-15 02:42:34,269 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.98ms, fps=1093 images/s, loss=0.4592, top1-acc=85.78%, top5-acc=99.61%, remaining_time=0:00:07.027140, arrival_time=2021-04-15 02:42:41.296439, cost_time=0:00:02.342375 2021-04-15 02:42:36,458 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.48ms, fps=1170 images/s, loss=0.4730, top1-acc=85.04%, top5-acc=99.36%, remaining_time=0:00:04.531260, arrival_time=2021-04-15 02:42:40.989361, cost_time=0:00:04.531258 2021-04-15 02:42:38,643 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.44ms, fps=1171 images/s, loss=0.4869, top1-acc=84.54%, top5-acc=99.26%, remaining_time=0:00:02.238950, arrival_time=2021-04-15 02:42:40.882647, cost_time=0:00:06.716858 2021-04-15 02:42:40,625 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=1.26ms, fps=1171 images/s, loss=0.4952, top1-acc=84.34%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-15 02:42:40.625495, cost_time=0:00:08.698656 2021-04-15 02:42:42,217 INFO : Epoch=0030 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:23:22.668040, arrival_time=2021-04-15 09:06:04.885779, cost_time=1:07:39.294354 2021-04-15 02:42:42,219 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 02:42:48,772 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.72ms, fps=391 images/s, loss=0.2014, top1-acc=93.09%, top5-acc=99.80%, remaining_time=0:02:01.872408, arrival_time=2021-04-15 02:44:50.644405, cost_time=0:00:06.552284 2021-04-15 02:42:55,205 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.31ms, fps=398 images/s, loss=0.1934, top1-acc=93.26%, top5-acc=99.82%, remaining_time=0:01:54.273280, arrival_time=2021-04-15 02:44:49.478588, cost_time=0:00:12.985602 2021-04-15 02:43:01,553 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.1830, top1-acc=93.66%, top5-acc=99.88%, remaining_time=0:01:46.981356, arrival_time=2021-04-15 02:44:48.534867, cost_time=0:00:19.333989 2021-04-15 02:43:07,902 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1837, top1-acc=93.68%, top5-acc=99.89%, remaining_time=0:01:40.164636, arrival_time=2021-04-15 02:44:48.067446, cost_time=0:00:25.683241 2021-04-15 02:43:14,244 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.58ms, fps=404 images/s, loss=0.1872, top1-acc=93.57%, top5-acc=99.87%, remaining_time=0:01:33.511686, arrival_time=2021-04-15 02:44:47.755707, cost_time=0:00:32.024540 2021-04-15 02:43:20,598 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1870, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:01:26.992536, arrival_time=2021-04-15 02:44:47.591147, cost_time=0:00:38.379038 2021-04-15 02:43:26,948 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1894, top1-acc=93.42%, top5-acc=99.87%, remaining_time=0:01:20.511984, arrival_time=2021-04-15 02:44:47.460363, cost_time=0:00:44.728899 2021-04-15 02:43:33,296 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1888, top1-acc=93.44%, top5-acc=99.87%, remaining_time=0:01:14.061592, arrival_time=2021-04-15 02:44:47.358078, cost_time=0:00:51.076992 2021-04-15 02:43:39,640 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1922, top1-acc=93.29%, top5-acc=99.86%, remaining_time=0:01:07.629060, arrival_time=2021-04-15 02:44:47.269480, cost_time=0:00:57.420936 2021-04-15 02:43:45,989 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1917, top1-acc=93.36%, top5-acc=99.86%, remaining_time=0:01:01.218720, arrival_time=2021-04-15 02:44:47.207813, cost_time=0:01:03.769526 2021-04-15 02:43:52,333 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1907, top1-acc=93.36%, top5-acc=99.87%, remaining_time=0:00:54.816142, arrival_time=2021-04-15 02:44:47.149387, cost_time=0:01:10.113713 2021-04-15 02:43:58,684 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1932, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:48.427808, arrival_time=2021-04-15 02:44:47.112318, cost_time=0:01:16.465017 2021-04-15 02:44:05,029 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1957, top1-acc=93.21%, top5-acc=99.87%, remaining_time=0:00:42.041802, arrival_time=2021-04-15 02:44:47.070858, cost_time=0:01:22.809569 2021-04-15 02:44:11,374 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1982, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:35.661920, arrival_time=2021-04-15 02:44:47.036272, cost_time=0:01:29.154779 2021-04-15 02:44:17,716 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1989, top1-acc=93.00%, top5-acc=99.87%, remaining_time=0:00:29.285670, arrival_time=2021-04-15 02:44:47.001921, cost_time=0:01:35.496769 2021-04-15 02:44:24,068 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1997, top1-acc=92.98%, top5-acc=99.87%, remaining_time=0:00:22.916052, arrival_time=2021-04-15 02:44:46.984703, cost_time=0:01:41.849148 2021-04-15 02:44:30,421 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.2018, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:16.548480, arrival_time=2021-04-15 02:44:46.969480, cost_time=0:01:48.201516 2021-04-15 02:44:36,773 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2031, top1-acc=92.84%, top5-acc=99.87%, remaining_time=0:00:10.182544, arrival_time=2021-04-15 02:44:46.955935, cost_time=0:01:54.553686 2021-04-15 02:44:43,120 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.20ms, fps=403 images/s, loss=0.2051, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:03.817932, arrival_time=2021-04-15 02:44:46.938724, cost_time=0:02:00.901113 2021-04-15 02:44:46,488 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.2057, top1-acc=92.75%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:46.488798, cost_time=0:02:04.269305 2021-04-15 02:44:48,783 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=1.34ms, fps=1116 images/s, loss=0.7651, top1-acc=78.01%, top5-acc=98.32%, remaining_time=0:00:06.879810, arrival_time=2021-04-15 02:44:55.663721, cost_time=0:00:02.293272 2021-04-15 02:44:50,967 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.48ms, fps=1172 images/s, loss=0.7666, top1-acc=77.91%, top5-acc=98.42%, remaining_time=0:00:04.477120, arrival_time=2021-04-15 02:44:55.444882, cost_time=0:00:04.477116 2021-04-15 02:44:53,154 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.48ms, fps=1171 images/s, loss=0.7610, top1-acc=78.11%, top5-acc=98.44%, remaining_time=0:00:02.221270, arrival_time=2021-04-15 02:44:55.375718, cost_time=0:00:06.663809 2021-04-15 02:44:55,143 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=1.22ms, fps=1167 images/s, loss=0.7437, top1-acc=78.51%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-15 02:44:55.143445, cost_time=0:00:08.652751 2021-04-15 02:44:56,918 INFO : Epoch=0031 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:21:04.038899, arrival_time=2021-04-15 09:06:00.957562, cost_time=1:09:53.995297 2021-04-15 02:44:56,920 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 02:45:03,453 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.54ms, fps=392 images/s, loss=0.2046, top1-acc=93.28%, top5-acc=99.84%, remaining_time=0:02:01.515660, arrival_time=2021-04-15 02:47:04.969051, cost_time=0:00:06.533104 2021-04-15 02:45:09,797 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.95ms, fps=404 images/s, loss=0.2097, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:01:53.317600, arrival_time=2021-04-15 02:47:03.114788, cost_time=0:00:12.876994 2021-04-15 02:45:16,140 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.2131, top1-acc=92.73%, top5-acc=99.84%, remaining_time=0:01:46.350556, arrival_time=2021-04-15 02:47:02.490650, cost_time=0:00:19.219981 2021-04-15 02:45:22,488 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.2094, top1-acc=92.81%, top5-acc=99.86%, remaining_time=0:01:39.717540, arrival_time=2021-04-15 02:47:02.206330, cost_time=0:00:25.568600 2021-04-15 02:45:28,830 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.2082, top1-acc=92.90%, top5-acc=99.87%, remaining_time=0:01:33.179390, arrival_time=2021-04-15 02:47:02.010265, cost_time=0:00:31.910759 2021-04-15 02:45:35,172 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.2048, top1-acc=93.01%, top5-acc=99.89%, remaining_time=0:01:26.705848, arrival_time=2021-04-15 02:47:01.878520, cost_time=0:00:38.252573 2021-04-15 02:45:41,520 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.2070, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:01:20.280522, arrival_time=2021-04-15 02:47:01.800887, cost_time=0:00:44.600267 2021-04-15 02:45:47,868 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.2088, top1-acc=92.90%, top5-acc=99.88%, remaining_time=0:01:13.874832, arrival_time=2021-04-15 02:47:01.743173, cost_time=0:00:50.948153 2021-04-15 02:45:54,216 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.2084, top1-acc=92.92%, top5-acc=99.88%, remaining_time=0:01:07.482462, arrival_time=2021-04-15 02:47:01.699007, cost_time=0:00:57.296428 2021-04-15 02:46:00,564 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2082, top1-acc=92.91%, top5-acc=99.89%, remaining_time=0:01:01.098432, arrival_time=2021-04-15 02:47:01.662721, cost_time=0:01:03.644193 2021-04-15 02:46:06,915 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.2072, top1-acc=92.92%, top5-acc=99.88%, remaining_time=0:00:54.723950, arrival_time=2021-04-15 02:47:01.639815, cost_time=0:01:09.995762 2021-04-15 02:46:13,272 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.2069, top1-acc=92.89%, top5-acc=99.88%, remaining_time=0:00:48.356368, arrival_time=2021-04-15 02:47:01.628645, cost_time=0:01:16.352177 2021-04-15 02:46:19,616 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.70ms, fps=404 images/s, loss=0.2068, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:41.984316, arrival_time=2021-04-15 02:47:01.600879, cost_time=0:01:22.696331 2021-04-15 02:46:25,965 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.2069, top1-acc=92.87%, top5-acc=99.87%, remaining_time=0:00:35.618128, arrival_time=2021-04-15 02:47:01.583525, cost_time=0:01:29.045293 2021-04-15 02:46:32,320 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.2081, top1-acc=92.83%, top5-acc=99.86%, remaining_time=0:00:29.256230, arrival_time=2021-04-15 02:47:01.577155, cost_time=0:01:35.400822 2021-04-15 02:46:38,662 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.2088, top1-acc=92.82%, top5-acc=99.86%, remaining_time=0:00:22.892076, arrival_time=2021-04-15 02:47:01.554802, cost_time=0:01:41.742573 2021-04-15 02:46:45,012 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2085, top1-acc=92.86%, top5-acc=99.86%, remaining_time=0:00:16.531840, arrival_time=2021-04-15 02:47:01.544700, cost_time=0:01:48.092758 2021-04-15 02:46:51,373 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.2088, top1-acc=92.83%, top5-acc=99.85%, remaining_time=0:00:10.173584, arrival_time=2021-04-15 02:47:01.546518, cost_time=0:01:54.452741 2021-04-15 02:46:57,721 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.2087, top1-acc=92.82%, top5-acc=99.85%, remaining_time=0:00:03.814776, arrival_time=2021-04-15 02:47:01.536034, cost_time=0:02:00.801158 2021-04-15 02:47:01,089 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.2089, top1-acc=92.84%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:01.088995, cost_time=0:02:04.168893 2021-04-15 02:47:03,384 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.51ms, fps=1116 images/s, loss=0.6104, top1-acc=81.52%, top5-acc=98.24%, remaining_time=0:00:06.881670, arrival_time=2021-04-15 02:47:10.266458, cost_time=0:00:02.293887 2021-04-15 02:47:05,570 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.33ms, fps=1172 images/s, loss=0.6432, top1-acc=80.92%, top5-acc=98.40%, remaining_time=0:00:04.479640, arrival_time=2021-04-15 02:47:10.050200, cost_time=0:00:04.479635 2021-04-15 02:47:07,757 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.34ms, fps=1171 images/s, loss=0.6434, top1-acc=80.62%, top5-acc=98.44%, remaining_time=0:00:02.222230, arrival_time=2021-04-15 02:47:09.979854, cost_time=0:00:06.666697 2021-04-15 02:47:09,744 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=1.19ms, fps=1168 images/s, loss=0.6479, top1-acc=80.40%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-15 02:47:09.744147, cost_time=0:00:08.653247 2021-04-15 02:47:11,092 INFO : Epoch=0032 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:18:42.889896, arrival_time=2021-04-15 09:05:53.982789, cost_time=1:12:08.169511 2021-04-15 02:47:11,094 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 02:47:17,636 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.49ms, fps=391 images/s, loss=0.2188, top1-acc=92.54%, top5-acc=99.92%, remaining_time=0:02:01.669668, arrival_time=2021-04-15 02:49:19.305962, cost_time=0:00:06.541377 2021-04-15 02:47:23,992 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.2075, top1-acc=92.89%, top5-acc=99.90%, remaining_time=0:01:53.498880, arrival_time=2021-04-15 02:49:17.491396, cost_time=0:00:12.897594 2021-04-15 02:47:30,342 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1986, top1-acc=93.26%, top5-acc=99.92%, remaining_time=0:01:46.503442, arrival_time=2021-04-15 02:49:16.845969, cost_time=0:00:19.247611 2021-04-15 02:47:36,689 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1921, top1-acc=93.44%, top5-acc=99.93%, remaining_time=0:01:39.818940, arrival_time=2021-04-15 02:49:16.508470, cost_time=0:00:25.594610 2021-04-15 02:47:43,039 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.1907, top1-acc=93.44%, top5-acc=99.93%, remaining_time=0:01:33.277648, arrival_time=2021-04-15 02:49:16.317024, cost_time=0:00:31.944384 2021-04-15 02:47:49,393 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1883, top1-acc=93.54%, top5-acc=99.92%, remaining_time=0:01:26.810704, arrival_time=2021-04-15 02:49:16.204344, cost_time=0:00:38.298811 2021-04-15 02:47:55,748 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1907, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:01:20.377038, arrival_time=2021-04-15 02:49:16.125750, cost_time=0:00:44.653886 2021-04-15 02:48:02,090 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1948, top1-acc=93.38%, top5-acc=99.89%, remaining_time=0:01:13.943968, arrival_time=2021-04-15 02:49:16.034705, cost_time=0:00:50.995876 2021-04-15 02:48:08,460 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.31ms, fps=402 images/s, loss=0.1936, top1-acc=93.44%, top5-acc=99.88%, remaining_time=0:01:07.563658, arrival_time=2021-04-15 02:49:16.024132, cost_time=0:00:57.365409 2021-04-15 02:48:14,815 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1946, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:01:01.171968, arrival_time=2021-04-15 02:49:15.987701, cost_time=0:01:03.720811 2021-04-15 02:48:21,166 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1943, top1-acc=93.44%, top5-acc=99.86%, remaining_time=0:00:54.783290, arrival_time=2021-04-15 02:49:15.949873, cost_time=0:01:10.071669 2021-04-15 02:48:27,507 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1938, top1-acc=93.44%, top5-acc=99.86%, remaining_time=0:00:48.394596, arrival_time=2021-04-15 02:49:15.901917, cost_time=0:01:16.412502 2021-04-15 02:48:33,861 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.1957, top1-acc=93.36%, top5-acc=99.86%, remaining_time=0:00:42.019824, arrival_time=2021-04-15 02:49:15.881058, cost_time=0:01:22.766318 2021-04-15 02:48:40,216 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1960, top1-acc=93.35%, top5-acc=99.87%, remaining_time=0:00:35.648368, arrival_time=2021-04-15 02:49:15.864316, cost_time=0:01:29.120956 2021-04-15 02:48:46,571 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1972, top1-acc=93.28%, top5-acc=99.87%, remaining_time=0:00:29.279552, arrival_time=2021-04-15 02:49:15.851233, cost_time=0:01:35.476768 2021-04-15 02:48:52,918 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1993, top1-acc=93.19%, top5-acc=99.88%, remaining_time=0:00:22.910148, arrival_time=2021-04-15 02:49:15.828118, cost_time=0:01:41.822941 2021-04-15 02:48:59,264 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1999, top1-acc=93.15%, top5-acc=99.88%, remaining_time=0:00:16.543644, arrival_time=2021-04-15 02:49:15.808529, cost_time=0:01:48.169912 2021-04-15 02:49:05,612 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.2009, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:10.179376, arrival_time=2021-04-15 02:49:15.792197, cost_time=0:01:54.517958 2021-04-15 02:49:11,970 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.85ms, fps=403 images/s, loss=0.2013, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:03.817128, arrival_time=2021-04-15 02:49:15.787746, cost_time=0:02:00.875718 2021-04-15 02:49:15,334 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.2019, top1-acc=93.11%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:15.334046, cost_time=0:02:04.239184 2021-04-15 02:49:17,664 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=1.31ms, fps=1100 images/s, loss=0.4668, top1-acc=85.16%, top5-acc=99.02%, remaining_time=0:00:06.983250, arrival_time=2021-04-15 02:49:24.647746, cost_time=0:00:02.327753 2021-04-15 02:49:19,846 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.38ms, fps=1173 images/s, loss=0.4713, top1-acc=85.37%, top5-acc=99.00%, remaining_time=0:00:04.509640, arrival_time=2021-04-15 02:49:24.356111, cost_time=0:00:04.509646 2021-04-15 02:49:22,033 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.42ms, fps=1171 images/s, loss=0.4775, top1-acc=85.26%, top5-acc=98.96%, remaining_time=0:00:02.232250, arrival_time=2021-04-15 02:49:24.265837, cost_time=0:00:06.696760 2021-04-15 02:49:24,019 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=1.17ms, fps=1169 images/s, loss=0.4965, top1-acc=84.90%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-15 02:49:24.018946, cost_time=0:00:08.682165 2021-04-15 02:49:25,423 INFO : Epoch=0033 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:16:22.954758, arrival_time=2021-04-15 09:05:48.378172, cost_time=1:14:22.500035 2021-04-15 02:49:25,425 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 02:49:31,950 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.93ms, fps=392 images/s, loss=0.2116, top1-acc=92.93%, top5-acc=99.88%, remaining_time=0:02:01.358490, arrival_time=2021-04-15 02:51:33.309028, cost_time=0:00:06.524646 2021-04-15 02:49:38,301 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=2.14ms, fps=403 images/s, loss=0.2085, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:01:53.307568, arrival_time=2021-04-15 02:51:31.609313, cost_time=0:00:12.875851 2021-04-15 02:49:44,649 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1996, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:01:46.371140, arrival_time=2021-04-15 02:51:31.020667, cost_time=0:00:19.223705 2021-04-15 02:49:50,999 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1978, top1-acc=93.22%, top5-acc=99.86%, remaining_time=0:01:39.737352, arrival_time=2021-04-15 02:51:30.736943, cost_time=0:00:25.573698 2021-04-15 02:49:57,343 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1967, top1-acc=93.27%, top5-acc=99.87%, remaining_time=0:01:33.200122, arrival_time=2021-04-15 02:51:30.543796, cost_time=0:00:31.917853 2021-04-15 02:50:03,691 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1965, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:01:26.736176, arrival_time=2021-04-15 02:51:30.427955, cost_time=0:00:38.265970 2021-04-15 02:50:10,040 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.09ms, fps=403 images/s, loss=0.1952, top1-acc=93.24%, top5-acc=99.89%, remaining_time=0:01:20.306226, arrival_time=2021-04-15 02:51:30.346707, cost_time=0:00:44.614587 2021-04-15 02:50:16,389 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.88ms, fps=403 images/s, loss=0.1942, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:01:13.897220, arrival_time=2021-04-15 02:51:30.286728, cost_time=0:00:50.963602 2021-04-15 02:50:22,743 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1959, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:01:07.506630, arrival_time=2021-04-15 02:51:30.249538, cost_time=0:00:57.316985 2021-04-15 02:50:29,087 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1967, top1-acc=93.34%, top5-acc=99.89%, remaining_time=0:01:01.114752, arrival_time=2021-04-15 02:51:30.201818, cost_time=0:01:03.661171 2021-04-15 02:50:35,437 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1964, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:54.736592, arrival_time=2021-04-15 02:51:30.174286, cost_time=0:01:10.011871 2021-04-15 02:50:41,792 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.88ms, fps=403 images/s, loss=0.1976, top1-acc=93.29%, top5-acc=99.89%, remaining_time=0:00:48.365412, arrival_time=2021-04-15 02:51:30.157757, cost_time=0:01:16.366447 2021-04-15 02:50:48,145 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1998, top1-acc=93.22%, top5-acc=99.89%, remaining_time=0:00:41.996262, arrival_time=2021-04-15 02:51:30.142100, cost_time=0:01:22.719953 2021-04-15 02:50:54,494 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.2017, top1-acc=93.15%, top5-acc=99.88%, remaining_time=0:00:35.627312, arrival_time=2021-04-15 02:51:30.121465, cost_time=0:01:29.068336 2021-04-15 02:51:00,844 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=2.76ms, fps=403 images/s, loss=0.2030, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:29.261658, arrival_time=2021-04-15 02:51:30.106009, cost_time=0:01:35.418399 2021-04-15 02:51:07,193 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.2033, top1-acc=93.10%, top5-acc=99.88%, remaining_time=0:00:22.897728, arrival_time=2021-04-15 02:51:30.091303, cost_time=0:01:41.767679 2021-04-15 02:51:13,541 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.2021, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:16.535246, arrival_time=2021-04-15 02:51:30.076280, cost_time=0:01:48.115143 2021-04-15 02:51:19,886 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.2017, top1-acc=93.10%, top5-acc=99.89%, remaining_time=0:00:10.174240, arrival_time=2021-04-15 02:51:30.060240, cost_time=0:01:54.460196 2021-04-15 02:51:26,235 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.2015, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:03.815046, arrival_time=2021-04-15 02:51:30.050849, cost_time=0:02:00.809876 2021-04-15 02:51:29,597 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.2028, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:29.597826, cost_time=0:02:04.172016 2021-04-15 02:51:31,940 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.58ms, fps=1094 images/s, loss=0.5125, top1-acc=82.97%, top5-acc=99.57%, remaining_time=0:00:07.023000, arrival_time=2021-04-15 02:51:38.963666, cost_time=0:00:02.340999 2021-04-15 02:51:34,125 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.30ms, fps=1172 images/s, loss=0.5042, top1-acc=83.16%, top5-acc=99.41%, remaining_time=0:00:04.525780, arrival_time=2021-04-15 02:51:38.651218, cost_time=0:00:04.525780 2021-04-15 02:51:36,307 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.46ms, fps=1173 images/s, loss=0.5039, top1-acc=83.72%, top5-acc=99.30%, remaining_time=0:00:02.235940, arrival_time=2021-04-15 02:51:38.543420, cost_time=0:00:06.707823 2021-04-15 02:51:38,289 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=1.33ms, fps=1171 images/s, loss=0.4982, top1-acc=83.76%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-15 02:51:38.289651, cost_time=0:00:08.690026 2021-04-15 02:51:39,686 INFO : Epoch=0034 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:14:03.021052, arrival_time=2021-04-15 09:05:42.707738, cost_time=1:16:36.763344 2021-04-15 02:51:39,687 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 02:51:46,198 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.51ms, fps=393 images/s, loss=0.1998, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:02:01.094184, arrival_time=2021-04-15 02:53:47.292673, cost_time=0:00:06.510436 2021-04-15 02:51:52,547 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1921, top1-acc=93.40%, top5-acc=99.86%, remaining_time=0:01:53.157616, arrival_time=2021-04-15 02:53:45.704592, cost_time=0:00:12.858827 2021-04-15 02:51:58,890 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1945, top1-acc=93.39%, top5-acc=99.86%, remaining_time=0:01:46.251620, arrival_time=2021-04-15 02:53:45.141691, cost_time=0:00:19.202109 2021-04-15 02:52:05,244 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1933, top1-acc=93.30%, top5-acc=99.88%, remaining_time=0:01:39.671052, arrival_time=2021-04-15 02:53:44.915774, cost_time=0:00:25.556670 2021-04-15 02:52:11,595 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1884, top1-acc=93.46%, top5-acc=99.89%, remaining_time=0:01:33.170192, arrival_time=2021-04-15 02:53:44.765767, cost_time=0:00:31.907588 2021-04-15 02:52:17,942 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1911, top1-acc=93.42%, top5-acc=99.89%, remaining_time=0:01:26.710336, arrival_time=2021-04-15 02:53:44.652877, cost_time=0:00:38.254575 2021-04-15 02:52:24,284 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1924, top1-acc=93.43%, top5-acc=99.87%, remaining_time=0:01:20.273088, arrival_time=2021-04-15 02:53:44.557232, cost_time=0:00:44.596178 2021-04-15 02:52:30,636 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1922, top1-acc=93.39%, top5-acc=99.86%, remaining_time=0:01:13.875180, arrival_time=2021-04-15 02:53:44.511785, cost_time=0:00:50.948409 2021-04-15 02:52:36,989 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1911, top1-acc=93.40%, top5-acc=99.87%, remaining_time=0:01:07.488822, arrival_time=2021-04-15 02:53:44.478625, cost_time=0:00:57.301825 2021-04-15 02:52:43,335 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1923, top1-acc=93.36%, top5-acc=99.86%, remaining_time=0:01:01.101120, arrival_time=2021-04-15 02:53:44.436148, cost_time=0:01:03.646982 2021-04-15 02:52:49,683 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.1945, top1-acc=93.25%, top5-acc=99.86%, remaining_time=0:00:54.723864, arrival_time=2021-04-15 02:53:44.407486, cost_time=0:01:09.995654 2021-04-15 02:52:56,026 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1933, top1-acc=93.26%, top5-acc=99.86%, remaining_time=0:00:48.347704, arrival_time=2021-04-15 02:53:44.374216, cost_time=0:01:16.338456 2021-04-15 02:53:02,366 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.58ms, fps=404 images/s, loss=0.1933, top1-acc=93.27%, top5-acc=99.85%, remaining_time=0:00:41.975340, arrival_time=2021-04-15 02:53:44.342069, cost_time=0:01:22.678758 2021-04-15 02:53:08,704 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1914, top1-acc=93.34%, top5-acc=99.85%, remaining_time=0:00:35.606592, arrival_time=2021-04-15 02:53:44.311087, cost_time=0:01:29.016516 2021-04-15 02:53:15,058 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1938, top1-acc=93.27%, top5-acc=99.85%, remaining_time=0:00:29.247030, arrival_time=2021-04-15 02:53:44.305695, cost_time=0:01:35.370704 2021-04-15 02:53:21,405 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1943, top1-acc=93.25%, top5-acc=99.85%, remaining_time=0:00:22.886316, arrival_time=2021-04-15 02:53:44.291272, cost_time=0:01:41.716892 2021-04-15 02:53:27,749 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1953, top1-acc=93.18%, top5-acc=99.85%, remaining_time=0:00:16.526978, arrival_time=2021-04-15 02:53:44.276017, cost_time=0:01:48.061073 2021-04-15 02:53:34,092 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1946, top1-acc=93.21%, top5-acc=99.86%, remaining_time=0:00:10.169312, arrival_time=2021-04-15 02:53:44.262136, cost_time=0:01:54.404845 2021-04-15 02:53:40,431 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1942, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:03.812958, arrival_time=2021-04-15 02:53:44.244680, cost_time=0:02:00.743758 2021-04-15 02:53:43,796 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1933, top1-acc=93.28%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:43.796695, cost_time=0:02:04.108734 2021-04-15 02:53:46,112 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.34ms, fps=1106 images/s, loss=0.4765, top1-acc=85.62%, top5-acc=99.41%, remaining_time=0:00:06.941880, arrival_time=2021-04-15 02:53:53.054253, cost_time=0:00:02.313956 2021-04-15 02:53:48,295 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.38ms, fps=1173 images/s, loss=0.5003, top1-acc=84.71%, top5-acc=99.45%, remaining_time=0:00:04.496940, arrival_time=2021-04-15 02:53:52.792292, cost_time=0:00:04.496939 2021-04-15 02:53:50,476 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.29ms, fps=1174 images/s, loss=0.5009, top1-acc=84.60%, top5-acc=99.47%, remaining_time=0:00:02.225910, arrival_time=2021-04-15 02:53:52.702055, cost_time=0:00:06.677733 2021-04-15 02:53:52,454 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=1.14ms, fps=1173 images/s, loss=0.5143, top1-acc=84.56%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 02:53:52.454161, cost_time=0:00:08.655783 2021-04-15 02:53:53,801 INFO : Epoch=0035 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:11:42.709935, arrival_time=2021-04-15 09:05:36.511138, cost_time=1:18:50.877850 2021-04-15 02:53:53,802 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 02:54:00,326 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.57ms, fps=392 images/s, loss=0.1562, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:02:01.344912, arrival_time=2021-04-15 02:56:01.671410, cost_time=0:00:06.523915 2021-04-15 02:54:06,678 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1659, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:01:53.310736, arrival_time=2021-04-15 02:55:59.989541, cost_time=0:00:12.876222 2021-04-15 02:54:13,028 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1705, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:01:46.380270, arrival_time=2021-04-15 02:55:59.408202, cost_time=0:00:19.225353 2021-04-15 02:54:19,384 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.1741, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:01:39.770580, arrival_time=2021-04-15 02:55:59.155362, cost_time=0:00:25.582202 2021-04-15 02:54:25,738 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1794, top1-acc=93.65%, top5-acc=99.88%, remaining_time=0:01:33.254142, arrival_time=2021-04-15 02:55:58.992992, cost_time=0:00:31.936343 2021-04-15 02:54:32,093 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1821, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:01:26.793976, arrival_time=2021-04-15 02:55:58.887893, cost_time=0:00:38.291437 2021-04-15 02:54:38,445 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1834, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:01:20.358012, arrival_time=2021-04-15 02:55:58.803851, cost_time=0:00:44.643337 2021-04-15 02:54:44,792 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1859, top1-acc=93.49%, top5-acc=99.89%, remaining_time=0:01:13.935500, arrival_time=2021-04-15 02:55:58.728077, cost_time=0:00:50.990005 2021-04-15 02:54:51,141 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.1879, top1-acc=93.42%, top5-acc=99.88%, remaining_time=0:01:07.532494, arrival_time=2021-04-15 02:55:58.673946, cost_time=0:00:57.338945 2021-04-15 02:54:57,480 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1906, top1-acc=93.33%, top5-acc=99.88%, remaining_time=0:01:01.130688, arrival_time=2021-04-15 02:55:58.610932, cost_time=0:01:03.677754 2021-04-15 02:55:03,825 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1904, top1-acc=93.32%, top5-acc=99.89%, remaining_time=0:00:54.745364, arrival_time=2021-04-15 02:55:58.571015, cost_time=0:01:10.023159 2021-04-15 02:55:10,168 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1899, top1-acc=93.35%, top5-acc=99.89%, remaining_time=0:00:48.365032, arrival_time=2021-04-15 02:55:58.533336, cost_time=0:01:16.365813 2021-04-15 02:55:16,512 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1897, top1-acc=93.38%, top5-acc=99.88%, remaining_time=0:00:41.991378, arrival_time=2021-04-15 02:55:58.504190, cost_time=0:01:22.710319 2021-04-15 02:55:22,858 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1912, top1-acc=93.35%, top5-acc=99.87%, remaining_time=0:00:35.622496, arrival_time=2021-04-15 02:55:58.481317, cost_time=0:01:29.056272 2021-04-15 02:55:29,206 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1910, top1-acc=93.37%, top5-acc=99.88%, remaining_time=0:00:29.257058, arrival_time=2021-04-15 02:55:58.462998, cost_time=0:01:35.403419 2021-04-15 02:55:35,558 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1928, top1-acc=93.30%, top5-acc=99.88%, remaining_time=0:00:22.895172, arrival_time=2021-04-15 02:55:58.453973, cost_time=0:01:41.756297 2021-04-15 02:55:41,907 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1922, top1-acc=93.34%, top5-acc=99.88%, remaining_time=0:00:16.533738, arrival_time=2021-04-15 02:55:58.441506, cost_time=0:01:48.105274 2021-04-15 02:55:48,249 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1922, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:10.173072, arrival_time=2021-04-15 02:55:58.422725, cost_time=0:01:54.447129 2021-04-15 02:55:54,593 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.1934, top1-acc=93.29%, top5-acc=99.88%, remaining_time=0:00:03.814434, arrival_time=2021-04-15 02:55:58.407389, cost_time=0:02:00.790469 2021-04-15 02:55:57,960 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.1928, top1-acc=93.31%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 02:55:57.960426, cost_time=0:02:04.157940 2021-04-15 02:56:00,253 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.47ms, fps=1117 images/s, loss=0.5892, top1-acc=81.95%, top5-acc=98.95%, remaining_time=0:00:06.872490, arrival_time=2021-04-15 02:56:07.125621, cost_time=0:00:02.290831 2021-04-15 02:56:02,439 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.41ms, fps=1171 images/s, loss=0.5837, top1-acc=82.46%, top5-acc=99.14%, remaining_time=0:00:04.477000, arrival_time=2021-04-15 02:56:06.916209, cost_time=0:00:04.477000 2021-04-15 02:56:04,620 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.33ms, fps=1174 images/s, loss=0.5682, top1-acc=82.99%, top5-acc=99.14%, remaining_time=0:00:02.219260, arrival_time=2021-04-15 02:56:06.839255, cost_time=0:00:06.657777 2021-04-15 02:56:06,600 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=1.28ms, fps=1172 images/s, loss=0.5568, top1-acc=83.38%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-15 02:56:06.600218, cost_time=0:00:08.638045 2021-04-15 02:56:08,046 INFO : Epoch=0036 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:09:23.339988, arrival_time=2021-04-15 09:05:31.386745, cost_time=1:21:05.123406 2021-04-15 02:56:08,048 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 02:56:14,565 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.01ms, fps=393 images/s, loss=0.1962, top1-acc=93.55%, top5-acc=99.80%, remaining_time=0:02:01.211364, arrival_time=2021-04-15 02:58:15.776338, cost_time=0:00:06.516743 2021-04-15 02:56:20,919 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1843, top1-acc=93.63%, top5-acc=99.90%, remaining_time=0:01:53.263392, arrival_time=2021-04-15 02:58:14.182443, cost_time=0:00:12.870849 2021-04-15 02:56:27,266 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1793, top1-acc=93.85%, top5-acc=99.93%, remaining_time=0:01:46.342090, arrival_time=2021-04-15 02:58:13.608729, cost_time=0:00:19.218457 2021-04-15 02:56:33,618 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1793, top1-acc=93.80%, top5-acc=99.92%, remaining_time=0:01:39.725808, arrival_time=2021-04-15 02:58:13.344708, cost_time=0:00:25.570706 2021-04-15 02:56:39,971 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1813, top1-acc=93.66%, top5-acc=99.93%, remaining_time=0:01:33.216182, arrival_time=2021-04-15 02:58:13.187658, cost_time=0:00:31.923351 2021-04-15 02:56:46,319 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1830, top1-acc=93.57%, top5-acc=99.92%, remaining_time=0:01:26.747736, arrival_time=2021-04-15 02:58:13.066886, cost_time=0:00:38.271039 2021-04-15 02:56:52,670 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1818, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:01:20.320842, arrival_time=2021-04-15 02:58:12.991651, cost_time=0:00:44.622691 2021-04-15 02:56:59,014 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1827, top1-acc=93.70%, top5-acc=99.90%, remaining_time=0:01:13.900352, arrival_time=2021-04-15 02:58:12.914328, cost_time=0:00:50.965777 2021-04-15 02:57:05,368 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.71ms, fps=403 images/s, loss=0.1848, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:01:07.510552, arrival_time=2021-04-15 02:58:12.879057, cost_time=0:00:57.320295 2021-04-15 02:57:11,718 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1840, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:01:01.123392, arrival_time=2021-04-15 02:58:12.841774, cost_time=0:01:03.670181 2021-04-15 02:57:18,060 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1845, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:00:54.736678, arrival_time=2021-04-15 02:58:12.796946, cost_time=0:01:10.012061 2021-04-15 02:57:24,401 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1845, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:48.357356, arrival_time=2021-04-15 02:58:12.759137, cost_time=0:01:16.353669 2021-04-15 02:57:30,747 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.1840, top1-acc=93.71%, top5-acc=99.89%, remaining_time=0:00:41.985570, arrival_time=2021-04-15 02:58:12.732647, cost_time=0:01:22.698871 2021-04-15 02:57:37,084 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1843, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:35.614600, arrival_time=2021-04-15 02:58:12.699270, cost_time=0:01:29.036552 2021-04-15 02:57:43,434 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.69ms, fps=403 images/s, loss=0.1849, top1-acc=93.64%, top5-acc=99.90%, remaining_time=0:00:29.251860, arrival_time=2021-04-15 02:58:12.686478, cost_time=0:01:35.386504 2021-04-15 02:57:49,777 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.63ms, fps=404 images/s, loss=0.1866, top1-acc=93.59%, top5-acc=99.89%, remaining_time=0:00:22.888980, arrival_time=2021-04-15 02:58:12.666064, cost_time=0:01:41.728878 2021-04-15 02:57:56,118 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1873, top1-acc=93.59%, top5-acc=99.89%, remaining_time=0:00:16.528434, arrival_time=2021-04-15 02:58:12.647034, cost_time=0:01:48.070474 2021-04-15 02:58:02,461 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1887, top1-acc=93.54%, top5-acc=99.89%, remaining_time=0:00:10.170112, arrival_time=2021-04-15 02:58:12.631943, cost_time=0:01:54.413715 2021-04-15 02:58:08,805 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1894, top1-acc=93.53%, top5-acc=99.89%, remaining_time=0:00:03.813372, arrival_time=2021-04-15 02:58:12.618382, cost_time=0:02:00.756845 2021-04-15 02:58:12,176 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.1894, top1-acc=93.52%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:12.176216, cost_time=0:02:04.128092 2021-04-15 02:58:14,492 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=1.44ms, fps=1106 images/s, loss=0.5003, top1-acc=84.65%, top5-acc=98.63%, remaining_time=0:00:06.944430, arrival_time=2021-04-15 02:58:21.437291, cost_time=0:00:02.314814 2021-04-15 02:58:16,673 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.29ms, fps=1174 images/s, loss=0.5106, top1-acc=84.49%, top5-acc=98.38%, remaining_time=0:00:04.495860, arrival_time=2021-04-15 02:58:21.169766, cost_time=0:00:04.495867 2021-04-15 02:58:18,855 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.48ms, fps=1174 images/s, loss=0.5094, top1-acc=84.32%, top5-acc=98.53%, remaining_time=0:00:02.225890, arrival_time=2021-04-15 02:58:21.081606, cost_time=0:00:06.677681 2021-04-15 02:58:20,838 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=1.20ms, fps=1170 images/s, loss=0.5032, top1-acc=84.52%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-15 02:58:20.838246, cost_time=0:00:08.660156 2021-04-15 02:58:22,303 INFO : Epoch=0037 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:07:04.295451, arrival_time=2021-04-15 09:05:26.598752, cost_time=1:23:19.379954 2021-04-15 02:58:22,304 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 02:58:28,867 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.41ms, fps=390 images/s, loss=0.1931, top1-acc=93.12%, top5-acc=99.92%, remaining_time=0:02:02.073288, arrival_time=2021-04-15 03:00:30.941111, cost_time=0:00:06.563075 2021-04-15 02:58:35,215 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1766, top1-acc=93.85%, top5-acc=99.94%, remaining_time=0:01:53.609584, arrival_time=2021-04-15 03:00:28.824560, cost_time=0:00:12.910171 2021-04-15 02:58:41,558 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1713, top1-acc=94.09%, top5-acc=99.93%, remaining_time=0:01:46.537472, arrival_time=2021-04-15 03:00:28.095966, cost_time=0:00:19.253748 2021-04-15 02:58:47,899 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1744, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:01:39.818004, arrival_time=2021-04-15 03:00:27.717031, cost_time=0:00:25.594363 2021-04-15 02:58:54,259 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.82ms, fps=403 images/s, loss=0.1760, top1-acc=93.94%, top5-acc=99.92%, remaining_time=0:01:33.307578, arrival_time=2021-04-15 03:00:27.566952, cost_time=0:00:31.954626 2021-04-15 02:59:00,614 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1763, top1-acc=93.90%, top5-acc=99.93%, remaining_time=0:01:26.835864, arrival_time=2021-04-15 03:00:27.450489, cost_time=0:00:38.309944 2021-04-15 02:59:06,956 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.1783, top1-acc=93.90%, top5-acc=99.93%, remaining_time=0:01:20.373762, arrival_time=2021-04-15 03:00:27.330496, cost_time=0:00:44.652076 2021-04-15 02:59:13,300 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1789, top1-acc=93.90%, top5-acc=99.92%, remaining_time=0:01:13.943388, arrival_time=2021-04-15 03:00:27.243506, cost_time=0:00:50.995431 2021-04-15 02:59:19,643 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1832, top1-acc=93.73%, top5-acc=99.91%, remaining_time=0:01:07.531858, arrival_time=2021-04-15 03:00:27.174908, cost_time=0:00:57.338327 2021-04-15 02:59:25,989 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.1849, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:01:01.137408, arrival_time=2021-04-15 03:00:27.126869, cost_time=0:01:03.684774 2021-04-15 02:59:32,331 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1849, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:54.747944, arrival_time=2021-04-15 03:00:27.079025, cost_time=0:01:10.026414 2021-04-15 02:59:38,672 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1832, top1-acc=93.75%, top5-acc=99.90%, remaining_time=0:00:48.366020, arrival_time=2021-04-15 03:00:27.038109, cost_time=0:01:16.367431 2021-04-15 02:59:45,019 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1826, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:41.993754, arrival_time=2021-04-15 03:00:27.013369, cost_time=0:01:22.714956 2021-04-15 02:59:51,381 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.1826, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:35.630840, arrival_time=2021-04-15 03:00:27.012543, cost_time=0:01:29.077042 2021-04-15 02:59:57,730 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1844, top1-acc=93.68%, top5-acc=99.90%, remaining_time=0:00:29.263774, arrival_time=2021-04-15 03:00:26.993887, cost_time=0:01:35.425327 2021-04-15 03:00:04,078 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.73ms, fps=403 images/s, loss=0.1847, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:22.899132, arrival_time=2021-04-15 03:00:26.977662, cost_time=0:01:41.773865 2021-04-15 03:00:10,425 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1851, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:16.536156, arrival_time=2021-04-15 03:00:26.961883, cost_time=0:01:48.121066 2021-04-15 03:00:16,766 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1864, top1-acc=93.62%, top5-acc=99.90%, remaining_time=0:00:10.174416, arrival_time=2021-04-15 03:00:26.941308, cost_time=0:01:54.462231 2021-04-15 03:00:23,113 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.20ms, fps=403 images/s, loss=0.1880, top1-acc=93.57%, top5-acc=99.89%, remaining_time=0:00:03.814998, arrival_time=2021-04-15 03:00:26.927953, cost_time=0:02:00.808300 2021-04-15 03:00:26,479 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.1883, top1-acc=93.58%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:26.479399, cost_time=0:02:04.174660 2021-04-15 03:00:28,775 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.31ms, fps=1116 images/s, loss=0.5462, top1-acc=82.73%, top5-acc=99.06%, remaining_time=0:00:06.882150, arrival_time=2021-04-15 03:00:35.657557, cost_time=0:00:02.294053 2021-04-15 03:00:30,955 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.53ms, fps=1175 images/s, loss=0.5590, top1-acc=82.42%, top5-acc=98.89%, remaining_time=0:00:04.474160, arrival_time=2021-04-15 03:00:35.429632, cost_time=0:00:04.474168 2021-04-15 03:00:33,134 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.32ms, fps=1175 images/s, loss=0.5468, top1-acc=82.75%, top5-acc=98.76%, remaining_time=0:00:02.217760, arrival_time=2021-04-15 03:00:35.352354, cost_time=0:00:06.653293 2021-04-15 03:00:35,113 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=1.38ms, fps=1172 images/s, loss=0.5571, top1-acc=82.82%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-15 03:00:35.113737, cost_time=0:00:08.632460 2021-04-15 03:00:36,411 INFO : Epoch=0038 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:04:44.871924, arrival_time=2021-04-15 09:05:21.283731, cost_time=1:25:33.488464 2021-04-15 03:00:36,413 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 03:00:42,909 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.39ms, fps=394 images/s, loss=0.1992, top1-acc=93.24%, top5-acc=100.00%, remaining_time=0:02:00.821880, arrival_time=2021-04-15 03:02:43.730974, cost_time=0:00:06.495802 2021-04-15 03:00:49,255 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.73ms, fps=403 images/s, loss=0.1932, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:01:53.014000, arrival_time=2021-04-15 03:02:42.269685, cost_time=0:00:12.842504 2021-04-15 03:00:55,600 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1922, top1-acc=93.46%, top5-acc=99.93%, remaining_time=0:01:46.169450, arrival_time=2021-04-15 03:02:41.769805, cost_time=0:00:19.187238 2021-04-15 03:01:01,940 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1934, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:01:39.555612, arrival_time=2021-04-15 03:02:41.495882, cost_time=0:00:25.527062 2021-04-15 03:01:08,279 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1886, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:01:33.050180, arrival_time=2021-04-15 03:02:41.329792, cost_time=0:00:31.866500 2021-04-15 03:01:14,616 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1857, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:01:26.594192, arrival_time=2021-04-15 03:02:41.210621, cost_time=0:00:38.203335 2021-04-15 03:01:20,952 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1856, top1-acc=93.63%, top5-acc=99.91%, remaining_time=0:01:20.170020, arrival_time=2021-04-15 03:02:41.122011, cost_time=0:00:44.538889 2021-04-15 03:01:27,298 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1856, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:01:13.783772, arrival_time=2021-04-15 03:02:41.082345, cost_time=0:00:50.885385 2021-04-15 03:01:33,640 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1838, top1-acc=93.66%, top5-acc=99.91%, remaining_time=0:01:07.400842, arrival_time=2021-04-15 03:02:41.041117, cost_time=0:00:57.227165 2021-04-15 03:01:39,981 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.1845, top1-acc=93.64%, top5-acc=99.92%, remaining_time=0:01:01.025472, arrival_time=2021-04-15 03:02:41.006806, cost_time=0:01:03.568236 2021-04-15 03:01:46,323 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1840, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:54.657558, arrival_time=2021-04-15 03:02:40.981432, cost_time=0:01:09.910778 2021-04-15 03:01:52,668 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1842, top1-acc=93.69%, top5-acc=99.92%, remaining_time=0:00:48.295264, arrival_time=2021-04-15 03:02:40.964020, cost_time=0:01:16.255655 2021-04-15 03:01:59,013 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1828, top1-acc=93.72%, top5-acc=99.92%, remaining_time=0:00:41.935608, arrival_time=2021-04-15 03:02:40.949167, cost_time=0:01:22.600381 2021-04-15 03:02:05,358 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1824, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:00:35.578200, arrival_time=2021-04-15 03:02:40.936863, cost_time=0:01:28.945546 2021-04-15 03:02:11,711 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1825, top1-acc=93.74%, top5-acc=99.92%, remaining_time=0:00:29.224950, arrival_time=2021-04-15 03:02:40.936850, cost_time=0:01:35.298805 2021-04-15 03:02:18,057 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1833, top1-acc=93.72%, top5-acc=99.91%, remaining_time=0:00:22.869972, arrival_time=2021-04-15 03:02:40.927337, cost_time=0:01:41.644261 2021-04-15 03:02:24,404 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1852, top1-acc=93.63%, top5-acc=99.91%, remaining_time=0:00:16.516266, arrival_time=2021-04-15 03:02:40.920251, cost_time=0:01:47.990886 2021-04-15 03:02:30,757 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.28ms, fps=403 images/s, loss=0.1871, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:00:10.163904, arrival_time=2021-04-15 03:02:40.920999, cost_time=0:01:54.343903 2021-04-15 03:02:37,100 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.1882, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:03.811176, arrival_time=2021-04-15 03:02:40.911523, cost_time=0:02:00.687232 2021-04-15 03:02:40,466 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.1897, top1-acc=93.51%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:40.466586, cost_time=0:02:04.053488 2021-04-15 03:02:42,780 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=1.27ms, fps=1107 images/s, loss=0.4857, top1-acc=84.45%, top5-acc=99.37%, remaining_time=0:00:06.935160, arrival_time=2021-04-15 03:02:49.715296, cost_time=0:00:02.311719 2021-04-15 03:02:44,960 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.4919, top1-acc=84.24%, top5-acc=99.37%, remaining_time=0:00:04.491560, arrival_time=2021-04-15 03:02:49.451526, cost_time=0:00:04.491559 2021-04-15 03:02:47,141 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.26ms, fps=1174 images/s, loss=0.4948, top1-acc=83.95%, top5-acc=99.40%, remaining_time=0:00:02.224200, arrival_time=2021-04-15 03:02:49.365210, cost_time=0:00:06.672603 2021-04-15 03:02:49,118 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=1.22ms, fps=1173 images/s, loss=0.5057, top1-acc=83.97%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 03:02:49.118557, cost_time=0:00:08.650178 2021-04-15 03:02:50,456 INFO : Epoch=0039 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:02:25.457916, arrival_time=2021-04-15 09:05:15.914544, cost_time=1:27:47.533286 2021-04-15 03:02:50,457 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 03:02:56,992 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.31ms, fps=392 images/s, loss=0.2216, top1-acc=92.15%, top5-acc=99.96%, remaining_time=0:02:01.549512, arrival_time=2021-04-15 03:04:58.542406, cost_time=0:00:06.534920 2021-04-15 03:03:03,334 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.2098, top1-acc=92.75%, top5-acc=99.94%, remaining_time=0:01:53.310032, arrival_time=2021-04-15 03:04:56.644331, cost_time=0:00:12.876147 2021-04-15 03:03:09,679 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.2064, top1-acc=92.84%, top5-acc=99.95%, remaining_time=0:01:46.356200, arrival_time=2021-04-15 03:04:56.035167, cost_time=0:00:19.220986 2021-04-15 03:03:16,014 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.2032, top1-acc=92.94%, top5-acc=99.93%, remaining_time=0:01:39.668712, arrival_time=2021-04-15 03:04:55.682779, cost_time=0:00:25.556088 2021-04-15 03:03:22,355 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1976, top1-acc=93.11%, top5-acc=99.93%, remaining_time=0:01:33.140846, arrival_time=2021-04-15 03:04:55.496379, cost_time=0:00:31.897559 2021-04-15 03:03:28,694 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1939, top1-acc=93.26%, top5-acc=99.92%, remaining_time=0:01:26.670216, arrival_time=2021-04-15 03:04:55.365056, cost_time=0:00:38.236862 2021-04-15 03:03:35,043 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.11ms, fps=403 images/s, loss=0.1920, top1-acc=93.34%, top5-acc=99.92%, remaining_time=0:01:20.254314, arrival_time=2021-04-15 03:04:55.298097, cost_time=0:00:44.585712 2021-04-15 03:03:41,387 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1939, top1-acc=93.30%, top5-acc=99.92%, remaining_time=0:01:13.847804, arrival_time=2021-04-15 03:04:55.235329, cost_time=0:00:50.929542 2021-04-15 03:03:47,734 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1923, top1-acc=93.37%, top5-acc=99.91%, remaining_time=0:01:07.458930, arrival_time=2021-04-15 03:04:55.193316, cost_time=0:00:57.276411 2021-04-15 03:03:54,080 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1906, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:01:01.077600, arrival_time=2021-04-15 03:04:55.158109, cost_time=0:01:03.622521 2021-04-15 03:04:00,426 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1889, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:54.702278, arrival_time=2021-04-15 03:04:55.128242, cost_time=0:01:09.967982 2021-04-15 03:04:06,771 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1877, top1-acc=93.57%, top5-acc=99.90%, remaining_time=0:00:48.331592, arrival_time=2021-04-15 03:04:55.102682, cost_time=0:01:16.313017 2021-04-15 03:04:13,112 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1876, top1-acc=93.57%, top5-acc=99.90%, remaining_time=0:00:41.963262, arrival_time=2021-04-15 03:04:55.076160, cost_time=0:01:22.654914 2021-04-15 03:04:19,457 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1878, top1-acc=93.55%, top5-acc=99.89%, remaining_time=0:00:35.599816, arrival_time=2021-04-15 03:04:55.057344, cost_time=0:01:28.999553 2021-04-15 03:04:25,800 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1881, top1-acc=93.54%, top5-acc=99.90%, remaining_time=0:00:29.238382, arrival_time=2021-04-15 03:04:55.038843, cost_time=0:01:35.342479 2021-04-15 03:04:32,142 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1891, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:22.879008, arrival_time=2021-04-15 03:04:55.021478, cost_time=0:01:41.684490 2021-04-15 03:04:38,490 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1890, top1-acc=93.49%, top5-acc=99.90%, remaining_time=0:00:16.522558, arrival_time=2021-04-15 03:04:55.012774, cost_time=0:01:48.032155 2021-04-15 03:04:44,841 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1896, top1-acc=93.49%, top5-acc=99.89%, remaining_time=0:00:10.167456, arrival_time=2021-04-15 03:04:55.009362, cost_time=0:01:54.383924 2021-04-15 03:04:51,190 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.26ms, fps=403 images/s, loss=0.1901, top1-acc=93.46%, top5-acc=99.89%, remaining_time=0:00:03.812610, arrival_time=2021-04-15 03:04:55.003268, cost_time=0:02:00.732679 2021-04-15 03:04:54,562 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1909, top1-acc=93.44%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 03:04:54.562422, cost_time=0:02:04.104441 2021-04-15 03:04:56,858 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.36ms, fps=1116 images/s, loss=0.6108, top1-acc=80.78%, top5-acc=98.83%, remaining_time=0:00:06.883800, arrival_time=2021-04-15 03:05:03.742596, cost_time=0:00:02.294595 2021-04-15 03:04:59,039 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.42ms, fps=1174 images/s, loss=0.6164, top1-acc=80.82%, top5-acc=98.77%, remaining_time=0:00:04.475160, arrival_time=2021-04-15 03:05:03.514516, cost_time=0:00:04.475161 2021-04-15 03:05:01,221 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.36ms, fps=1174 images/s, loss=0.5976, top1-acc=81.17%, top5-acc=98.88%, remaining_time=0:00:02.218930, arrival_time=2021-04-15 03:05:03.439918, cost_time=0:00:06.656790 2021-04-15 03:05:03,198 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=1.18ms, fps=1174 images/s, loss=0.6063, top1-acc=80.97%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-15 03:05:03.198261, cost_time=0:00:08.634096 2021-04-15 03:05:04,536 INFO : Epoch=0040 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=6:00:06.453440, arrival_time=2021-04-15 09:05:10.990162, cost_time=1:30:01.613354 2021-04-15 03:05:04,538 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 03:05:11,077 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.36ms, fps=392 images/s, loss=0.1900, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:02:01.623168, arrival_time=2021-04-15 03:07:12.701048, cost_time=0:00:06.538879 2021-04-15 03:05:17,431 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1869, top1-acc=93.65%, top5-acc=99.96%, remaining_time=0:01:53.452240, arrival_time=2021-04-15 03:07:10.883537, cost_time=0:00:12.892294 2021-04-15 03:05:23,789 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.1824, top1-acc=93.71%, top5-acc=99.93%, remaining_time=0:01:46.518714, arrival_time=2021-04-15 03:07:10.308099, cost_time=0:00:19.250376 2021-04-15 03:05:30,142 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1780, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:01:39.852480, arrival_time=2021-04-15 03:07:09.994799, cost_time=0:00:25.603219 2021-04-15 03:05:36,490 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1761, top1-acc=93.92%, top5-acc=99.92%, remaining_time=0:01:33.297212, arrival_time=2021-04-15 03:07:09.787232, cost_time=0:00:31.951098 2021-04-15 03:05:42,834 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1773, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:01:26.803360, arrival_time=2021-04-15 03:07:09.637859, cost_time=0:00:38.295589 2021-04-15 03:05:49,182 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1747, top1-acc=93.96%, top5-acc=99.93%, remaining_time=0:01:20.358768, arrival_time=2021-04-15 03:07:09.541413, cost_time=0:00:44.643734 2021-04-15 03:05:55,534 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.1738, top1-acc=93.98%, top5-acc=99.92%, remaining_time=0:01:13.943388, arrival_time=2021-04-15 03:07:09.477798, cost_time=0:00:50.995415 2021-04-15 03:06:01,883 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1762, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:01:07.539172, arrival_time=2021-04-15 03:07:09.422685, cost_time=0:00:57.344592 2021-04-15 03:06:08,230 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.1785, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:01:01.144224, arrival_time=2021-04-15 03:07:09.375025, cost_time=0:01:03.691886 2021-04-15 03:06:14,583 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1781, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:54.761962, arrival_time=2021-04-15 03:07:09.345399, cost_time=0:01:10.044339 2021-04-15 03:06:20,933 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.78ms, fps=403 images/s, loss=0.1782, top1-acc=93.81%, top5-acc=99.91%, remaining_time=0:00:48.383044, arrival_time=2021-04-15 03:07:09.316332, cost_time=0:01:16.394277 2021-04-15 03:06:27,281 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1788, top1-acc=93.78%, top5-acc=99.91%, remaining_time=0:00:42.007482, arrival_time=2021-04-15 03:07:09.288503, cost_time=0:01:22.742011 2021-04-15 03:06:33,633 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1788, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:35.637952, arrival_time=2021-04-15 03:07:09.271771, cost_time=0:01:29.094812 2021-04-15 03:06:39,986 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1779, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:29.270720, arrival_time=2021-04-15 03:07:09.257605, cost_time=0:01:35.447982 2021-04-15 03:06:46,338 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.73ms, fps=403 images/s, loss=0.1790, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:22.904820, arrival_time=2021-04-15 03:07:09.243063, cost_time=0:01:41.799229 2021-04-15 03:06:52,677 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1805, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:16.538860, arrival_time=2021-04-15 03:07:09.216399, cost_time=0:01:48.138631 2021-04-15 03:06:59,021 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1827, top1-acc=93.71%, top5-acc=99.89%, remaining_time=0:00:10.176192, arrival_time=2021-04-15 03:07:09.197325, cost_time=0:01:54.482213 2021-04-15 03:07:05,372 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.1834, top1-acc=93.68%, top5-acc=99.89%, remaining_time=0:00:03.815778, arrival_time=2021-04-15 03:07:09.187873, cost_time=0:02:00.833043 2021-04-15 03:07:08,740 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.1848, top1-acc=93.63%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:08.740800, cost_time=0:02:04.201862 2021-04-15 03:07:11,056 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.29ms, fps=1106 images/s, loss=0.7088, top1-acc=79.49%, top5-acc=99.45%, remaining_time=0:00:06.941220, arrival_time=2021-04-15 03:07:17.997871, cost_time=0:00:02.313736 2021-04-15 03:07:13,241 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.98ms, fps=1172 images/s, loss=0.7000, top1-acc=79.28%, top5-acc=99.28%, remaining_time=0:00:04.498840, arrival_time=2021-04-15 03:07:17.740521, cost_time=0:00:04.498841 2021-04-15 03:07:15,430 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.38ms, fps=1170 images/s, loss=0.6826, top1-acc=79.77%, top5-acc=99.15%, remaining_time=0:00:02.229270, arrival_time=2021-04-15 03:07:17.660128, cost_time=0:00:06.687798 2021-04-15 03:07:17,412 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=1.23ms, fps=1171 images/s, loss=0.6703, top1-acc=79.81%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-15 03:07:17.412133, cost_time=0:00:08.669309 2021-04-15 03:07:18,744 INFO : Epoch=0041 complete, best val top1-acc=86.51%, top5-acc=99.26% (epoch=23), remaining_time=5:57:48.185247, arrival_time=2021-04-15 09:05:06.929966, cost_time=1:32:15.821365 2021-04-15 03:07:18,745 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 03:07:25,281 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.49ms, fps=392 images/s, loss=0.1706, top1-acc=94.14%, top5-acc=99.92%, remaining_time=0:02:01.563462, arrival_time=2021-04-15 03:09:26.845334, cost_time=0:00:06.535668 2021-04-15 03:07:31,626 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1776, top1-acc=93.81%, top5-acc=99.88%, remaining_time=0:01:53.345408, arrival_time=2021-04-15 03:09:24.971733, cost_time=0:00:12.880162 2021-04-15 03:07:37,979 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1818, top1-acc=93.61%, top5-acc=99.90%, remaining_time=0:01:46.423098, arrival_time=2021-04-15 03:09:24.402285, cost_time=0:00:19.233086 2021-04-15 03:07:44,323 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.83ms, fps=404 images/s, loss=0.1789, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:01:39.750924, arrival_time=2021-04-15 03:09:24.074252, cost_time=0:00:25.577147 2021-04-15 03:07:50,661 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.1743, top1-acc=93.99%, top5-acc=99.90%, remaining_time=0:01:33.192822, arrival_time=2021-04-15 03:09:23.854282, cost_time=0:00:31.915371 2021-04-15 03:07:57,003 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1713, top1-acc=94.11%, top5-acc=99.90%, remaining_time=0:01:26.717136, arrival_time=2021-04-15 03:09:23.720769, cost_time=0:00:38.257544 2021-04-15 03:08:03,344 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.1692, top1-acc=94.20%, top5-acc=99.91%, remaining_time=0:01:20.276616, arrival_time=2021-04-15 03:09:23.620846, cost_time=0:00:44.598137 2021-04-15 03:08:09,698 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1675, top1-acc=94.25%, top5-acc=99.91%, remaining_time=0:01:13.880864, arrival_time=2021-04-15 03:09:23.579358, cost_time=0:00:50.952322 2021-04-15 03:08:16,058 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1690, top1-acc=94.24%, top5-acc=99.90%, remaining_time=0:01:07.501542, arrival_time=2021-04-15 03:09:23.560326, cost_time=0:00:57.312611 2021-04-15 03:08:22,404 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1699, top1-acc=94.23%, top5-acc=99.90%, remaining_time=0:01:01.111392, arrival_time=2021-04-15 03:09:23.515323, cost_time=0:01:03.657653 2021-04-15 03:08:28,747 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1708, top1-acc=94.19%, top5-acc=99.90%, remaining_time=0:00:54.728508, arrival_time=2021-04-15 03:09:23.476198, cost_time=0:01:10.001587 2021-04-15 03:08:35,087 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.94ms, fps=404 images/s, loss=0.1715, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:48.349528, arrival_time=2021-04-15 03:09:23.437128, cost_time=0:01:16.341419 2021-04-15 03:08:41,441 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1720, top1-acc=94.12%, top5-acc=99.90%, remaining_time=0:00:41.983986, arrival_time=2021-04-15 03:09:23.425772, cost_time=0:01:22.695678 2021-04-15 03:08:47,793 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1724, top1-acc=94.10%, top5-acc=99.91%, remaining_time=0:00:35.618912, arrival_time=2021-04-15 03:09:23.412270, cost_time=0:01:29.047265 2021-04-15 03:08:54,147 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1724, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:29.256230, arrival_time=2021-04-15 03:09:23.403252, cost_time=0:01:35.400783 2021-04-15 03:09:00,493 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1737, top1-acc=94.07%, top5-acc=99.91%, remaining_time=0:00:22.893120, arrival_time=2021-04-15 03:09:23.386531, cost_time=0:01:41.747230 2021-04-15 03:09:06,837 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.1751, top1-acc=94.01%, top5-acc=99.91%, remaining_time=0:00:16.531528, arrival_time=2021-04-15 03:09:23.368570, cost_time=0:01:48.090830 2021-04-15 03:09:13,181 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1772, top1-acc=93.94%, top5-acc=99.90%, remaining_time=0:00:10.172032, arrival_time=2021-04-15 03:09:23.353556, cost_time=0:01:54.435436 2021-04-15 03:09:19,530 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.72ms, fps=403 images/s, loss=0.1791, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:03.814248, arrival_time=2021-04-15 03:09:23.344977, cost_time=0:02:00.784556 2021-04-15 03:09:22,901 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.1796, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:22.901558, cost_time=0:02:04.155455 2021-04-15 03:09:25,261 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=1.38ms, fps=1086 images/s, loss=0.4098, top1-acc=87.07%, top5-acc=99.14%, remaining_time=0:00:07.074630, arrival_time=2021-04-15 03:09:32.336226, cost_time=0:00:02.358206 2021-04-15 03:09:27,443 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.67ms, fps=1174 images/s, loss=0.4215, top1-acc=86.25%, top5-acc=99.34%, remaining_time=0:00:04.539500, arrival_time=2021-04-15 03:09:31.982529, cost_time=0:00:04.539502 2021-04-15 03:09:29,627 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.45ms, fps=1172 images/s, loss=0.4219, top1-acc=86.34%, top5-acc=99.31%, remaining_time=0:00:02.241270, arrival_time=2021-04-15 03:09:31.868560, cost_time=0:00:06.723805 2021-04-15 03:09:31,609 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=1.20ms, fps=1171 images/s, loss=0.4275, top1-acc=86.53%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 03:09:31.609254, cost_time=0:00:08.705906 2021-04-15 03:09:34,336 INFO : Epoch=0042 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:55:35.315752, arrival_time=2021-04-15 09:05:09.652194, cost_time=1:34:31.413049 2021-04-15 03:09:34,338 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 03:09:40,873 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.05ms, fps=392 images/s, loss=0.1708, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:02:01.548954, arrival_time=2021-04-15 03:11:42.422247, cost_time=0:00:06.534894 2021-04-15 03:09:47,219 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.94ms, fps=403 images/s, loss=0.1769, top1-acc=93.79%, top5-acc=99.92%, remaining_time=0:01:53.352096, arrival_time=2021-04-15 03:11:40.571421, cost_time=0:00:12.880929 2021-04-15 03:09:53,571 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1667, top1-acc=94.24%, top5-acc=99.93%, remaining_time=0:01:46.420774, arrival_time=2021-04-15 03:11:39.991747, cost_time=0:00:19.232667 2021-04-15 03:09:59,916 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1666, top1-acc=94.17%, top5-acc=99.94%, remaining_time=0:01:39.753576, arrival_time=2021-04-15 03:11:39.669794, cost_time=0:00:25.577826 2021-04-15 03:10:06,268 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1640, top1-acc=94.30%, top5-acc=99.95%, remaining_time=0:01:33.237352, arrival_time=2021-04-15 03:11:39.506273, cost_time=0:00:31.930619 2021-04-15 03:10:12,613 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1635, top1-acc=94.30%, top5-acc=99.94%, remaining_time=0:01:26.757936, arrival_time=2021-04-15 03:11:39.371776, cost_time=0:00:38.275546 2021-04-15 03:10:18,950 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1648, top1-acc=94.30%, top5-acc=99.93%, remaining_time=0:01:20.302068, arrival_time=2021-04-15 03:11:39.252592, cost_time=0:00:44.612227 2021-04-15 03:10:25,295 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1657, top1-acc=94.25%, top5-acc=99.94%, remaining_time=0:01:13.888056, arrival_time=2021-04-15 03:11:39.183710, cost_time=0:00:50.957268 2021-04-15 03:10:31,642 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1690, top1-acc=94.20%, top5-acc=99.94%, remaining_time=0:01:07.492108, arrival_time=2021-04-15 03:11:39.134984, cost_time=0:00:57.304583 2021-04-15 03:10:37,981 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1712, top1-acc=94.10%, top5-acc=99.95%, remaining_time=0:01:01.097856, arrival_time=2021-04-15 03:11:39.079748, cost_time=0:01:03.643567 2021-04-15 03:10:44,337 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.1729, top1-acc=94.06%, top5-acc=99.94%, remaining_time=0:00:54.726616, arrival_time=2021-04-15 03:11:39.064269, cost_time=0:01:09.999198 2021-04-15 03:10:50,683 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.91ms, fps=403 images/s, loss=0.1763, top1-acc=93.92%, top5-acc=99.93%, remaining_time=0:00:48.352112, arrival_time=2021-04-15 03:11:39.035978, cost_time=0:01:16.345478 2021-04-15 03:10:57,031 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1768, top1-acc=93.92%, top5-acc=99.94%, remaining_time=0:00:41.982798, arrival_time=2021-04-15 03:11:39.014464, cost_time=0:01:22.693370 2021-04-15 03:11:03,378 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.08ms, fps=403 images/s, loss=0.1768, top1-acc=93.88%, top5-acc=99.93%, remaining_time=0:00:35.615944, arrival_time=2021-04-15 03:11:38.994260, cost_time=0:01:29.039914 2021-04-15 03:11:09,718 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1783, top1-acc=93.85%, top5-acc=99.93%, remaining_time=0:00:29.250020, arrival_time=2021-04-15 03:11:38.968854, cost_time=0:01:35.380525 2021-04-15 03:11:16,060 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1788, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:22.887432, arrival_time=2021-04-15 03:11:38.947675, cost_time=0:01:41.721946 2021-04-15 03:11:22,399 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1788, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:16.527030, arrival_time=2021-04-15 03:11:38.926608, cost_time=0:01:48.061278 2021-04-15 03:11:28,741 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.1791, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:10.169120, arrival_time=2021-04-15 03:11:38.910105, cost_time=0:01:54.402598 2021-04-15 03:11:35,085 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.1795, top1-acc=93.82%, top5-acc=99.93%, remaining_time=0:00:03.813066, arrival_time=2021-04-15 03:11:38.898397, cost_time=0:02:00.747036 2021-04-15 03:11:38,448 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.1793, top1-acc=93.83%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:38.448340, cost_time=0:02:04.110040 2021-04-15 03:11:40,766 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.39ms, fps=1105 images/s, loss=0.4636, top1-acc=85.27%, top5-acc=99.41%, remaining_time=0:00:06.949140, arrival_time=2021-04-15 03:11:47.715688, cost_time=0:00:02.316380 2021-04-15 03:11:42,948 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.34ms, fps=1173 images/s, loss=0.4785, top1-acc=85.29%, top5-acc=99.39%, remaining_time=0:00:04.498320, arrival_time=2021-04-15 03:11:47.446777, cost_time=0:00:04.498321 2021-04-15 03:11:45,128 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.33ms, fps=1175 images/s, loss=0.4778, top1-acc=85.43%, top5-acc=99.34%, remaining_time=0:00:02.225960, arrival_time=2021-04-15 03:11:47.353984, cost_time=0:00:06.677881 2021-04-15 03:11:47,102 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=1.19ms, fps=1175 images/s, loss=0.4678, top1-acc=85.54%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:11:47.102431, cost_time=0:00:08.652316 2021-04-15 03:11:48,567 INFO : Epoch=0043 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:53:17.352645, arrival_time=2021-04-15 09:05:05.920325, cost_time=1:36:45.644340 2021-04-15 03:11:48,568 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 03:11:55,054 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.51ms, fps=395 images/s, loss=0.2016, top1-acc=92.77%, top5-acc=99.96%, remaining_time=0:02:00.624534, arrival_time=2021-04-15 03:13:55.678822, cost_time=0:00:06.485194 2021-04-15 03:12:01,391 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1766, top1-acc=93.79%, top5-acc=99.94%, remaining_time=0:01:52.838528, arrival_time=2021-04-15 03:13:54.230138, cost_time=0:00:12.822550 2021-04-15 03:12:07,735 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1706, top1-acc=94.11%, top5-acc=99.92%, remaining_time=0:01:46.054246, arrival_time=2021-04-15 03:13:53.789665, cost_time=0:00:19.166442 2021-04-15 03:12:14,076 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1679, top1-acc=94.20%, top5-acc=99.93%, remaining_time=0:01:39.477144, arrival_time=2021-04-15 03:13:53.553147, cost_time=0:00:25.506947 2021-04-15 03:12:20,418 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1692, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:01:33.001708, arrival_time=2021-04-15 03:13:53.420571, cost_time=0:00:31.849880 2021-04-15 03:12:26,768 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1720, top1-acc=94.08%, top5-acc=99.92%, remaining_time=0:01:26.585216, arrival_time=2021-04-15 03:13:53.353629, cost_time=0:00:38.199346 2021-04-15 03:12:33,115 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.1732, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:01:20.183502, arrival_time=2021-04-15 03:13:53.298944, cost_time=0:00:44.546372 2021-04-15 03:12:39,456 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1723, top1-acc=94.17%, top5-acc=99.91%, remaining_time=0:01:13.786672, arrival_time=2021-04-15 03:13:53.243080, cost_time=0:00:50.887338 2021-04-15 03:12:45,800 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1707, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:01:07.406036, arrival_time=2021-04-15 03:13:53.206530, cost_time=0:00:57.231505 2021-04-15 03:12:52,141 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1713, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:01:01.029312, arrival_time=2021-04-15 03:13:53.170710, cost_time=0:01:03.572244 2021-04-15 03:12:58,483 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1710, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:54.660482, arrival_time=2021-04-15 03:13:53.144073, cost_time=0:01:09.914598 2021-04-15 03:13:04,824 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1725, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:48.295264, arrival_time=2021-04-15 03:13:53.119973, cost_time=0:01:16.255698 2021-04-15 03:13:11,170 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1741, top1-acc=94.07%, top5-acc=99.92%, remaining_time=0:00:41.935872, arrival_time=2021-04-15 03:13:53.105854, cost_time=0:01:22.601008 2021-04-15 03:13:17,513 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1752, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:35.577808, arrival_time=2021-04-15 03:13:53.091235, cost_time=0:01:28.944459 2021-04-15 03:13:23,858 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1748, top1-acc=94.03%, top5-acc=99.92%, remaining_time=0:00:29.222190, arrival_time=2021-04-15 03:13:53.080982, cost_time=0:01:35.289712 2021-04-15 03:13:30,198 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1750, top1-acc=94.00%, top5-acc=99.92%, remaining_time=0:00:22.866624, arrival_time=2021-04-15 03:13:53.064995, cost_time=0:01:41.629379 2021-04-15 03:13:36,543 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1739, top1-acc=94.01%, top5-acc=99.93%, remaining_time=0:00:16.513796, arrival_time=2021-04-15 03:13:53.057607, cost_time=0:01:47.974846 2021-04-15 03:13:42,879 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1747, top1-acc=94.00%, top5-acc=99.93%, remaining_time=0:00:10.160960, arrival_time=2021-04-15 03:13:53.040784, cost_time=0:01:54.310852 2021-04-15 03:13:49,230 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.28ms, fps=403 images/s, loss=0.1758, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:03.810372, arrival_time=2021-04-15 03:13:53.041145, cost_time=0:02:00.661796 2021-04-15 03:13:52,596 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.1770, top1-acc=93.93%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:13:52.596409, cost_time=0:02:04.027445 2021-04-15 03:13:54,927 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.45ms, fps=1099 images/s, loss=0.4660, top1-acc=84.77%, top5-acc=99.18%, remaining_time=0:00:06.988110, arrival_time=2021-04-15 03:14:01.915894, cost_time=0:00:02.329367 2021-04-15 03:13:57,111 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.38ms, fps=1173 images/s, loss=0.4941, top1-acc=84.24%, top5-acc=99.00%, remaining_time=0:00:04.513240, arrival_time=2021-04-15 03:14:01.624693, cost_time=0:00:04.513245 2021-04-15 03:13:59,292 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.51ms, fps=1174 images/s, loss=0.4978, top1-acc=84.19%, top5-acc=99.01%, remaining_time=0:00:02.231370, arrival_time=2021-04-15 03:14:01.523684, cost_time=0:00:06.694102 2021-04-15 03:14:01,274 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=1.22ms, fps=1171 images/s, loss=0.4893, top1-acc=84.20%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:14:01.273986, cost_time=0:00:08.675709 2021-04-15 03:14:02,624 INFO : Epoch=0044 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:50:58.940448, arrival_time=2021-04-15 09:05:01.564984, cost_time=1:38:59.701156 2021-04-15 03:14:02,626 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 03:14:09,120 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.99ms, fps=394 images/s, loss=0.1916, top1-acc=93.09%, top5-acc=99.92%, remaining_time=0:02:00.783936, arrival_time=2021-04-15 03:16:09.904107, cost_time=0:00:06.493760 2021-04-15 03:14:15,473 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1937, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:01:53.056944, arrival_time=2021-04-15 03:16:08.530702, cost_time=0:00:12.847383 2021-04-15 03:14:21,814 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1933, top1-acc=93.35%, top5-acc=99.87%, remaining_time=0:01:46.177086, arrival_time=2021-04-15 03:16:07.992011, cost_time=0:00:19.188636 2021-04-15 03:14:28,162 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1879, top1-acc=93.59%, top5-acc=99.88%, remaining_time=0:01:39.589776, arrival_time=2021-04-15 03:16:07.751998, cost_time=0:00:25.535844 2021-04-15 03:14:34,516 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1843, top1-acc=93.66%, top5-acc=99.91%, remaining_time=0:01:33.118362, arrival_time=2021-04-15 03:16:07.634535, cost_time=0:00:31.889868 2021-04-15 03:14:40,875 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=3.76ms, fps=403 images/s, loss=0.1824, top1-acc=93.78%, top5-acc=99.92%, remaining_time=0:01:26.696600, arrival_time=2021-04-15 03:16:07.571593, cost_time=0:00:38.248507 2021-04-15 03:14:47,227 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1761, top1-acc=94.00%, top5-acc=99.92%, remaining_time=0:01:20.282160, arrival_time=2021-04-15 03:16:07.509801, cost_time=0:00:44.601168 2021-04-15 03:14:53,568 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1745, top1-acc=94.12%, top5-acc=99.92%, remaining_time=0:01:13.866364, arrival_time=2021-04-15 03:16:07.434976, cost_time=0:00:50.942317 2021-04-15 03:14:59,911 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.67ms, fps=404 images/s, loss=0.1769, top1-acc=94.04%, top5-acc=99.90%, remaining_time=0:01:07.468788, arrival_time=2021-04-15 03:16:07.380005, cost_time=0:00:57.284860 2021-04-15 03:15:06,252 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1774, top1-acc=94.03%, top5-acc=99.90%, remaining_time=0:01:01.081152, arrival_time=2021-04-15 03:16:07.333699, cost_time=0:01:03.626224 2021-04-15 03:15:12,591 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1754, top1-acc=94.07%, top5-acc=99.90%, remaining_time=0:00:54.700386, arrival_time=2021-04-15 03:16:07.292288, cost_time=0:01:09.965614 2021-04-15 03:15:18,929 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1753, top1-acc=94.08%, top5-acc=99.91%, remaining_time=0:00:48.325436, arrival_time=2021-04-15 03:16:07.254983, cost_time=0:01:16.303263 2021-04-15 03:15:25,273 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.92ms, fps=404 images/s, loss=0.1752, top1-acc=94.08%, top5-acc=99.90%, remaining_time=0:00:41.959500, arrival_time=2021-04-15 03:16:07.233358, cost_time=0:01:22.647486 2021-04-15 03:15:31,613 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1764, top1-acc=94.06%, top5-acc=99.90%, remaining_time=0:00:35.594720, arrival_time=2021-04-15 03:16:07.207810, cost_time=0:01:28.986793 2021-04-15 03:15:37,956 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1740, top1-acc=94.11%, top5-acc=99.90%, remaining_time=0:00:29.234610, arrival_time=2021-04-15 03:16:07.191195, cost_time=0:01:35.330285 2021-04-15 03:15:44,310 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1735, top1-acc=94.09%, top5-acc=99.90%, remaining_time=0:00:22.878900, arrival_time=2021-04-15 03:16:07.189113, cost_time=0:01:41.683923 2021-04-15 03:15:50,662 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1737, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:16.523182, arrival_time=2021-04-15 03:16:07.185644, cost_time=0:01:48.036172 2021-04-15 03:15:57,019 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1730, top1-acc=94.12%, top5-acc=99.90%, remaining_time=0:00:10.168304, arrival_time=2021-04-15 03:16:07.188071, cost_time=0:01:54.393383 2021-04-15 03:16:03,372 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.26ms, fps=403 images/s, loss=0.1739, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:03.813042, arrival_time=2021-04-15 03:16:07.185665, cost_time=0:02:00.746328 2021-04-15 03:16:06,742 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.1738, top1-acc=94.09%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:06.742211, cost_time=0:02:04.115920 2021-04-15 03:16:09,052 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.46ms, fps=1109 images/s, loss=0.5308, top1-acc=84.73%, top5-acc=99.26%, remaining_time=0:00:06.923790, arrival_time=2021-04-15 03:16:15.976016, cost_time=0:00:02.307934 2021-04-15 03:16:11,240 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.36ms, fps=1170 images/s, loss=0.5005, top1-acc=85.37%, top5-acc=99.43%, remaining_time=0:00:04.496140, arrival_time=2021-04-15 03:16:15.736493, cost_time=0:00:04.496144 2021-04-15 03:16:13,424 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.53ms, fps=1173 images/s, loss=0.5050, top1-acc=85.04%, top5-acc=99.41%, remaining_time=0:00:02.226670, arrival_time=2021-04-15 03:16:15.650753, cost_time=0:00:06.680011 2021-04-15 03:16:15,404 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=1.16ms, fps=1172 images/s, loss=0.4911, top1-acc=85.47%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 03:16:15.404689, cost_time=0:00:08.660559 2021-04-15 03:16:16,807 INFO : Epoch=0045 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:48:41.155845, arrival_time=2021-04-15 09:04:57.963126, cost_time=1:41:13.883933 2021-04-15 03:16:16,808 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 03:16:23,310 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.37ms, fps=394 images/s, loss=0.1509, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:02:00.924366, arrival_time=2021-04-15 03:18:24.234510, cost_time=0:00:06.501311 2021-04-15 03:16:29,655 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.1616, top1-acc=94.39%, top5-acc=99.94%, remaining_time=0:01:53.053072, arrival_time=2021-04-15 03:18:22.708765, cost_time=0:00:12.846948 2021-04-15 03:16:36,001 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1577, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:01:46.202318, arrival_time=2021-04-15 03:18:22.204161, cost_time=0:00:19.193176 2021-04-15 03:16:42,346 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1539, top1-acc=94.66%, top5-acc=99.95%, remaining_time=0:01:39.595860, arrival_time=2021-04-15 03:18:21.942007, cost_time=0:00:25.537398 2021-04-15 03:16:48,693 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1521, top1-acc=94.77%, top5-acc=99.95%, remaining_time=0:01:33.102448, arrival_time=2021-04-15 03:18:21.795723, cost_time=0:00:31.884406 2021-04-15 03:16:55,051 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1537, top1-acc=94.79%, top5-acc=99.94%, remaining_time=0:01:26.682456, arrival_time=2021-04-15 03:18:21.733619, cost_time=0:00:38.242271 2021-04-15 03:17:01,402 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1550, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:01:20.268174, arrival_time=2021-04-15 03:18:21.670342, cost_time=0:00:44.593418 2021-04-15 03:17:07,749 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1580, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:01:13.863348, arrival_time=2021-04-15 03:18:21.612371, cost_time=0:00:50.940273 2021-04-15 03:17:14,100 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.1584, top1-acc=94.59%, top5-acc=99.94%, remaining_time=0:01:07.477268, arrival_time=2021-04-15 03:18:21.578069, cost_time=0:00:57.292047 2021-04-15 03:17:20,442 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1624, top1-acc=94.48%, top5-acc=99.92%, remaining_time=0:01:01.088640, arrival_time=2021-04-15 03:18:21.531356, cost_time=0:01:03.633975 2021-04-15 03:17:26,792 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=2.09ms, fps=403 images/s, loss=0.1641, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:54.714748, arrival_time=2021-04-15 03:18:21.507489, cost_time=0:01:09.983964 2021-04-15 03:17:33,137 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1651, top1-acc=94.42%, top5-acc=99.91%, remaining_time=0:00:48.341472, arrival_time=2021-04-15 03:18:21.478884, cost_time=0:01:16.328620 2021-04-15 03:17:39,488 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1659, top1-acc=94.38%, top5-acc=99.91%, remaining_time=0:00:41.976066, arrival_time=2021-04-15 03:18:21.464895, cost_time=0:01:22.680075 2021-04-15 03:17:45,833 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.1663, top1-acc=94.36%, top5-acc=99.91%, remaining_time=0:00:35.609840, arrival_time=2021-04-15 03:18:21.443098, cost_time=0:01:29.024610 2021-04-15 03:17:52,176 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1685, top1-acc=94.28%, top5-acc=99.91%, remaining_time=0:00:29.246110, arrival_time=2021-04-15 03:18:21.422605, cost_time=0:01:35.367739 2021-04-15 03:17:58,516 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.1697, top1-acc=94.26%, top5-acc=99.90%, remaining_time=0:00:22.884300, arrival_time=2021-04-15 03:18:21.400937, cost_time=0:01:41.707983 2021-04-15 03:18:04,861 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1706, top1-acc=94.23%, top5-acc=99.90%, remaining_time=0:00:16.525678, arrival_time=2021-04-15 03:18:21.386819, cost_time=0:01:48.052492 2021-04-15 03:18:11,203 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.1712, top1-acc=94.18%, top5-acc=99.90%, remaining_time=0:00:10.168432, arrival_time=2021-04-15 03:18:21.372065, cost_time=0:01:54.394879 2021-04-15 03:18:17,553 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.1728, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:03.813006, arrival_time=2021-04-15 03:18:21.366794, cost_time=0:02:00.745128 2021-04-15 03:18:20,921 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.1740, top1-acc=94.05%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:20.921675, cost_time=0:02:04.113033 2021-04-15 03:18:23,216 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=1.29ms, fps=1116 images/s, loss=0.4618, top1-acc=85.16%, top5-acc=99.45%, remaining_time=0:00:06.880140, arrival_time=2021-04-15 03:18:30.096908, cost_time=0:00:02.293377 2021-04-15 03:18:25,396 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.27ms, fps=1175 images/s, loss=0.4651, top1-acc=85.00%, top5-acc=99.26%, remaining_time=0:00:04.472780, arrival_time=2021-04-15 03:18:29.868947, cost_time=0:00:04.472780 2021-04-15 03:18:27,574 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.31ms, fps=1175 images/s, loss=0.4588, top1-acc=85.13%, top5-acc=99.18%, remaining_time=0:00:02.217150, arrival_time=2021-04-15 03:18:29.791981, cost_time=0:00:06.651447 2021-04-15 03:18:29,553 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=1.18ms, fps=1173 images/s, loss=0.4454, top1-acc=85.66%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-15 03:18:29.553169, cost_time=0:00:08.629815 2021-04-15 03:18:30,949 INFO : Epoch=0046 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:46:23.391244, arrival_time=2021-04-15 09:04:54.340543, cost_time=1:43:28.025950 2021-04-15 03:18:30,950 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 03:18:37,450 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.35ms, fps=394 images/s, loss=0.1560, top1-acc=94.92%, top5-acc=100.00%, remaining_time=0:02:00.900930, arrival_time=2021-04-15 03:20:38.351769, cost_time=0:00:06.500054 2021-04-15 03:18:43,796 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=2.04ms, fps=403 images/s, loss=0.1678, top1-acc=94.08%, top5-acc=99.96%, remaining_time=0:01:53.041632, arrival_time=2021-04-15 03:20:36.837964, cost_time=0:00:12.845648 2021-04-15 03:18:50,134 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1753, top1-acc=94.01%, top5-acc=99.95%, remaining_time=0:01:46.150526, arrival_time=2021-04-15 03:20:36.284947, cost_time=0:00:19.183819 2021-04-15 03:18:56,471 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1776, top1-acc=93.95%, top5-acc=99.93%, remaining_time=0:01:39.531588, arrival_time=2021-04-15 03:20:36.003223, cost_time=0:00:25.520927 2021-04-15 03:19:02,813 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1726, top1-acc=94.09%, top5-acc=99.92%, remaining_time=0:01:33.040106, arrival_time=2021-04-15 03:20:35.853761, cost_time=0:00:31.863047 2021-04-15 03:19:09,156 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1712, top1-acc=94.16%, top5-acc=99.92%, remaining_time=0:01:26.599632, arrival_time=2021-04-15 03:20:35.755970, cost_time=0:00:38.205746 2021-04-15 03:19:15,496 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1718, top1-acc=94.13%, top5-acc=99.92%, remaining_time=0:01:20.183124, arrival_time=2021-04-15 03:20:35.679872, cost_time=0:00:44.546153 2021-04-15 03:19:21,838 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.1704, top1-acc=94.22%, top5-acc=99.92%, remaining_time=0:01:13.787368, arrival_time=2021-04-15 03:20:35.625876, cost_time=0:00:50.887829 2021-04-15 03:19:28,179 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1695, top1-acc=94.25%, top5-acc=99.91%, remaining_time=0:01:07.403068, arrival_time=2021-04-15 03:20:35.582713, cost_time=0:00:57.229038 2021-04-15 03:19:34,522 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1693, top1-acc=94.21%, top5-acc=99.92%, remaining_time=0:01:01.028832, arrival_time=2021-04-15 03:20:35.551113, cost_time=0:01:03.571671 2021-04-15 03:19:40,863 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.1692, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:54.659106, arrival_time=2021-04-15 03:20:35.522504, cost_time=0:01:09.912806 2021-04-15 03:19:47,207 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1674, top1-acc=94.30%, top5-acc=99.92%, remaining_time=0:00:48.295872, arrival_time=2021-04-15 03:20:35.503160, cost_time=0:01:16.256699 2021-04-15 03:19:53,553 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1671, top1-acc=94.32%, top5-acc=99.90%, remaining_time=0:00:41.936796, arrival_time=2021-04-15 03:20:35.490306, cost_time=0:01:22.602832 2021-04-15 03:19:59,898 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1687, top1-acc=94.27%, top5-acc=99.91%, remaining_time=0:00:35.579208, arrival_time=2021-04-15 03:20:35.477892, cost_time=0:01:28.948078 2021-04-15 03:20:06,241 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1704, top1-acc=94.22%, top5-acc=99.90%, remaining_time=0:00:29.222374, arrival_time=2021-04-15 03:20:35.463340, cost_time=0:01:35.290379 2021-04-15 03:20:12,581 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1715, top1-acc=94.17%, top5-acc=99.90%, remaining_time=0:00:22.867056, arrival_time=2021-04-15 03:20:35.448939, cost_time=0:01:41.631289 2021-04-15 03:20:18,928 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1731, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:16.514290, arrival_time=2021-04-15 03:20:35.442961, cost_time=0:01:47.978083 2021-04-15 03:20:25,272 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.1738, top1-acc=94.09%, top5-acc=99.91%, remaining_time=0:00:10.161904, arrival_time=2021-04-15 03:20:35.433960, cost_time=0:01:54.321365 2021-04-15 03:20:31,620 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.64ms, fps=403 images/s, loss=0.1737, top1-acc=94.10%, top5-acc=99.90%, remaining_time=0:00:03.810636, arrival_time=2021-04-15 03:20:35.431394, cost_time=0:02:00.670160 2021-04-15 03:20:34,990 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.1739, top1-acc=94.11%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:34.990145, cost_time=0:02:04.039555 2021-04-15 03:20:37,287 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=1.29ms, fps=1115 images/s, loss=0.4988, top1-acc=85.08%, top5-acc=99.37%, remaining_time=0:00:06.887820, arrival_time=2021-04-15 03:20:44.175599, cost_time=0:00:02.295944 2021-04-15 03:20:39,466 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.4785, top1-acc=85.66%, top5-acc=99.55%, remaining_time=0:00:04.474340, arrival_time=2021-04-15 03:20:43.940513, cost_time=0:00:04.474340 2021-04-15 03:20:41,652 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.30ms, fps=1171 images/s, loss=0.4957, top1-acc=85.38%, top5-acc=99.43%, remaining_time=0:00:02.220040, arrival_time=2021-04-15 03:20:43.872004, cost_time=0:00:06.660130 2021-04-15 03:20:43,630 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=1.16ms, fps=1173 images/s, loss=0.4919, top1-acc=85.04%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 03:20:43.630211, cost_time=0:00:08.638412 2021-04-15 03:20:44,979 INFO : Epoch=0047 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:44:05.416539, arrival_time=2021-04-15 09:04:50.395939, cost_time=1:45:42.056058 2021-04-15 03:20:44,980 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 03:20:51,487 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=2.01ms, fps=393 images/s, loss=0.1676, top1-acc=93.95%, top5-acc=99.96%, remaining_time=0:02:01.025736, arrival_time=2021-04-15 03:22:52.513276, cost_time=0:00:06.506761 2021-04-15 03:20:57,835 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1770, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:01:53.119072, arrival_time=2021-04-15 03:22:50.954313, cost_time=0:00:12.854449 2021-04-15 03:21:04,182 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1779, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:01:46.252450, arrival_time=2021-04-15 03:22:50.435389, cost_time=0:00:19.202259 2021-04-15 03:21:10,540 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1741, top1-acc=94.05%, top5-acc=99.90%, remaining_time=0:01:39.680880, arrival_time=2021-04-15 03:22:50.220868, cost_time=0:00:25.559215 2021-04-15 03:21:16,896 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1727, top1-acc=94.02%, top5-acc=99.90%, remaining_time=0:01:33.193406, arrival_time=2021-04-15 03:22:50.089648, cost_time=0:00:31.915551 2021-04-15 03:21:23,240 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.1730, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:01:26.721624, arrival_time=2021-04-15 03:22:49.961854, cost_time=0:00:38.259550 2021-04-15 03:21:29,581 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1756, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:01:20.281656, arrival_time=2021-04-15 03:22:49.863279, cost_time=0:00:44.600939 2021-04-15 03:21:35,924 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1716, top1-acc=94.02%, top5-acc=99.91%, remaining_time=0:01:13.867640, arrival_time=2021-04-15 03:22:49.791631, cost_time=0:00:50.943223 2021-04-15 03:21:42,269 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1732, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:01:07.473346, arrival_time=2021-04-15 03:22:49.742718, cost_time=0:00:57.288680 2021-04-15 03:21:48,615 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1716, top1-acc=93.96%, top5-acc=99.90%, remaining_time=0:01:01.089792, arrival_time=2021-04-15 03:22:49.705716, cost_time=0:01:03.635222 2021-04-15 03:21:54,956 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1720, top1-acc=93.96%, top5-acc=99.90%, remaining_time=0:00:54.708728, arrival_time=2021-04-15 03:22:49.665676, cost_time=0:01:09.976276 2021-04-15 03:22:01,312 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1723, top1-acc=93.93%, top5-acc=99.90%, remaining_time=0:00:48.343144, arrival_time=2021-04-15 03:22:49.655102, cost_time=0:01:16.331274 2021-04-15 03:22:07,673 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.56ms, fps=402 images/s, loss=0.1738, top1-acc=93.90%, top5-acc=99.90%, remaining_time=0:00:41.982600, arrival_time=2021-04-15 03:22:49.656363, cost_time=0:01:22.692994 2021-04-15 03:22:14,023 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1736, top1-acc=93.90%, top5-acc=99.90%, remaining_time=0:00:35.617232, arrival_time=2021-04-15 03:22:49.640996, cost_time=0:01:29.043076 2021-04-15 03:22:20,376 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.1733, top1-acc=93.92%, top5-acc=99.91%, remaining_time=0:00:29.254620, arrival_time=2021-04-15 03:22:49.630757, cost_time=0:01:35.395462 2021-04-15 03:22:26,722 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1732, top1-acc=93.93%, top5-acc=99.91%, remaining_time=0:00:22.891860, arrival_time=2021-04-15 03:22:49.614061, cost_time=0:01:41.741525 2021-04-15 03:22:33,064 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1740, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:16.530436, arrival_time=2021-04-15 03:22:49.594686, cost_time=0:01:48.083567 2021-04-15 03:22:39,418 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1743, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:10.172240, arrival_time=2021-04-15 03:22:49.590819, cost_time=0:01:54.437777 2021-04-15 03:22:45,771 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.1753, top1-acc=93.89%, top5-acc=99.91%, remaining_time=0:00:03.814458, arrival_time=2021-04-15 03:22:49.586351, cost_time=0:02:00.791213 2021-04-15 03:22:49,140 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.68ms, fps=404 images/s, loss=0.1748, top1-acc=93.90%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:49.140847, cost_time=0:02:04.160176 2021-04-15 03:22:51,465 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.25ms, fps=1102 images/s, loss=0.5684, top1-acc=82.93%, top5-acc=98.83%, remaining_time=0:00:06.967560, arrival_time=2021-04-15 03:22:58.432623, cost_time=0:00:02.322518 2021-04-15 03:22:53,647 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.30ms, fps=1173 images/s, loss=0.5427, top1-acc=83.22%, top5-acc=99.06%, remaining_time=0:00:04.505220, arrival_time=2021-04-15 03:22:58.152975, cost_time=0:00:04.505215 2021-04-15 03:22:55,827 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.5422, top1-acc=83.37%, top5-acc=99.13%, remaining_time=0:00:02.228290, arrival_time=2021-04-15 03:22:58.055706, cost_time=0:00:06.684877 2021-04-15 03:22:57,804 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=1.06ms, fps=1174 images/s, loss=0.5296, top1-acc=83.87%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-15 03:22:57.804310, cost_time=0:00:08.661807 2021-04-15 03:22:59,146 INFO : Epoch=0048 complete, best val top1-acc=86.53%, top5-acc=99.28% (epoch=42), remaining_time=5:41:48.039272, arrival_time=2021-04-15 09:04:47.185543, cost_time=1:47:56.222925 2021-04-15 03:22:59,147 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 03:23:05,652 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.41ms, fps=394 images/s, loss=0.1770, top1-acc=94.22%, top5-acc=99.92%, remaining_time=0:02:00.981654, arrival_time=2021-04-15 03:25:06.633801, cost_time=0:00:06.504388 2021-04-15 03:23:11,998 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1692, top1-acc=94.24%, top5-acc=99.96%, remaining_time=0:01:53.088096, arrival_time=2021-04-15 03:25:05.086744, cost_time=0:00:12.850916 2021-04-15 03:23:18,345 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1723, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:01:46.229542, arrival_time=2021-04-15 03:25:04.575214, cost_time=0:00:19.198114 2021-04-15 03:23:24,689 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1732, top1-acc=93.99%, top5-acc=99.94%, remaining_time=0:01:39.612396, arrival_time=2021-04-15 03:25:04.301721, cost_time=0:00:25.541636 2021-04-15 03:23:31,039 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1727, top1-acc=94.00%, top5-acc=99.94%, remaining_time=0:01:33.125078, arrival_time=2021-04-15 03:25:04.164782, cost_time=0:00:31.892143 2021-04-15 03:23:37,384 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1762, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:01:26.670352, arrival_time=2021-04-15 03:25:04.054870, cost_time=0:00:38.236937 2021-04-15 03:23:43,742 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1742, top1-acc=93.97%, top5-acc=99.93%, remaining_time=0:01:20.270568, arrival_time=2021-04-15 03:25:04.012885, cost_time=0:00:44.594765 2021-04-15 03:23:50,091 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1714, top1-acc=94.11%, top5-acc=99.93%, remaining_time=0:01:13.868916, arrival_time=2021-04-15 03:25:03.960607, cost_time=0:00:50.944057 2021-04-15 03:23:56,452 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1689, top1-acc=94.16%, top5-acc=99.94%, remaining_time=0:01:07.492214, arrival_time=2021-04-15 03:25:03.944472, cost_time=0:00:57.304695 2021-04-15 03:24:02,810 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1674, top1-acc=94.23%, top5-acc=99.94%, remaining_time=0:01:01.116480, arrival_time=2021-04-15 03:25:03.927012, cost_time=0:01:03.662985 2021-04-15 03:24:09,161 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1671, top1-acc=94.25%, top5-acc=99.94%, remaining_time=0:00:54.737796, arrival_time=2021-04-15 03:25:03.898844, cost_time=0:01:10.013502 2021-04-15 03:24:15,509 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1651, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:48.362296, arrival_time=2021-04-15 03:25:03.871359, cost_time=0:01:16.361517 2021-04-15 03:24:21,860 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1658, top1-acc=94.23%, top5-acc=99.94%, remaining_time=0:00:41.992830, arrival_time=2021-04-15 03:25:03.853637, cost_time=0:01:22.713166 2021-04-15 03:24:28,206 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1677, top1-acc=94.15%, top5-acc=99.94%, remaining_time=0:00:35.623392, arrival_time=2021-04-15 03:25:03.829507, cost_time=0:01:29.058467 2021-04-15 03:24:34,554 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1693, top1-acc=94.09%, top5-acc=99.93%, remaining_time=0:00:29.258024, arrival_time=2021-04-15 03:25:03.812327, cost_time=0:01:35.406661 2021-04-15 03:24:40,905 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=2.18ms, fps=403 images/s, loss=0.1716, top1-acc=94.01%, top5-acc=99.93%, remaining_time=0:00:22.895424, arrival_time=2021-04-15 03:25:03.800455, cost_time=0:01:41.757396 2021-04-15 03:24:47,249 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1721, top1-acc=93.99%, top5-acc=99.94%, remaining_time=0:00:16.533244, arrival_time=2021-04-15 03:25:03.783016, cost_time=0:01:48.102019 2021-04-15 03:24:53,611 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.73ms, fps=402 images/s, loss=0.1719, top1-acc=94.01%, top5-acc=99.94%, remaining_time=0:00:10.174512, arrival_time=2021-04-15 03:25:03.785432, cost_time=0:01:54.463281 2021-04-15 03:24:59,960 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1721, top1-acc=94.00%, top5-acc=99.94%, remaining_time=0:00:03.815154, arrival_time=2021-04-15 03:25:03.775957, cost_time=0:02:00.813173 2021-04-15 03:25:03,334 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1728, top1-acc=93.99%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:03.334358, cost_time=0:02:04.186810 2021-04-15 03:25:05,628 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.33ms, fps=1117 images/s, loss=0.4214, top1-acc=86.72%, top5-acc=99.37%, remaining_time=0:00:06.878160, arrival_time=2021-04-15 03:25:12.507040, cost_time=0:00:02.292725 2021-04-15 03:25:07,811 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.32ms, fps=1173 images/s, loss=0.4310, top1-acc=86.68%, top5-acc=99.47%, remaining_time=0:00:04.475180, arrival_time=2021-04-15 03:25:12.286521, cost_time=0:00:04.475189 2021-04-15 03:25:09,990 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.49ms, fps=1175 images/s, loss=0.4348, top1-acc=86.63%, top5-acc=99.45%, remaining_time=0:00:02.218070, arrival_time=2021-04-15 03:25:12.208432, cost_time=0:00:06.654218 2021-04-15 03:25:11,972 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=1.35ms, fps=1171 images/s, loss=0.4439, top1-acc=86.59%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 03:25:11.972092, cost_time=0:00:08.635878 2021-04-15 03:25:14,725 INFO : Epoch=0049 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:39:35.146193, arrival_time=2021-04-15 09:04:49.871977, cost_time=1:50:11.802429 2021-04-15 03:25:14,727 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 03:25:21,221 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.20ms, fps=394 images/s, loss=0.1914, top1-acc=93.91%, top5-acc=99.88%, remaining_time=0:02:00.789702, arrival_time=2021-04-15 03:27:22.011503, cost_time=0:00:06.494068 2021-04-15 03:25:27,572 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.2005, top1-acc=93.46%, top5-acc=99.80%, remaining_time=0:01:53.030016, arrival_time=2021-04-15 03:27:20.602052, cost_time=0:00:12.844330 2021-04-15 03:25:33,928 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.74ms, fps=403 images/s, loss=0.1871, top1-acc=93.76%, top5-acc=99.84%, remaining_time=0:01:46.242988, arrival_time=2021-04-15 03:27:20.171155, cost_time=0:00:19.200550 2021-04-15 03:25:40,285 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1777, top1-acc=94.04%, top5-acc=99.87%, remaining_time=0:01:39.675888, arrival_time=2021-04-15 03:27:19.961487, cost_time=0:00:25.557912 2021-04-15 03:25:46,629 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1702, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:01:33.152380, arrival_time=2021-04-15 03:27:19.781474, cost_time=0:00:31.901478 2021-04-15 03:25:52,974 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1682, top1-acc=94.34%, top5-acc=99.90%, remaining_time=0:01:26.693744, arrival_time=2021-04-15 03:27:19.668575, cost_time=0:00:38.247234 2021-04-15 03:25:59,319 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1715, top1-acc=94.23%, top5-acc=99.89%, remaining_time=0:01:20.266032, arrival_time=2021-04-15 03:27:19.585850, cost_time=0:00:44.592219 2021-04-15 03:26:05,663 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1684, top1-acc=94.36%, top5-acc=99.90%, remaining_time=0:01:13.856852, arrival_time=2021-04-15 03:27:19.520332, cost_time=0:00:50.935785 2021-04-15 03:26:12,007 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1687, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:01:07.462852, arrival_time=2021-04-15 03:27:19.470240, cost_time=0:00:57.279770 2021-04-15 03:26:18,354 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1690, top1-acc=94.30%, top5-acc=99.91%, remaining_time=0:01:01.082112, arrival_time=2021-04-15 03:27:19.436952, cost_time=0:01:03.627244 2021-04-15 03:26:24,701 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1693, top1-acc=94.35%, top5-acc=99.90%, remaining_time=0:00:54.707094, arrival_time=2021-04-15 03:27:19.408851, cost_time=0:01:09.974167 2021-04-15 03:26:31,052 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1693, top1-acc=94.32%, top5-acc=99.91%, remaining_time=0:00:48.338888, arrival_time=2021-04-15 03:27:19.391080, cost_time=0:01:16.324597 2021-04-15 03:26:37,396 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1695, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:00:41.970126, arrival_time=2021-04-15 03:27:19.366222, cost_time=0:01:22.668374 2021-04-15 03:26:43,738 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1686, top1-acc=94.34%, top5-acc=99.91%, remaining_time=0:00:35.604520, arrival_time=2021-04-15 03:27:19.343371, cost_time=0:01:29.011253 2021-04-15 03:26:50,082 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1676, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:29.242062, arrival_time=2021-04-15 03:27:19.324231, cost_time=0:01:35.354576 2021-04-15 03:26:56,430 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1667, top1-acc=94.36%, top5-acc=99.92%, remaining_time=0:00:22.883076, arrival_time=2021-04-15 03:27:19.313276, cost_time=0:01:41.702597 2021-04-15 03:27:02,776 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1658, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:16.525158, arrival_time=2021-04-15 03:27:19.301816, cost_time=0:01:48.049053 2021-04-15 03:27:09,128 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1656, top1-acc=94.39%, top5-acc=99.91%, remaining_time=0:00:10.168992, arrival_time=2021-04-15 03:27:19.297763, cost_time=0:01:54.401086 2021-04-15 03:27:15,475 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1662, top1-acc=94.37%, top5-acc=99.91%, remaining_time=0:00:03.813072, arrival_time=2021-04-15 03:27:19.288040, cost_time=0:02:00.747359 2021-04-15 03:27:18,839 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.1670, top1-acc=94.33%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:18.838994, cost_time=0:02:04.111402 2021-04-15 03:27:21,142 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=1.31ms, fps=1112 images/s, loss=0.4867, top1-acc=86.41%, top5-acc=99.14%, remaining_time=0:00:06.903960, arrival_time=2021-04-15 03:27:28.046059, cost_time=0:00:02.301325 2021-04-15 03:27:23,326 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.48ms, fps=1172 images/s, loss=0.4773, top1-acc=86.60%, top5-acc=99.12%, remaining_time=0:00:04.485760, arrival_time=2021-04-15 03:27:27.812283, cost_time=0:00:04.485758 2021-04-15 03:27:25,504 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.32ms, fps=1176 images/s, loss=0.4744, top1-acc=86.48%, top5-acc=99.18%, remaining_time=0:00:02.221280, arrival_time=2021-04-15 03:27:27.725900, cost_time=0:00:06.663854 2021-04-15 03:27:27,486 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=1.32ms, fps=1171 images/s, loss=0.4759, top1-acc=86.34%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-15 03:27:27.486454, cost_time=0:00:08.645724 2021-04-15 03:27:28,860 INFO : Epoch=0050 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:37:17.811900, arrival_time=2021-04-15 09:04:46.672533, cost_time=1:52:25.937277 2021-04-15 03:27:28,861 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 03:27:35,381 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=2.35ms, fps=393 images/s, loss=0.1572, top1-acc=94.41%, top5-acc=100.00%, remaining_time=0:02:01.263816, arrival_time=2021-04-15 03:29:36.645390, cost_time=0:00:06.519565 2021-04-15 03:27:41,734 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.93ms, fps=403 images/s, loss=0.1633, top1-acc=94.22%, top5-acc=99.94%, remaining_time=0:01:53.277824, arrival_time=2021-04-15 03:29:35.012311, cost_time=0:00:12.872486 2021-04-15 03:27:48,081 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1625, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:01:46.347402, arrival_time=2021-04-15 03:29:34.428722, cost_time=0:00:19.219414 2021-04-15 03:27:54,443 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.1598, top1-acc=94.49%, top5-acc=99.91%, remaining_time=0:01:39.765744, arrival_time=2021-04-15 03:29:34.208690, cost_time=0:00:25.580957 2021-04-15 03:28:00,789 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1592, top1-acc=94.55%, top5-acc=99.91%, remaining_time=0:01:33.227132, arrival_time=2021-04-15 03:29:34.016140, cost_time=0:00:31.927086 2021-04-15 03:28:07,133 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1599, top1-acc=94.51%, top5-acc=99.93%, remaining_time=0:01:26.748688, arrival_time=2021-04-15 03:29:33.882069, cost_time=0:00:38.271476 2021-04-15 03:28:13,473 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1579, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:01:20.301564, arrival_time=2021-04-15 03:29:33.775467, cost_time=0:00:44.611997 2021-04-15 03:28:19,824 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1576, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:01:13.895944, arrival_time=2021-04-15 03:29:33.720635, cost_time=0:00:50.962694 2021-04-15 03:28:26,173 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1581, top1-acc=94.61%, top5-acc=99.93%, remaining_time=0:01:07.500588, arrival_time=2021-04-15 03:29:33.674337, cost_time=0:00:57.311835 2021-04-15 03:28:32,525 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1576, top1-acc=94.63%, top5-acc=99.93%, remaining_time=0:01:01.117056, arrival_time=2021-04-15 03:29:33.642570, cost_time=0:01:03.663612 2021-04-15 03:28:38,866 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1583, top1-acc=94.63%, top5-acc=99.92%, remaining_time=0:00:54.730744, arrival_time=2021-04-15 03:29:33.597071, cost_time=0:01:10.004416 2021-04-15 03:28:45,218 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1585, top1-acc=94.64%, top5-acc=99.92%, remaining_time=0:00:48.359180, arrival_time=2021-04-15 03:29:33.577689, cost_time=0:01:16.356597 2021-04-15 03:28:51,573 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1600, top1-acc=94.54%, top5-acc=99.92%, remaining_time=0:00:41.991972, arrival_time=2021-04-15 03:29:33.565320, cost_time=0:01:22.711442 2021-04-15 03:28:57,923 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.75ms, fps=403 images/s, loss=0.1590, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:35.624512, arrival_time=2021-04-15 03:29:33.547815, cost_time=0:01:29.061308 2021-04-15 03:29:04,269 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1590, top1-acc=94.58%, top5-acc=99.92%, remaining_time=0:00:29.258346, arrival_time=2021-04-15 03:29:33.527883, cost_time=0:01:35.407618 2021-04-15 03:29:10,614 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1601, top1-acc=94.49%, top5-acc=99.92%, remaining_time=0:00:22.894236, arrival_time=2021-04-15 03:29:33.508314, cost_time=0:01:41.752176 2021-04-15 03:29:16,953 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1608, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:16.531684, arrival_time=2021-04-15 03:29:33.485314, cost_time=0:01:48.091723 2021-04-15 03:29:23,294 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1624, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:10.171808, arrival_time=2021-04-15 03:29:33.466632, cost_time=0:01:54.432925 2021-04-15 03:29:29,647 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.1646, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:00:03.814278, arrival_time=2021-04-15 03:29:33.461740, cost_time=0:02:00.785423 2021-04-15 03:29:33,023 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1653, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:33.023150, cost_time=0:02:04.161233 2021-04-15 03:29:35,329 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.49ms, fps=1111 images/s, loss=0.4314, top1-acc=85.70%, top5-acc=99.02%, remaining_time=0:00:06.912300, arrival_time=2021-04-15 03:29:42.241497, cost_time=0:00:02.304102 2021-04-15 03:29:37,510 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.43ms, fps=1174 images/s, loss=0.4394, top1-acc=85.76%, top5-acc=99.14%, remaining_time=0:00:04.485060, arrival_time=2021-04-15 03:29:41.995125, cost_time=0:00:04.485065 2021-04-15 03:29:39,694 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.36ms, fps=1172 images/s, loss=0.4329, top1-acc=86.04%, top5-acc=99.26%, remaining_time=0:00:02.222950, arrival_time=2021-04-15 03:29:41.916874, cost_time=0:00:06.668841 2021-04-15 03:29:41,675 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=1.18ms, fps=1171 images/s, loss=0.4246, top1-acc=86.20%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 03:29:41.675200, cost_time=0:00:08.650247 2021-04-15 03:29:43,017 INFO : Epoch=0051 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:35:00.667094, arrival_time=2021-04-15 09:04:43.684524, cost_time=1:54:40.094082 2021-04-15 03:29:43,018 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 03:29:49,549 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.64ms, fps=392 images/s, loss=0.1617, top1-acc=94.73%, top5-acc=99.88%, remaining_time=0:02:01.460232, arrival_time=2021-04-15 03:31:51.009230, cost_time=0:00:06.530122 2021-04-15 03:29:55,907 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1537, top1-acc=94.82%, top5-acc=99.88%, remaining_time=0:01:53.418976, arrival_time=2021-04-15 03:31:49.326264, cost_time=0:00:12.888516 2021-04-15 03:30:02,253 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1566, top1-acc=94.82%, top5-acc=99.90%, remaining_time=0:01:46.430734, arrival_time=2021-04-15 03:31:48.684082, cost_time=0:00:19.234484 2021-04-15 03:30:08,592 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1512, top1-acc=94.95%, top5-acc=99.90%, remaining_time=0:01:39.736260, arrival_time=2021-04-15 03:31:48.328440, cost_time=0:00:25.573407 2021-04-15 03:30:14,933 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.1553, top1-acc=94.73%, top5-acc=99.91%, remaining_time=0:01:33.189756, arrival_time=2021-04-15 03:31:48.123013, cost_time=0:00:31.914307 2021-04-15 03:30:21,281 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1566, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:01:26.727880, arrival_time=2021-04-15 03:31:48.009039, cost_time=0:00:38.262296 2021-04-15 03:30:27,623 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1581, top1-acc=94.64%, top5-acc=99.92%, remaining_time=0:01:20.288082, arrival_time=2021-04-15 03:31:47.911355, cost_time=0:00:44.604490 2021-04-15 03:30:33,965 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1602, top1-acc=94.55%, top5-acc=99.91%, remaining_time=0:01:13.872164, arrival_time=2021-04-15 03:31:47.837281, cost_time=0:00:50.946335 2021-04-15 03:30:40,310 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1590, top1-acc=94.57%, top5-acc=99.92%, remaining_time=0:01:07.476632, arrival_time=2021-04-15 03:31:47.786880, cost_time=0:00:57.291484 2021-04-15 03:30:46,653 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1627, top1-acc=94.48%, top5-acc=99.92%, remaining_time=0:01:01.088928, arrival_time=2021-04-15 03:31:47.742018, cost_time=0:01:03.634315 2021-04-15 03:30:52,998 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.1617, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:00:54.711652, arrival_time=2021-04-15 03:31:47.710559, cost_time=0:01:09.980043 2021-04-15 03:30:59,345 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1611, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:48.340408, arrival_time=2021-04-15 03:31:47.686122, cost_time=0:01:16.326941 2021-04-15 03:31:05,690 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1607, top1-acc=94.54%, top5-acc=99.91%, remaining_time=0:00:41.971908, arrival_time=2021-04-15 03:31:47.662652, cost_time=0:01:22.671962 2021-04-15 03:31:12,036 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1593, top1-acc=94.58%, top5-acc=99.91%, remaining_time=0:00:35.606928, arrival_time=2021-04-15 03:31:47.643093, cost_time=0:01:29.017389 2021-04-15 03:31:18,381 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1597, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:29.244592, arrival_time=2021-04-15 03:31:47.626159, cost_time=0:01:35.362791 2021-04-15 03:31:24,722 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1607, top1-acc=94.51%, top5-acc=99.91%, remaining_time=0:00:22.883328, arrival_time=2021-04-15 03:31:47.605826, cost_time=0:01:41.703721 2021-04-15 03:31:31,071 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1616, top1-acc=94.44%, top5-acc=99.91%, remaining_time=0:00:16.525652, arrival_time=2021-04-15 03:31:47.596835, cost_time=0:01:48.052317 2021-04-15 03:31:37,422 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1622, top1-acc=94.40%, top5-acc=99.91%, remaining_time=0:00:10.169216, arrival_time=2021-04-15 03:31:47.591638, cost_time=0:01:54.403632 2021-04-15 03:31:43,774 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1627, top1-acc=94.38%, top5-acc=99.91%, remaining_time=0:00:03.813348, arrival_time=2021-04-15 03:31:47.588056, cost_time=0:02:00.755935 2021-04-15 03:31:47,145 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.1635, top1-acc=94.36%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:47.145125, cost_time=0:02:04.126352 2021-04-15 03:31:49,527 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.32ms, fps=1075 images/s, loss=0.4873, top1-acc=84.02%, top5-acc=99.22%, remaining_time=0:00:07.142550, arrival_time=2021-04-15 03:31:56.670262, cost_time=0:00:02.380854 2021-04-15 03:31:51,709 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.81ms, fps=1174 images/s, loss=0.4669, top1-acc=84.51%, top5-acc=99.41%, remaining_time=0:00:04.562560, arrival_time=2021-04-15 03:31:56.271977, cost_time=0:00:04.562569 2021-04-15 03:31:53,889 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.31ms, fps=1174 images/s, loss=0.4759, top1-acc=84.52%, top5-acc=99.36%, remaining_time=0:00:02.247610, arrival_time=2021-04-15 03:31:56.137296, cost_time=0:00:06.742834 2021-04-15 03:31:55,868 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=1.16ms, fps=1173 images/s, loss=0.4648, top1-acc=84.87%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 03:31:55.868578, cost_time=0:00:08.721750 2021-04-15 03:31:57,270 INFO : Epoch=0052 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:32:43.910476, arrival_time=2021-04-15 09:04:41.180727, cost_time=1:56:54.346900 2021-04-15 03:31:57,271 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 03:32:03,825 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.47ms, fps=391 images/s, loss=0.1795, top1-acc=93.87%, top5-acc=99.84%, remaining_time=0:02:01.891938, arrival_time=2021-04-15 03:34:05.717233, cost_time=0:00:06.553328 2021-04-15 03:32:10,177 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=2.17ms, fps=403 images/s, loss=0.1696, top1-acc=94.26%, top5-acc=99.90%, remaining_time=0:01:53.571920, arrival_time=2021-04-15 03:34:03.749618, cost_time=0:00:12.905895 2021-04-15 03:32:16,526 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1666, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:01:46.542618, arrival_time=2021-04-15 03:34:03.069014, cost_time=0:00:19.254690 2021-04-15 03:32:22,868 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1583, top1-acc=94.60%, top5-acc=99.93%, remaining_time=0:01:39.824868, arrival_time=2021-04-15 03:34:02.692796, cost_time=0:00:25.596133 2021-04-15 03:32:29,213 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.90ms, fps=403 images/s, loss=0.1594, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:01:33.268888, arrival_time=2021-04-15 03:34:02.481992, cost_time=0:00:31.941389 2021-04-15 03:32:35,556 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1575, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:01:26.778200, arrival_time=2021-04-15 03:34:02.334377, cost_time=0:00:38.284472 2021-04-15 03:32:41,901 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1582, top1-acc=94.70%, top5-acc=99.92%, remaining_time=0:01:20.332938, arrival_time=2021-04-15 03:34:02.234031, cost_time=0:00:44.629389 2021-04-15 03:32:48,244 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1590, top1-acc=94.65%, top5-acc=99.93%, remaining_time=0:01:13.910444, arrival_time=2021-04-15 03:34:02.154944, cost_time=0:00:50.972707 2021-04-15 03:32:54,584 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1581, top1-acc=94.70%, top5-acc=99.91%, remaining_time=0:01:07.502072, arrival_time=2021-04-15 03:34:02.086858, cost_time=0:00:57.313075 2021-04-15 03:33:00,936 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=2.06ms, fps=403 images/s, loss=0.1575, top1-acc=94.72%, top5-acc=99.92%, remaining_time=0:01:01.118496, arrival_time=2021-04-15 03:34:02.055338, cost_time=0:01:03.665142 2021-04-15 03:33:07,289 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1565, top1-acc=94.72%, top5-acc=99.93%, remaining_time=0:00:54.741236, arrival_time=2021-04-15 03:34:02.030831, cost_time=0:01:10.017894 2021-04-15 03:33:13,631 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.1580, top1-acc=94.67%, top5-acc=99.92%, remaining_time=0:00:48.361156, arrival_time=2021-04-15 03:34:01.992535, cost_time=0:01:16.359680 2021-04-15 03:33:19,980 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.1585, top1-acc=94.67%, top5-acc=99.91%, remaining_time=0:00:41.990718, arrival_time=2021-04-15 03:34:01.971532, cost_time=0:01:22.709051 2021-04-15 03:33:26,325 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1605, top1-acc=94.60%, top5-acc=99.90%, remaining_time=0:00:35.621432, arrival_time=2021-04-15 03:34:01.946716, cost_time=0:01:29.053565 2021-04-15 03:33:32,672 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1614, top1-acc=94.57%, top5-acc=99.90%, remaining_time=0:00:29.256322, arrival_time=2021-04-15 03:34:01.929027, cost_time=0:01:35.400987 2021-04-15 03:33:39,020 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1613, top1-acc=94.59%, top5-acc=99.91%, remaining_time=0:00:22.893480, arrival_time=2021-04-15 03:34:01.913989, cost_time=0:01:41.748798 2021-04-15 03:33:45,369 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1624, top1-acc=94.55%, top5-acc=99.90%, remaining_time=0:00:16.532646, arrival_time=2021-04-15 03:34:01.902395, cost_time=0:01:48.098041 2021-04-15 03:33:51,715 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.1630, top1-acc=94.50%, top5-acc=99.91%, remaining_time=0:00:10.172752, arrival_time=2021-04-15 03:34:01.887829, cost_time=0:01:54.443376 2021-04-15 03:33:58,064 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.25ms, fps=403 images/s, loss=0.1638, top1-acc=94.46%, top5-acc=99.91%, remaining_time=0:00:03.814512, arrival_time=2021-04-15 03:34:01.879122, cost_time=0:02:00.792823 2021-04-15 03:34:01,435 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.28ms, fps=403 images/s, loss=0.1634, top1-acc=94.48%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:01.435729, cost_time=0:02:04.164024 2021-04-15 03:34:03,735 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.26ms, fps=1114 images/s, loss=0.4772, top1-acc=84.53%, top5-acc=98.98%, remaining_time=0:00:06.893910, arrival_time=2021-04-15 03:34:10.629304, cost_time=0:00:02.297966 2021-04-15 03:34:05,915 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.27ms, fps=1175 images/s, loss=0.4404, top1-acc=85.55%, top5-acc=99.20%, remaining_time=0:00:04.477920, arrival_time=2021-04-15 03:34:10.393261, cost_time=0:00:04.477918 2021-04-15 03:34:08,094 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.31ms, fps=1175 images/s, loss=0.4423, top1-acc=85.65%, top5-acc=99.13%, remaining_time=0:00:02.218950, arrival_time=2021-04-15 03:34:10.313214, cost_time=0:00:06.656844 2021-04-15 03:34:10,074 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=1.21ms, fps=1172 images/s, loss=0.4407, top1-acc=85.81%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-15 03:34:10.074633, cost_time=0:00:08.637244 2021-04-15 03:34:11,518 INFO : Epoch=0053 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:30:27.235785, arrival_time=2021-04-15 09:04:38.754342, cost_time=1:59:08.595208 2021-04-15 03:34:11,519 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 03:34:18,046 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.41ms, fps=392 images/s, loss=0.1429, top1-acc=94.80%, top5-acc=100.00%, remaining_time=0:02:01.384716, arrival_time=2021-04-15 03:36:19.430689, cost_time=0:00:06.526060 2021-04-15 03:34:24,398 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1496, top1-acc=94.69%, top5-acc=99.98%, remaining_time=0:01:53.331152, arrival_time=2021-04-15 03:36:17.729703, cost_time=0:00:12.878544 2021-04-15 03:34:30,757 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.1511, top1-acc=94.66%, top5-acc=99.95%, remaining_time=0:01:46.447334, arrival_time=2021-04-15 03:36:17.204708, cost_time=0:00:19.237465 2021-04-15 03:34:37,101 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1519, top1-acc=94.54%, top5-acc=99.96%, remaining_time=0:01:39.767460, arrival_time=2021-04-15 03:36:16.868778, cost_time=0:00:25.581383 2021-04-15 03:34:43,443 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1534, top1-acc=94.51%, top5-acc=99.96%, remaining_time=0:01:33.218080, arrival_time=2021-04-15 03:36:16.661869, cost_time=0:00:31.923976 2021-04-15 03:34:49,790 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1554, top1-acc=94.45%, top5-acc=99.95%, remaining_time=0:01:26.745968, arrival_time=2021-04-15 03:36:16.536125, cost_time=0:00:38.270250 2021-04-15 03:34:56,137 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1548, top1-acc=94.50%, top5-acc=99.95%, remaining_time=0:01:20.311518, arrival_time=2021-04-15 03:36:16.448849, cost_time=0:00:44.617507 2021-04-15 03:35:02,483 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1563, top1-acc=94.48%, top5-acc=99.96%, remaining_time=0:01:13.896872, arrival_time=2021-04-15 03:36:16.380132, cost_time=0:00:50.963361 2021-04-15 03:35:08,826 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1547, top1-acc=94.56%, top5-acc=99.96%, remaining_time=0:01:07.493910, arrival_time=2021-04-15 03:36:16.319861, cost_time=0:00:57.306111 2021-04-15 03:35:15,175 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1564, top1-acc=94.48%, top5-acc=99.95%, remaining_time=0:01:01.108992, arrival_time=2021-04-15 03:36:16.284045, cost_time=0:01:03.655238 2021-04-15 03:35:21,520 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1569, top1-acc=94.51%, top5-acc=99.94%, remaining_time=0:00:54.727906, arrival_time=2021-04-15 03:36:16.248527, cost_time=0:01:10.000809 2021-04-15 03:35:27,860 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1567, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:48.349148, arrival_time=2021-04-15 03:36:16.209698, cost_time=0:01:16.340729 2021-04-15 03:35:34,215 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1570, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:41.983854, arrival_time=2021-04-15 03:36:16.199173, cost_time=0:01:22.695422 2021-04-15 03:35:40,568 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1569, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:35.619472, arrival_time=2021-04-15 03:36:16.187981, cost_time=0:01:29.048666 2021-04-15 03:35:46,915 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1579, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:29.254528, arrival_time=2021-04-15 03:36:16.169566, cost_time=0:01:35.395224 2021-04-15 03:35:53,261 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1577, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:22.891752, arrival_time=2021-04-15 03:36:16.152743, cost_time=0:01:41.741177 2021-04-15 03:35:59,600 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1582, top1-acc=94.48%, top5-acc=99.91%, remaining_time=0:00:16.529994, arrival_time=2021-04-15 03:36:16.130493, cost_time=0:01:48.080677 2021-04-15 03:36:05,951 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1583, top1-acc=94.46%, top5-acc=99.91%, remaining_time=0:00:10.171664, arrival_time=2021-04-15 03:36:16.122716, cost_time=0:01:54.431149 2021-04-15 03:36:12,296 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.1595, top1-acc=94.45%, top5-acc=99.91%, remaining_time=0:00:03.813990, arrival_time=2021-04-15 03:36:16.110114, cost_time=0:02:00.776294 2021-04-15 03:36:15,663 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.1595, top1-acc=94.44%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:15.663510, cost_time=0:02:04.143700 2021-04-15 03:36:17,955 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.43ms, fps=1118 images/s, loss=0.4825, top1-acc=84.41%, top5-acc=99.34%, remaining_time=0:00:06.871380, arrival_time=2021-04-15 03:36:24.827045, cost_time=0:00:02.290463 2021-04-15 03:36:20,139 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.39ms, fps=1173 images/s, loss=0.4831, top1-acc=85.00%, top5-acc=99.32%, remaining_time=0:00:04.474120, arrival_time=2021-04-15 03:36:24.613439, cost_time=0:00:04.474121 2021-04-15 03:36:22,319 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.33ms, fps=1174 images/s, loss=0.4955, top1-acc=84.78%, top5-acc=99.30%, remaining_time=0:00:02.218210, arrival_time=2021-04-15 03:36:24.538026, cost_time=0:00:06.654619 2021-04-15 03:36:24,298 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=1.21ms, fps=1173 images/s, loss=0.4873, top1-acc=84.78%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 03:36:24.298649, cost_time=0:00:08.633486 2021-04-15 03:36:25,685 INFO : Epoch=0054 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:28:10.431912, arrival_time=2021-04-15 09:04:36.117723, cost_time=2:01:22.762462 2021-04-15 03:36:25,687 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 03:36:32,173 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.42ms, fps=395 images/s, loss=0.1580, top1-acc=94.84%, top5-acc=99.88%, remaining_time=0:02:00.646296, arrival_time=2021-04-15 03:38:32.819879, cost_time=0:00:06.486356 2021-04-15 03:36:38,532 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1541, top1-acc=95.06%, top5-acc=99.90%, remaining_time=0:01:53.039696, arrival_time=2021-04-15 03:38:31.572359, cost_time=0:00:12.845413 2021-04-15 03:36:44,877 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1514, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:01:46.187212, arrival_time=2021-04-15 03:38:31.064762, cost_time=0:00:19.190449 2021-04-15 03:36:51,221 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1492, top1-acc=94.97%, top5-acc=99.93%, remaining_time=0:01:39.582444, arrival_time=2021-04-15 03:38:30.803600, cost_time=0:00:25.533969 2021-04-15 03:36:57,574 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1516, top1-acc=94.88%, top5-acc=99.91%, remaining_time=0:01:33.111062, arrival_time=2021-04-15 03:38:30.685520, cost_time=0:00:31.887350 2021-04-15 03:37:03,917 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1517, top1-acc=94.84%, top5-acc=99.92%, remaining_time=0:01:26.656208, arrival_time=2021-04-15 03:38:30.573993, cost_time=0:00:38.230657 2021-04-15 03:37:10,267 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1505, top1-acc=94.87%, top5-acc=99.92%, remaining_time=0:01:20.245494, arrival_time=2021-04-15 03:38:30.513403, cost_time=0:00:44.580813 2021-04-15 03:37:16,623 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1512, top1-acc=94.84%, top5-acc=99.93%, remaining_time=0:01:13.857432, arrival_time=2021-04-15 03:38:30.480807, cost_time=0:00:50.936184 2021-04-15 03:37:22,958 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1514, top1-acc=94.84%, top5-acc=99.93%, remaining_time=0:01:07.452782, arrival_time=2021-04-15 03:38:30.411109, cost_time=0:00:57.271219 2021-04-15 03:37:29,297 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1518, top1-acc=94.79%, top5-acc=99.93%, remaining_time=0:01:01.066080, arrival_time=2021-04-15 03:38:30.363696, cost_time=0:01:03.610528 2021-04-15 03:37:35,647 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1513, top1-acc=94.78%, top5-acc=99.94%, remaining_time=0:00:54.696688, arrival_time=2021-04-15 03:38:30.344615, cost_time=0:01:09.960831 2021-04-15 03:37:42,002 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1527, top1-acc=94.71%, top5-acc=99.93%, remaining_time=0:00:48.333036, arrival_time=2021-04-15 03:38:30.335453, cost_time=0:01:16.315324 2021-04-15 03:37:48,350 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1533, top1-acc=94.70%, top5-acc=99.93%, remaining_time=0:00:41.967684, arrival_time=2021-04-15 03:38:30.318487, cost_time=0:01:22.663609 2021-04-15 03:37:54,696 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1544, top1-acc=94.63%, top5-acc=99.92%, remaining_time=0:00:35.603792, arrival_time=2021-04-15 03:38:30.300324, cost_time=0:01:29.009420 2021-04-15 03:38:01,045 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1548, top1-acc=94.62%, top5-acc=99.92%, remaining_time=0:00:29.243212, arrival_time=2021-04-15 03:38:30.288672, cost_time=0:01:35.358360 2021-04-15 03:38:07,390 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1553, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:22.883256, arrival_time=2021-04-15 03:38:30.273651, cost_time=0:01:41.703299 2021-04-15 03:38:13,730 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1555, top1-acc=94.60%, top5-acc=99.93%, remaining_time=0:00:16.524352, arrival_time=2021-04-15 03:38:30.255212, cost_time=0:01:48.043762 2021-04-15 03:38:20,076 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1560, top1-acc=94.59%, top5-acc=99.93%, remaining_time=0:00:10.167936, arrival_time=2021-04-15 03:38:30.244461, cost_time=0:01:54.389326 2021-04-15 03:38:26,430 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.1578, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:03.812934, arrival_time=2021-04-15 03:38:30.242963, cost_time=0:02:00.742922 2021-04-15 03:38:29,796 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.1583, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:29.796177, cost_time=0:02:04.109074 2021-04-15 03:38:32,094 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.25ms, fps=1115 images/s, loss=0.5790, top1-acc=82.34%, top5-acc=98.83%, remaining_time=0:00:06.888300, arrival_time=2021-04-15 03:38:38.982426, cost_time=0:00:02.296097 2021-04-15 03:38:34,275 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.46ms, fps=1174 images/s, loss=0.5826, top1-acc=81.87%, top5-acc=99.16%, remaining_time=0:00:04.477480, arrival_time=2021-04-15 03:38:38.752972, cost_time=0:00:04.477472 2021-04-15 03:38:36,455 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.31ms, fps=1174 images/s, loss=0.5640, top1-acc=82.30%, top5-acc=99.19%, remaining_time=0:00:02.219180, arrival_time=2021-04-15 03:38:38.674733, cost_time=0:00:06.657533 2021-04-15 03:38:38,433 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=1.12ms, fps=1173 images/s, loss=0.5699, top1-acc=82.30%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:38:38.433670, cost_time=0:00:08.635684 2021-04-15 03:38:39,782 INFO : Epoch=0055 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:25:53.537680, arrival_time=2021-04-15 09:04:33.320148, cost_time=2:03:36.859127 2021-04-15 03:38:39,783 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 03:38:46,316 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.46ms, fps=392 images/s, loss=0.1536, top1-acc=94.84%, top5-acc=99.84%, remaining_time=0:02:01.508964, arrival_time=2021-04-15 03:40:47.825452, cost_time=0:00:06.532741 2021-04-15 03:38:52,659 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1488, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:01:53.308272, arrival_time=2021-04-15 03:40:45.968056, cost_time=0:00:12.875949 2021-04-15 03:38:59,004 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1601, top1-acc=94.51%, top5-acc=99.95%, remaining_time=0:01:46.357196, arrival_time=2021-04-15 03:40:45.362141, cost_time=0:00:19.221194 2021-04-15 03:39:05,357 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1610, top1-acc=94.37%, top5-acc=99.95%, remaining_time=0:01:39.739380, arrival_time=2021-04-15 03:40:45.097320, cost_time=0:00:25.574194 2021-04-15 03:39:11,707 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1616, top1-acc=94.26%, top5-acc=99.95%, remaining_time=0:01:33.216912, arrival_time=2021-04-15 03:40:44.924244, cost_time=0:00:31.923596 2021-04-15 03:39:18,048 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1605, top1-acc=94.30%, top5-acc=99.95%, remaining_time=0:01:26.733456, arrival_time=2021-04-15 03:40:44.781980, cost_time=0:00:38.264768 2021-04-15 03:39:24,397 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1573, top1-acc=94.46%, top5-acc=99.96%, remaining_time=0:01:20.303958, arrival_time=2021-04-15 03:40:44.701154, cost_time=0:00:44.613320 2021-04-15 03:39:30,743 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1571, top1-acc=94.45%, top5-acc=99.96%, remaining_time=0:01:13.890956, arrival_time=2021-04-15 03:40:44.634012, cost_time=0:00:50.959286 2021-04-15 03:39:37,089 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1560, top1-acc=94.53%, top5-acc=99.96%, remaining_time=0:01:07.493804, arrival_time=2021-04-15 03:40:44.583584, cost_time=0:00:57.306035 2021-04-15 03:39:43,433 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1575, top1-acc=94.50%, top5-acc=99.96%, remaining_time=0:01:01.103424, arrival_time=2021-04-15 03:40:44.536556, cost_time=0:01:03.649389 2021-04-15 03:39:49,782 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1573, top1-acc=94.51%, top5-acc=99.96%, remaining_time=0:00:54.726272, arrival_time=2021-04-15 03:40:44.508754, cost_time=0:01:09.998744 2021-04-15 03:39:56,129 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1586, top1-acc=94.47%, top5-acc=99.95%, remaining_time=0:00:48.351960, arrival_time=2021-04-15 03:40:44.480931, cost_time=0:01:16.345234 2021-04-15 03:40:02,482 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.1595, top1-acc=94.44%, top5-acc=99.95%, remaining_time=0:00:41.985438, arrival_time=2021-04-15 03:40:44.467809, cost_time=0:01:22.698542 2021-04-15 03:40:08,832 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1601, top1-acc=94.43%, top5-acc=99.94%, remaining_time=0:00:35.619472, arrival_time=2021-04-15 03:40:44.451973, cost_time=0:01:29.048743 2021-04-15 03:40:15,179 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1608, top1-acc=94.37%, top5-acc=99.94%, remaining_time=0:00:29.254804, arrival_time=2021-04-15 03:40:44.434650, cost_time=0:01:35.396108 2021-04-15 03:40:21,522 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1602, top1-acc=94.40%, top5-acc=99.94%, remaining_time=0:00:22.891140, arrival_time=2021-04-15 03:40:44.413337, cost_time=0:01:41.738458 2021-04-15 03:40:27,864 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1600, top1-acc=94.41%, top5-acc=99.94%, remaining_time=0:00:16.529994, arrival_time=2021-04-15 03:40:44.394528, cost_time=0:01:48.080788 2021-04-15 03:40:34,214 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1599, top1-acc=94.43%, top5-acc=99.95%, remaining_time=0:00:10.171616, arrival_time=2021-04-15 03:40:44.386178, cost_time=0:01:54.430735 2021-04-15 03:40:40,563 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1604, top1-acc=94.37%, top5-acc=99.94%, remaining_time=0:00:03.814104, arrival_time=2021-04-15 03:40:44.377849, cost_time=0:02:00.779995 2021-04-15 03:40:43,926 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.1615, top1-acc=94.35%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:43.926546, cost_time=0:02:04.142809 2021-04-15 03:40:46,271 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.26ms, fps=1093 images/s, loss=0.7146, top1-acc=79.88%, top5-acc=99.06%, remaining_time=0:00:07.029450, arrival_time=2021-04-15 03:40:53.300889, cost_time=0:00:02.343152 2021-04-15 03:40:48,450 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.33ms, fps=1175 images/s, loss=0.6966, top1-acc=80.12%, top5-acc=99.10%, remaining_time=0:00:04.522440, arrival_time=2021-04-15 03:40:52.973165, cost_time=0:00:04.522443 2021-04-15 03:40:50,630 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.50ms, fps=1175 images/s, loss=0.6880, top1-acc=80.48%, top5-acc=99.00%, remaining_time=0:00:02.233920, arrival_time=2021-04-15 03:40:52.863975, cost_time=0:00:06.701771 2021-04-15 03:40:52,608 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=1.15ms, fps=1173 images/s, loss=0.6898, top1-acc=80.16%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-15 03:40:52.608574, cost_time=0:00:08.680274 2021-04-15 03:40:54,047 INFO : Epoch=0056 complete, best val top1-acc=86.59%, top5-acc=99.46% (epoch=49), remaining_time=5:23:37.177296, arrival_time=2021-04-15 09:04:31.225131, cost_time=2:05:51.124489 2021-04-15 03:40:54,049 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 03:41:00,592 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.42ms, fps=391 images/s, loss=0.1648, top1-acc=94.65%, top5-acc=99.88%, remaining_time=0:02:01.699428, arrival_time=2021-04-15 03:43:02.291629, cost_time=0:00:06.542985 2021-04-15 03:41:06,952 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1685, top1-acc=94.20%, top5-acc=99.90%, remaining_time=0:01:53.543760, arrival_time=2021-04-15 03:43:00.495695, cost_time=0:00:12.902708 2021-04-15 03:41:13,298 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1678, top1-acc=94.31%, top5-acc=99.91%, remaining_time=0:01:46.514066, arrival_time=2021-04-15 03:42:59.812808, cost_time=0:00:19.249522 2021-04-15 03:41:19,645 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1667, top1-acc=94.29%, top5-acc=99.92%, remaining_time=0:01:39.825336, arrival_time=2021-04-15 03:42:59.470904, cost_time=0:00:25.596247 2021-04-15 03:41:25,996 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1629, top1-acc=94.31%, top5-acc=99.93%, remaining_time=0:01:33.286700, arrival_time=2021-04-15 03:42:59.283355, cost_time=0:00:31.947516 2021-04-15 03:41:32,342 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1608, top1-acc=94.32%, top5-acc=99.94%, remaining_time=0:01:26.798736, arrival_time=2021-04-15 03:42:59.141450, cost_time=0:00:38.293580 2021-04-15 03:41:38,687 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1619, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:01:20.348814, arrival_time=2021-04-15 03:42:59.036161, cost_time=0:00:44.638213 2021-04-15 03:41:45,036 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1640, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:01:13.930976, arrival_time=2021-04-15 03:42:58.967085, cost_time=0:00:50.986893 2021-04-15 03:41:51,384 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1644, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:01:07.528254, arrival_time=2021-04-15 03:42:58.912704, cost_time=0:00:57.335313 2021-04-15 03:41:57,727 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1623, top1-acc=94.44%, top5-acc=99.93%, remaining_time=0:01:01.130976, arrival_time=2021-04-15 03:42:58.858247, cost_time=0:01:03.678143 2021-04-15 03:42:04,079 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1609, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:00:54.750610, arrival_time=2021-04-15 03:42:58.829586, cost_time=0:01:10.029844 2021-04-15 03:42:10,428 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1605, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:48.373392, arrival_time=2021-04-15 03:42:58.801556, cost_time=0:01:16.379029 2021-04-15 03:42:16,771 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1600, top1-acc=94.64%, top5-acc=99.93%, remaining_time=0:00:41.997516, arrival_time=2021-04-15 03:42:58.769119, cost_time=0:01:22.722386 2021-04-15 03:42:23,118 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1595, top1-acc=94.67%, top5-acc=99.92%, remaining_time=0:00:35.627760, arrival_time=2021-04-15 03:42:58.746367, cost_time=0:01:29.069466 2021-04-15 03:42:29,462 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1597, top1-acc=94.66%, top5-acc=99.92%, remaining_time=0:00:29.259956, arrival_time=2021-04-15 03:42:58.721986, cost_time=0:01:35.412901 2021-04-15 03:42:35,807 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1592, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:22.895640, arrival_time=2021-04-15 03:42:58.703274, cost_time=0:01:41.758477 2021-04-15 03:42:42,149 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1600, top1-acc=94.63%, top5-acc=99.92%, remaining_time=0:00:16.533062, arrival_time=2021-04-15 03:42:58.683007, cost_time=0:01:48.100809 2021-04-15 03:42:48,496 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1601, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:10.173120, arrival_time=2021-04-15 03:42:58.669995, cost_time=0:01:54.447656 2021-04-15 03:42:54,853 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1601, top1-acc=94.62%, top5-acc=99.93%, remaining_time=0:00:03.814872, arrival_time=2021-04-15 03:42:58.668216, cost_time=0:02:00.804189 2021-04-15 03:42:58,230 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.28ms, fps=403 images/s, loss=0.1605, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 03:42:58.230124, cost_time=0:02:04.181000 2021-04-15 03:43:00,524 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.56ms, fps=1117 images/s, loss=0.4364, top1-acc=86.29%, top5-acc=99.02%, remaining_time=0:00:06.877920, arrival_time=2021-04-15 03:43:07.402572, cost_time=0:00:02.292635 2021-04-15 03:43:02,708 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.75ms, fps=1172 images/s, loss=0.4054, top1-acc=87.05%, top5-acc=99.26%, remaining_time=0:00:04.476960, arrival_time=2021-04-15 03:43:07.185907, cost_time=0:00:04.476952 2021-04-15 03:43:04,887 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.34ms, fps=1175 images/s, loss=0.3957, top1-acc=87.12%, top5-acc=99.36%, remaining_time=0:00:02.218350, arrival_time=2021-04-15 03:43:07.105459, cost_time=0:00:06.655061 2021-04-15 03:43:06,864 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=1.18ms, fps=1173 images/s, loss=0.4020, top1-acc=86.87%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:43:06.864824, cost_time=0:00:08.632856 2021-04-15 03:43:09,644 INFO : Epoch=0057 complete, best val top1-acc=86.87%, top5-acc=99.34% (epoch=57), remaining_time=5:21:24.230537, arrival_time=2021-04-15 09:04:33.875156, cost_time=2:08:06.721258 2021-04-15 03:43:09,645 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 03:43:16,191 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.36ms, fps=391 images/s, loss=0.1462, top1-acc=94.88%, top5-acc=99.96%, remaining_time=0:02:01.747974, arrival_time=2021-04-15 03:45:17.939565, cost_time=0:00:06.545590 2021-04-15 03:43:22,534 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1570, top1-acc=94.51%, top5-acc=99.94%, remaining_time=0:01:53.419856, arrival_time=2021-04-15 03:45:15.954471, cost_time=0:00:12.888619 2021-04-15 03:43:28,877 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1484, top1-acc=95.00%, top5-acc=99.93%, remaining_time=0:01:46.412474, arrival_time=2021-04-15 03:45:15.289526, cost_time=0:00:19.231164 2021-04-15 03:43:35,220 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1492, top1-acc=94.94%, top5-acc=99.94%, remaining_time=0:01:39.740784, arrival_time=2021-04-15 03:45:14.961313, cost_time=0:00:25.574548 2021-04-15 03:43:41,564 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1485, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:01:33.201290, arrival_time=2021-04-15 03:45:14.765438, cost_time=0:00:31.918252 2021-04-15 03:43:47,907 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1463, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:01:26.725432, arrival_time=2021-04-15 03:45:14.632531, cost_time=0:00:38.261211 2021-04-15 03:43:54,249 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1460, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:01:20.286948, arrival_time=2021-04-15 03:45:14.536673, cost_time=0:00:44.603842 2021-04-15 03:44:00,594 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1485, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:01:13.874716, arrival_time=2021-04-15 03:45:14.468765, cost_time=0:00:50.948072 2021-04-15 03:44:06,939 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1502, top1-acc=94.90%, top5-acc=99.94%, remaining_time=0:01:07.479070, arrival_time=2021-04-15 03:45:14.418487, cost_time=0:00:57.293515 2021-04-15 03:44:13,279 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1511, top1-acc=94.86%, top5-acc=99.93%, remaining_time=0:01:01.088352, arrival_time=2021-04-15 03:45:14.367968, cost_time=0:01:03.633725 2021-04-15 03:44:19,625 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1508, top1-acc=94.85%, top5-acc=99.94%, remaining_time=0:00:54.710964, arrival_time=2021-04-15 03:45:14.335967, cost_time=0:01:09.979119 2021-04-15 03:44:25,968 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1499, top1-acc=94.91%, top5-acc=99.93%, remaining_time=0:00:48.337444, arrival_time=2021-04-15 03:45:14.305592, cost_time=0:01:16.322263 2021-04-15 03:44:32,316 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1508, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:00:41.971248, arrival_time=2021-04-15 03:45:14.287781, cost_time=0:01:22.670638 2021-04-15 03:44:38,666 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1519, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:35.608272, arrival_time=2021-04-15 03:45:14.274799, cost_time=0:01:29.020646 2021-04-15 03:44:45,019 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1529, top1-acc=94.78%, top5-acc=99.94%, remaining_time=0:00:29.247904, arrival_time=2021-04-15 03:45:14.267512, cost_time=0:01:35.373603 2021-04-15 03:44:51,367 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1532, top1-acc=94.77%, top5-acc=99.94%, remaining_time=0:00:22.887360, arrival_time=2021-04-15 03:45:14.254821, cost_time=0:01:41.721572 2021-04-15 03:44:57,713 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1534, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:16.528044, arrival_time=2021-04-15 03:45:14.241877, cost_time=0:01:48.067944 2021-04-15 03:45:04,055 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1548, top1-acc=94.71%, top5-acc=99.93%, remaining_time=0:00:10.169760, arrival_time=2021-04-15 03:45:14.225424, cost_time=0:01:54.409781 2021-04-15 03:45:10,405 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1551, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:03.813456, arrival_time=2021-04-15 03:45:14.218777, cost_time=0:02:00.759429 2021-04-15 03:45:13,769 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.1558, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:13.769859, cost_time=0:02:04.123896 2021-04-15 03:45:16,062 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.37ms, fps=1117 images/s, loss=0.5748, top1-acc=83.44%, top5-acc=99.22%, remaining_time=0:00:06.873030, arrival_time=2021-04-15 03:45:22.935707, cost_time=0:00:02.291008 2021-04-15 03:45:18,243 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.37ms, fps=1174 images/s, loss=0.5742, top1-acc=83.28%, top5-acc=99.36%, remaining_time=0:00:04.472240, arrival_time=2021-04-15 03:45:22.716159, cost_time=0:00:04.472230 2021-04-15 03:45:20,425 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.47ms, fps=1174 images/s, loss=0.5648, top1-acc=83.41%, top5-acc=99.41%, remaining_time=0:00:02.217870, arrival_time=2021-04-15 03:45:22.643148, cost_time=0:00:06.653613 2021-04-15 03:45:22,406 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=1.17ms, fps=1171 images/s, loss=0.5665, top1-acc=83.41%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 03:45:22.406807, cost_time=0:00:08.635171 2021-04-15 03:45:23,864 INFO : Epoch=0058 complete, best val top1-acc=86.87%, top5-acc=99.34% (epoch=57), remaining_time=5:19:07.821304, arrival_time=2021-04-15 09:04:31.685794, cost_time=2:10:20.941123 2021-04-15 03:45:23,865 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 03:45:30,434 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.13ms, fps=390 images/s, loss=0.1580, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:02:02.179122, arrival_time=2021-04-15 03:47:32.613812, cost_time=0:00:06.568766 2021-04-15 03:45:36,784 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1573, top1-acc=94.86%, top5-acc=99.96%, remaining_time=0:01:53.686496, arrival_time=2021-04-15 03:47:30.471307, cost_time=0:00:12.918924 2021-04-15 03:45:43,127 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1536, top1-acc=95.04%, top5-acc=99.95%, remaining_time=0:01:46.578640, arrival_time=2021-04-15 03:47:29.705646, cost_time=0:00:19.261192 2021-04-15 03:45:49,474 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1475, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:01:39.873228, arrival_time=2021-04-15 03:47:29.347637, cost_time=0:00:25.608535 2021-04-15 03:45:55,817 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1468, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:01:33.297942, arrival_time=2021-04-15 03:47:29.115115, cost_time=0:00:31.951370 2021-04-15 03:46:02,158 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1468, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:01:26.796288, arrival_time=2021-04-15 03:47:28.954554, cost_time=0:00:38.292476 2021-04-15 03:46:08,505 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1441, top1-acc=95.25%, top5-acc=99.95%, remaining_time=0:01:20.351334, arrival_time=2021-04-15 03:47:28.856792, cost_time=0:00:44.639660 2021-04-15 03:46:14,848 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.1450, top1-acc=95.15%, top5-acc=99.95%, remaining_time=0:01:13.924480, arrival_time=2021-04-15 03:47:28.772810, cost_time=0:00:50.982401 2021-04-15 03:46:21,191 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1426, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:01:07.516912, arrival_time=2021-04-15 03:47:28.708409, cost_time=0:00:57.325706 2021-04-15 03:46:27,533 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1438, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:01:01.120896, arrival_time=2021-04-15 03:47:28.654295, cost_time=0:01:03.667608 2021-04-15 03:46:33,874 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1430, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:54.734098, arrival_time=2021-04-15 03:47:28.608658, cost_time=0:01:10.008771 2021-04-15 03:46:40,227 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1441, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:48.362296, arrival_time=2021-04-15 03:47:28.589653, cost_time=0:01:16.361565 2021-04-15 03:46:46,576 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1454, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:41.991444, arrival_time=2021-04-15 03:47:28.567777, cost_time=0:01:22.710458 2021-04-15 03:46:52,924 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1457, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:35.623616, arrival_time=2021-04-15 03:47:28.548507, cost_time=0:01:29.059095 2021-04-15 03:46:59,277 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1487, top1-acc=94.97%, top5-acc=99.95%, remaining_time=0:00:29.259542, arrival_time=2021-04-15 03:47:28.536946, cost_time=0:01:35.411607 2021-04-15 03:47:05,625 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1500, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:22.895964, arrival_time=2021-04-15 03:47:28.521622, cost_time=0:01:41.759862 2021-04-15 03:47:11,970 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1506, top1-acc=94.91%, top5-acc=99.95%, remaining_time=0:00:16.533608, arrival_time=2021-04-15 03:47:28.503934, cost_time=0:01:48.104378 2021-04-15 03:47:18,310 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1512, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:10.172880, arrival_time=2021-04-15 03:47:28.483580, cost_time=0:01:54.444891 2021-04-15 03:47:24,656 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.1508, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:03.814428, arrival_time=2021-04-15 03:47:28.470525, cost_time=0:02:00.790302 2021-04-15 03:47:28,022 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.1516, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:28.022476, cost_time=0:02:04.156671 2021-04-15 03:47:30,312 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=1.33ms, fps=1119 images/s, loss=0.3620, top1-acc=89.45%, top5-acc=99.45%, remaining_time=0:00:06.865110, arrival_time=2021-04-15 03:47:37.177914, cost_time=0:00:02.288367 2021-04-15 03:47:32,494 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.36ms, fps=1174 images/s, loss=0.3699, top1-acc=88.79%, top5-acc=99.57%, remaining_time=0:00:04.469920, arrival_time=2021-04-15 03:47:36.964224, cost_time=0:00:04.469923 2021-04-15 03:47:34,673 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.35ms, fps=1175 images/s, loss=0.3710, top1-acc=88.41%, top5-acc=99.64%, remaining_time=0:00:02.216200, arrival_time=2021-04-15 03:47:36.889170, cost_time=0:00:06.648590 2021-04-15 03:47:36,649 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=1.17ms, fps=1174 images/s, loss=0.3741, top1-acc=88.29%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 03:47:36.649450, cost_time=0:00:08.625102 2021-04-15 03:47:39,507 INFO : Epoch=0059 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:16:54.887055, arrival_time=2021-04-15 09:04:34.394361, cost_time=2:12:36.583951 2021-04-15 03:47:39,508 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 03:47:46,027 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.97ms, fps=393 images/s, loss=0.1386, top1-acc=95.43%, top5-acc=99.92%, remaining_time=0:02:01.249308, arrival_time=2021-04-15 03:49:47.276995, cost_time=0:00:06.518778 2021-04-15 03:47:52,369 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1427, top1-acc=95.27%, top5-acc=99.92%, remaining_time=0:01:53.173456, arrival_time=2021-04-15 03:49:45.542945, cost_time=0:00:12.860620 2021-04-15 03:47:58,710 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1366, top1-acc=95.38%, top5-acc=99.95%, remaining_time=0:01:46.249296, arrival_time=2021-04-15 03:49:44.959780, cost_time=0:00:19.201683 2021-04-15 03:48:05,057 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1359, top1-acc=95.38%, top5-acc=99.96%, remaining_time=0:01:39.640164, arrival_time=2021-04-15 03:49:44.697788, cost_time=0:00:25.548753 2021-04-15 03:48:11,396 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.1358, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:01:33.110478, arrival_time=2021-04-15 03:49:44.506450, cost_time=0:00:31.887173 2021-04-15 03:48:17,739 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1388, top1-acc=95.25%, top5-acc=99.97%, remaining_time=0:01:26.655936, arrival_time=2021-04-15 03:49:44.395311, cost_time=0:00:38.230587 2021-04-15 03:48:24,086 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1377, top1-acc=95.27%, top5-acc=99.97%, remaining_time=0:01:20.239824, arrival_time=2021-04-15 03:49:44.326288, cost_time=0:00:44.577676 2021-04-15 03:48:30,427 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1396, top1-acc=95.17%, top5-acc=99.97%, remaining_time=0:01:13.831216, arrival_time=2021-04-15 03:49:44.258170, cost_time=0:00:50.918044 2021-04-15 03:48:36,767 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1438, top1-acc=95.04%, top5-acc=99.96%, remaining_time=0:01:07.438048, arrival_time=2021-04-15 03:49:44.205563, cost_time=0:00:57.258734 2021-04-15 03:48:43,111 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1454, top1-acc=94.97%, top5-acc=99.95%, remaining_time=0:01:01.058688, arrival_time=2021-04-15 03:49:44.170292, cost_time=0:01:03.602820 2021-04-15 03:48:49,456 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1467, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:54.686110, arrival_time=2021-04-15 03:49:44.142241, cost_time=0:01:09.947351 2021-04-15 03:48:55,805 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1471, top1-acc=94.97%, top5-acc=99.95%, remaining_time=0:00:48.321104, arrival_time=2021-04-15 03:49:44.126341, cost_time=0:01:16.296452 2021-04-15 03:49:02,148 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.57ms, fps=404 images/s, loss=0.1481, top1-acc=94.93%, top5-acc=99.95%, remaining_time=0:00:41.955474, arrival_time=2021-04-15 03:49:44.103896, cost_time=0:01:22.639563 2021-04-15 03:49:08,492 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1506, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:35.593544, arrival_time=2021-04-15 03:49:44.086183, cost_time=0:01:28.983845 2021-04-15 03:49:14,839 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1510, top1-acc=94.88%, top5-acc=99.96%, remaining_time=0:00:29.234748, arrival_time=2021-04-15 03:49:44.074201, cost_time=0:01:35.330671 2021-04-15 03:49:21,186 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1527, top1-acc=94.80%, top5-acc=99.95%, remaining_time=0:00:22.877496, arrival_time=2021-04-15 03:49:44.064024, cost_time=0:01:41.677733 2021-04-15 03:49:27,531 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1528, top1-acc=94.82%, top5-acc=99.95%, remaining_time=0:00:16.521154, arrival_time=2021-04-15 03:49:44.052893, cost_time=0:01:48.022963 2021-04-15 03:49:33,874 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1528, top1-acc=94.84%, top5-acc=99.95%, remaining_time=0:00:10.165824, arrival_time=2021-04-15 03:49:44.040241, cost_time=0:01:54.365543 2021-04-15 03:49:40,220 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.1533, top1-acc=94.84%, top5-acc=99.95%, remaining_time=0:00:03.811950, arrival_time=2021-04-15 03:49:44.032524, cost_time=0:02:00.711756 2021-04-15 03:49:43,592 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.1537, top1-acc=94.83%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:43.592359, cost_time=0:02:04.083583 2021-04-15 03:49:45,903 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=1.31ms, fps=1108 images/s, loss=0.4053, top1-acc=87.23%, top5-acc=99.41%, remaining_time=0:00:06.929490, arrival_time=2021-04-15 03:49:52.833422, cost_time=0:00:02.309832 2021-04-15 03:49:48,085 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.39ms, fps=1174 images/s, loss=0.4220, top1-acc=86.74%, top5-acc=99.18%, remaining_time=0:00:04.491460, arrival_time=2021-04-15 03:49:52.577112, cost_time=0:00:04.491454 2021-04-15 03:49:50,266 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.29ms, fps=1174 images/s, loss=0.4323, top1-acc=86.56%, top5-acc=99.24%, remaining_time=0:00:02.224150, arrival_time=2021-04-15 03:49:52.490707, cost_time=0:00:06.672451 2021-04-15 03:49:52,244 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=1.20ms, fps=1173 images/s, loss=0.4122, top1-acc=86.79%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 03:49:52.244832, cost_time=0:00:08.650672 2021-04-15 03:49:53,627 INFO : Epoch=0060 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:14:38.309240, arrival_time=2021-04-15 09:04:31.936554, cost_time=2:14:50.703964 2021-04-15 03:49:53,628 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 03:50:00,135 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.02ms, fps=393 images/s, loss=0.1397, top1-acc=95.39%, top5-acc=100.00%, remaining_time=0:02:01.011414, arrival_time=2021-04-15 03:52:01.146312, cost_time=0:00:06.505991 2021-04-15 03:50:06,478 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1420, top1-acc=95.39%, top5-acc=99.98%, remaining_time=0:01:53.076832, arrival_time=2021-04-15 03:51:59.555357, cost_time=0:00:12.849646 2021-04-15 03:50:12,825 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1449, top1-acc=95.12%, top5-acc=99.95%, remaining_time=0:01:46.221076, arrival_time=2021-04-15 03:51:59.046524, cost_time=0:00:19.196592 2021-04-15 03:50:19,179 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.91ms, fps=403 images/s, loss=0.1411, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:01:39.635796, arrival_time=2021-04-15 03:51:58.815255, cost_time=0:00:25.547647 2021-04-15 03:50:25,532 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.96ms, fps=403 images/s, loss=0.1435, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:01:33.157490, arrival_time=2021-04-15 03:51:58.689612, cost_time=0:00:31.903228 2021-04-15 03:50:31,891 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1426, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:01:26.727744, arrival_time=2021-04-15 03:51:58.618867, cost_time=0:00:38.262250 2021-04-15 03:50:38,246 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=8.96ms, fps=403 images/s, loss=0.1428, top1-acc=95.11%, top5-acc=99.97%, remaining_time=0:01:20.310888, arrival_time=2021-04-15 03:51:58.556932, cost_time=0:00:44.617166 2021-04-15 03:50:44,597 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1439, top1-acc=95.09%, top5-acc=99.97%, remaining_time=0:01:13.904180, arrival_time=2021-04-15 03:51:58.501589, cost_time=0:00:50.968432 2021-04-15 03:50:50,941 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1456, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:01:07.501542, arrival_time=2021-04-15 03:51:58.443166, cost_time=0:00:57.312603 2021-04-15 03:50:57,277 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1449, top1-acc=95.06%, top5-acc=99.96%, remaining_time=0:01:01.102560, arrival_time=2021-04-15 03:51:58.379886, cost_time=0:01:03.648528 2021-04-15 03:51:03,627 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1460, top1-acc=95.03%, top5-acc=99.96%, remaining_time=0:00:54.726272, arrival_time=2021-04-15 03:51:58.353785, cost_time=0:01:09.998722 2021-04-15 03:51:09,975 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1487, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:48.352492, arrival_time=2021-04-15 03:51:58.327498, cost_time=0:01:16.346095 2021-04-15 03:51:16,315 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1487, top1-acc=94.94%, top5-acc=99.96%, remaining_time=0:00:41.979300, arrival_time=2021-04-15 03:51:58.294528, cost_time=0:01:22.686446 2021-04-15 03:51:22,655 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1475, top1-acc=94.95%, top5-acc=99.96%, remaining_time=0:00:35.610680, arrival_time=2021-04-15 03:51:58.266139, cost_time=0:01:29.026672 2021-04-15 03:51:28,993 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1467, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:29.245236, arrival_time=2021-04-15 03:51:58.238979, cost_time=0:01:35.364946 2021-04-15 03:51:35,347 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1467, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:22.886784, arrival_time=2021-04-15 03:51:58.234681, cost_time=0:01:41.719020 2021-04-15 03:51:41,697 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1462, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:00:16.528174, arrival_time=2021-04-15 03:51:58.225811, cost_time=0:01:48.068794 2021-04-15 03:51:48,048 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1458, top1-acc=95.04%, top5-acc=99.96%, remaining_time=0:00:10.170624, arrival_time=2021-04-15 03:51:58.219012, cost_time=0:01:54.419596 2021-04-15 03:51:54,398 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1458, top1-acc=95.04%, top5-acc=99.96%, remaining_time=0:00:03.813768, arrival_time=2021-04-15 03:51:58.211950, cost_time=0:02:00.769398 2021-04-15 03:51:57,764 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.1458, top1-acc=95.05%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:57.764935, cost_time=0:02:04.136157 2021-04-15 03:52:00,107 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.30ms, fps=1094 images/s, loss=0.4737, top1-acc=85.16%, top5-acc=98.95%, remaining_time=0:00:07.021920, arrival_time=2021-04-15 03:52:07.129478, cost_time=0:00:02.340641 2021-04-15 03:52:02,290 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.47ms, fps=1173 images/s, loss=0.4725, top1-acc=85.27%, top5-acc=99.08%, remaining_time=0:00:04.523440, arrival_time=2021-04-15 03:52:06.813579, cost_time=0:00:04.523438 2021-04-15 03:52:04,474 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.31ms, fps=1172 images/s, loss=0.4720, top1-acc=85.26%, top5-acc=99.09%, remaining_time=0:00:02.235900, arrival_time=2021-04-15 03:52:06.710409, cost_time=0:00:06.707709 2021-04-15 03:52:06,453 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=1.33ms, fps=1172 images/s, loss=0.4673, top1-acc=85.78%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:06.453909, cost_time=0:00:08.687246 2021-04-15 03:52:07,995 INFO : Epoch=0061 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:12:22.378167, arrival_time=2021-04-15 09:04:30.373954, cost_time=2:17:05.072439 2021-04-15 03:52:07,997 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 03:52:14,546 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.42ms, fps=391 images/s, loss=0.1514, top1-acc=94.57%, top5-acc=100.00%, remaining_time=0:02:01.819026, arrival_time=2021-04-15 03:54:16.365701, cost_time=0:00:06.549414 2021-04-15 03:52:20,887 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1513, top1-acc=94.77%, top5-acc=99.96%, remaining_time=0:01:53.436928, arrival_time=2021-04-15 03:54:14.324751, cost_time=0:00:12.890566 2021-04-15 03:52:27,239 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1529, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:01:46.475056, arrival_time=2021-04-15 03:54:13.714790, cost_time=0:00:19.242468 2021-04-15 03:52:33,587 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1497, top1-acc=94.90%, top5-acc=99.95%, remaining_time=0:01:39.801156, arrival_time=2021-04-15 03:54:13.388366, cost_time=0:00:25.590047 2021-04-15 03:52:39,933 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1465, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:01:33.254434, arrival_time=2021-04-15 03:54:13.188122, cost_time=0:00:31.936436 2021-04-15 03:52:46,282 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1423, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:01:26.778880, arrival_time=2021-04-15 03:54:13.060950, cost_time=0:00:38.284773 2021-04-15 03:52:52,628 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1405, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:01:20.336718, arrival_time=2021-04-15 03:54:12.965505, cost_time=0:00:44.631527 2021-04-15 03:52:58,975 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1402, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:01:13.917752, arrival_time=2021-04-15 03:54:12.892769, cost_time=0:00:50.977747 2021-04-15 03:53:05,316 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1378, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:01:07.509704, arrival_time=2021-04-15 03:54:12.826415, cost_time=0:00:57.319546 2021-04-15 03:53:11,665 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1393, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:01:01.121472, arrival_time=2021-04-15 03:54:12.786980, cost_time=0:01:03.668248 2021-04-15 03:53:18,010 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1396, top1-acc=95.28%, top5-acc=99.95%, remaining_time=0:00:54.737968, arrival_time=2021-04-15 03:54:12.748838, cost_time=0:01:10.013709 2021-04-15 03:53:24,355 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1408, top1-acc=95.24%, top5-acc=99.95%, remaining_time=0:00:48.360244, arrival_time=2021-04-15 03:54:12.715649, cost_time=0:01:16.358241 2021-04-15 03:53:30,699 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.97ms, fps=404 images/s, loss=0.1406, top1-acc=95.26%, top5-acc=99.95%, remaining_time=0:00:41.987352, arrival_time=2021-04-15 03:54:12.686963, cost_time=0:01:22.702349 2021-04-15 03:53:37,049 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1422, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:35.621096, arrival_time=2021-04-15 03:54:12.670992, cost_time=0:01:29.052716 2021-04-15 03:53:43,393 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1425, top1-acc=95.16%, top5-acc=99.94%, remaining_time=0:00:29.254850, arrival_time=2021-04-15 03:54:12.648294, cost_time=0:01:35.396277 2021-04-15 03:53:49,748 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1424, top1-acc=95.17%, top5-acc=99.94%, remaining_time=0:00:22.894056, arrival_time=2021-04-15 03:54:12.642819, cost_time=0:01:41.751384 2021-04-15 03:53:56,101 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1434, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:16.533634, arrival_time=2021-04-15 03:54:12.635374, cost_time=0:01:48.104482 2021-04-15 03:54:02,449 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1430, top1-acc=95.17%, top5-acc=99.93%, remaining_time=0:00:10.173536, arrival_time=2021-04-15 03:54:12.623252, cost_time=0:01:54.452368 2021-04-15 03:54:08,792 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1438, top1-acc=95.14%, top5-acc=99.93%, remaining_time=0:00:03.814578, arrival_time=2021-04-15 03:54:12.606629, cost_time=0:02:00.794877 2021-04-15 03:54:12,158 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1449, top1-acc=95.10%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:12.158183, cost_time=0:02:04.161026 2021-04-15 03:54:14,473 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=1.58ms, fps=1107 images/s, loss=0.6156, top1-acc=82.30%, top5-acc=99.06%, remaining_time=0:00:06.939390, arrival_time=2021-04-15 03:54:21.412516, cost_time=0:00:02.313131 2021-04-15 03:54:16,650 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.34ms, fps=1176 images/s, loss=0.6247, top1-acc=82.05%, top5-acc=99.06%, remaining_time=0:00:04.490980, arrival_time=2021-04-15 03:54:21.141873, cost_time=0:00:04.490987 2021-04-15 03:54:18,833 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.35ms, fps=1173 images/s, loss=0.6212, top1-acc=81.86%, top5-acc=99.08%, remaining_time=0:00:02.224490, arrival_time=2021-04-15 03:54:21.057891, cost_time=0:00:06.673477 2021-04-15 03:54:20,811 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=1.21ms, fps=1173 images/s, loss=0.6157, top1-acc=81.83%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:20.811256, cost_time=0:00:08.651378 2021-04-15 03:54:22,200 INFO : Epoch=0062 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:10:06.133176, arrival_time=2021-04-15 09:04:28.333738, cost_time=2:19:19.277214 2021-04-15 03:54:22,201 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 03:54:28,731 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.34ms, fps=392 images/s, loss=0.1685, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:02:01.454280, arrival_time=2021-04-15 03:56:30.186089, cost_time=0:00:06.529803 2021-04-15 03:54:35,079 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.03ms, fps=403 images/s, loss=0.1589, top1-acc=94.39%, top5-acc=99.90%, remaining_time=0:01:53.316368, arrival_time=2021-04-15 03:56:28.395281, cost_time=0:00:12.876865 2021-04-15 03:54:41,434 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1485, top1-acc=94.77%, top5-acc=99.91%, remaining_time=0:01:46.420276, arrival_time=2021-04-15 03:56:27.854847, cost_time=0:00:19.232566 2021-04-15 03:54:47,778 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1468, top1-acc=94.93%, top5-acc=99.90%, remaining_time=0:01:39.748740, arrival_time=2021-04-15 03:56:27.527346, cost_time=0:00:25.576597 2021-04-15 03:54:54,123 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1437, top1-acc=95.05%, top5-acc=99.91%, remaining_time=0:01:33.209320, arrival_time=2021-04-15 03:56:27.332342, cost_time=0:00:31.921014 2021-04-15 03:55:00,472 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1444, top1-acc=95.06%, top5-acc=99.92%, remaining_time=0:01:26.747056, arrival_time=2021-04-15 03:56:27.219718, cost_time=0:00:38.270749 2021-04-15 03:55:06,821 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1456, top1-acc=95.03%, top5-acc=99.93%, remaining_time=0:01:20.314164, arrival_time=2021-04-15 03:56:27.135162, cost_time=0:00:44.618990 2021-04-15 03:55:13,162 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1455, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:01:13.893044, arrival_time=2021-04-15 03:56:27.055724, cost_time=0:00:50.960757 2021-04-15 03:55:19,513 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1479, top1-acc=94.85%, top5-acc=99.92%, remaining_time=0:01:07.500058, arrival_time=2021-04-15 03:56:27.013300, cost_time=0:00:57.311327 2021-04-15 03:55:25,863 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1475, top1-acc=94.86%, top5-acc=99.92%, remaining_time=0:01:01.115328, arrival_time=2021-04-15 03:56:26.978994, cost_time=0:01:03.661750 2021-04-15 03:55:32,212 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1485, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:54.735302, arrival_time=2021-04-15 03:56:26.947651, cost_time=0:01:10.010237 2021-04-15 03:55:38,559 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.87ms, fps=403 images/s, loss=0.1467, top1-acc=94.88%, top5-acc=99.93%, remaining_time=0:00:48.359940, arrival_time=2021-04-15 03:56:26.919786, cost_time=0:01:16.357832 2021-04-15 03:55:44,907 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.87ms, fps=403 images/s, loss=0.1471, top1-acc=94.91%, top5-acc=99.92%, remaining_time=0:00:41.989068, arrival_time=2021-04-15 03:56:26.896679, cost_time=0:01:22.705681 2021-04-15 03:55:51,249 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1473, top1-acc=94.90%, top5-acc=99.92%, remaining_time=0:00:35.618856, arrival_time=2021-04-15 03:56:26.867934, cost_time=0:01:29.047075 2021-04-15 03:55:57,594 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1467, top1-acc=94.94%, top5-acc=99.92%, remaining_time=0:00:29.253838, arrival_time=2021-04-15 03:56:26.848717, cost_time=0:01:35.392948 2021-04-15 03:56:03,942 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1469, top1-acc=94.92%, top5-acc=99.92%, remaining_time=0:00:22.891536, arrival_time=2021-04-15 03:56:26.833581, cost_time=0:01:41.740127 2021-04-15 03:56:10,286 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.58ms, fps=404 images/s, loss=0.1476, top1-acc=94.89%, top5-acc=99.93%, remaining_time=0:00:16.530592, arrival_time=2021-04-15 03:56:26.817164, cost_time=0:01:48.084659 2021-04-15 03:56:16,640 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1491, top1-acc=94.85%, top5-acc=99.92%, remaining_time=0:00:10.172272, arrival_time=2021-04-15 03:56:26.812307, cost_time=0:01:54.438027 2021-04-15 03:56:22,984 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1499, top1-acc=94.81%, top5-acc=99.93%, remaining_time=0:00:03.814176, arrival_time=2021-04-15 03:56:26.798392, cost_time=0:02:00.782287 2021-04-15 03:56:26,357 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.1495, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 03:56:26.357124, cost_time=0:02:04.155205 2021-04-15 03:56:28,656 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.26ms, fps=1114 images/s, loss=0.3906, top1-acc=88.44%, top5-acc=99.45%, remaining_time=0:00:06.891390, arrival_time=2021-04-15 03:56:35.547451, cost_time=0:00:02.297133 2021-04-15 03:56:30,840 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.66ms, fps=1172 images/s, loss=0.3908, top1-acc=88.12%, top5-acc=99.43%, remaining_time=0:00:04.481800, arrival_time=2021-04-15 03:56:35.322516, cost_time=0:00:04.481791 2021-04-15 03:56:33,027 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=6.96ms, fps=1171 images/s, loss=0.3798, top1-acc=88.32%, top5-acc=99.41%, remaining_time=0:00:02.222930, arrival_time=2021-04-15 03:56:35.250687, cost_time=0:00:06.668789 2021-04-15 03:56:35,017 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=1.23ms, fps=1166 images/s, loss=0.3746, top1-acc=88.19%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 03:56:35.017724, cost_time=0:00:08.658739 2021-04-15 03:56:36,333 INFO : Epoch=0063 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:07:49.797343, arrival_time=2021-04-15 09:04:26.131172, cost_time=2:21:33.410477 2021-04-15 03:56:36,335 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 03:56:42,853 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.36ms, fps=393 images/s, loss=0.1204, top1-acc=95.70%, top5-acc=100.00%, remaining_time=0:02:01.230150, arrival_time=2021-04-15 03:58:44.083217, cost_time=0:00:06.517751 2021-04-15 03:56:49,201 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1410, top1-acc=94.98%, top5-acc=99.98%, remaining_time=0:01:53.220624, arrival_time=2021-04-15 03:58:42.421911, cost_time=0:00:12.865976 2021-04-15 03:56:55,544 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1392, top1-acc=95.03%, top5-acc=99.99%, remaining_time=0:01:46.289136, arrival_time=2021-04-15 03:58:41.833223, cost_time=0:00:19.208881 2021-04-15 03:57:01,892 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.71ms, fps=403 images/s, loss=0.1355, top1-acc=95.24%, top5-acc=99.98%, remaining_time=0:01:39.672144, arrival_time=2021-04-15 03:58:41.564409, cost_time=0:00:25.556957 2021-04-15 03:57:08,237 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1397, top1-acc=95.08%, top5-acc=99.98%, remaining_time=0:01:33.155738, arrival_time=2021-04-15 03:58:41.393606, cost_time=0:00:31.902651 2021-04-15 03:57:14,588 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1390, top1-acc=95.12%, top5-acc=99.97%, remaining_time=0:01:26.706392, arrival_time=2021-04-15 03:58:41.294436, cost_time=0:00:38.252829 2021-04-15 03:57:20,938 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1411, top1-acc=95.08%, top5-acc=99.97%, remaining_time=0:01:20.285184, arrival_time=2021-04-15 03:58:41.223392, cost_time=0:00:44.602909 2021-04-15 03:57:27,299 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.1421, top1-acc=95.02%, top5-acc=99.96%, remaining_time=0:01:13.898264, arrival_time=2021-04-15 03:58:41.197784, cost_time=0:00:50.964300 2021-04-15 03:57:33,647 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1419, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:01:07.501118, arrival_time=2021-04-15 03:58:41.148619, cost_time=0:00:57.312285 2021-04-15 03:57:39,994 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1421, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:01:01.112640, arrival_time=2021-04-15 03:58:41.106852, cost_time=0:01:03.658993 2021-04-15 03:57:46,334 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1419, top1-acc=95.11%, top5-acc=99.94%, remaining_time=0:00:54.726444, arrival_time=2021-04-15 03:58:41.060584, cost_time=0:01:09.998925 2021-04-15 03:57:52,677 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1443, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:48.350060, arrival_time=2021-04-15 03:58:41.027535, cost_time=0:01:16.342164 2021-04-15 03:57:59,017 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1448, top1-acc=94.99%, top5-acc=99.93%, remaining_time=0:00:41.976990, arrival_time=2021-04-15 03:58:40.994301, cost_time=0:01:22.682006 2021-04-15 03:58:05,369 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1448, top1-acc=95.01%, top5-acc=99.93%, remaining_time=0:00:35.613480, arrival_time=2021-04-15 03:58:40.982531, cost_time=0:01:29.033667 2021-04-15 03:58:11,716 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.98ms, fps=403 images/s, loss=0.1444, top1-acc=95.01%, top5-acc=99.93%, remaining_time=0:00:29.250342, arrival_time=2021-04-15 03:58:40.967240, cost_time=0:01:35.381588 2021-04-15 03:58:18,064 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.1441, top1-acc=95.03%, top5-acc=99.93%, remaining_time=0:00:22.888980, arrival_time=2021-04-15 03:58:40.953164, cost_time=0:01:41.728734 2021-04-15 03:58:24,419 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.1427, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:00:16.530462, arrival_time=2021-04-15 03:58:40.949643, cost_time=0:01:48.083874 2021-04-15 03:58:30,777 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1429, top1-acc=95.07%, top5-acc=99.93%, remaining_time=0:00:10.172640, arrival_time=2021-04-15 03:58:40.950247, cost_time=0:01:54.442234 2021-04-15 03:58:37,157 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=3.18ms, fps=401 images/s, loss=0.1427, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:03.815430, arrival_time=2021-04-15 03:58:40.972674, cost_time=0:02:00.821932 2021-04-15 03:58:40,537 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.1430, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:40.537766, cost_time=0:02:04.202442 2021-04-15 03:58:42,866 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.31ms, fps=1100 images/s, loss=0.6056, top1-acc=83.36%, top5-acc=98.75%, remaining_time=0:00:06.979290, arrival_time=2021-04-15 03:58:49.845540, cost_time=0:00:02.326432 2021-04-15 03:58:45,047 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.45ms, fps=1174 images/s, loss=0.5457, top1-acc=84.22%, top5-acc=98.98%, remaining_time=0:00:04.507540, arrival_time=2021-04-15 03:58:49.554893, cost_time=0:00:04.507540 2021-04-15 03:58:47,234 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.30ms, fps=1171 images/s, loss=0.5450, top1-acc=84.18%, top5-acc=98.97%, remaining_time=0:00:02.231560, arrival_time=2021-04-15 03:58:49.466150, cost_time=0:00:06.694669 2021-04-15 03:58:49,227 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=1.33ms, fps=1165 images/s, loss=0.5491, top1-acc=84.10%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:49.227246, cost_time=0:00:08.687340 2021-04-15 03:58:50,639 INFO : Epoch=0064 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:05:33.896976, arrival_time=2021-04-15 09:04:24.536563, cost_time=2:23:47.716223 2021-04-15 03:58:50,641 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 03:58:57,173 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.34ms, fps=392 images/s, loss=0.1411, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:02:01.495200, arrival_time=2021-04-15 04:00:58.668459, cost_time=0:00:06.532001 2021-04-15 03:59:03,527 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1464, top1-acc=94.86%, top5-acc=99.98%, remaining_time=0:01:53.397504, arrival_time=2021-04-15 04:00:56.924836, cost_time=0:00:12.886076 2021-04-15 03:59:09,872 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1460, top1-acc=94.93%, top5-acc=99.97%, remaining_time=0:01:46.412972, arrival_time=2021-04-15 04:00:56.285586, cost_time=0:00:19.231271 2021-04-15 03:59:16,228 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1417, top1-acc=95.14%, top5-acc=99.98%, remaining_time=0:01:39.787896, arrival_time=2021-04-15 04:00:56.015899, cost_time=0:00:25.586641 2021-04-15 03:59:22,570 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1388, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:01:33.233410, arrival_time=2021-04-15 04:00:55.803858, cost_time=0:00:31.929273 2021-04-15 03:59:28,920 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1356, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:01:26.766776, arrival_time=2021-04-15 04:00:55.687488, cost_time=0:00:38.279456 2021-04-15 03:59:35,268 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.1346, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:01:20.328654, arrival_time=2021-04-15 04:00:55.596949, cost_time=0:00:44.627042 2021-04-15 03:59:41,620 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1340, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:01:13.919144, arrival_time=2021-04-15 04:00:55.539105, cost_time=0:00:50.978701 2021-04-15 03:59:47,963 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1331, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:01:07.513520, arrival_time=2021-04-15 04:00:55.477439, cost_time=0:00:57.322763 2021-04-15 03:59:54,309 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.83ms, fps=403 images/s, loss=0.1319, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:01:01.121664, arrival_time=2021-04-15 04:00:55.431300, cost_time=0:01:03.668379 2021-04-15 04:00:00,653 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1340, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:54.736764, arrival_time=2021-04-15 04:00:55.390105, cost_time=0:01:10.012174 2021-04-15 04:00:06,996 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.1355, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:48.358116, arrival_time=2021-04-15 04:00:55.354205, cost_time=0:01:16.354933 2021-04-15 04:00:13,337 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1359, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:41.983920, arrival_time=2021-04-15 04:00:55.320820, cost_time=0:01:22.695549 2021-04-15 04:00:19,700 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.55ms, fps=402 images/s, loss=0.1371, top1-acc=95.30%, top5-acc=99.95%, remaining_time=0:00:35.623672, arrival_time=2021-04-15 04:00:55.324061, cost_time=0:01:29.059124 2021-04-15 04:00:26,048 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1381, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:29.258300, arrival_time=2021-04-15 04:00:55.307124, cost_time=0:01:35.407570 2021-04-15 04:00:32,396 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1380, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:22.894812, arrival_time=2021-04-15 04:00:55.290763, cost_time=0:01:41.754696 2021-04-15 04:00:38,743 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1400, top1-acc=95.24%, top5-acc=99.94%, remaining_time=0:00:16.533296, arrival_time=2021-04-15 04:00:55.276703, cost_time=0:01:48.102243 2021-04-15 04:00:45,093 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1415, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:10.173520, arrival_time=2021-04-15 04:00:55.266937, cost_time=0:01:54.452158 2021-04-15 04:00:51,447 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1424, top1-acc=95.13%, top5-acc=99.94%, remaining_time=0:00:03.814938, arrival_time=2021-04-15 04:00:55.262425, cost_time=0:02:00.806325 2021-04-15 04:00:54,820 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.18ms, fps=403 images/s, loss=0.1431, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:54.820128, cost_time=0:02:04.178965 2021-04-15 04:00:57,129 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.46ms, fps=1110 images/s, loss=0.8033, top1-acc=79.45%, top5-acc=98.83%, remaining_time=0:00:06.921870, arrival_time=2021-04-15 04:01:04.051126, cost_time=0:00:02.307291 2021-04-15 04:00:59,309 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.34ms, fps=1174 images/s, loss=0.8015, top1-acc=79.36%, top5-acc=98.77%, remaining_time=0:00:04.487460, arrival_time=2021-04-15 04:01:03.796920, cost_time=0:00:04.487455 2021-04-15 04:01:01,490 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.34ms, fps=1174 images/s, loss=0.8099, top1-acc=78.87%, top5-acc=98.72%, remaining_time=0:00:02.222730, arrival_time=2021-04-15 04:01:03.712871, cost_time=0:00:06.668182 2021-04-15 04:01:03,469 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=1.20ms, fps=1172 images/s, loss=0.8184, top1-acc=78.93%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:03.469690, cost_time=0:00:08.647764 2021-04-15 04:01:04,994 INFO : Epoch=0065 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:03:18.147555, arrival_time=2021-04-15 09:04:23.141985, cost_time=2:26:02.071071 2021-04-15 04:01:04,996 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 04:01:11,496 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.39ms, fps=394 images/s, loss=0.1611, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:02:00.901302, arrival_time=2021-04-15 04:03:12.397573, cost_time=0:00:06.500071 2021-04-15 04:01:17,836 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1574, top1-acc=94.77%, top5-acc=99.96%, remaining_time=0:01:52.993232, arrival_time=2021-04-15 04:03:10.829544, cost_time=0:00:12.840145 2021-04-15 04:01:24,178 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1545, top1-acc=94.83%, top5-acc=99.93%, remaining_time=0:01:46.143056, arrival_time=2021-04-15 04:03:10.321696, cost_time=0:00:19.182474 2021-04-15 04:01:30,526 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1442, top1-acc=95.19%, top5-acc=99.92%, remaining_time=0:01:39.567312, arrival_time=2021-04-15 04:03:10.093540, cost_time=0:00:25.530060 2021-04-15 04:01:36,866 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1404, top1-acc=95.31%, top5-acc=99.92%, remaining_time=0:01:33.060692, arrival_time=2021-04-15 04:03:09.926951, cost_time=0:00:31.870096 2021-04-15 04:01:43,211 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1419, top1-acc=95.26%, top5-acc=99.92%, remaining_time=0:01:26.622072, arrival_time=2021-04-15 04:03:09.833855, cost_time=0:00:38.215608 2021-04-15 04:01:49,559 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1435, top1-acc=95.21%, top5-acc=99.92%, remaining_time=0:01:20.213238, arrival_time=2021-04-15 04:03:09.772371, cost_time=0:00:44.562882 2021-04-15 04:01:55,905 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1447, top1-acc=95.15%, top5-acc=99.92%, remaining_time=0:01:13.817992, arrival_time=2021-04-15 04:03:09.723110, cost_time=0:00:50.908954 2021-04-15 04:02:02,249 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1445, top1-acc=95.13%, top5-acc=99.93%, remaining_time=0:01:07.431370, arrival_time=2021-04-15 04:03:09.680538, cost_time=0:00:57.253010 2021-04-15 04:02:08,590 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1448, top1-acc=95.13%, top5-acc=99.93%, remaining_time=0:01:01.050432, arrival_time=2021-04-15 04:03:09.640829, cost_time=0:01:03.594238 2021-04-15 04:02:14,942 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1440, top1-acc=95.13%, top5-acc=99.94%, remaining_time=0:00:54.684820, arrival_time=2021-04-15 04:03:09.626886, cost_time=0:01:09.945723 2021-04-15 04:02:21,294 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1440, top1-acc=95.11%, top5-acc=99.94%, remaining_time=0:00:48.322016, arrival_time=2021-04-15 04:03:09.616058, cost_time=0:01:16.297877 2021-04-15 04:02:27,641 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=2.21ms, fps=403 images/s, loss=0.1429, top1-acc=95.16%, top5-acc=99.95%, remaining_time=0:00:41.958180, arrival_time=2021-04-15 04:03:09.599218, cost_time=0:01:22.644877 2021-04-15 04:02:33,984 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1423, top1-acc=95.17%, top5-acc=99.94%, remaining_time=0:00:35.595504, arrival_time=2021-04-15 04:03:09.580391, cost_time=0:01:28.988725 2021-04-15 04:02:40,324 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1412, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:29.234104, arrival_time=2021-04-15 04:03:09.558818, cost_time=0:01:35.328549 2021-04-15 04:02:46,667 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.81ms, fps=404 images/s, loss=0.1415, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:22.876092, arrival_time=2021-04-15 04:03:09.543805, cost_time=0:01:41.671470 2021-04-15 04:02:53,010 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.1415, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:16.519854, arrival_time=2021-04-15 04:03:09.530489, cost_time=0:01:48.014463 2021-04-15 04:02:59,355 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.1413, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:10.165296, arrival_time=2021-04-15 04:03:09.520990, cost_time=0:01:54.359524 2021-04-15 04:03:05,710 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.1412, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:00:03.812040, arrival_time=2021-04-15 04:03:09.522814, cost_time=0:02:00.714610 2021-04-15 04:03:09,088 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.27ms, fps=403 images/s, loss=0.1416, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:09.088381, cost_time=0:02:04.092226 2021-04-15 04:03:11,388 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.47ms, fps=1114 images/s, loss=0.4569, top1-acc=86.13%, top5-acc=99.34%, remaining_time=0:00:06.893820, arrival_time=2021-04-15 04:03:18.281955, cost_time=0:00:02.297938 2021-04-15 04:03:13,572 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.64ms, fps=1172 images/s, loss=0.4297, top1-acc=86.78%, top5-acc=99.47%, remaining_time=0:00:04.482020, arrival_time=2021-04-15 04:03:18.054235, cost_time=0:00:04.482027 2021-04-15 04:03:15,757 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.63ms, fps=1172 images/s, loss=0.4335, top1-acc=86.47%, top5-acc=99.37%, remaining_time=0:00:02.222480, arrival_time=2021-04-15 04:03:17.980087, cost_time=0:00:06.667429 2021-04-15 04:03:17,740 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=1.34ms, fps=1170 images/s, loss=0.4530, top1-acc=86.28%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:17.740706, cost_time=0:00:08.650470 2021-04-15 04:03:19,111 INFO : Epoch=0066 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=5:01:01.957150, arrival_time=2021-04-15 09:04:21.068348, cost_time=2:28:16.187844 2021-04-15 04:03:19,112 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 04:03:25,644 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.49ms, fps=392 images/s, loss=0.1344, top1-acc=95.59%, top5-acc=100.00%, remaining_time=0:02:01.482552, arrival_time=2021-04-15 04:05:27.126615, cost_time=0:00:06.531319 2021-04-15 04:03:32,003 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1417, top1-acc=95.31%, top5-acc=100.00%, remaining_time=0:01:53.435872, arrival_time=2021-04-15 04:05:25.439045, cost_time=0:00:12.890449 2021-04-15 04:03:38,356 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1377, top1-acc=95.42%, top5-acc=99.99%, remaining_time=0:01:46.482194, arrival_time=2021-04-15 04:05:24.838515, cost_time=0:00:19.243782 2021-04-15 04:03:44,713 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1336, top1-acc=95.49%, top5-acc=99.98%, remaining_time=0:01:39.842496, arrival_time=2021-04-15 04:05:24.555785, cost_time=0:00:25.600658 2021-04-15 04:03:51,058 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1326, top1-acc=95.52%, top5-acc=99.95%, remaining_time=0:01:33.281590, arrival_time=2021-04-15 04:05:24.339869, cost_time=0:00:31.945733 2021-04-15 04:03:57,399 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1309, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:01:26.783640, arrival_time=2021-04-15 04:05:24.183066, cost_time=0:00:38.286897 2021-04-15 04:04:03,738 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1328, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:01:20.325882, arrival_time=2021-04-15 04:05:24.063909, cost_time=0:00:44.625491 2021-04-15 04:04:10,073 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1327, top1-acc=95.46%, top5-acc=99.95%, remaining_time=0:01:13.893624, arrival_time=2021-04-15 04:05:23.967318, cost_time=0:00:50.961081 2021-04-15 04:04:16,414 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.1324, top1-acc=95.52%, top5-acc=99.94%, remaining_time=0:01:07.489140, arrival_time=2021-04-15 04:05:23.903780, cost_time=0:00:57.302100 2021-04-15 04:04:22,758 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1338, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:01:01.100544, arrival_time=2021-04-15 04:05:23.859486, cost_time=0:01:03.646402 2021-04-15 04:04:29,101 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1349, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:54.718532, arrival_time=2021-04-15 04:05:23.819867, cost_time=0:01:09.988808 2021-04-15 04:04:35,440 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1354, top1-acc=95.43%, top5-acc=99.95%, remaining_time=0:00:48.340940, arrival_time=2021-04-15 04:05:23.781208, cost_time=0:01:16.327741 2021-04-15 04:04:41,783 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1359, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:41.971446, arrival_time=2021-04-15 04:05:23.755136, cost_time=0:01:22.671065 2021-04-15 04:04:48,133 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.1375, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:35.608328, arrival_time=2021-04-15 04:05:23.741668, cost_time=0:01:29.020797 2021-04-15 04:04:54,485 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.1375, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:29.247720, arrival_time=2021-04-15 04:05:23.733325, cost_time=0:01:35.372980 2021-04-15 04:05:00,839 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1381, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:22.888548, arrival_time=2021-04-15 04:05:23.728125, cost_time=0:01:41.726952 2021-04-15 04:05:07,191 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=2.23ms, fps=403 images/s, loss=0.1370, top1-acc=95.38%, top5-acc=99.96%, remaining_time=0:00:16.529656, arrival_time=2021-04-15 04:05:23.720776, cost_time=0:01:48.078457 2021-04-15 04:05:13,530 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1364, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:10.170496, arrival_time=2021-04-15 04:05:23.701248, cost_time=0:01:54.418107 2021-04-15 04:05:19,874 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.1373, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:03.813534, arrival_time=2021-04-15 04:05:23.688067, cost_time=0:02:00.761916 2021-04-15 04:05:23,241 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.1374, top1-acc=95.34%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:23.241005, cost_time=0:02:04.128445 2021-04-15 04:05:25,549 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=1.32ms, fps=1111 images/s, loss=0.6370, top1-acc=81.80%, top5-acc=98.52%, remaining_time=0:00:06.914880, arrival_time=2021-04-15 04:05:32.463943, cost_time=0:00:02.304958 2021-04-15 04:05:27,731 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.45ms, fps=1174 images/s, loss=0.6083, top1-acc=82.25%, top5-acc=98.65%, remaining_time=0:00:04.486800, arrival_time=2021-04-15 04:05:32.217721, cost_time=0:00:04.486805 2021-04-15 04:05:29,911 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.53ms, fps=1174 images/s, loss=0.5989, top1-acc=82.68%, top5-acc=98.74%, remaining_time=0:00:02.222500, arrival_time=2021-04-15 04:05:32.134158, cost_time=0:00:06.667515 2021-04-15 04:05:31,890 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=1.21ms, fps=1173 images/s, loss=0.6159, top1-acc=82.60%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:31.890556, cost_time=0:00:08.646582 2021-04-15 04:05:33,285 INFO : Epoch=0067 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:58:45.942293, arrival_time=2021-04-15 09:04:19.227538, cost_time=2:30:30.361897 2021-04-15 04:05:33,286 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 04:05:39,793 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=2.13ms, fps=393 images/s, loss=0.1273, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:02:01.021272, arrival_time=2021-04-15 04:07:40.814538, cost_time=0:00:06.506518 2021-04-15 04:05:46,136 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1316, top1-acc=95.90%, top5-acc=99.94%, remaining_time=0:01:53.080000, arrival_time=2021-04-15 04:07:39.216720, cost_time=0:00:12.850003 2021-04-15 04:05:52,477 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.57ms, fps=404 images/s, loss=0.1315, top1-acc=95.82%, top5-acc=99.93%, remaining_time=0:01:46.186050, arrival_time=2021-04-15 04:07:38.663046, cost_time=0:00:19.190257 2021-04-15 04:05:58,840 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=3.62ms, fps=402 images/s, loss=0.1306, top1-acc=95.78%, top5-acc=99.92%, remaining_time=0:01:39.656076, arrival_time=2021-04-15 04:07:38.496221, cost_time=0:00:25.552847 2021-04-15 04:06:05,200 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.86ms, fps=403 images/s, loss=0.1314, top1-acc=95.77%, top5-acc=99.94%, remaining_time=0:01:33.188734, arrival_time=2021-04-15 04:07:38.389413, cost_time=0:00:31.913927 2021-04-15 04:06:11,560 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.1305, top1-acc=95.81%, top5-acc=99.94%, remaining_time=0:01:26.752904, arrival_time=2021-04-15 04:07:38.312964, cost_time=0:00:38.273338 2021-04-15 04:06:17,918 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.1306, top1-acc=95.78%, top5-acc=99.94%, remaining_time=0:01:20.336214, arrival_time=2021-04-15 04:07:38.254164, cost_time=0:00:44.631200 2021-04-15 04:06:24,277 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.15ms, fps=403 images/s, loss=0.1323, top1-acc=95.77%, top5-acc=99.95%, remaining_time=0:01:13.935848, arrival_time=2021-04-15 04:07:38.212824, cost_time=0:00:50.990232 2021-04-15 04:06:30,639 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=4.13ms, fps=402 images/s, loss=0.1332, top1-acc=95.67%, top5-acc=99.95%, remaining_time=0:01:07.548712, arrival_time=2021-04-15 04:07:38.188105, cost_time=0:00:57.352671 2021-04-15 04:06:37,006 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.57ms, fps=402 images/s, loss=0.1334, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:01:01.170432, arrival_time=2021-04-15 04:07:38.176378, cost_time=0:01:03.719228 2021-04-15 04:06:43,361 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.1341, top1-acc=95.58%, top5-acc=99.96%, remaining_time=0:00:54.785268, arrival_time=2021-04-15 04:07:38.146327, cost_time=0:01:10.074230 2021-04-15 04:06:49,727 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.1341, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:00:48.412532, arrival_time=2021-04-15 04:07:38.140062, cost_time=0:01:16.440809 2021-04-15 04:06:56,088 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=2.06ms, fps=402 images/s, loss=0.1354, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:42.037908, arrival_time=2021-04-15 04:07:38.126667, cost_time=0:01:22.801910 2021-04-15 04:07:02,450 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=2.28ms, fps=402 images/s, loss=0.1366, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:35.665616, arrival_time=2021-04-15 04:07:38.116429, cost_time=0:01:29.164063 2021-04-15 04:07:08,823 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=10.49ms, fps=402 images/s, loss=0.1356, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:29.298044, arrival_time=2021-04-15 04:07:38.121937, cost_time=0:01:35.537174 2021-04-15 04:07:15,175 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1353, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:22.925016, arrival_time=2021-04-15 04:07:38.100866, cost_time=0:01:41.889040 2021-04-15 04:07:21,538 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=2.14ms, fps=402 images/s, loss=0.1362, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:16.556046, arrival_time=2021-04-15 04:07:38.094025, cost_time=0:01:48.251111 2021-04-15 04:07:27,899 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=2.74ms, fps=402 images/s, loss=0.1357, top1-acc=95.46%, top5-acc=99.95%, remaining_time=0:00:10.187840, arrival_time=2021-04-15 04:07:38.087744, cost_time=0:01:54.613190 2021-04-15 04:07:34,269 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=2.15ms, fps=402 images/s, loss=0.1360, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:00:03.820512, arrival_time=2021-04-15 04:07:38.090112, cost_time=0:02:00.982876 2021-04-15 04:07:37,644 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.27ms, fps=403 images/s, loss=0.1354, top1-acc=95.46%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:37.644268, cost_time=0:02:04.357551 2021-04-15 04:07:39,967 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=2.00ms, fps=1103 images/s, loss=0.4374, top1-acc=86.84%, top5-acc=99.53%, remaining_time=0:00:06.963000, arrival_time=2021-04-15 04:07:46.930417, cost_time=0:00:02.320996 2021-04-15 04:07:42,164 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.4252, top1-acc=87.42%, top5-acc=99.45%, remaining_time=0:00:04.517560, arrival_time=2021-04-15 04:07:46.681579, cost_time=0:00:04.517570 2021-04-15 04:07:44,357 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.60ms, fps=1168 images/s, loss=0.4120, top1-acc=87.71%, top5-acc=99.54%, remaining_time=0:00:02.236930, arrival_time=2021-04-15 04:07:46.594498, cost_time=0:00:06.710784 2021-04-15 04:07:46,348 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=1.28ms, fps=1166 images/s, loss=0.3855, top1-acc=88.19%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:46.348646, cost_time=0:00:08.702243 2021-04-15 04:07:48,144 INFO : Epoch=0068 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:56:31.310988, arrival_time=2021-04-15 09:04:19.455144, cost_time=2:32:45.220808 2021-04-15 04:07:48,145 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 04:07:54,663 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.60ms, fps=393 images/s, loss=0.1373, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:02:01.226988, arrival_time=2021-04-15 04:09:55.890272, cost_time=0:00:06.517578 2021-04-15 04:08:01,019 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.1391, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:01:53.284688, arrival_time=2021-04-15 04:09:54.303631, cost_time=0:00:12.873252 2021-04-15 04:08:07,368 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.1389, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:01:46.366658, arrival_time=2021-04-15 04:09:53.735268, cost_time=0:00:19.222883 2021-04-15 04:08:13,715 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1392, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:01:39.721596, arrival_time=2021-04-15 04:09:53.437206, cost_time=0:00:25.569633 2021-04-15 04:08:20,061 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.1365, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:01:33.194574, arrival_time=2021-04-15 04:09:53.256207, cost_time=0:00:31.915948 2021-04-15 04:08:26,406 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.1361, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:01:26.723936, arrival_time=2021-04-15 04:09:53.130151, cost_time=0:00:38.260563 2021-04-15 04:08:32,751 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1365, top1-acc=95.18%, top5-acc=99.95%, remaining_time=0:01:20.289468, arrival_time=2021-04-15 04:09:53.040408, cost_time=0:00:44.605287 2021-04-15 04:08:39,094 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1382, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:01:13.875876, arrival_time=2021-04-15 04:09:52.970301, cost_time=0:00:50.948861 2021-04-15 04:08:45,435 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1392, top1-acc=95.19%, top5-acc=99.94%, remaining_time=0:01:07.474406, arrival_time=2021-04-15 04:09:52.909626, cost_time=0:00:57.289557 2021-04-15 04:08:51,771 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.1397, top1-acc=95.18%, top5-acc=99.93%, remaining_time=0:01:01.081056, arrival_time=2021-04-15 04:09:52.852676, cost_time=0:01:03.626060 2021-04-15 04:08:58,123 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=2.21ms, fps=403 images/s, loss=0.1393, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:54.709588, arrival_time=2021-04-15 04:09:52.832654, cost_time=0:01:09.977410 2021-04-15 04:09:04,470 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1409, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:48.339268, arrival_time=2021-04-15 04:09:52.810053, cost_time=0:01:16.325124 2021-04-15 04:09:10,816 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1411, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:41.971512, arrival_time=2021-04-15 04:09:52.788364, cost_time=0:01:22.671193 2021-04-15 04:09:17,170 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.89ms, fps=403 images/s, loss=0.1397, top1-acc=95.20%, top5-acc=99.93%, remaining_time=0:00:35.609840, arrival_time=2021-04-15 04:09:52.780201, cost_time=0:01:29.024605 2021-04-15 04:09:23,523 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=2.04ms, fps=403 images/s, loss=0.1401, top1-acc=95.20%, top5-acc=99.94%, remaining_time=0:00:29.249054, arrival_time=2021-04-15 04:09:52.772115, cost_time=0:01:35.377405 2021-04-15 04:09:29,870 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=2.00ms, fps=403 images/s, loss=0.1411, top1-acc=95.14%, top5-acc=99.94%, remaining_time=0:00:22.888116, arrival_time=2021-04-15 04:09:52.758792, cost_time=0:01:41.725015 2021-04-15 04:09:36,224 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.85ms, fps=403 images/s, loss=0.1411, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:16.529656, arrival_time=2021-04-15 04:09:52.753891, cost_time=0:01:48.078446 2021-04-15 04:09:42,569 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.1419, top1-acc=95.11%, top5-acc=99.93%, remaining_time=0:00:10.170960, arrival_time=2021-04-15 04:09:52.739906, cost_time=0:01:54.423292 2021-04-15 04:09:48,919 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.1424, top1-acc=95.10%, top5-acc=99.93%, remaining_time=0:00:03.813912, arrival_time=2021-04-15 04:09:52.733403, cost_time=0:02:00.773845 2021-04-15 04:09:52,290 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.1433, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:52.290206, cost_time=0:02:04.144550 2021-04-15 04:09:54,587 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.35ms, fps=1115 images/s, loss=0.4113, top1-acc=88.01%, top5-acc=99.57%, remaining_time=0:00:06.886230, arrival_time=2021-04-15 04:10:01.474008, cost_time=0:00:02.295408 2021-04-15 04:09:56,770 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.35ms, fps=1173 images/s, loss=0.4078, top1-acc=87.71%, top5-acc=99.55%, remaining_time=0:00:04.477660, arrival_time=2021-04-15 04:10:01.247712, cost_time=0:00:04.477661 2021-04-15 04:09:58,949 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.38ms, fps=1175 images/s, loss=0.3970, top1-acc=87.96%, top5-acc=99.52%, remaining_time=0:00:02.219140, arrival_time=2021-04-15 04:10:01.168818, cost_time=0:00:06.657416 2021-04-15 04:10:00,933 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=1.24ms, fps=1170 images/s, loss=0.3960, top1-acc=87.88%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 04:10:00.933526, cost_time=0:00:08.641272 2021-04-15 04:10:02,268 INFO : Epoch=0069 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:54:15.278196, arrival_time=2021-04-15 09:04:17.546558, cost_time=2:34:59.344971 2021-04-15 04:10:02,270 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 04:10:08,820 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.42ms, fps=391 images/s, loss=0.1304, top1-acc=95.23%, top5-acc=99.96%, remaining_time=0:02:01.824978, arrival_time=2021-04-15 04:12:10.645023, cost_time=0:00:06.549734 2021-04-15 04:10:15,167 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1287, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:01:53.495536, arrival_time=2021-04-15 04:12:08.663068, cost_time=0:00:12.897216 2021-04-15 04:10:21,521 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1329, top1-acc=95.40%, top5-acc=99.96%, remaining_time=0:01:46.524026, arrival_time=2021-04-15 04:12:08.045755, cost_time=0:00:19.251333 2021-04-15 04:10:27,870 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1296, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:01:39.839844, arrival_time=2021-04-15 04:12:07.710222, cost_time=0:00:25.599942 2021-04-15 04:10:34,218 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1291, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:01:33.288598, arrival_time=2021-04-15 04:12:07.506960, cost_time=0:00:31.948139 2021-04-15 04:10:40,559 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.79ms, fps=404 images/s, loss=0.1287, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:01:26.790032, arrival_time=2021-04-15 04:12:07.349961, cost_time=0:00:38.289714 2021-04-15 04:10:46,913 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.89ms, fps=403 images/s, loss=0.1265, top1-acc=95.61%, top5-acc=99.97%, remaining_time=0:01:20.356752, arrival_time=2021-04-15 04:12:07.269726, cost_time=0:00:44.642641 2021-04-15 04:10:53,259 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1267, top1-acc=95.62%, top5-acc=99.97%, remaining_time=0:01:13.933528, arrival_time=2021-04-15 04:12:07.192488, cost_time=0:00:50.988653 2021-04-15 04:10:59,605 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1273, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:01:07.527512, arrival_time=2021-04-15 04:12:07.132510, cost_time=0:00:57.334694 2021-04-15 04:11:05,961 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1257, top1-acc=95.66%, top5-acc=99.98%, remaining_time=0:01:01.142976, arrival_time=2021-04-15 04:12:07.103889, cost_time=0:01:03.690606 2021-04-15 04:11:12,303 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.97ms, fps=404 images/s, loss=0.1266, top1-acc=95.60%, top5-acc=99.98%, remaining_time=0:00:54.753018, arrival_time=2021-04-15 04:12:07.056252, cost_time=0:01:10.032896 2021-04-15 04:11:18,658 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1271, top1-acc=95.59%, top5-acc=99.98%, remaining_time=0:00:48.379472, arrival_time=2021-04-15 04:12:07.038375, cost_time=0:01:16.388590 2021-04-15 04:11:25,007 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1284, top1-acc=95.56%, top5-acc=99.98%, remaining_time=0:00:42.005238, arrival_time=2021-04-15 04:12:07.013092, cost_time=0:01:22.737549 2021-04-15 04:11:31,352 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1272, top1-acc=95.60%, top5-acc=99.98%, remaining_time=0:00:35.632968, arrival_time=2021-04-15 04:12:06.985681, cost_time=0:01:29.082407 2021-04-15 04:11:37,699 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1282, top1-acc=95.56%, top5-acc=99.98%, remaining_time=0:00:29.264970, arrival_time=2021-04-15 04:12:06.964701, cost_time=0:01:35.429285 2021-04-15 04:11:44,058 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.1288, top1-acc=95.54%, top5-acc=99.98%, remaining_time=0:00:22.902444, arrival_time=2021-04-15 04:12:06.961328, cost_time=0:01:41.788577 2021-04-15 04:11:50,411 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1300, top1-acc=95.49%, top5-acc=99.97%, remaining_time=0:00:16.539276, arrival_time=2021-04-15 04:12:06.950947, cost_time=0:01:48.141358 2021-04-15 04:11:56,775 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.36ms, fps=402 images/s, loss=0.1302, top1-acc=95.51%, top5-acc=99.97%, remaining_time=0:00:10.178224, arrival_time=2021-04-15 04:12:06.953477, cost_time=0:01:54.505036 2021-04-15 04:12:03,136 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.25ms, fps=402 images/s, loss=0.1301, top1-acc=95.52%, top5-acc=99.97%, remaining_time=0:00:03.816834, arrival_time=2021-04-15 04:12:06.953606, cost_time=0:02:00.866477 2021-04-15 04:12:06,505 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.1310, top1-acc=95.51%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:06.505887, cost_time=0:02:04.235664 2021-04-15 04:12:08,804 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=1.31ms, fps=1115 images/s, loss=0.4934, top1-acc=85.70%, top5-acc=99.06%, remaining_time=0:00:06.889560, arrival_time=2021-04-15 04:12:15.694007, cost_time=0:00:02.296517 2021-04-15 04:12:10,990 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.51ms, fps=1171 images/s, loss=0.4682, top1-acc=86.00%, top5-acc=99.30%, remaining_time=0:00:04.482900, arrival_time=2021-04-15 04:12:15.473717, cost_time=0:00:04.482891 2021-04-15 04:12:13,173 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.35ms, fps=1173 images/s, loss=0.4732, top1-acc=86.33%, top5-acc=99.26%, remaining_time=0:00:02.221830, arrival_time=2021-04-15 04:12:15.395289, cost_time=0:00:06.665478 2021-04-15 04:12:15,151 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=1.37ms, fps=1173 images/s, loss=0.4722, top1-acc=86.29%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:15.151183, cost_time=0:00:08.643361 2021-04-15 04:12:16,533 INFO : Epoch=0070 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:51:59.561020, arrival_time=2021-04-15 09:04:16.094132, cost_time=2:37:13.609761 2021-04-15 04:12:16,534 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 04:12:23,015 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=2.13ms, fps=395 images/s, loss=0.1406, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:02:00.536556, arrival_time=2021-04-15 04:14:23.551561, cost_time=0:00:06.480459 2021-04-15 04:12:29,367 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.1369, top1-acc=95.68%, top5-acc=99.84%, remaining_time=0:01:52.931456, arrival_time=2021-04-15 04:14:22.299103, cost_time=0:00:12.833111 2021-04-15 04:12:35,719 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1302, top1-acc=95.92%, top5-acc=99.90%, remaining_time=0:01:46.155672, arrival_time=2021-04-15 04:14:21.874974, cost_time=0:00:19.184754 2021-04-15 04:12:42,078 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1288, top1-acc=95.99%, top5-acc=99.92%, remaining_time=0:01:39.620196, arrival_time=2021-04-15 04:14:21.698372, cost_time=0:00:25.543624 2021-04-15 04:12:48,433 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1254, top1-acc=96.02%, top5-acc=99.93%, remaining_time=0:01:33.144204, arrival_time=2021-04-15 04:14:21.577456, cost_time=0:00:31.898700 2021-04-15 04:12:54,782 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1219, top1-acc=96.12%, top5-acc=99.93%, remaining_time=0:01:26.695784, arrival_time=2021-04-15 04:14:21.478493, cost_time=0:00:38.248161 2021-04-15 04:13:01,133 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.1207, top1-acc=96.16%, top5-acc=99.94%, remaining_time=0:01:20.277246, arrival_time=2021-04-15 04:14:21.410249, cost_time=0:00:44.598485 2021-04-15 04:13:07,494 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=2.02ms, fps=402 images/s, loss=0.1203, top1-acc=96.11%, top5-acc=99.94%, remaining_time=0:01:13.892000, arrival_time=2021-04-15 04:14:21.386578, cost_time=0:00:50.960016 2021-04-15 04:13:13,856 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.94ms, fps=402 images/s, loss=0.1195, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:01:07.512036, arrival_time=2021-04-15 04:14:21.368123, cost_time=0:00:57.321521 2021-04-15 04:13:20,208 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1199, top1-acc=96.02%, top5-acc=99.95%, remaining_time=0:01:01.127232, arrival_time=2021-04-15 04:14:21.336013, cost_time=0:01:03.674231 2021-04-15 04:13:26,558 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1225, top1-acc=95.90%, top5-acc=99.95%, remaining_time=0:00:54.745622, arrival_time=2021-04-15 04:14:21.303604, cost_time=0:01:10.023431 2021-04-15 04:13:32,900 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1241, top1-acc=95.82%, top5-acc=99.94%, remaining_time=0:00:48.364956, arrival_time=2021-04-15 04:14:21.265170, cost_time=0:01:16.365764 2021-04-15 04:13:39,248 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1248, top1-acc=95.80%, top5-acc=99.95%, remaining_time=0:00:41.993028, arrival_time=2021-04-15 04:14:21.241086, cost_time=0:01:22.713508 2021-04-15 04:13:45,609 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.35ms, fps=402 images/s, loss=0.1254, top1-acc=95.78%, top5-acc=99.94%, remaining_time=0:00:35.630000, arrival_time=2021-04-15 04:14:21.239421, cost_time=0:01:29.074967 2021-04-15 04:13:51,967 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.1270, top1-acc=95.73%, top5-acc=99.94%, remaining_time=0:00:29.266120, arrival_time=2021-04-15 04:14:21.233668, cost_time=0:01:35.432989 2021-04-15 04:13:58,317 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1277, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:22.901076, arrival_time=2021-04-15 04:14:21.218249, cost_time=0:01:41.782630 2021-04-15 04:14:04,663 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1274, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:16.537300, arrival_time=2021-04-15 04:14:21.200265, cost_time=0:01:48.128417 2021-04-15 04:14:11,031 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.1283, top1-acc=95.67%, top5-acc=99.95%, remaining_time=0:00:10.177472, arrival_time=2021-04-15 04:14:21.208585, cost_time=0:01:54.496543 2021-04-15 04:14:17,394 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.1283, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:03.816630, arrival_time=2021-04-15 04:14:21.211167, cost_time=0:02:00.859897 2021-04-15 04:14:20,767 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.1285, top1-acc=95.68%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:20.767749, cost_time=0:02:04.233165 2021-04-15 04:14:23,107 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.73ms, fps=1095 images/s, loss=0.5703, top1-acc=84.49%, top5-acc=98.98%, remaining_time=0:00:07.011060, arrival_time=2021-04-15 04:14:30.118286, cost_time=0:00:02.337021 2021-04-15 04:14:25,301 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.45ms, fps=1168 images/s, loss=0.5436, top1-acc=85.04%, top5-acc=99.04%, remaining_time=0:00:04.531160, arrival_time=2021-04-15 04:14:29.832131, cost_time=0:00:04.531159 2021-04-15 04:14:27,498 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=2.37ms, fps=1165 images/s, loss=0.5237, top1-acc=85.10%, top5-acc=99.06%, remaining_time=0:00:02.242860, arrival_time=2021-04-15 04:14:29.741258, cost_time=0:00:06.728581 2021-04-15 04:14:29,486 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=1.25ms, fps=1167 images/s, loss=0.5270, top1-acc=85.06%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:29.486303, cost_time=0:00:08.716537 2021-04-15 04:14:30,961 INFO : Epoch=0071 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:49:44.182158, arrival_time=2021-04-15 09:04:15.143778, cost_time=2:39:28.038235 2021-04-15 04:14:30,963 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 04:14:37,450 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.59ms, fps=395 images/s, loss=0.1213, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:02:00.655410, arrival_time=2021-04-15 04:16:38.106195, cost_time=0:00:06.486848 2021-04-15 04:14:43,803 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1235, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:01:52.989008, arrival_time=2021-04-15 04:16:36.792525, cost_time=0:00:12.839653 2021-04-15 04:14:50,155 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.1242, top1-acc=95.76%, top5-acc=99.93%, remaining_time=0:01:46.193520, arrival_time=2021-04-15 04:16:36.349027, cost_time=0:00:19.191587 2021-04-15 04:14:56,502 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1218, top1-acc=95.77%, top5-acc=99.95%, remaining_time=0:01:39.600072, arrival_time=2021-04-15 04:16:36.102462, cost_time=0:00:25.538483 2021-04-15 04:15:02,853 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.72ms, fps=403 images/s, loss=0.1208, top1-acc=95.89%, top5-acc=99.95%, remaining_time=0:01:33.116902, arrival_time=2021-04-15 04:16:35.970442, cost_time=0:00:31.889347 2021-04-15 04:15:09,215 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=2.04ms, fps=402 images/s, loss=0.1212, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:01:26.703672, arrival_time=2021-04-15 04:16:35.919334, cost_time=0:00:38.251629 2021-04-15 04:15:15,585 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.1186, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:01:20.317692, arrival_time=2021-04-15 04:16:35.902691, cost_time=0:00:44.620938 2021-04-15 04:15:21,945 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=2.16ms, fps=403 images/s, loss=0.1176, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:01:13.922508, arrival_time=2021-04-15 04:16:35.867491, cost_time=0:00:50.981041 2021-04-15 04:15:28,299 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1193, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:01:07.527830, arrival_time=2021-04-15 04:16:35.826796, cost_time=0:00:57.334965 2021-04-15 04:15:34,652 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.1195, top1-acc=95.96%, top5-acc=99.97%, remaining_time=0:01:01.141440, arrival_time=2021-04-15 04:16:35.794323, cost_time=0:01:03.688975 2021-04-15 04:15:41,004 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.1193, top1-acc=95.97%, top5-acc=99.98%, remaining_time=0:00:54.758952, arrival_time=2021-04-15 04:16:35.763492, cost_time=0:01:10.040490 2021-04-15 04:15:47,360 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.1217, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:48.384412, arrival_time=2021-04-15 04:16:35.744762, cost_time=0:01:16.396454 2021-04-15 04:15:53,708 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1218, top1-acc=95.90%, top5-acc=99.97%, remaining_time=0:00:42.008604, arrival_time=2021-04-15 04:16:35.716803, cost_time=0:01:22.744272 2021-04-15 04:16:00,056 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1242, top1-acc=95.79%, top5-acc=99.97%, remaining_time=0:00:35.636888, arrival_time=2021-04-15 04:16:35.692939, cost_time=0:01:29.092249 2021-04-15 04:16:06,410 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1251, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:29.270306, arrival_time=2021-04-15 04:16:35.680961, cost_time=0:01:35.446591 2021-04-15 04:16:12,774 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.92ms, fps=402 images/s, loss=0.1257, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:22.907232, arrival_time=2021-04-15 04:16:35.681134, cost_time=0:01:41.809963 2021-04-15 04:16:19,141 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.46ms, fps=402 images/s, loss=0.1262, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:16.544840, arrival_time=2021-04-15 04:16:35.686528, cost_time=0:01:48.177783 2021-04-15 04:16:25,493 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1283, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:10.180384, arrival_time=2021-04-15 04:16:35.673563, cost_time=0:01:54.529356 2021-04-15 04:16:31,855 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.27ms, fps=402 images/s, loss=0.1295, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:03.817638, arrival_time=2021-04-15 04:16:35.673321, cost_time=0:02:00.891792 2021-04-15 04:16:35,237 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.26ms, fps=402 images/s, loss=0.1300, top1-acc=95.58%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:35.237521, cost_time=0:02:04.273619 2021-04-15 04:16:37,544 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=1.57ms, fps=1111 images/s, loss=0.6877, top1-acc=80.47%, top5-acc=98.63%, remaining_time=0:00:06.914970, arrival_time=2021-04-15 04:16:44.459752, cost_time=0:00:02.304990 2021-04-15 04:16:39,727 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.54ms, fps=1173 images/s, loss=0.6804, top1-acc=80.70%, top5-acc=98.85%, remaining_time=0:00:04.487440, arrival_time=2021-04-15 04:16:44.214555, cost_time=0:00:04.487430 2021-04-15 04:16:41,907 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.33ms, fps=1174 images/s, loss=0.6709, top1-acc=81.21%, top5-acc=98.84%, remaining_time=0:00:02.222590, arrival_time=2021-04-15 04:16:44.130002, cost_time=0:00:06.667756 2021-04-15 04:16:43,889 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=1.37ms, fps=1171 images/s, loss=0.6560, top1-acc=81.44%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:43.888983, cost_time=0:00:08.649363 2021-04-15 04:16:45,298 INFO : Epoch=0072 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:47:28.666112, arrival_time=2021-04-15 09:04:13.964222, cost_time=2:41:42.374704 2021-04-15 04:16:45,300 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 04:16:51,815 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.35ms, fps=393 images/s, loss=0.1420, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:02:01.182534, arrival_time=2021-04-15 04:18:52.998223, cost_time=0:00:06.515190 2021-04-15 04:16:58,159 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.1335, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:01:53.164128, arrival_time=2021-04-15 04:18:51.323987, cost_time=0:00:12.859565 2021-04-15 04:17:04,520 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.1327, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:01:46.347402, arrival_time=2021-04-15 04:18:50.867294, cost_time=0:00:19.219397 2021-04-15 04:17:10,879 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1291, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:01:39.756384, arrival_time=2021-04-15 04:18:50.635428, cost_time=0:00:25.578541 2021-04-15 04:17:17,235 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1259, top1-acc=95.85%, top5-acc=99.95%, remaining_time=0:01:33.249908, arrival_time=2021-04-15 04:18:50.485191, cost_time=0:00:31.934901 2021-04-15 04:17:23,596 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.62ms, fps=402 images/s, loss=0.1245, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:01:26.805128, arrival_time=2021-04-15 04:18:50.401887, cost_time=0:00:38.296375 2021-04-15 04:17:29,966 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.47ms, fps=402 images/s, loss=0.1226, top1-acc=95.86%, top5-acc=99.95%, remaining_time=0:01:20.396442, arrival_time=2021-04-15 04:18:50.362256, cost_time=0:00:44.664663 2021-04-15 04:17:36,336 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.45ms, fps=402 images/s, loss=0.1211, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:01:14.001620, arrival_time=2021-04-15 04:18:50.337979, cost_time=0:00:51.035563 2021-04-15 04:17:42,711 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.44ms, fps=402 images/s, loss=0.1201, top1-acc=95.88%, top5-acc=99.96%, remaining_time=0:01:07.617930, arrival_time=2021-04-15 04:18:50.329792, cost_time=0:00:57.411464 2021-04-15 04:17:49,072 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.89ms, fps=403 images/s, loss=0.1214, top1-acc=95.82%, top5-acc=99.96%, remaining_time=0:01:01.220544, arrival_time=2021-04-15 04:18:50.292545, cost_time=0:01:03.771412 2021-04-15 04:17:55,441 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.45ms, fps=402 images/s, loss=0.1235, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:54.837728, arrival_time=2021-04-15 04:18:50.279516, cost_time=0:01:10.141308 2021-04-15 04:18:01,810 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=2.60ms, fps=402 images/s, loss=0.1233, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:48.456460, arrival_time=2021-04-15 04:18:50.267040, cost_time=0:01:16.510156 2021-04-15 04:18:08,186 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=3.18ms, fps=402 images/s, loss=0.1243, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:42.080676, arrival_time=2021-04-15 04:18:50.267343, cost_time=0:01:22.886220 2021-04-15 04:18:14,548 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.54ms, fps=402 images/s, loss=0.1239, top1-acc=95.75%, top5-acc=99.96%, remaining_time=0:00:35.699328, arrival_time=2021-04-15 04:18:50.248018, cost_time=0:01:29.248295 2021-04-15 04:18:20,909 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.1238, top1-acc=95.75%, top5-acc=99.97%, remaining_time=0:00:29.320170, arrival_time=2021-04-15 04:18:50.229769, cost_time=0:01:35.609208 2021-04-15 04:18:27,273 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.1240, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:22.943844, arrival_time=2021-04-15 04:18:50.216851, cost_time=0:01:41.972626 2021-04-15 04:18:33,633 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1240, top1-acc=95.78%, top5-acc=99.97%, remaining_time=0:00:16.568630, arrival_time=2021-04-15 04:18:50.202443, cost_time=0:01:48.333429 2021-04-15 04:18:39,994 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1249, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:10.195008, arrival_time=2021-04-15 04:18:50.189441, cost_time=0:01:54.693905 2021-04-15 04:18:46,360 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.33ms, fps=402 images/s, loss=0.1268, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:03.822942, arrival_time=2021-04-15 04:18:50.183084, cost_time=0:02:01.059756 2021-04-15 04:18:49,733 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1281, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:49.733778, cost_time=0:02:04.433403 2021-04-15 04:18:52,042 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.92ms, fps=1110 images/s, loss=0.5856, top1-acc=83.59%, top5-acc=99.49%, remaining_time=0:00:06.918270, arrival_time=2021-04-15 04:18:58.960216, cost_time=0:00:02.306093 2021-04-15 04:18:54,240 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.5649, top1-acc=83.65%, top5-acc=99.30%, remaining_time=0:00:04.504620, arrival_time=2021-04-15 04:18:58.745162, cost_time=0:00:04.504624 2021-04-15 04:18:56,438 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.5524, top1-acc=83.76%, top5-acc=99.34%, remaining_time=0:00:02.234030, arrival_time=2021-04-15 04:18:58.671999, cost_time=0:00:06.702076 2021-04-15 04:18:58,432 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=1.28ms, fps=1164 images/s, loss=0.5468, top1-acc=84.04%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:58.432217, cost_time=0:00:08.696421 2021-04-15 04:18:59,793 INFO : Epoch=0073 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:45:13.459550, arrival_time=2021-04-15 09:04:13.253399, cost_time=2:43:56.870439 2021-04-15 04:18:59,796 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 04:19:06,316 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.43ms, fps=393 images/s, loss=0.1571, top1-acc=94.37%, top5-acc=100.00%, remaining_time=0:02:01.257864, arrival_time=2021-04-15 04:21:07.574297, cost_time=0:00:06.519235 2021-04-15 04:19:12,683 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=2.70ms, fps=402 images/s, loss=0.1554, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:01:53.401024, arrival_time=2021-04-15 04:21:06.084565, cost_time=0:00:12.886480 2021-04-15 04:19:19,048 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.43ms, fps=402 images/s, loss=0.1472, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:01:46.523362, arrival_time=2021-04-15 04:21:05.571749, cost_time=0:00:19.251199 2021-04-15 04:19:25,420 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.73ms, fps=402 images/s, loss=0.1464, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:01:39.929076, arrival_time=2021-04-15 04:21:05.349152, cost_time=0:00:25.622827 2021-04-15 04:19:31,780 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1410, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:01:33.389922, arrival_time=2021-04-15 04:21:05.170223, cost_time=0:00:31.982873 2021-04-15 04:19:38,129 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=2.02ms, fps=403 images/s, loss=0.1399, top1-acc=95.22%, top5-acc=99.95%, remaining_time=0:01:26.885776, arrival_time=2021-04-15 04:21:05.014760, cost_time=0:00:38.331938 2021-04-15 04:19:44,476 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1387, top1-acc=95.28%, top5-acc=99.96%, remaining_time=0:01:20.423280, arrival_time=2021-04-15 04:21:04.900090, cost_time=0:00:44.679616 2021-04-15 04:19:50,823 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.78ms, fps=403 images/s, loss=0.1381, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:01:13.988628, arrival_time=2021-04-15 04:21:04.812280, cost_time=0:00:51.026602 2021-04-15 04:19:57,171 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.82ms, fps=403 images/s, loss=0.1346, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:01:07.573940, arrival_time=2021-04-15 04:21:04.745151, cost_time=0:00:57.374122 2021-04-15 04:20:03,527 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.1313, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:01:01.180896, arrival_time=2021-04-15 04:21:04.708052, cost_time=0:01:03.730109 2021-04-15 04:20:09,874 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1312, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:54.788020, arrival_time=2021-04-15 04:21:04.662740, cost_time=0:01:10.077672 2021-04-15 04:20:16,222 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1303, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:48.402804, arrival_time=2021-04-15 04:21:04.625350, cost_time=0:01:16.425495 2021-04-15 04:20:22,566 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.87ms, fps=404 images/s, loss=0.1295, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:42.021606, arrival_time=2021-04-15 04:21:04.588438, cost_time=0:01:22.769875 2021-04-15 04:20:28,915 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1299, top1-acc=95.61%, top5-acc=99.96%, remaining_time=0:00:35.647248, arrival_time=2021-04-15 04:21:04.562561, cost_time=0:01:29.118182 2021-04-15 04:20:35,274 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1303, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:29.279598, arrival_time=2021-04-15 04:21:04.553723, cost_time=0:01:35.476970 2021-04-15 04:20:41,635 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.49ms, fps=402 images/s, loss=0.1305, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:22.913676, arrival_time=2021-04-15 04:21:04.549244, cost_time=0:01:41.838515 2021-04-15 04:20:47,989 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.1318, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:16.547102, arrival_time=2021-04-15 04:21:04.536682, cost_time=0:01:48.192525 2021-04-15 04:20:54,336 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.1316, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:10.181264, arrival_time=2021-04-15 04:21:04.517784, cost_time=0:01:54.539295 2021-04-15 04:21:00,700 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.93ms, fps=402 images/s, loss=0.1312, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:03.817998, arrival_time=2021-04-15 04:21:04.518422, cost_time=0:02:00.903337 2021-04-15 04:21:04,073 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.22ms, fps=403 images/s, loss=0.1318, top1-acc=95.55%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:04.073628, cost_time=0:02:04.276580 2021-04-15 04:21:06,394 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.53ms, fps=1104 images/s, loss=0.5902, top1-acc=84.30%, top5-acc=98.01%, remaining_time=0:00:06.956910, arrival_time=2021-04-15 04:21:13.351573, cost_time=0:00:02.318972 2021-04-15 04:21:08,574 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.38ms, fps=1175 images/s, loss=0.5810, top1-acc=84.22%, top5-acc=98.09%, remaining_time=0:00:04.499040, arrival_time=2021-04-15 04:21:13.073664, cost_time=0:00:04.499030 2021-04-15 04:21:10,754 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.50ms, fps=1175 images/s, loss=0.5893, top1-acc=84.06%, top5-acc=98.03%, remaining_time=0:00:02.226250, arrival_time=2021-04-15 04:21:12.980579, cost_time=0:00:06.678737 2021-04-15 04:21:12,735 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=1.20ms, fps=1171 images/s, loss=0.5886, top1-acc=83.92%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:12.735595, cost_time=0:00:08.659940 2021-04-15 04:21:14,227 INFO : Epoch=0074 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:42:58.166352, arrival_time=2021-04-15 09:04:12.393777, cost_time=2:46:11.304031 2021-04-15 04:21:14,229 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 04:21:20,747 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=2.08ms, fps=393 images/s, loss=0.1402, top1-acc=95.08%, top5-acc=99.88%, remaining_time=0:02:01.226058, arrival_time=2021-04-15 04:23:21.973004, cost_time=0:00:06.517528 2021-04-15 04:21:27,091 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.88ms, fps=404 images/s, loss=0.1361, top1-acc=95.27%, top5-acc=99.94%, remaining_time=0:01:53.185072, arrival_time=2021-04-15 04:23:20.276404, cost_time=0:00:12.861949 2021-04-15 04:21:33,430 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1368, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:01:46.245312, arrival_time=2021-04-15 04:23:19.675560, cost_time=0:00:19.200946 2021-04-15 04:21:39,772 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.1337, top1-acc=95.45%, top5-acc=99.93%, remaining_time=0:01:39.617856, arrival_time=2021-04-15 04:23:19.390296, cost_time=0:00:25.543059 2021-04-15 04:21:46,116 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.1318, top1-acc=95.52%, top5-acc=99.94%, remaining_time=0:01:33.110040, arrival_time=2021-04-15 04:23:19.226363, cost_time=0:00:31.887024 2021-04-15 04:21:52,460 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=2.12ms, fps=404 images/s, loss=0.1323, top1-acc=95.49%, top5-acc=99.94%, remaining_time=0:01:26.658112, arrival_time=2021-04-15 04:23:19.118998, cost_time=0:00:38.231505 2021-04-15 04:21:58,821 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=2.42ms, fps=403 images/s, loss=0.1332, top1-acc=95.44%, top5-acc=99.95%, remaining_time=0:01:20.265528, arrival_time=2021-04-15 04:23:19.086885, cost_time=0:00:44.591940 2021-04-15 04:22:05,175 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.95ms, fps=403 images/s, loss=0.1325, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:01:13.871932, arrival_time=2021-04-15 04:23:19.047517, cost_time=0:00:50.946174 2021-04-15 04:22:11,522 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1313, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:01:07.478540, arrival_time=2021-04-15 04:23:19.001032, cost_time=0:00:57.293124 2021-04-15 04:22:17,866 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1328, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:01:01.091328, arrival_time=2021-04-15 04:23:18.957406, cost_time=0:01:03.636777 2021-04-15 04:22:24,209 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.62ms, fps=404 images/s, loss=0.1322, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:54.711652, arrival_time=2021-04-15 04:23:18.921022, cost_time=0:01:09.979991 2021-04-15 04:22:30,554 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1323, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:48.339116, arrival_time=2021-04-15 04:23:18.893278, cost_time=0:01:16.324865 2021-04-15 04:22:36,905 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1330, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:41.974284, arrival_time=2021-04-15 04:23:18.880231, cost_time=0:01:22.676662 2021-04-15 04:22:43,252 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.21ms, fps=403 images/s, loss=0.1328, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:35.609168, arrival_time=2021-04-15 04:23:18.861475, cost_time=0:01:29.022902 2021-04-15 04:22:49,604 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1314, top1-acc=95.50%, top5-acc=99.96%, remaining_time=0:00:29.248226, arrival_time=2021-04-15 04:23:18.852210, cost_time=0:01:35.374603 2021-04-15 04:22:55,964 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=2.24ms, fps=403 images/s, loss=0.1304, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:22.890456, arrival_time=2021-04-15 04:23:18.855205, cost_time=0:01:41.735283 2021-04-15 04:23:02,340 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.40ms, fps=402 images/s, loss=0.1297, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:16.534596, arrival_time=2021-04-15 04:23:18.874821, cost_time=0:01:48.110780 2021-04-15 04:23:08,693 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1297, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:10.174480, arrival_time=2021-04-15 04:23:18.867240, cost_time=0:01:54.462851 2021-04-15 04:23:15,069 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=3.77ms, fps=402 images/s, loss=0.1292, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:03.815982, arrival_time=2021-04-15 04:23:18.884958, cost_time=0:02:00.839508 2021-04-15 04:23:18,446 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=3.24ms, fps=403 images/s, loss=0.1295, top1-acc=95.58%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:18.446901, cost_time=0:02:04.217479 2021-04-15 04:23:20,755 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.48ms, fps=1110 images/s, loss=0.4829, top1-acc=85.86%, top5-acc=99.34%, remaining_time=0:00:06.919050, arrival_time=2021-04-15 04:23:27.674573, cost_time=0:00:02.306347 2021-04-15 04:23:22,950 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.77ms, fps=1167 images/s, loss=0.4664, top1-acc=85.96%, top5-acc=99.41%, remaining_time=0:00:04.501360, arrival_time=2021-04-15 04:23:27.451860, cost_time=0:00:04.501353 2021-04-15 04:23:25,140 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.41ms, fps=1169 images/s, loss=0.4529, top1-acc=86.15%, top5-acc=99.43%, remaining_time=0:00:02.230510, arrival_time=2021-04-15 04:23:27.371069, cost_time=0:00:06.691521 2021-04-15 04:23:27,126 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=1.36ms, fps=1169 images/s, loss=0.4419, top1-acc=86.15%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:27.126394, cost_time=0:00:08.677306 2021-04-15 04:23:28,721 INFO : Epoch=0075 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:40:42.996375, arrival_time=2021-04-15 09:04:11.717583, cost_time=2:48:25.797823 2021-04-15 04:23:28,723 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 04:23:35,211 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.86ms, fps=395 images/s, loss=0.1233, top1-acc=95.94%, top5-acc=99.88%, remaining_time=0:02:00.686472, arrival_time=2021-04-15 04:25:35.898356, cost_time=0:00:06.488518 2021-04-15 04:23:41,561 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1192, top1-acc=95.96%, top5-acc=99.94%, remaining_time=0:01:52.971584, arrival_time=2021-04-15 04:25:34.532933, cost_time=0:00:12.837684 2021-04-15 04:23:47,908 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1165, top1-acc=95.99%, top5-acc=99.95%, remaining_time=0:01:46.160320, arrival_time=2021-04-15 04:25:34.069163, cost_time=0:00:19.185609 2021-04-15 04:23:54,263 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.77ms, fps=403 images/s, loss=0.1147, top1-acc=96.11%, top5-acc=99.95%, remaining_time=0:01:39.604440, arrival_time=2021-04-15 04:25:33.867514, cost_time=0:00:25.539611 2021-04-15 04:24:00,630 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=2.18ms, fps=402 images/s, loss=0.1140, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:01:33.168002, arrival_time=2021-04-15 04:25:33.798174, cost_time=0:00:31.906854 2021-04-15 04:24:06,980 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1164, top1-acc=96.01%, top5-acc=99.96%, remaining_time=0:01:26.717000, arrival_time=2021-04-15 04:25:33.697788, cost_time=0:00:38.257473 2021-04-15 04:24:13,335 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1196, top1-acc=95.92%, top5-acc=99.95%, remaining_time=0:01:20.301816, arrival_time=2021-04-15 04:25:33.637220, cost_time=0:00:44.612087 2021-04-15 04:24:19,688 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1207, top1-acc=95.87%, top5-acc=99.95%, remaining_time=0:01:13.899192, arrival_time=2021-04-15 04:25:33.587407, cost_time=0:00:50.964989 2021-04-15 04:24:26,046 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1229, top1-acc=95.79%, top5-acc=99.95%, remaining_time=0:01:07.514368, arrival_time=2021-04-15 04:25:33.561184, cost_time=0:00:57.323509 2021-04-15 04:24:32,403 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1234, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:01:01.132992, arrival_time=2021-04-15 04:25:33.536404, cost_time=0:01:03.680172 2021-04-15 04:24:38,757 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1235, top1-acc=95.77%, top5-acc=99.95%, remaining_time=0:00:54.753706, arrival_time=2021-04-15 04:25:33.510749, cost_time=0:01:10.033824 2021-04-15 04:24:45,115 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1239, top1-acc=95.78%, top5-acc=99.95%, remaining_time=0:00:48.381904, arrival_time=2021-04-15 04:25:33.497557, cost_time=0:01:16.392432 2021-04-15 04:24:51,460 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1250, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:42.005106, arrival_time=2021-04-15 04:25:33.465741, cost_time=0:01:22.737327 2021-04-15 04:24:57,814 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1268, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:35.636384, arrival_time=2021-04-15 04:25:33.450615, cost_time=0:01:29.090927 2021-04-15 04:25:04,167 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1267, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:29.269432, arrival_time=2021-04-15 04:25:33.436698, cost_time=0:01:35.443848 2021-04-15 04:25:10,516 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.82ms, fps=403 images/s, loss=0.1272, top1-acc=95.65%, top5-acc=99.96%, remaining_time=0:00:22.903416, arrival_time=2021-04-15 04:25:33.419628, cost_time=0:01:41.792896 2021-04-15 04:25:16,864 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1266, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:16.539198, arrival_time=2021-04-15 04:25:33.403469, cost_time=0:01:48.140963 2021-04-15 04:25:23,205 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1275, top1-acc=95.67%, top5-acc=99.96%, remaining_time=0:00:10.176208, arrival_time=2021-04-15 04:25:33.381717, cost_time=0:01:54.482281 2021-04-15 04:25:29,563 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1290, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:03.815988, arrival_time=2021-04-15 04:25:33.378904, cost_time=0:02:00.839612 2021-04-15 04:25:32,931 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.1295, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:32.931842, cost_time=0:02:04.208523 2021-04-15 04:25:35,224 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=1.30ms, fps=1118 images/s, loss=0.4646, top1-acc=85.74%, top5-acc=99.30%, remaining_time=0:00:06.872370, arrival_time=2021-04-15 04:25:42.097014, cost_time=0:00:02.290792 2021-04-15 04:25:37,408 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.31ms, fps=1172 images/s, loss=0.4669, top1-acc=85.74%, top5-acc=99.32%, remaining_time=0:00:04.474940, arrival_time=2021-04-15 04:25:41.883816, cost_time=0:00:04.474933 2021-04-15 04:25:39,588 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.35ms, fps=1175 images/s, loss=0.4649, top1-acc=85.73%, top5-acc=99.32%, remaining_time=0:00:02.218020, arrival_time=2021-04-15 04:25:41.805961, cost_time=0:00:06.654074 2021-04-15 04:25:41,570 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=1.29ms, fps=1171 images/s, loss=0.4537, top1-acc=85.85%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:41.570408, cost_time=0:00:08.636581 2021-04-15 04:25:43,177 INFO : Epoch=0076 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:38:27.782692, arrival_time=2021-04-15 09:04:10.960006, cost_time=2:50:40.253929 2021-04-15 04:25:43,180 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 04:25:49,708 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.51ms, fps=392 images/s, loss=0.1397, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:02:01.414290, arrival_time=2021-04-15 04:27:51.122377, cost_time=0:00:06.527650 2021-04-15 04:25:56,068 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1221, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:01:53.411232, arrival_time=2021-04-15 04:27:49.479223, cost_time=0:00:12.887632 2021-04-15 04:26:02,421 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.1213, top1-acc=95.91%, top5-acc=99.97%, remaining_time=0:01:46.466756, arrival_time=2021-04-15 04:27:48.888080, cost_time=0:00:19.240986 2021-04-15 04:26:08,769 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.77ms, fps=403 images/s, loss=0.1214, top1-acc=95.95%, top5-acc=99.98%, remaining_time=0:01:39.798348, arrival_time=2021-04-15 04:27:48.568163, cost_time=0:00:25.589322 2021-04-15 04:26:15,124 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.1184, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:01:33.277794, arrival_time=2021-04-15 04:27:48.402589, cost_time=0:00:31.944443 2021-04-15 04:26:21,481 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1171, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:01:26.815328, arrival_time=2021-04-15 04:27:48.296520, cost_time=0:00:38.300851 2021-04-15 04:26:27,825 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1174, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:01:20.360532, arrival_time=2021-04-15 04:27:48.185518, cost_time=0:00:44.644711 2021-04-15 04:26:34,174 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1192, top1-acc=95.97%, top5-acc=99.98%, remaining_time=0:01:13.941416, arrival_time=2021-04-15 04:27:48.115838, cost_time=0:00:50.994046 2021-04-15 04:26:40,527 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.1185, top1-acc=95.98%, top5-acc=99.98%, remaining_time=0:01:07.542352, arrival_time=2021-04-15 04:27:48.070030, cost_time=0:00:57.347325 2021-04-15 04:26:46,875 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.1182, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:01:01.147584, arrival_time=2021-04-15 04:27:48.023389, cost_time=0:01:03.695360 2021-04-15 04:26:53,241 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.68ms, fps=402 images/s, loss=0.1175, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:54.775292, arrival_time=2021-04-15 04:27:48.017139, cost_time=0:01:10.061464 2021-04-15 04:26:59,619 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.94ms, fps=402 images/s, loss=0.1183, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:48.409492, arrival_time=2021-04-15 04:27:48.028873, cost_time=0:01:16.436049 2021-04-15 04:27:05,974 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1182, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:42.034014, arrival_time=2021-04-15 04:27:48.008642, cost_time=0:01:22.794291 2021-04-15 04:27:12,326 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.1200, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:35.658280, arrival_time=2021-04-15 04:27:47.984385, cost_time=0:01:29.145658 2021-04-15 04:27:18,684 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.95ms, fps=403 images/s, loss=0.1211, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:29.287970, arrival_time=2021-04-15 04:27:47.972569, cost_time=0:01:35.504231 2021-04-15 04:27:25,038 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=2.03ms, fps=403 images/s, loss=0.1214, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:22.918032, arrival_time=2021-04-15 04:27:47.956281, cost_time=0:01:41.857865 2021-04-15 04:27:31,387 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.1222, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:16.549338, arrival_time=2021-04-15 04:27:47.936946, cost_time=0:01:48.207259 2021-04-15 04:27:37,733 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1225, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:10.182496, arrival_time=2021-04-15 04:27:47.915821, cost_time=0:01:54.553056 2021-04-15 04:27:44,086 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.74ms, fps=403 images/s, loss=0.1238, top1-acc=95.82%, top5-acc=99.97%, remaining_time=0:00:03.818088, arrival_time=2021-04-15 04:27:47.904560, cost_time=0:02:00.906081 2021-04-15 04:27:47,462 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1245, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:47.462518, cost_time=0:02:04.282172 2021-04-15 04:27:49,796 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.31ms, fps=1098 images/s, loss=0.5847, top1-acc=83.32%, top5-acc=99.41%, remaining_time=0:00:06.996150, arrival_time=2021-04-15 04:27:56.792883, cost_time=0:00:02.332051 2021-04-15 04:27:51,979 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.52ms, fps=1173 images/s, loss=0.6043, top1-acc=82.81%, top5-acc=99.43%, remaining_time=0:00:04.515200, arrival_time=2021-04-15 04:27:56.494960, cost_time=0:00:04.515204 2021-04-15 04:27:54,158 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.34ms, fps=1175 images/s, loss=0.6082, top1-acc=82.55%, top5-acc=99.51%, remaining_time=0:00:02.231360, arrival_time=2021-04-15 04:27:56.389899, cost_time=0:00:06.694089 2021-04-15 04:27:56,137 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=1.33ms, fps=1173 images/s, loss=0.6045, top1-acc=82.47%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:56.137244, cost_time=0:00:08.672729 2021-04-15 04:27:57,554 INFO : Epoch=0077 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:36:12.463179, arrival_time=2021-04-15 09:04:10.017935, cost_time=2:52:54.631403 2021-04-15 04:27:57,556 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 04:28:04,082 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.52ms, fps=392 images/s, loss=0.1254, top1-acc=96.02%, top5-acc=100.00%, remaining_time=0:02:01.394202, arrival_time=2021-04-15 04:30:05.477000, cost_time=0:00:06.526574 2021-04-15 04:28:10,430 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1156, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:01:53.294896, arrival_time=2021-04-15 04:30:03.725549, cost_time=0:00:12.874427 2021-04-15 04:28:16,778 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.88ms, fps=403 images/s, loss=0.1091, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:01:46.361678, arrival_time=2021-04-15 04:30:03.139974, cost_time=0:00:19.222001 2021-04-15 04:28:23,140 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.60ms, fps=402 images/s, loss=0.1045, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:01:39.779472, arrival_time=2021-04-15 04:30:02.920298, cost_time=0:00:25.584467 2021-04-15 04:28:29,487 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.1031, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:01:33.239104, arrival_time=2021-04-15 04:30:02.726505, cost_time=0:00:31.931175 2021-04-15 04:28:35,831 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1057, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:01:26.756984, arrival_time=2021-04-15 04:30:02.588385, cost_time=0:00:38.275137 2021-04-15 04:28:42,181 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1064, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:01:20.325882, arrival_time=2021-04-15 04:30:02.507537, cost_time=0:00:44.625523 2021-04-15 04:28:48,544 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.65ms, fps=402 images/s, loss=0.1084, top1-acc=96.38%, top5-acc=99.98%, remaining_time=0:01:13.932368, arrival_time=2021-04-15 04:30:02.476524, cost_time=0:00:50.987803 2021-04-15 04:28:54,904 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1121, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:01:07.543094, arrival_time=2021-04-15 04:30:02.447196, cost_time=0:00:57.347871 2021-04-15 04:29:01,249 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1128, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:01:01.145184, arrival_time=2021-04-15 04:30:02.394320, cost_time=0:01:03.692912 2021-04-15 04:29:07,595 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1125, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:54.758178, arrival_time=2021-04-15 04:30:02.353950, cost_time=0:01:10.039540 2021-04-15 04:29:13,944 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=2.09ms, fps=403 images/s, loss=0.1127, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:48.378864, arrival_time=2021-04-15 04:30:02.322821, cost_time=0:01:16.387738 2021-04-15 04:29:20,290 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1127, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:42.003786, arrival_time=2021-04-15 04:30:02.294701, cost_time=0:01:22.734775 2021-04-15 04:29:26,641 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1132, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:35.634144, arrival_time=2021-04-15 04:30:02.275573, cost_time=0:01:29.085294 2021-04-15 04:29:32,989 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1150, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:29.266120, arrival_time=2021-04-15 04:30:02.255269, cost_time=0:01:35.432984 2021-04-15 04:29:39,343 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1171, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:22.902192, arrival_time=2021-04-15 04:30:02.245941, cost_time=0:01:41.787533 2021-04-15 04:29:45,690 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.1192, top1-acc=95.94%, top5-acc=99.97%, remaining_time=0:00:16.538158, arrival_time=2021-04-15 04:30:02.228448, cost_time=0:01:48.134149 2021-04-15 04:29:52,037 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.85ms, fps=403 images/s, loss=0.1192, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:10.176128, arrival_time=2021-04-15 04:30:02.213730, cost_time=0:01:54.481447 2021-04-15 04:29:58,382 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.1198, top1-acc=95.93%, top5-acc=99.98%, remaining_time=0:00:03.815574, arrival_time=2021-04-15 04:30:02.198221, cost_time=0:02:00.826516 2021-04-15 04:30:01,757 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.25ms, fps=403 images/s, loss=0.1201, top1-acc=95.91%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:01.757006, cost_time=0:02:04.200885 2021-04-15 04:30:04,059 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.46ms, fps=1113 images/s, loss=0.4400, top1-acc=86.95%, top5-acc=99.41%, remaining_time=0:00:06.901350, arrival_time=2021-04-15 04:30:10.960567, cost_time=0:00:02.300451 2021-04-15 04:30:06,240 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.43ms, fps=1174 images/s, loss=0.4388, top1-acc=87.09%, top5-acc=99.45%, remaining_time=0:00:04.481760, arrival_time=2021-04-15 04:30:10.722293, cost_time=0:00:04.481767 2021-04-15 04:30:08,420 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.43ms, fps=1174 images/s, loss=0.4330, top1-acc=86.89%, top5-acc=99.39%, remaining_time=0:00:02.220690, arrival_time=2021-04-15 04:30:10.641594, cost_time=0:00:06.662059 2021-04-15 04:30:10,398 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=1.32ms, fps=1173 images/s, loss=0.4209, top1-acc=87.17%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:10.398840, cost_time=0:00:08.640115 2021-04-15 04:30:11,768 INFO : Epoch=0078 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:33:56.911526, arrival_time=2021-04-15 09:04:08.680008, cost_time=2:55:08.845090 2021-04-15 04:30:11,769 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 04:30:18,257 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.38ms, fps=395 images/s, loss=0.1217, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:02:00.659688, arrival_time=2021-04-15 04:32:18.916847, cost_time=0:00:06.487075 2021-04-15 04:30:24,605 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.1159, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:01:52.955392, arrival_time=2021-04-15 04:32:17.561306, cost_time=0:00:12.835836 2021-04-15 04:30:30,951 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.90ms, fps=403 images/s, loss=0.1125, top1-acc=96.22%, top5-acc=99.96%, remaining_time=0:01:46.135918, arrival_time=2021-04-15 04:32:17.087132, cost_time=0:00:19.181204 2021-04-15 04:30:37,294 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1095, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:01:39.544380, arrival_time=2021-04-15 04:32:16.838771, cost_time=0:00:25.524202 2021-04-15 04:30:43,638 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1087, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:01:33.056166, arrival_time=2021-04-15 04:32:16.694711, cost_time=0:00:31.868533 2021-04-15 04:30:49,986 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1081, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:01:26.624792, arrival_time=2021-04-15 04:32:16.611594, cost_time=0:00:38.216806 2021-04-15 04:30:56,328 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1074, top1-acc=96.47%, top5-acc=99.97%, remaining_time=0:01:20.205174, arrival_time=2021-04-15 04:32:16.533565, cost_time=0:00:44.558399 2021-04-15 04:31:02,675 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1074, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:01:13.812656, arrival_time=2021-04-15 04:32:16.487936, cost_time=0:00:50.905284 2021-04-15 04:31:09,020 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1095, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:01:07.427872, arrival_time=2021-04-15 04:32:16.448031, cost_time=0:00:57.250101 2021-04-15 04:31:15,367 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1106, top1-acc=96.32%, top5-acc=99.96%, remaining_time=0:01:01.053312, arrival_time=2021-04-15 04:32:16.420602, cost_time=0:01:03.597236 2021-04-15 04:31:21,713 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1111, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:54.683100, arrival_time=2021-04-15 04:32:16.396609, cost_time=0:01:09.943523 2021-04-15 04:31:28,062 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1130, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:00:48.318748, arrival_time=2021-04-15 04:32:16.381482, cost_time=0:01:16.292707 2021-04-15 04:31:34,425 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.51ms, fps=402 images/s, loss=0.1135, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:00:41.963526, arrival_time=2021-04-15 04:32:16.389084, cost_time=0:01:22.655469 2021-04-15 04:31:40,778 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1134, top1-acc=96.24%, top5-acc=99.96%, remaining_time=0:00:35.603288, arrival_time=2021-04-15 04:32:16.381694, cost_time=0:01:29.008195 2021-04-15 04:31:47,129 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.60ms, fps=403 images/s, loss=0.1153, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:29.243534, arrival_time=2021-04-15 04:32:16.373010, cost_time=0:01:35.359385 2021-04-15 04:31:53,481 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1161, top1-acc=96.12%, top5-acc=99.96%, remaining_time=0:00:22.884984, arrival_time=2021-04-15 04:32:16.366203, cost_time=0:01:41.711099 2021-04-15 04:31:59,830 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1170, top1-acc=96.08%, top5-acc=99.96%, remaining_time=0:00:16.526926, arrival_time=2021-04-15 04:32:16.357658, cost_time=0:01:48.060741 2021-04-15 04:32:06,175 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1177, top1-acc=96.06%, top5-acc=99.96%, remaining_time=0:00:10.169392, arrival_time=2021-04-15 04:32:16.345234, cost_time=0:01:54.405726 2021-04-15 04:32:12,520 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.1189, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:03.813162, arrival_time=2021-04-15 04:32:16.333298, cost_time=0:02:00.750147 2021-04-15 04:32:15,890 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1187, top1-acc=96.04%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:15.890063, cost_time=0:02:04.120063 2021-04-15 04:32:18,196 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.47ms, fps=1111 images/s, loss=0.4106, top1-acc=87.50%, top5-acc=99.45%, remaining_time=0:00:06.912990, arrival_time=2021-04-15 04:32:25.109333, cost_time=0:00:02.304333 2021-04-15 04:32:20,377 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.55ms, fps=1174 images/s, loss=0.4130, top1-acc=87.25%, top5-acc=99.36%, remaining_time=0:00:04.485900, arrival_time=2021-04-15 04:32:24.863801, cost_time=0:00:04.485903 2021-04-15 04:32:22,560 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.35ms, fps=1173 images/s, loss=0.4141, top1-acc=87.47%, top5-acc=99.31%, remaining_time=0:00:02.222780, arrival_time=2021-04-15 04:32:24.783115, cost_time=0:00:06.668335 2021-04-15 04:32:24,541 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=1.22ms, fps=1171 images/s, loss=0.4144, top1-acc=87.28%, top5-acc=99.33%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:24.541448, cost_time=0:00:08.649499 2021-04-15 04:32:25,908 INFO : Epoch=0079 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:31:41.281293, arrival_time=2021-04-15 09:04:07.189972, cost_time=2:57:22.985327 2021-04-15 04:32:25,909 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 04:32:32,405 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.51ms, fps=394 images/s, loss=0.1139, top1-acc=96.09%, top5-acc=100.00%, remaining_time=0:02:00.814068, arrival_time=2021-04-15 04:34:33.219749, cost_time=0:00:06.495382 2021-04-15 04:32:38,761 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1130, top1-acc=96.15%, top5-acc=100.00%, remaining_time=0:01:53.088448, arrival_time=2021-04-15 04:34:31.849549, cost_time=0:00:12.850969 2021-04-15 04:32:45,102 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1071, top1-acc=96.37%, top5-acc=100.00%, remaining_time=0:01:46.197172, arrival_time=2021-04-15 04:34:31.299573, cost_time=0:00:19.192269 2021-04-15 04:32:51,448 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1062, top1-acc=96.35%, top5-acc=100.00%, remaining_time=0:01:39.600072, arrival_time=2021-04-15 04:34:31.048722, cost_time=0:00:25.538495 2021-04-15 04:32:57,787 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1040, top1-acc=96.40%, top5-acc=99.99%, remaining_time=0:01:33.083322, arrival_time=2021-04-15 04:34:30.871215, cost_time=0:00:31.877860 2021-04-15 04:33:04,132 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1009, top1-acc=96.49%, top5-acc=99.99%, remaining_time=0:01:26.636488, arrival_time=2021-04-15 04:34:30.768502, cost_time=0:00:38.221981 2021-04-15 04:33:10,472 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0982, top1-acc=96.53%, top5-acc=99.99%, remaining_time=0:01:20.212104, arrival_time=2021-04-15 04:34:30.684538, cost_time=0:00:44.562315 2021-04-15 04:33:16,817 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0979, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:01:13.815324, arrival_time=2021-04-15 04:34:30.632452, cost_time=0:00:50.907085 2021-04-15 04:33:23,167 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.0996, top1-acc=96.51%, top5-acc=99.99%, remaining_time=0:01:07.436564, arrival_time=2021-04-15 04:34:30.604076, cost_time=0:00:57.257471 2021-04-15 04:33:29,517 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1017, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:01:01.063392, arrival_time=2021-04-15 04:34:30.581156, cost_time=0:01:03.607731 2021-04-15 04:33:35,871 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=2.59ms, fps=403 images/s, loss=0.1038, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:54.697290, arrival_time=2021-04-15 04:34:30.569027, cost_time=0:01:09.961655 2021-04-15 04:33:42,229 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1053, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:48.335848, arrival_time=2021-04-15 04:34:30.565678, cost_time=0:01:16.319701 2021-04-15 04:33:48,571 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1061, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:41.966628, arrival_time=2021-04-15 04:34:30.538299, cost_time=0:01:22.661544 2021-04-15 04:33:54,924 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1082, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:35.605864, arrival_time=2021-04-15 04:34:30.530636, cost_time=0:01:29.014637 2021-04-15 04:34:01,272 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1101, top1-acc=96.18%, top5-acc=99.98%, remaining_time=0:00:29.244454, arrival_time=2021-04-15 04:34:30.517059, cost_time=0:01:35.362376 2021-04-15 04:34:07,632 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1120, top1-acc=96.14%, top5-acc=99.99%, remaining_time=0:00:22.887504, arrival_time=2021-04-15 04:34:30.519851, cost_time=0:01:41.722302 2021-04-15 04:34:13,972 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1130, top1-acc=96.08%, top5-acc=99.98%, remaining_time=0:00:16.527264, arrival_time=2021-04-15 04:34:30.500089, cost_time=0:01:48.062805 2021-04-15 04:34:20,311 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1148, top1-acc=96.02%, top5-acc=99.98%, remaining_time=0:00:10.168992, arrival_time=2021-04-15 04:34:30.480252, cost_time=0:01:54.401222 2021-04-15 04:34:26,659 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.20ms, fps=403 images/s, loss=0.1152, top1-acc=96.01%, top5-acc=99.99%, remaining_time=0:00:03.813144, arrival_time=2021-04-15 04:34:30.472866, cost_time=0:02:00.749611 2021-04-15 04:34:30,032 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.81ms, fps=403 images/s, loss=0.1158, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:30.032706, cost_time=0:02:04.122574 2021-04-15 04:34:32,330 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.38ms, fps=1115 images/s, loss=0.3841, top1-acc=87.66%, top5-acc=99.30%, remaining_time=0:00:06.887040, arrival_time=2021-04-15 04:34:39.217517, cost_time=0:00:02.295684 2021-04-15 04:34:34,512 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.33ms, fps=1173 images/s, loss=0.3902, top1-acc=88.14%, top5-acc=99.47%, remaining_time=0:00:04.477880, arrival_time=2021-04-15 04:34:38.990571, cost_time=0:00:04.477879 2021-04-15 04:34:36,694 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.26ms, fps=1174 images/s, loss=0.3949, top1-acc=88.05%, top5-acc=99.43%, remaining_time=0:00:02.219880, arrival_time=2021-04-15 04:34:38.914241, cost_time=0:00:06.659645 2021-04-15 04:34:38,675 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=1.16ms, fps=1171 images/s, loss=0.3864, top1-acc=88.05%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:38.675629, cost_time=0:00:08.640971 2021-04-15 04:34:40,064 INFO : Epoch=0080 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:29:25.711320, arrival_time=2021-04-15 09:04:05.775575, cost_time=2:59:37.140907 2021-04-15 04:34:40,065 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 04:34:46,585 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.99ms, fps=393 images/s, loss=0.1270, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:02:01.267722, arrival_time=2021-04-15 04:36:47.853195, cost_time=0:00:06.519767 2021-04-15 04:34:52,938 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1156, top1-acc=96.00%, top5-acc=99.98%, remaining_time=0:01:53.280464, arrival_time=2021-04-15 04:36:46.218947, cost_time=0:00:12.872773 2021-04-15 04:34:59,283 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.79ms, fps=404 images/s, loss=0.1119, top1-acc=95.95%, top5-acc=99.99%, remaining_time=0:01:46.338272, arrival_time=2021-04-15 04:36:45.621762, cost_time=0:00:19.217764 2021-04-15 04:35:05,627 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.86ms, fps=404 images/s, loss=0.1081, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:01:39.692268, arrival_time=2021-04-15 04:36:45.320008, cost_time=0:00:25.562111 2021-04-15 04:35:11,974 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.1056, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:01:33.174718, arrival_time=2021-04-15 04:36:45.149551, cost_time=0:00:31.909138 2021-04-15 04:35:18,317 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1082, top1-acc=96.26%, top5-acc=99.97%, remaining_time=0:01:26.704488, arrival_time=2021-04-15 04:36:45.022089, cost_time=0:00:38.251996 2021-04-15 04:35:24,661 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1091, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:01:20.272584, arrival_time=2021-04-15 04:36:44.934051, cost_time=0:00:44.595855 2021-04-15 04:35:31,010 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.99ms, fps=403 images/s, loss=0.1095, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:01:13.870540, arrival_time=2021-04-15 04:36:44.881450, cost_time=0:00:50.945219 2021-04-15 04:35:37,356 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1086, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:01:07.475890, arrival_time=2021-04-15 04:36:44.832333, cost_time=0:00:57.290809 2021-04-15 04:35:43,708 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1092, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:01:01.096992, arrival_time=2021-04-15 04:36:44.805256, cost_time=0:01:03.642658 2021-04-15 04:35:50,055 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1112, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:54.719478, arrival_time=2021-04-15 04:36:44.775261, cost_time=0:01:09.989976 2021-04-15 04:35:56,404 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1118, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:48.348008, arrival_time=2021-04-15 04:36:44.752664, cost_time=0:01:16.338939 2021-04-15 04:36:02,751 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1109, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:41.979036, arrival_time=2021-04-15 04:36:44.730747, cost_time=0:01:22.686005 2021-04-15 04:36:09,100 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1117, top1-acc=96.16%, top5-acc=99.97%, remaining_time=0:00:35.613984, arrival_time=2021-04-15 04:36:44.714753, cost_time=0:01:29.034943 2021-04-15 04:36:15,443 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1127, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:29.249192, arrival_time=2021-04-15 04:36:44.692755, cost_time=0:01:35.377857 2021-04-15 04:36:21,793 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1147, top1-acc=96.04%, top5-acc=99.97%, remaining_time=0:00:22.888800, arrival_time=2021-04-15 04:36:44.682443, cost_time=0:01:41.727929 2021-04-15 04:36:28,137 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1149, top1-acc=96.07%, top5-acc=99.96%, remaining_time=0:00:16.528590, arrival_time=2021-04-15 04:36:44.665675, cost_time=0:01:48.071477 2021-04-15 04:36:34,487 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1151, top1-acc=96.07%, top5-acc=99.95%, remaining_time=0:00:10.170800, arrival_time=2021-04-15 04:36:44.658105, cost_time=0:01:54.421510 2021-04-15 04:36:40,847 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.86ms, fps=403 images/s, loss=0.1153, top1-acc=96.05%, top5-acc=99.95%, remaining_time=0:00:03.814152, arrival_time=2021-04-15 04:36:44.661338, cost_time=0:02:00.781473 2021-04-15 04:36:44,224 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.1160, top1-acc=96.04%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:44.224146, cost_time=0:02:04.158373 2021-04-15 04:36:46,516 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=1.63ms, fps=1118 images/s, loss=0.4382, top1-acc=86.52%, top5-acc=99.49%, remaining_time=0:00:06.869850, arrival_time=2021-04-15 04:36:53.386686, cost_time=0:00:02.289954 2021-04-15 04:36:48,697 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.30ms, fps=1174 images/s, loss=0.4742, top1-acc=85.61%, top5-acc=99.34%, remaining_time=0:00:04.470420, arrival_time=2021-04-15 04:36:53.167593, cost_time=0:00:04.470418 2021-04-15 04:36:50,877 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.38ms, fps=1174 images/s, loss=0.4637, top1-acc=85.79%, top5-acc=99.44%, remaining_time=0:00:02.216970, arrival_time=2021-04-15 04:36:53.094716, cost_time=0:00:06.650897 2021-04-15 04:36:52,857 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=1.18ms, fps=1172 images/s, loss=0.4710, top1-acc=85.60%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:52.857632, cost_time=0:00:08.630905 2021-04-15 04:36:54,401 INFO : Epoch=0081 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:27:10.443590, arrival_time=2021-04-15 09:04:04.845384, cost_time=3:01:51.478447 2021-04-15 04:36:54,403 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 04:37:00,931 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.41ms, fps=392 images/s, loss=0.1361, top1-acc=94.96%, top5-acc=100.00%, remaining_time=0:02:01.422102, arrival_time=2021-04-15 04:39:02.353412, cost_time=0:00:06.528070 2021-04-15 04:37:07,278 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1230, top1-acc=95.61%, top5-acc=100.00%, remaining_time=0:01:53.302640, arrival_time=2021-04-15 04:39:00.581182, cost_time=0:00:12.875293 2021-04-15 04:37:13,629 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1151, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:01:46.384420, arrival_time=2021-04-15 04:39:00.013764, cost_time=0:00:19.226094 2021-04-15 04:37:19,969 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1112, top1-acc=96.04%, top5-acc=99.97%, remaining_time=0:01:39.707400, arrival_time=2021-04-15 04:38:59.676561, cost_time=0:00:25.566014 2021-04-15 04:37:26,311 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1082, top1-acc=96.20%, top5-acc=99.98%, remaining_time=0:01:33.173404, arrival_time=2021-04-15 04:38:59.485254, cost_time=0:00:31.908700 2021-04-15 04:37:32,656 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.91ms, fps=404 images/s, loss=0.1085, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:01:26.707480, arrival_time=2021-04-15 04:38:59.364198, cost_time=0:00:38.253314 2021-04-15 04:37:39,004 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=2.44ms, fps=403 images/s, loss=0.1101, top1-acc=96.18%, top5-acc=99.98%, remaining_time=0:01:20.282664, arrival_time=2021-04-15 04:38:59.287416, cost_time=0:00:44.601477 2021-04-15 04:37:45,353 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1102, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:01:13.877732, arrival_time=2021-04-15 04:38:59.231223, cost_time=0:00:50.950151 2021-04-15 04:37:51,695 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1132, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:01:07.477692, arrival_time=2021-04-15 04:38:59.173229, cost_time=0:00:57.292377 2021-04-15 04:37:58,032 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.1149, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:01:01.083744, arrival_time=2021-04-15 04:38:59.115779, cost_time=0:01:03.628889 2021-04-15 04:38:04,381 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1161, top1-acc=95.97%, top5-acc=99.98%, remaining_time=0:00:54.710104, arrival_time=2021-04-15 04:38:59.091439, cost_time=0:01:09.978087 2021-04-15 04:38:10,726 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.1167, top1-acc=95.92%, top5-acc=99.98%, remaining_time=0:00:48.337824, arrival_time=2021-04-15 04:38:59.063898, cost_time=0:01:16.322838 2021-04-15 04:38:17,066 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1184, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:41.967420, arrival_time=2021-04-15 04:38:59.033869, cost_time=0:01:22.663112 2021-04-15 04:38:23,412 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.1187, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:35.603792, arrival_time=2021-04-15 04:38:59.016605, cost_time=0:01:29.009454 2021-04-15 04:38:29,748 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.1172, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:29.239348, arrival_time=2021-04-15 04:38:58.988271, cost_time=0:01:35.345764 2021-04-15 04:38:36,088 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=2.04ms, fps=404 images/s, loss=0.1165, top1-acc=95.96%, top5-acc=99.98%, remaining_time=0:00:22.879116, arrival_time=2021-04-15 04:38:58.967282, cost_time=0:01:41.684905 2021-04-15 04:38:42,427 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1160, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:16.521310, arrival_time=2021-04-15 04:38:58.948422, cost_time=0:01:48.023870 2021-04-15 04:38:48,767 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1163, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:10.165744, arrival_time=2021-04-15 04:38:58.933584, cost_time=0:01:54.364598 2021-04-15 04:38:55,111 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1164, top1-acc=95.99%, top5-acc=99.97%, remaining_time=0:00:03.811836, arrival_time=2021-04-15 04:38:58.923211, cost_time=0:02:00.708211 2021-04-15 04:38:58,478 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.1171, top1-acc=95.97%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:58.478053, cost_time=0:02:04.074927 2021-04-15 04:39:00,770 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.60ms, fps=1117 images/s, loss=0.4936, top1-acc=86.64%, top5-acc=98.63%, remaining_time=0:00:06.873510, arrival_time=2021-04-15 04:39:07.644414, cost_time=0:00:02.291170 2021-04-15 04:39:02,957 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=2.46ms, fps=1171 images/s, loss=0.4635, top1-acc=87.09%, top5-acc=98.95%, remaining_time=0:00:04.477220, arrival_time=2021-04-15 04:39:07.434308, cost_time=0:00:04.477226 2021-04-15 04:39:05,139 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.59ms, fps=1173 images/s, loss=0.4581, top1-acc=86.99%, top5-acc=99.01%, remaining_time=0:00:02.219830, arrival_time=2021-04-15 04:39:07.359131, cost_time=0:00:06.659491 2021-04-15 04:39:07,117 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=1.17ms, fps=1173 images/s, loss=0.4470, top1-acc=87.11%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-15 04:39:07.117322, cost_time=0:00:08.637630 2021-04-15 04:39:08,495 INFO : Epoch=0082 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:24:54.847328, arrival_time=2021-04-15 09:04:03.342521, cost_time=3:04:05.571831 2021-04-15 04:39:08,496 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 04:39:15,026 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=2.00ms, fps=392 images/s, loss=0.1084, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:02:01.440888, arrival_time=2021-04-15 04:41:16.467036, cost_time=0:00:06.529080 2021-04-15 04:39:21,363 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.94ms, fps=404 images/s, loss=0.1228, top1-acc=95.98%, top5-acc=99.98%, remaining_time=0:01:53.219744, arrival_time=2021-04-15 04:41:14.582678, cost_time=0:00:12.865880 2021-04-15 04:39:27,709 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.1173, top1-acc=96.18%, top5-acc=99.99%, remaining_time=0:01:46.308226, arrival_time=2021-04-15 04:41:14.017720, cost_time=0:00:19.212332 2021-04-15 04:39:34,066 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.1145, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:01:39.719256, arrival_time=2021-04-15 04:41:13.785401, cost_time=0:00:25.569045 2021-04-15 04:39:40,411 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.1173, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:01:33.189610, arrival_time=2021-04-15 04:41:13.600924, cost_time=0:00:31.914254 2021-04-15 04:39:46,753 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1155, top1-acc=96.07%, top5-acc=99.99%, remaining_time=0:01:26.714008, arrival_time=2021-04-15 04:41:13.467275, cost_time=0:00:38.256206 2021-04-15 04:39:53,096 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1141, top1-acc=96.12%, top5-acc=99.98%, remaining_time=0:01:20.279010, arrival_time=2021-04-15 04:41:13.375430, cost_time=0:00:44.599458 2021-04-15 04:39:59,437 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1139, top1-acc=96.08%, top5-acc=99.98%, remaining_time=0:01:13.863232, arrival_time=2021-04-15 04:41:13.300472, cost_time=0:00:50.940146 2021-04-15 04:40:05,779 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1144, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:01:07.466032, arrival_time=2021-04-15 04:41:13.245456, cost_time=0:00:57.282457 2021-04-15 04:40:12,125 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.78ms, fps=403 images/s, loss=0.1131, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:01:01.083552, arrival_time=2021-04-15 04:41:13.209294, cost_time=0:01:03.628683 2021-04-15 04:40:18,481 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1131, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:54.715178, arrival_time=2021-04-15 04:41:13.196737, cost_time=0:01:09.984542 2021-04-15 04:40:24,836 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1129, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:48.348540, arrival_time=2021-04-15 04:41:13.185368, cost_time=0:01:16.339831 2021-04-15 04:40:31,192 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1127, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:41.983854, arrival_time=2021-04-15 04:41:13.176389, cost_time=0:01:22.695465 2021-04-15 04:40:37,538 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1137, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:35.616392, arrival_time=2021-04-15 04:41:13.154390, cost_time=0:01:29.040940 2021-04-15 04:40:43,879 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1136, top1-acc=96.14%, top5-acc=99.98%, remaining_time=0:00:29.250572, arrival_time=2021-04-15 04:41:13.129875, cost_time=0:01:35.382248 2021-04-15 04:40:50,222 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1134, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:22.888224, arrival_time=2021-04-15 04:41:13.110869, cost_time=0:01:41.725493 2021-04-15 04:40:56,561 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.1141, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:16.527524, arrival_time=2021-04-15 04:41:13.089034, cost_time=0:01:48.064540 2021-04-15 04:41:02,905 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.1145, top1-acc=96.10%, top5-acc=99.98%, remaining_time=0:00:10.169616, arrival_time=2021-04-15 04:41:13.074685, cost_time=0:01:54.408099 2021-04-15 04:41:09,248 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.1161, top1-acc=96.06%, top5-acc=99.98%, remaining_time=0:00:03.813216, arrival_time=2021-04-15 04:41:13.061988, cost_time=0:02:00.751807 2021-04-15 04:41:12,620 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.1157, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:12.620390, cost_time=0:02:04.123335 2021-04-15 04:41:14,956 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.38ms, fps=1097 images/s, loss=0.4823, top1-acc=85.66%, top5-acc=99.53%, remaining_time=0:00:07.000920, arrival_time=2021-04-15 04:41:21.957033, cost_time=0:00:02.333637 2021-04-15 04:41:17,138 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.59ms, fps=1173 images/s, loss=0.4715, top1-acc=85.94%, top5-acc=99.41%, remaining_time=0:00:04.516000, arrival_time=2021-04-15 04:41:21.654450, cost_time=0:00:04.516006 2021-04-15 04:41:19,320 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.52ms, fps=1174 images/s, loss=0.4810, top1-acc=85.98%, top5-acc=99.44%, remaining_time=0:00:02.232690, arrival_time=2021-04-15 04:41:21.553209, cost_time=0:00:06.698069 2021-04-15 04:41:21,301 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=1.19ms, fps=1172 images/s, loss=0.4915, top1-acc=85.53%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:21.301245, cost_time=0:00:08.678849 2021-04-15 04:41:22,656 INFO : Epoch=0083 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:22:39.383328, arrival_time=2021-04-15 09:04:02.040122, cost_time=3:06:19.733443 2021-04-15 04:41:22,658 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 04:41:29,165 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.86ms, fps=393 images/s, loss=0.1161, top1-acc=96.13%, top5-acc=100.00%, remaining_time=0:02:01.021830, arrival_time=2021-04-15 04:43:30.186886, cost_time=0:00:06.506551 2021-04-15 04:41:35,521 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.1056, top1-acc=96.46%, top5-acc=100.00%, remaining_time=0:01:53.190704, arrival_time=2021-04-15 04:43:28.711765, cost_time=0:00:12.862584 2021-04-15 04:41:41,869 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1046, top1-acc=96.46%, top5-acc=100.00%, remaining_time=0:01:46.302250, arrival_time=2021-04-15 04:43:28.171959, cost_time=0:00:19.211241 2021-04-15 04:41:48,211 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1020, top1-acc=96.52%, top5-acc=99.99%, remaining_time=0:01:39.656856, arrival_time=2021-04-15 04:43:27.868291, cost_time=0:00:25.553056 2021-04-15 04:41:54,553 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0986, top1-acc=96.59%, top5-acc=99.99%, remaining_time=0:01:33.133838, arrival_time=2021-04-15 04:43:27.687430, cost_time=0:00:31.895127 2021-04-15 04:42:00,898 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0978, top1-acc=96.68%, top5-acc=99.99%, remaining_time=0:01:26.678104, arrival_time=2021-04-15 04:43:27.576819, cost_time=0:00:38.240339 2021-04-15 04:42:07,240 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0952, top1-acc=96.79%, top5-acc=99.99%, remaining_time=0:01:20.248014, arrival_time=2021-04-15 04:43:27.488631, cost_time=0:00:44.582253 2021-04-15 04:42:13,582 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.95ms, fps=404 images/s, loss=0.0984, top1-acc=96.64%, top5-acc=99.99%, remaining_time=0:01:13.839916, arrival_time=2021-04-15 04:43:27.422428, cost_time=0:00:50.924044 2021-04-15 04:42:19,934 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0992, top1-acc=96.64%, top5-acc=99.99%, remaining_time=0:01:07.457976, arrival_time=2021-04-15 04:43:27.391996, cost_time=0:00:57.275635 2021-04-15 04:42:26,278 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.1005, top1-acc=96.57%, top5-acc=99.99%, remaining_time=0:01:01.074912, arrival_time=2021-04-15 04:43:27.353155, cost_time=0:01:03.619671 2021-04-15 04:42:32,624 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1009, top1-acc=96.55%, top5-acc=99.99%, remaining_time=0:00:54.700988, arrival_time=2021-04-15 04:43:27.325882, cost_time=0:01:09.966418 2021-04-15 04:42:38,971 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.1024, top1-acc=96.48%, top5-acc=99.99%, remaining_time=0:00:48.331668, arrival_time=2021-04-15 04:43:27.303298, cost_time=0:01:16.313134 2021-04-15 04:42:45,313 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1021, top1-acc=96.52%, top5-acc=99.99%, remaining_time=0:00:41.963592, arrival_time=2021-04-15 04:43:27.277493, cost_time=0:01:22.655525 2021-04-15 04:42:51,658 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.1023, top1-acc=96.52%, top5-acc=99.99%, remaining_time=0:00:35.600152, arrival_time=2021-04-15 04:43:27.259012, cost_time=0:01:29.000395 2021-04-15 04:42:58,005 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1030, top1-acc=96.50%, top5-acc=99.99%, remaining_time=0:00:29.239900, arrival_time=2021-04-15 04:43:27.245760, cost_time=0:01:35.347471 2021-04-15 04:43:04,348 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1034, top1-acc=96.49%, top5-acc=99.99%, remaining_time=0:00:22.880232, arrival_time=2021-04-15 04:43:27.228492, cost_time=0:01:41.689888 2021-04-15 04:43:10,687 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.1044, top1-acc=96.44%, top5-acc=99.99%, remaining_time=0:00:16.522064, arrival_time=2021-04-15 04:43:27.209325, cost_time=0:01:48.028888 2021-04-15 04:43:17,032 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1052, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:10.166576, arrival_time=2021-04-15 04:43:27.199093, cost_time=0:01:54.373998 2021-04-15 04:43:23,376 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.1062, top1-acc=96.41%, top5-acc=99.99%, remaining_time=0:00:03.812142, arrival_time=2021-04-15 04:43:27.188535, cost_time=0:02:00.717918 2021-04-15 04:43:26,741 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1061, top1-acc=96.41%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:26.741519, cost_time=0:02:04.082952 2021-04-15 04:43:29,078 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.60ms, fps=1097 images/s, loss=0.4622, top1-acc=86.21%, top5-acc=99.10%, remaining_time=0:00:06.999090, arrival_time=2021-04-15 04:43:36.077527, cost_time=0:00:02.333030 2021-04-15 04:43:31,260 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.48ms, fps=1173 images/s, loss=0.4444, top1-acc=86.99%, top5-acc=99.16%, remaining_time=0:00:04.515200, arrival_time=2021-04-15 04:43:35.776020, cost_time=0:00:04.515192 2021-04-15 04:43:33,445 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.44ms, fps=1172 images/s, loss=0.4449, top1-acc=87.17%, top5-acc=99.19%, remaining_time=0:00:02.233300, arrival_time=2021-04-15 04:43:35.678610, cost_time=0:00:06.699905 2021-04-15 04:43:35,427 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=1.33ms, fps=1171 images/s, loss=0.4354, top1-acc=87.34%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:35.427589, cost_time=0:00:08.682118 2021-04-15 04:43:36,758 INFO : Epoch=0084 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:20:23.867624, arrival_time=2021-04-15 09:04:00.626152, cost_time=3:08:33.835180 2021-04-15 04:43:36,759 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 04:43:43,311 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=2.20ms, fps=391 images/s, loss=0.1045, top1-acc=96.05%, top5-acc=100.00%, remaining_time=0:02:01.852506, arrival_time=2021-04-15 04:45:45.163706, cost_time=0:00:06.551213 2021-04-15 04:43:49,655 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.1024, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:01:53.477936, arrival_time=2021-04-15 04:45:43.133243, cost_time=0:00:12.895223 2021-04-15 04:43:56,000 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1117, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:01:46.465428, arrival_time=2021-04-15 04:45:42.466077, cost_time=0:00:19.240740 2021-04-15 04:44:02,341 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1071, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:01:39.766524, arrival_time=2021-04-15 04:45:42.107595, cost_time=0:00:25.581178 2021-04-15 04:44:08,684 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1048, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:01:33.220562, arrival_time=2021-04-15 04:45:41.905416, cost_time=0:00:31.924868 2021-04-15 04:44:15,029 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.1053, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:01:26.745016, arrival_time=2021-04-15 04:45:41.774770, cost_time=0:00:38.269856 2021-04-15 04:44:21,372 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1073, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:01:20.301312, arrival_time=2021-04-15 04:45:41.673452, cost_time=0:00:44.611834 2021-04-15 04:44:27,745 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.48ms, fps=402 images/s, loss=0.1067, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:01:13.927496, arrival_time=2021-04-15 04:45:41.672591, cost_time=0:00:50.984476 2021-04-15 04:44:34,099 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1060, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:01:07.533554, arrival_time=2021-04-15 04:45:41.633335, cost_time=0:00:57.339777 2021-04-15 04:44:40,459 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.1035, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:01:01.151040, arrival_time=2021-04-15 04:45:41.610006, cost_time=0:01:03.698961 2021-04-15 04:44:46,812 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.1029, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:54.768326, arrival_time=2021-04-15 04:45:41.580926, cost_time=0:01:10.052496 2021-04-15 04:44:53,180 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.75ms, fps=402 images/s, loss=0.1036, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:48.399460, arrival_time=2021-04-15 04:45:41.579733, cost_time=0:01:16.420170 2021-04-15 04:44:59,542 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.52ms, fps=402 images/s, loss=0.1027, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:00:42.027744, arrival_time=2021-04-15 04:45:41.569703, cost_time=0:01:22.781955 2021-04-15 04:45:05,898 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1038, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:35.655144, arrival_time=2021-04-15 04:45:41.553140, cost_time=0:01:29.137895 2021-04-15 04:45:12,261 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.1041, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:29.287234, arrival_time=2021-04-15 04:45:41.549082, cost_time=0:01:35.501795 2021-04-15 04:45:18,625 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=2.01ms, fps=402 images/s, loss=0.1040, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:22.919724, arrival_time=2021-04-15 04:45:41.545220, cost_time=0:01:41.865466 2021-04-15 04:45:24,981 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1042, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:16.551470, arrival_time=2021-04-15 04:45:41.532607, cost_time=0:01:48.221135 2021-04-15 04:45:31,338 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.1064, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:10.184736, arrival_time=2021-04-15 04:45:41.522968, cost_time=0:01:54.578232 2021-04-15 04:45:37,707 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=2.75ms, fps=402 images/s, loss=0.1075, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:00:03.819408, arrival_time=2021-04-15 04:45:41.527265, cost_time=0:02:00.947834 2021-04-15 04:45:41,086 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.1078, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:41.086626, cost_time=0:02:04.326587 2021-04-15 04:45:43,405 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=3.23ms, fps=1105 images/s, loss=0.4483, top1-acc=86.56%, top5-acc=99.30%, remaining_time=0:00:06.948960, arrival_time=2021-04-15 04:45:50.354524, cost_time=0:00:02.316317 2021-04-15 04:45:45,591 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.44ms, fps=1171 images/s, loss=0.4495, top1-acc=86.87%, top5-acc=99.36%, remaining_time=0:00:04.502340, arrival_time=2021-04-15 04:45:50.093800, cost_time=0:00:04.502334 2021-04-15 04:45:47,779 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.40ms, fps=1170 images/s, loss=0.4556, top1-acc=86.76%, top5-acc=99.19%, remaining_time=0:00:02.230190, arrival_time=2021-04-15 04:45:50.009883, cost_time=0:00:06.690570 2021-04-15 04:45:49,767 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=1.29ms, fps=1167 images/s, loss=0.4454, top1-acc=86.84%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:49.767777, cost_time=0:00:08.678579 2021-04-15 04:45:51,153 INFO : Epoch=0085 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:18:08.782245, arrival_time=2021-04-15 09:03:59.936002, cost_time=3:10:48.230369 2021-04-15 04:45:51,155 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 04:45:57,676 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.98ms, fps=393 images/s, loss=0.1068, top1-acc=96.84%, top5-acc=99.96%, remaining_time=0:02:01.278696, arrival_time=2021-04-15 04:47:58.954807, cost_time=0:00:06.520361 2021-04-15 04:46:04,038 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.59ms, fps=402 images/s, loss=0.0987, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:01:53.367936, arrival_time=2021-04-15 04:47:57.406530, cost_time=0:00:12.882717 2021-04-15 04:46:10,392 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.1087, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:01:46.443848, arrival_time=2021-04-15 04:47:56.836452, cost_time=0:00:19.236843 2021-04-15 04:46:16,740 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.1077, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:01:39.777912, arrival_time=2021-04-15 04:47:56.518076, cost_time=0:00:25.584100 2021-04-15 04:46:23,087 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.1079, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:01:33.240564, arrival_time=2021-04-15 04:47:56.328002, cost_time=0:00:31.931701 2021-04-15 04:46:29,429 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1078, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:01:26.753312, arrival_time=2021-04-15 04:47:56.182589, cost_time=0:00:38.273539 2021-04-15 04:46:35,781 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.80ms, fps=403 images/s, loss=0.1074, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:01:20.325378, arrival_time=2021-04-15 04:47:56.106348, cost_time=0:00:44.625231 2021-04-15 04:46:42,130 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.78ms, fps=403 images/s, loss=0.1047, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:01:13.913460, arrival_time=2021-04-15 04:47:56.044031, cost_time=0:00:50.974822 2021-04-15 04:46:48,475 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=2.11ms, fps=403 images/s, loss=0.1062, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:01:07.510128, arrival_time=2021-04-15 04:47:55.985820, cost_time=0:00:57.319951 2021-04-15 04:46:54,823 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.1073, top1-acc=96.43%, top5-acc=99.98%, remaining_time=0:01:01.120704, arrival_time=2021-04-15 04:47:55.944028, cost_time=0:01:03.667446 2021-04-15 04:47:01,168 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.1068, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:54.737366, arrival_time=2021-04-15 04:47:55.906015, cost_time=0:01:10.012913 2021-04-15 04:47:07,515 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.1074, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:48.361156, arrival_time=2021-04-15 04:47:55.876562, cost_time=0:01:16.359666 2021-04-15 04:47:13,856 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.1082, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:41.986296, arrival_time=2021-04-15 04:47:55.842252, cost_time=0:01:22.700313 2021-04-15 04:47:20,203 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.1081, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:35.619248, arrival_time=2021-04-15 04:47:55.823088, cost_time=0:01:29.048075 2021-04-15 04:47:26,553 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.1082, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:29.255356, arrival_time=2021-04-15 04:47:55.809015, cost_time=0:01:35.397828 2021-04-15 04:47:32,906 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.1086, top1-acc=96.40%, top5-acc=99.99%, remaining_time=0:00:22.893912, arrival_time=2021-04-15 04:47:55.800422, cost_time=0:01:41.750665 2021-04-15 04:47:39,257 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.61ms, fps=403 images/s, loss=0.1090, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:16.533218, arrival_time=2021-04-15 04:47:55.790928, cost_time=0:01:48.101871 2021-04-15 04:47:45,606 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.1092, top1-acc=96.38%, top5-acc=99.98%, remaining_time=0:00:10.173360, arrival_time=2021-04-15 04:47:55.779434, cost_time=0:01:54.450338 2021-04-15 04:47:51,952 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.1094, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:03.814638, arrival_time=2021-04-15 04:47:55.767294, cost_time=0:02:00.796886 2021-04-15 04:47:55,316 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.1098, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:55.316309, cost_time=0:02:04.160670 2021-04-15 04:47:57,672 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=1.31ms, fps=1088 images/s, loss=0.5042, top1-acc=85.08%, top5-acc=99.37%, remaining_time=0:00:07.061670, arrival_time=2021-04-15 04:48:04.733677, cost_time=0:00:02.353890 2021-04-15 04:47:59,857 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.37ms, fps=1172 images/s, loss=0.5125, top1-acc=85.04%, top5-acc=99.34%, remaining_time=0:00:04.539000, arrival_time=2021-04-15 04:48:04.396195, cost_time=0:00:04.538991 2021-04-15 04:48:02,048 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.57ms, fps=1169 images/s, loss=0.5068, top1-acc=85.21%, top5-acc=99.28%, remaining_time=0:00:02.243350, arrival_time=2021-04-15 04:48:04.291591, cost_time=0:00:06.730039 2021-04-15 04:48:04,029 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=1.23ms, fps=1172 images/s, loss=0.4979, top1-acc=85.38%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:04.029082, cost_time=0:00:08.710904 2021-04-15 04:48:05,438 INFO : Epoch=0086 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:15:53.566170, arrival_time=2021-04-15 09:03:59.004382, cost_time=3:13:02.514841 2021-04-15 04:48:05,439 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 04:48:11,950 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.40ms, fps=393 images/s, loss=0.1097, top1-acc=96.37%, top5-acc=100.00%, remaining_time=0:02:01.090092, arrival_time=2021-04-15 04:50:13.040386, cost_time=0:00:06.510215 2021-04-15 04:48:18,291 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1064, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:01:53.088624, arrival_time=2021-04-15 04:50:11.379806, cost_time=0:00:12.850973 2021-04-15 04:48:24,629 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1050, top1-acc=96.54%, top5-acc=99.99%, remaining_time=0:01:46.179078, arrival_time=2021-04-15 04:50:10.808139, cost_time=0:00:19.188993 2021-04-15 04:48:30,965 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0994, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:01:39.549528, arrival_time=2021-04-15 04:50:10.515137, cost_time=0:00:25.525535 2021-04-15 04:48:37,304 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0984, top1-acc=96.73%, top5-acc=99.99%, remaining_time=0:01:33.043464, arrival_time=2021-04-15 04:50:10.347643, cost_time=0:00:31.864197 2021-04-15 04:48:43,646 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=2.01ms, fps=404 images/s, loss=0.0967, top1-acc=96.78%, top5-acc=99.99%, remaining_time=0:01:26.601264, arrival_time=2021-04-15 04:50:10.247830, cost_time=0:00:38.206459 2021-04-15 04:48:49,995 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0988, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:01:20.199882, arrival_time=2021-04-15 04:50:10.195439, cost_time=0:00:44.555457 2021-04-15 04:48:56,340 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0974, top1-acc=96.75%, top5-acc=99.99%, remaining_time=0:01:13.804884, arrival_time=2021-04-15 04:50:10.144893, cost_time=0:00:50.899929 2021-04-15 04:49:02,690 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0981, top1-acc=96.70%, top5-acc=99.99%, remaining_time=0:01:07.428720, arrival_time=2021-04-15 04:50:10.119587, cost_time=0:00:57.250780 2021-04-15 04:49:09,047 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.1000, top1-acc=96.66%, top5-acc=99.99%, remaining_time=0:01:01.063008, arrival_time=2021-04-15 04:50:10.110402, cost_time=0:01:03.607313 2021-04-15 04:49:15,407 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.29ms, fps=403 images/s, loss=0.1016, top1-acc=96.61%, top5-acc=99.99%, remaining_time=0:00:54.702020, arrival_time=2021-04-15 04:50:10.109787, cost_time=0:01:09.967652 2021-04-15 04:49:21,748 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1029, top1-acc=96.56%, top5-acc=99.98%, remaining_time=0:00:48.328324, arrival_time=2021-04-15 04:50:10.076344, cost_time=0:01:16.307939 2021-04-15 04:49:28,093 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.1040, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:41.962470, arrival_time=2021-04-15 04:50:10.055847, cost_time=0:01:22.653291 2021-04-15 04:49:34,433 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.1057, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:35.597240, arrival_time=2021-04-15 04:50:10.030297, cost_time=0:01:28.993071 2021-04-15 04:49:40,778 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1053, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:29.237140, arrival_time=2021-04-15 04:50:10.015728, cost_time=0:01:35.338476 2021-04-15 04:49:47,135 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.79ms, fps=403 images/s, loss=0.1050, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:22.881384, arrival_time=2021-04-15 04:50:10.016533, cost_time=0:01:41.695030 2021-04-15 04:49:53,477 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1052, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:16.523312, arrival_time=2021-04-15 04:50:10.000430, cost_time=0:01:48.037045 2021-04-15 04:49:59,822 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.1053, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:10.167328, arrival_time=2021-04-15 04:50:09.989772, cost_time=0:01:54.382359 2021-04-15 04:50:06,160 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.1052, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:03.812232, arrival_time=2021-04-15 04:50:09.972933, cost_time=0:02:00.720720 2021-04-15 04:50:09,524 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.1056, top1-acc=96.44%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:09.524538, cost_time=0:02:04.084407 2021-04-15 04:50:11,823 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=1.26ms, fps=1115 images/s, loss=0.4266, top1-acc=88.05%, top5-acc=99.45%, remaining_time=0:00:06.889350, arrival_time=2021-04-15 04:50:18.712661, cost_time=0:00:02.296448 2021-04-15 04:50:14,008 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.29ms, fps=1172 images/s, loss=0.4255, top1-acc=87.85%, top5-acc=99.36%, remaining_time=0:00:04.481280, arrival_time=2021-04-15 04:50:18.489588, cost_time=0:00:04.481277 2021-04-15 04:50:16,187 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.32ms, fps=1175 images/s, loss=0.4279, top1-acc=87.73%, top5-acc=99.37%, remaining_time=0:00:02.220060, arrival_time=2021-04-15 04:50:18.407082, cost_time=0:00:06.660183 2021-04-15 04:50:18,164 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=1.36ms, fps=1173 images/s, loss=0.4177, top1-acc=87.96%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:18.164794, cost_time=0:00:08.637907 2021-04-15 04:50:19,538 INFO : Epoch=0087 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:13:38.131942, arrival_time=2021-04-15 09:03:57.670177, cost_time=3:15:16.614886 2021-04-15 04:50:19,539 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 04:50:26,061 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.88ms, fps=393 images/s, loss=0.0932, top1-acc=96.95%, top5-acc=100.00%, remaining_time=0:02:01.296366, arrival_time=2021-04-15 04:52:27.357762, cost_time=0:00:06.521308 2021-04-15 04:50:32,405 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1076, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:01:53.219216, arrival_time=2021-04-15 04:52:25.625089, cost_time=0:00:12.865821 2021-04-15 04:50:38,757 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.1042, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:01:46.335782, arrival_time=2021-04-15 04:52:25.093068, cost_time=0:00:19.217308 2021-04-15 04:50:45,107 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.1045, top1-acc=96.58%, top5-acc=99.97%, remaining_time=0:01:39.710988, arrival_time=2021-04-15 04:52:24.817947, cost_time=0:00:25.566911 2021-04-15 04:50:51,454 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.1015, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:01:33.189026, arrival_time=2021-04-15 04:52:24.643081, cost_time=0:00:31.914072 2021-04-15 04:50:57,804 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0995, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:01:26.732504, arrival_time=2021-04-15 04:52:24.536827, cost_time=0:00:38.264356 2021-04-15 04:51:04,152 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.1010, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:01:20.302320, arrival_time=2021-04-15 04:52:24.454695, cost_time=0:00:44.612412 2021-04-15 04:51:10,503 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1010, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:01:13.896872, arrival_time=2021-04-15 04:52:24.400285, cost_time=0:00:50.963361 2021-04-15 04:51:16,846 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.1004, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:01:07.494440, arrival_time=2021-04-15 04:52:24.340986, cost_time=0:00:57.306566 2021-04-15 04:51:23,180 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1022, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:01:01.094880, arrival_time=2021-04-15 04:52:24.275301, cost_time=0:01:03.640464 2021-04-15 04:51:29,521 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1032, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:54.712426, arrival_time=2021-04-15 04:52:24.233397, cost_time=0:01:09.981006 2021-04-15 04:51:35,859 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1032, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:48.335848, arrival_time=2021-04-15 04:52:24.195540, cost_time=0:01:16.319723 2021-04-15 04:51:42,197 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.1025, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:41.964714, arrival_time=2021-04-15 04:52:24.162549, cost_time=0:01:22.657786 2021-04-15 04:51:48,533 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1022, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:35.597520, arrival_time=2021-04-15 04:52:24.131269, cost_time=0:01:28.993776 2021-04-15 04:51:54,876 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.1020, top1-acc=96.63%, top5-acc=99.98%, remaining_time=0:00:29.236450, arrival_time=2021-04-15 04:52:24.112696, cost_time=0:01:35.336285 2021-04-15 04:52:01,213 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.1032, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:22.876560, arrival_time=2021-04-15 04:52:24.090178, cost_time=0:01:41.673663 2021-04-15 04:52:07,549 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.1031, top1-acc=96.60%, top5-acc=99.97%, remaining_time=0:00:16.519152, arrival_time=2021-04-15 04:52:24.068912, cost_time=0:01:48.009792 2021-04-15 04:52:13,894 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1041, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:00:10.164832, arrival_time=2021-04-15 04:52:24.059322, cost_time=0:01:54.354442 2021-04-15 04:52:20,231 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.1058, top1-acc=96.49%, top5-acc=99.97%, remaining_time=0:00:03.811302, arrival_time=2021-04-15 04:52:24.042566, cost_time=0:02:00.691290 2021-04-15 04:52:23,596 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.1058, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:23.596386, cost_time=0:02:04.056432 2021-04-15 04:52:25,885 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=1.35ms, fps=1119 images/s, loss=0.3962, top1-acc=88.16%, top5-acc=99.65%, remaining_time=0:00:06.862890, arrival_time=2021-04-15 04:52:32.748640, cost_time=0:00:02.287631 2021-04-15 04:52:28,062 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.4028, top1-acc=88.07%, top5-acc=99.53%, remaining_time=0:00:04.464380, arrival_time=2021-04-15 04:52:32.526865, cost_time=0:00:04.464374 2021-04-15 04:52:30,241 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.44ms, fps=1175 images/s, loss=0.4065, top1-acc=87.94%, top5-acc=99.52%, remaining_time=0:00:02.214400, arrival_time=2021-04-15 04:52:32.455702, cost_time=0:00:06.643199 2021-04-15 04:52:32,214 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.4014, top1-acc=87.84%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:32.214780, cost_time=0:00:08.616698 2021-04-15 04:52:33,581 INFO : Epoch=0088 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:11:22.655504, arrival_time=2021-04-15 09:03:56.236739, cost_time=3:17:30.657885 2021-04-15 04:52:33,582 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 04:52:40,131 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.36ms, fps=391 images/s, loss=0.1131, top1-acc=96.05%, top5-acc=100.00%, remaining_time=0:02:01.814748, arrival_time=2021-04-15 04:54:41.946557, cost_time=0:00:06.549176 2021-04-15 04:52:46,473 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.1000, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:01:53.437456, arrival_time=2021-04-15 04:54:39.910715, cost_time=0:00:12.890618 2021-04-15 04:52:52,811 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.72ms, fps=404 images/s, loss=0.0922, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:01:46.403012, arrival_time=2021-04-15 04:54:39.214966, cost_time=0:00:19.229447 2021-04-15 04:52:59,148 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.0924, top1-acc=96.88%, top5-acc=99.99%, remaining_time=0:01:39.708180, arrival_time=2021-04-15 04:54:38.856991, cost_time=0:00:25.566207 2021-04-15 04:53:05,486 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0948, top1-acc=96.74%, top5-acc=99.99%, remaining_time=0:01:33.158220, arrival_time=2021-04-15 04:54:38.644260, cost_time=0:00:31.903519 2021-04-15 04:53:11,824 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.56ms, fps=404 images/s, loss=0.0965, top1-acc=96.74%, top5-acc=99.99%, remaining_time=0:01:26.682592, arrival_time=2021-04-15 04:54:38.507437, cost_time=0:00:38.242331 2021-04-15 04:53:18,158 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0979, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:01:20.235792, arrival_time=2021-04-15 04:54:38.393759, cost_time=0:00:44.575461 2021-04-15 04:53:24,494 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0986, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:01:13.821588, arrival_time=2021-04-15 04:54:38.315593, cost_time=0:00:50.911409 2021-04-15 04:53:30,836 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0986, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:01:07.432112, arrival_time=2021-04-15 04:54:38.268319, cost_time=0:00:57.253693 2021-04-15 04:53:37,184 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0997, top1-acc=96.57%, top5-acc=99.98%, remaining_time=0:01:01.057824, arrival_time=2021-04-15 04:54:38.242268, cost_time=0:01:03.601930 2021-04-15 04:53:43,528 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1009, top1-acc=96.50%, top5-acc=99.99%, remaining_time=0:00:54.685078, arrival_time=2021-04-15 04:54:38.213653, cost_time=0:01:09.946049 2021-04-15 04:53:49,869 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.1019, top1-acc=96.46%, top5-acc=99.99%, remaining_time=0:00:48.315100, arrival_time=2021-04-15 04:54:38.184610, cost_time=0:01:16.286999 2021-04-15 04:53:56,225 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.1036, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:41.957058, arrival_time=2021-04-15 04:54:38.182326, cost_time=0:01:22.642656 2021-04-15 04:54:02,577 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1040, top1-acc=96.37%, top5-acc=99.99%, remaining_time=0:00:35.598080, arrival_time=2021-04-15 04:54:38.175847, cost_time=0:01:28.995170 2021-04-15 04:54:08,930 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.1046, top1-acc=96.36%, top5-acc=99.99%, remaining_time=0:00:29.239900, arrival_time=2021-04-15 04:54:38.169977, cost_time=0:01:35.347466 2021-04-15 04:54:15,264 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1050, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:22.878504, arrival_time=2021-04-15 04:54:38.143410, cost_time=0:01:41.682308 2021-04-15 04:54:21,606 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1053, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:16.521284, arrival_time=2021-04-15 04:54:38.127604, cost_time=0:01:48.023717 2021-04-15 04:54:27,943 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1052, top1-acc=96.38%, top5-acc=99.98%, remaining_time=0:00:10.165424, arrival_time=2021-04-15 04:54:38.109189, cost_time=0:01:54.361075 2021-04-15 04:54:34,284 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.1055, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:03.811644, arrival_time=2021-04-15 04:54:38.096262, cost_time=0:02:00.702096 2021-04-15 04:54:37,647 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.1062, top1-acc=96.36%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:37.647197, cost_time=0:02:04.064700 2021-04-15 04:54:39,940 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.28ms, fps=1117 images/s, loss=0.5233, top1-acc=85.51%, top5-acc=99.30%, remaining_time=0:00:06.874890, arrival_time=2021-04-15 04:54:46.815469, cost_time=0:00:02.291627 2021-04-15 04:54:42,124 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.37ms, fps=1172 images/s, loss=0.5004, top1-acc=85.76%, top5-acc=99.39%, remaining_time=0:00:04.475760, arrival_time=2021-04-15 04:54:46.600453, cost_time=0:00:04.475757 2021-04-15 04:54:44,305 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.31ms, fps=1174 images/s, loss=0.4879, top1-acc=86.11%, top5-acc=99.44%, remaining_time=0:00:02.218840, arrival_time=2021-04-15 04:54:46.524294, cost_time=0:00:06.656521 2021-04-15 04:54:46,283 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=1.20ms, fps=1173 images/s, loss=0.4794, top1-acc=85.93%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:46.283482, cost_time=0:00:08.634574 2021-04-15 04:54:47,675 INFO : Epoch=0089 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:09:07.275429, arrival_time=2021-04-15 09:03:54.951203, cost_time=3:19:44.752398 2021-04-15 04:54:47,677 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 04:54:54,192 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.57ms, fps=393 images/s, loss=0.1128, top1-acc=95.94%, top5-acc=99.96%, remaining_time=0:02:01.174722, arrival_time=2021-04-15 04:56:55.367414, cost_time=0:00:06.514767 2021-04-15 04:55:00,531 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1151, top1-acc=95.98%, top5-acc=99.98%, remaining_time=0:01:53.109568, arrival_time=2021-04-15 04:56:53.640811, cost_time=0:00:12.853352 2021-04-15 04:55:06,869 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1167, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:01:46.193188, arrival_time=2021-04-15 04:56:53.062540, cost_time=0:00:19.191531 2021-04-15 04:55:13,212 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1145, top1-acc=96.15%, top5-acc=99.95%, remaining_time=0:01:39.583536, arrival_time=2021-04-15 04:56:52.795661, cost_time=0:00:25.534232 2021-04-15 04:55:19,549 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.1121, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:01:33.065510, arrival_time=2021-04-15 04:56:52.615093, cost_time=0:00:31.871762 2021-04-15 04:55:25,890 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.1091, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:01:26.615952, arrival_time=2021-04-15 04:56:52.506703, cost_time=0:00:38.212948 2021-04-15 04:55:32,232 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1081, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:01:20.198496, arrival_time=2021-04-15 04:56:52.431006, cost_time=0:00:44.554694 2021-04-15 04:55:38,571 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1057, top1-acc=96.46%, top5-acc=99.96%, remaining_time=0:01:13.795372, arrival_time=2021-04-15 04:56:52.366633, cost_time=0:00:50.893371 2021-04-15 04:55:44,911 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.1060, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:01:07.408262, arrival_time=2021-04-15 04:56:52.319532, cost_time=0:00:57.233449 2021-04-15 04:55:51,251 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.1055, top1-acc=96.44%, top5-acc=99.97%, remaining_time=0:01:01.030272, arrival_time=2021-04-15 04:56:52.281300, cost_time=0:01:03.573224 2021-04-15 04:55:57,586 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1044, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:54.655838, arrival_time=2021-04-15 04:56:52.242289, cost_time=0:01:09.908648 2021-04-15 04:56:03,924 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1042, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:48.289868, arrival_time=2021-04-15 04:56:52.214810, cost_time=0:01:16.247131 2021-04-15 04:56:10,267 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.81ms, fps=404 images/s, loss=0.1040, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:41.930130, arrival_time=2021-04-15 04:56:52.197690, cost_time=0:01:22.589638 2021-04-15 04:56:16,606 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.1039, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:35.571536, arrival_time=2021-04-15 04:56:52.178303, cost_time=0:01:28.928877 2021-04-15 04:56:22,939 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.1067, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:29.213634, arrival_time=2021-04-15 04:56:52.153379, cost_time=0:01:35.261922 2021-04-15 04:56:29,283 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1079, top1-acc=96.37%, top5-acc=99.97%, remaining_time=0:00:22.861188, arrival_time=2021-04-15 04:56:52.144289, cost_time=0:01:41.605212 2021-04-15 04:56:35,622 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1079, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:16.509116, arrival_time=2021-04-15 04:56:52.131083, cost_time=0:01:47.944149 2021-04-15 04:56:41,965 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1074, top1-acc=96.38%, top5-acc=99.97%, remaining_time=0:00:10.158912, arrival_time=2021-04-15 04:56:52.124414, cost_time=0:01:54.287696 2021-04-15 04:56:48,304 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.1087, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:03.809262, arrival_time=2021-04-15 04:56:52.113755, cost_time=0:02:00.626675 2021-04-15 04:56:51,670 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.70ms, fps=404 images/s, loss=0.1089, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:51.669935, cost_time=0:02:03.992021 2021-04-15 04:56:53,968 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.33ms, fps=1115 images/s, loss=0.4426, top1-acc=86.52%, top5-acc=99.53%, remaining_time=0:00:06.888840, arrival_time=2021-04-15 04:57:00.857029, cost_time=0:00:02.296281 2021-04-15 04:56:56,145 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.31ms, fps=1176 images/s, loss=0.4321, top1-acc=87.15%, top5-acc=99.53%, remaining_time=0:00:04.473160, arrival_time=2021-04-15 04:57:00.618319, cost_time=0:00:04.473166 2021-04-15 04:56:58,323 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.34ms, fps=1176 images/s, loss=0.4472, top1-acc=86.98%, top5-acc=99.53%, remaining_time=0:00:02.217130, arrival_time=2021-04-15 04:57:00.540411, cost_time=0:00:06.651393 2021-04-15 04:57:00,299 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=1.46ms, fps=1174 images/s, loss=0.4733, top1-acc=86.73%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 04:57:00.299377, cost_time=0:00:08.627489 2021-04-15 04:57:02,220 INFO : Epoch=0090 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:06:52.474490, arrival_time=2021-04-15 09:03:54.695172, cost_time=3:21:59.297277 2021-04-15 04:57:02,222 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 04:57:08,745 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.07ms, fps=392 images/s, loss=0.1104, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:02:01.327056, arrival_time=2021-04-15 04:59:10.072840, cost_time=0:00:06.522963 2021-04-15 04:57:15,089 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1127, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:01:53.224672, arrival_time=2021-04-15 04:59:08.313883, cost_time=0:00:12.866432 2021-04-15 04:57:21,423 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1031, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:01:46.244648, arrival_time=2021-04-15 04:59:07.668188, cost_time=0:00:19.200841 2021-04-15 04:57:27,753 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0999, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:01:39.569808, arrival_time=2021-04-15 04:59:07.323302, cost_time=0:00:25.530719 2021-04-15 04:57:34,103 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.0979, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:01:33.090914, arrival_time=2021-04-15 04:59:07.194086, cost_time=0:00:31.880472 2021-04-15 04:57:40,453 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0984, top1-acc=96.75%, top5-acc=99.99%, remaining_time=0:01:26.657568, arrival_time=2021-04-15 04:59:07.111505, cost_time=0:00:38.231253 2021-04-15 04:57:46,796 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0974, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:01:20.232894, arrival_time=2021-04-15 04:59:07.029413, cost_time=0:00:44.573824 2021-04-15 04:57:53,127 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0978, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:01:13.812308, arrival_time=2021-04-15 04:59:06.940128, cost_time=0:00:50.905047 2021-04-15 04:57:59,466 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.65ms, fps=404 images/s, loss=0.0983, top1-acc=96.76%, top5-acc=99.98%, remaining_time=0:01:07.420876, arrival_time=2021-04-15 04:59:06.887712, cost_time=0:00:57.244140 2021-04-15 04:58:05,812 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.0976, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:01:01.046112, arrival_time=2021-04-15 04:59:06.858534, cost_time=0:01:03.589733 2021-04-15 04:58:12,158 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0967, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:54.677252, arrival_time=2021-04-15 04:59:06.835944, cost_time=0:01:09.935997 2021-04-15 04:58:18,511 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.0956, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:48.316468, arrival_time=2021-04-15 04:59:06.828285, cost_time=0:01:16.289128 2021-04-15 04:58:24,860 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0958, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:41.954682, arrival_time=2021-04-15 04:59:06.815453, cost_time=0:01:22.637999 2021-04-15 04:58:31,208 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.0958, top1-acc=96.77%, top5-acc=99.99%, remaining_time=0:00:35.594328, arrival_time=2021-04-15 04:59:06.802825, cost_time=0:01:28.985776 2021-04-15 04:58:37,555 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0967, top1-acc=96.75%, top5-acc=99.99%, remaining_time=0:00:29.235254, arrival_time=2021-04-15 04:59:06.790298, cost_time=0:01:35.332354 2021-04-15 04:58:43,905 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0975, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:00:22.878648, arrival_time=2021-04-15 04:59:06.784174, cost_time=0:01:41.682841 2021-04-15 04:58:50,253 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0976, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:16.522376, arrival_time=2021-04-15 04:59:06.776060, cost_time=0:01:48.031003 2021-04-15 04:58:56,589 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0981, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:10.165888, arrival_time=2021-04-15 04:59:06.754850, cost_time=0:01:54.366187 2021-04-15 04:59:02,929 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0986, top1-acc=96.66%, top5-acc=99.99%, remaining_time=0:00:03.811782, arrival_time=2021-04-15 04:59:06.740953, cost_time=0:02:00.706474 2021-04-15 04:59:06,290 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0989, top1-acc=96.63%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:06.290715, cost_time=0:02:04.068028 2021-04-15 04:59:08,578 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=1.33ms, fps=1120 images/s, loss=0.4471, top1-acc=86.60%, top5-acc=98.91%, remaining_time=0:00:06.857640, arrival_time=2021-04-15 04:59:15.436049, cost_time=0:00:02.285881 2021-04-15 04:59:10,756 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.28ms, fps=1175 images/s, loss=0.4525, top1-acc=86.66%, top5-acc=99.06%, remaining_time=0:00:04.464420, arrival_time=2021-04-15 04:59:15.221360, cost_time=0:00:04.464417 2021-04-15 04:59:12,933 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.37ms, fps=1176 images/s, loss=0.4360, top1-acc=86.91%, top5-acc=99.13%, remaining_time=0:00:02.213670, arrival_time=2021-04-15 04:59:15.147191, cost_time=0:00:06.641004 2021-04-15 04:59:14,909 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=1.05ms, fps=1174 images/s, loss=0.4493, top1-acc=86.45%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:14.909490, cost_time=0:00:08.616999 2021-04-15 04:59:16,931 INFO : Epoch=0091 complete, best val top1-acc=88.29%, top5-acc=99.58% (epoch=59), remaining_time=4:04:37.877543, arrival_time=2021-04-15 09:03:54.808758, cost_time=3:24:14.007864 2021-04-15 04:59:16,932 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 04:59:23,432 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.41ms, fps=394 images/s, loss=0.1058, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:02:00.893304, arrival_time=2021-04-15 05:01:24.325564, cost_time=0:00:06.499645 2021-04-15 04:59:29,766 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.1034, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:01:52.937264, arrival_time=2021-04-15 05:01:22.703631, cost_time=0:00:12.833772 2021-04-15 04:59:36,108 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.1043, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:01:46.106370, arrival_time=2021-04-15 05:01:22.214730, cost_time=0:00:19.175853 2021-04-15 04:59:42,447 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.1054, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:01:39.508032, arrival_time=2021-04-15 05:01:21.955479, cost_time=0:00:25.514860 2021-04-15 04:59:48,788 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1031, top1-acc=96.45%, top5-acc=99.96%, remaining_time=0:01:33.020104, arrival_time=2021-04-15 05:01:21.808809, cost_time=0:00:31.856191 2021-04-15 04:59:55,131 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.1041, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:01:26.584400, arrival_time=2021-04-15 05:01:21.715907, cost_time=0:00:38.198974 2021-04-15 05:00:01,492 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.1011, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:01:20.206938, arrival_time=2021-04-15 05:01:21.698966, cost_time=0:00:44.559432 2021-04-15 05:00:07,847 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0988, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:01:13.826228, arrival_time=2021-04-15 05:01:21.673501, cost_time=0:00:50.914679 2021-04-15 05:00:14,192 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0962, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:01:07.439320, arrival_time=2021-04-15 05:01:21.631724, cost_time=0:00:57.259821 2021-04-15 05:00:20,547 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0949, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:01:01.070688, arrival_time=2021-04-15 05:01:21.618442, cost_time=0:01:03.615252 2021-04-15 05:00:26,885 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0946, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:54.690496, arrival_time=2021-04-15 05:01:21.576057, cost_time=0:01:09.952979 2021-04-15 05:00:33,233 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.0941, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:48.323840, arrival_time=2021-04-15 05:01:21.557200, cost_time=0:01:16.300854 2021-04-15 05:00:39,578 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0938, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:41.958642, arrival_time=2021-04-15 05:01:21.536933, cost_time=0:01:22.645792 2021-04-15 05:00:45,923 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0932, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:35.596232, arrival_time=2021-04-15 05:01:21.519335, cost_time=0:01:28.990601 2021-04-15 05:00:52,264 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0932, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:29.235116, arrival_time=2021-04-15 05:01:21.499660, cost_time=0:01:35.331938 2021-04-15 05:00:58,604 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0939, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:22.876164, arrival_time=2021-04-15 05:01:21.480448, cost_time=0:01:41.671770 2021-04-15 05:01:04,949 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0947, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:16.520192, arrival_time=2021-04-15 05:01:21.469559, cost_time=0:01:48.016679 2021-04-15 05:01:11,295 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.00ms, fps=403 images/s, loss=0.0960, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:10.165552, arrival_time=2021-04-15 05:01:21.460661, cost_time=0:01:54.362513 2021-04-15 05:01:17,638 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0971, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:03.811764, arrival_time=2021-04-15 05:01:21.450050, cost_time=0:02:00.705776 2021-04-15 05:01:21,001 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0986, top1-acc=96.65%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:21.001262, cost_time=0:02:04.068773 2021-04-15 05:01:23,297 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=1.43ms, fps=1116 images/s, loss=0.3926, top1-acc=88.44%, top5-acc=99.37%, remaining_time=0:00:06.881880, arrival_time=2021-04-15 05:01:30.178910, cost_time=0:00:02.293964 2021-04-15 05:01:25,475 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.53ms, fps=1176 images/s, loss=0.4015, top1-acc=88.24%, top5-acc=99.53%, remaining_time=0:00:04.472100, arrival_time=2021-04-15 05:01:29.947174, cost_time=0:00:04.472095 2021-04-15 05:01:27,655 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.39ms, fps=1174 images/s, loss=0.4040, top1-acc=88.14%, top5-acc=99.51%, remaining_time=0:00:02.217430, arrival_time=2021-04-15 05:01:29.872720, cost_time=0:00:06.652301 2021-04-15 05:01:29,629 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=1.14ms, fps=1175 images/s, loss=0.4137, top1-acc=88.32%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:29.629634, cost_time=0:00:08.626685 2021-04-15 05:01:33,254 INFO : Epoch=0092 complete, best val top1-acc=88.32%, top5-acc=99.41% (epoch=92), remaining_time=4:02:25.170972, arrival_time=2021-04-15 09:03:58.425149, cost_time=3:26:30.330816 2021-04-15 05:01:33,255 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 05:01:39,767 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.89ms, fps=393 images/s, loss=0.1028, top1-acc=96.52%, top5-acc=100.00%, remaining_time=0:02:01.108692, arrival_time=2021-04-15 05:03:40.875845, cost_time=0:00:06.511225 2021-04-15 05:01:46,101 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0979, top1-acc=96.68%, top5-acc=100.00%, remaining_time=0:01:53.039696, arrival_time=2021-04-15 05:03:39.141002, cost_time=0:00:12.845415 2021-04-15 05:01:52,444 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.0946, top1-acc=96.78%, top5-acc=99.99%, remaining_time=0:01:46.177750, arrival_time=2021-04-15 05:03:38.622323, cost_time=0:00:19.188741 2021-04-15 05:01:58,792 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0981, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:01:39.592896, arrival_time=2021-04-15 05:03:38.385459, cost_time=0:00:25.536659 2021-04-15 05:02:05,143 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0963, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:01:33.111354, arrival_time=2021-04-15 05:03:38.254609, cost_time=0:00:31.887430 2021-04-15 05:02:11,490 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0943, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:01:26.665728, arrival_time=2021-04-15 05:03:38.156412, cost_time=0:00:38.234881 2021-04-15 05:02:17,842 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0939, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:01:20.256330, arrival_time=2021-04-15 05:03:38.098975, cost_time=0:00:44.586839 2021-04-15 05:02:24,193 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0938, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:01:13.859056, arrival_time=2021-04-15 05:03:38.052253, cost_time=0:00:50.937269 2021-04-15 05:02:30,537 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0941, top1-acc=96.79%, top5-acc=99.99%, remaining_time=0:01:07.465396, arrival_time=2021-04-15 05:03:38.003117, cost_time=0:00:57.281915 2021-04-15 05:02:36,889 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0950, top1-acc=96.76%, top5-acc=99.99%, remaining_time=0:01:01.088256, arrival_time=2021-04-15 05:03:37.977672, cost_time=0:01:03.633607 2021-04-15 05:02:43,239 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0938, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:00:54.714146, arrival_time=2021-04-15 05:03:37.953212, cost_time=0:01:09.983259 2021-04-15 05:02:49,585 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0937, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:48.342080, arrival_time=2021-04-15 05:03:37.927528, cost_time=0:01:16.329645 2021-04-15 05:02:55,941 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0927, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:00:41.978772, arrival_time=2021-04-15 05:03:37.920177, cost_time=0:01:22.685504 2021-04-15 05:03:02,284 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0935, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:35.611352, arrival_time=2021-04-15 05:03:37.895493, cost_time=0:01:29.028323 2021-04-15 05:03:08,621 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0942, top1-acc=96.82%, top5-acc=99.99%, remaining_time=0:00:29.245466, arrival_time=2021-04-15 05:03:37.866973, cost_time=0:01:35.365584 2021-04-15 05:03:14,958 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0942, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:22.883112, arrival_time=2021-04-15 05:03:37.841597, cost_time=0:01:41.702681 2021-04-15 05:03:21,296 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0945, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:16.523858, arrival_time=2021-04-15 05:03:37.820194, cost_time=0:01:48.040527 2021-04-15 05:03:27,644 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0949, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:10.167904, arrival_time=2021-04-15 05:03:37.812632, cost_time=0:01:54.388858 2021-04-15 05:03:33,986 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0955, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:03.812544, arrival_time=2021-04-15 05:03:37.798867, cost_time=0:02:00.730491 2021-04-15 05:03:37,347 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.34ms, fps=405 images/s, loss=0.0963, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:37.347924, cost_time=0:02:04.092126 2021-04-15 05:03:39,640 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=1.31ms, fps=1118 images/s, loss=0.4278, top1-acc=87.30%, top5-acc=99.30%, remaining_time=0:00:06.870330, arrival_time=2021-04-15 05:03:46.510290, cost_time=0:00:02.290108 2021-04-15 05:03:41,815 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.28ms, fps=1177 images/s, loss=0.4149, top1-acc=87.73%, top5-acc=99.18%, remaining_time=0:00:04.465980, arrival_time=2021-04-15 05:03:46.281750, cost_time=0:00:04.465978 2021-04-15 05:03:43,995 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.32ms, fps=1175 images/s, loss=0.4078, top1-acc=87.92%, top5-acc=99.30%, remaining_time=0:00:02.215150, arrival_time=2021-04-15 05:03:46.210397, cost_time=0:00:06.645461 2021-04-15 05:03:45,972 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=1.16ms, fps=1173 images/s, loss=0.4052, top1-acc=88.09%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:45.972800, cost_time=0:00:08.623045 2021-04-15 05:03:48,572 INFO : Epoch=0093 complete, best val top1-acc=88.32%, top5-acc=99.41% (epoch=92), remaining_time=4:00:11.230372, arrival_time=2021-04-15 09:03:59.802576, cost_time=3:28:45.648827 2021-04-15 05:03:48,574 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 05:03:55,148 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.34ms, fps=389 images/s, loss=0.0985, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:02:02.274168, arrival_time=2021-04-15 05:05:57.422441, cost_time=0:00:06.573882 2021-04-15 05:04:01,486 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0978, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:01:53.624016, arrival_time=2021-04-15 05:05:55.110191, cost_time=0:00:12.911823 2021-04-15 05:04:07,823 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0984, top1-acc=96.80%, top5-acc=100.00%, remaining_time=0:01:46.513734, arrival_time=2021-04-15 05:05:54.337486, cost_time=0:00:19.249484 2021-04-15 05:04:14,161 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0990, top1-acc=96.73%, top5-acc=100.00%, remaining_time=0:01:39.788988, arrival_time=2021-04-15 05:05:53.950248, cost_time=0:00:25.586912 2021-04-15 05:04:20,497 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.1010, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:01:33.216912, arrival_time=2021-04-15 05:05:53.714775, cost_time=0:00:31.923581 2021-04-15 05:04:26,834 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0983, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:01:26.723392, arrival_time=2021-04-15 05:05:53.558114, cost_time=0:00:38.260346 2021-04-15 05:04:33,169 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0964, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:01:20.272080, arrival_time=2021-04-15 05:05:53.441916, cost_time=0:00:44.595573 2021-04-15 05:04:39,509 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0946, top1-acc=96.87%, top5-acc=99.99%, remaining_time=0:01:13.855228, arrival_time=2021-04-15 05:05:53.364251, cost_time=0:00:50.934670 2021-04-15 05:04:45,859 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0930, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:01:07.469424, arrival_time=2021-04-15 05:05:53.329049, cost_time=0:00:57.285340 2021-04-15 05:04:52,210 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0931, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:01:01.090752, arrival_time=2021-04-15 05:05:53.301190, cost_time=0:01:03.636176 2021-04-15 05:04:58,558 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0947, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:54.715092, arrival_time=2021-04-15 05:05:53.273745, cost_time=0:01:09.984383 2021-04-15 05:05:04,900 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0953, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:00:48.339648, arrival_time=2021-04-15 05:05:53.239712, cost_time=0:01:16.325801 2021-04-15 05:05:11,244 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0955, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:41.970984, arrival_time=2021-04-15 05:05:53.215523, cost_time=0:01:22.670182 2021-04-15 05:05:17,588 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0956, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:35.605640, arrival_time=2021-04-15 05:05:53.193992, cost_time=0:01:29.014072 2021-04-15 05:05:23,938 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0962, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:29.244960, arrival_time=2021-04-15 05:05:53.183278, cost_time=0:01:35.364013 2021-04-15 05:05:30,283 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0971, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:22.884480, arrival_time=2021-04-15 05:05:53.167508, cost_time=0:01:41.708734 2021-04-15 05:05:36,628 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0973, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:16.525912, arrival_time=2021-04-15 05:05:53.154218, cost_time=0:01:48.053974 2021-04-15 05:05:42,965 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0976, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:10.168096, arrival_time=2021-04-15 05:05:53.133450, cost_time=0:01:54.391013 2021-04-15 05:05:49,312 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0981, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:03.812778, arrival_time=2021-04-15 05:05:53.125104, cost_time=0:02:00.738053 2021-04-15 05:05:52,686 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.18ms, fps=403 images/s, loss=0.0984, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:05:52.686580, cost_time=0:02:04.112321 2021-04-15 05:05:54,981 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=1.23ms, fps=1116 images/s, loss=0.3945, top1-acc=88.28%, top5-acc=99.34%, remaining_time=0:00:06.879780, arrival_time=2021-04-15 05:06:01.861366, cost_time=0:00:02.293259 2021-04-15 05:05:57,157 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.39ms, fps=1177 images/s, loss=0.3932, top1-acc=88.69%, top5-acc=99.24%, remaining_time=0:00:04.468820, arrival_time=2021-04-15 05:06:01.625969, cost_time=0:00:04.468826 2021-04-15 05:05:59,337 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.29ms, fps=1174 images/s, loss=0.4009, top1-acc=88.50%, top5-acc=99.13%, remaining_time=0:00:02.216280, arrival_time=2021-04-15 05:06:01.553444, cost_time=0:00:06.648842 2021-04-15 05:06:01,313 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=1.29ms, fps=1174 images/s, loss=0.3932, top1-acc=88.60%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-15 05:06:01.313890, cost_time=0:00:08.625600 2021-04-15 05:06:04,702 INFO : Epoch=0094 complete, best val top1-acc=88.60%, top5-acc=99.17% (epoch=94), remaining_time=3:57:58.176044, arrival_time=2021-04-15 09:04:02.878167, cost_time=3:31:01.778764 2021-04-15 05:06:04,703 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 05:06:11,241 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.87ms, fps=392 images/s, loss=0.0886, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:02:01.600848, arrival_time=2021-04-15 05:08:12.842019, cost_time=0:00:06.537683 2021-04-15 05:06:17,591 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0873, top1-acc=96.97%, top5-acc=100.00%, remaining_time=0:01:53.414400, arrival_time=2021-04-15 05:08:11.005807, cost_time=0:00:12.887991 2021-04-15 05:06:23,938 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0889, top1-acc=96.97%, top5-acc=100.00%, remaining_time=0:01:46.434552, arrival_time=2021-04-15 05:08:10.373109, cost_time=0:00:19.235151 2021-04-15 05:06:30,282 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0896, top1-acc=96.92%, top5-acc=100.00%, remaining_time=0:01:39.758100, arrival_time=2021-04-15 05:08:10.040500, cost_time=0:00:25.578995 2021-04-15 05:06:36,629 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0898, top1-acc=96.96%, top5-acc=100.00%, remaining_time=0:01:33.224942, arrival_time=2021-04-15 05:08:09.854695, cost_time=0:00:31.926349 2021-04-15 05:06:42,978 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.0904, top1-acc=96.89%, top5-acc=100.00%, remaining_time=0:01:26.757120, arrival_time=2021-04-15 05:08:09.735795, cost_time=0:00:38.275196 2021-04-15 05:06:49,320 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0908, top1-acc=96.89%, top5-acc=100.00%, remaining_time=0:01:20.310762, arrival_time=2021-04-15 05:08:09.631255, cost_time=0:00:44.617062 2021-04-15 05:06:55,669 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0920, top1-acc=96.81%, top5-acc=100.00%, remaining_time=0:01:13.900816, arrival_time=2021-04-15 05:08:09.570338, cost_time=0:00:50.966117 2021-04-15 05:07:02,004 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0918, top1-acc=96.83%, top5-acc=100.00%, remaining_time=0:01:07.487550, arrival_time=2021-04-15 05:08:09.491704, cost_time=0:00:57.300754 2021-04-15 05:07:08,341 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.57ms, fps=404 images/s, loss=0.0931, top1-acc=96.80%, top5-acc=99.99%, remaining_time=0:01:01.092384, arrival_time=2021-04-15 05:08:09.433639, cost_time=0:01:03.637859 2021-04-15 05:07:14,676 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0947, top1-acc=96.76%, top5-acc=99.99%, remaining_time=0:00:54.706062, arrival_time=2021-04-15 05:08:09.382366, cost_time=0:01:09.972834 2021-04-15 05:07:21,012 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0953, top1-acc=96.70%, top5-acc=99.99%, remaining_time=0:00:48.329160, arrival_time=2021-04-15 05:08:09.341775, cost_time=0:01:16.309181 2021-04-15 05:07:27,351 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0951, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:41.959500, arrival_time=2021-04-15 05:08:09.310454, cost_time=0:01:22.647544 2021-04-15 05:07:33,680 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0964, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:35.591024, arrival_time=2021-04-15 05:08:09.271936, cost_time=0:01:28.977516 2021-04-15 05:07:40,018 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0987, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:29.229872, arrival_time=2021-04-15 05:08:09.248087, cost_time=0:01:35.314825 2021-04-15 05:07:46,355 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0998, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:22.871772, arrival_time=2021-04-15 05:08:09.227472, cost_time=0:01:41.652307 2021-04-15 05:07:52,696 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0998, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:16.516552, arrival_time=2021-04-15 05:08:09.212943, cost_time=0:01:47.992868 2021-04-15 05:07:59,033 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0999, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:10.162704, arrival_time=2021-04-15 05:08:09.196489, cost_time=0:01:54.330383 2021-04-15 05:08:05,377 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.1007, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:03.810744, arrival_time=2021-04-15 05:08:09.187730, cost_time=0:02:00.673576 2021-04-15 05:08:08,736 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.19ms, fps=405 images/s, loss=0.1010, top1-acc=96.57%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:08.736425, cost_time=0:02:04.033029 2021-04-15 05:08:11,041 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.34ms, fps=1112 images/s, loss=0.4391, top1-acc=87.42%, top5-acc=99.45%, remaining_time=0:00:06.908820, arrival_time=2021-04-15 05:08:17.949968, cost_time=0:00:02.302942 2021-04-15 05:08:13,219 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.4192, top1-acc=87.58%, top5-acc=99.45%, remaining_time=0:00:04.481040, arrival_time=2021-04-15 05:08:17.700280, cost_time=0:00:04.481046 2021-04-15 05:08:15,393 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.41ms, fps=1177 images/s, loss=0.4236, top1-acc=87.68%, top5-acc=99.37%, remaining_time=0:00:02.218550, arrival_time=2021-04-15 05:08:17.612406, cost_time=0:00:06.655664 2021-04-15 05:08:17,370 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=1.05ms, fps=1174 images/s, loss=0.4248, top1-acc=87.48%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:17.370905, cost_time=0:00:08.632741 2021-04-15 05:08:19,928 INFO : Epoch=0095 complete, best val top1-acc=88.60%, top5-acc=99.17% (epoch=94), remaining_time=3:55:44.057970, arrival_time=2021-04-15 09:04:03.986119, cost_time=3:33:17.004799 2021-04-15 05:08:19,929 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 05:08:26,483 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.56ms, fps=391 images/s, loss=0.1068, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:02:01.906074, arrival_time=2021-04-15 05:10:28.389686, cost_time=0:00:06.554092 2021-04-15 05:08:32,821 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0937, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:01:53.453120, arrival_time=2021-04-15 05:10:26.274985, cost_time=0:00:12.892403 2021-04-15 05:08:39,155 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0888, top1-acc=97.10%, top5-acc=99.96%, remaining_time=0:01:46.381598, arrival_time=2021-04-15 05:10:25.536612, cost_time=0:00:19.225581 2021-04-15 05:08:45,493 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0854, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:01:39.698976, arrival_time=2021-04-15 05:10:25.192223, cost_time=0:00:25.563822 2021-04-15 05:08:51,827 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0835, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:01:33.141868, arrival_time=2021-04-15 05:10:24.969180, cost_time=0:00:31.897887 2021-04-15 05:08:58,163 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0824, top1-acc=97.38%, top5-acc=99.98%, remaining_time=0:01:26.664232, arrival_time=2021-04-15 05:10:24.827985, cost_time=0:00:38.234243 2021-04-15 05:09:04,498 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0817, top1-acc=97.43%, top5-acc=99.97%, remaining_time=0:01:20.223822, arrival_time=2021-04-15 05:10:24.722064, cost_time=0:00:44.568821 2021-04-15 05:09:10,830 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0830, top1-acc=97.35%, top5-acc=99.97%, remaining_time=0:01:13.807204, arrival_time=2021-04-15 05:10:24.638135, cost_time=0:00:50.901487 2021-04-15 05:09:17,168 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0836, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:01:07.414410, arrival_time=2021-04-15 05:10:24.582511, cost_time=0:00:57.238674 2021-04-15 05:09:23,506 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0832, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:01:01.033536, arrival_time=2021-04-15 05:10:24.539561, cost_time=0:01:03.576602 2021-04-15 05:09:29,854 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0831, top1-acc=97.34%, top5-acc=99.97%, remaining_time=0:00:54.668824, arrival_time=2021-04-15 05:10:24.523498, cost_time=0:01:09.925248 2021-04-15 05:09:36,205 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0825, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:48.307728, arrival_time=2021-04-15 05:10:24.512630, cost_time=0:01:16.275352 2021-04-15 05:09:42,554 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0843, top1-acc=97.25%, top5-acc=99.98%, remaining_time=0:00:41.948346, arrival_time=2021-04-15 05:10:24.503260, cost_time=0:01:22.625483 2021-04-15 05:09:48,897 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0842, top1-acc=97.25%, top5-acc=99.97%, remaining_time=0:00:35.587104, arrival_time=2021-04-15 05:10:24.484453, cost_time=0:01:28.967823 2021-04-15 05:09:55,234 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0851, top1-acc=97.18%, top5-acc=99.97%, remaining_time=0:00:29.226974, arrival_time=2021-04-15 05:10:24.461868, cost_time=0:01:35.305370 2021-04-15 05:10:01,574 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0870, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:22.870152, arrival_time=2021-04-15 05:10:24.444786, cost_time=0:01:41.645117 2021-04-15 05:10:07,911 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0882, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:16.514914, arrival_time=2021-04-15 05:10:24.426688, cost_time=0:01:47.982158 2021-04-15 05:10:14,253 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0901, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:10.162176, arrival_time=2021-04-15 05:10:24.416057, cost_time=0:01:54.324444 2021-04-15 05:10:20,589 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0908, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:03.810306, arrival_time=2021-04-15 05:10:24.399376, cost_time=0:02:00.659645 2021-04-15 05:10:23,954 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0918, top1-acc=96.96%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:23.954295, cost_time=0:02:04.024889 2021-04-15 05:10:26,246 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.45ms, fps=1118 images/s, loss=0.4028, top1-acc=88.09%, top5-acc=99.45%, remaining_time=0:00:06.871200, arrival_time=2021-04-15 05:10:33.117449, cost_time=0:00:02.290400 2021-04-15 05:10:28,425 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.3699, top1-acc=89.02%, top5-acc=99.51%, remaining_time=0:00:04.469780, arrival_time=2021-04-15 05:10:32.895404, cost_time=0:00:04.469786 2021-04-15 05:10:30,603 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.51ms, fps=1176 images/s, loss=0.3811, top1-acc=88.61%, top5-acc=99.45%, remaining_time=0:00:02.215900, arrival_time=2021-04-15 05:10:32.819434, cost_time=0:00:06.647686 2021-04-15 05:10:32,578 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=1.13ms, fps=1175 images/s, loss=0.3689, top1-acc=88.62%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:32.578715, cost_time=0:00:08.622823 2021-04-15 05:10:36,227 INFO : Epoch=0096 complete, best val top1-acc=88.62%, top5-acc=99.50% (epoch=96), remaining_time=3:53:31.079160, arrival_time=2021-04-15 09:04:07.306342, cost_time=3:35:33.303817 2021-04-15 05:10:36,228 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 05:10:42,814 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.35ms, fps=389 images/s, loss=0.0793, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:02:02.489184, arrival_time=2021-04-15 05:12:45.303190, cost_time=0:00:06.585439 2021-04-15 05:10:49,152 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0767, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:01:53.731552, arrival_time=2021-04-15 05:12:42.884152, cost_time=0:00:12.924047 2021-04-15 05:10:55,483 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0729, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:01:46.546104, arrival_time=2021-04-15 05:12:42.029983, cost_time=0:00:19.255327 2021-04-15 05:11:01,824 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0774, top1-acc=97.41%, top5-acc=100.00%, remaining_time=0:01:39.822996, arrival_time=2021-04-15 05:12:41.647195, cost_time=0:00:25.595646 2021-04-15 05:11:08,157 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0775, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:01:33.231658, arrival_time=2021-04-15 05:12:41.388869, cost_time=0:00:31.928647 2021-04-15 05:11:14,495 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.0795, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:01:26.737264, arrival_time=2021-04-15 05:12:41.232358, cost_time=0:00:38.266460 2021-04-15 05:11:20,832 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0797, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:01:20.287578, arrival_time=2021-04-15 05:12:41.120318, cost_time=0:00:44.604184 2021-04-15 05:11:27,173 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0816, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:01:13.870076, arrival_time=2021-04-15 05:12:41.043560, cost_time=0:00:50.944919 2021-04-15 05:11:33,507 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0829, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:01:07.462322, arrival_time=2021-04-15 05:12:40.970168, cost_time=0:00:57.279302 2021-04-15 05:11:39,843 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0842, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:01:01.070208, arrival_time=2021-04-15 05:12:40.913557, cost_time=0:01:03.614798 2021-04-15 05:11:46,182 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0842, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:54.691528, arrival_time=2021-04-15 05:12:40.874390, cost_time=0:01:09.954307 2021-04-15 05:11:52,527 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0843, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:48.322320, arrival_time=2021-04-15 05:12:40.849386, cost_time=0:01:16.298425 2021-04-15 05:11:58,869 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0842, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:41.956332, arrival_time=2021-04-15 05:12:40.826141, cost_time=0:01:22.641238 2021-04-15 05:12:05,214 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0848, top1-acc=97.13%, top5-acc=99.98%, remaining_time=0:00:35.594216, arrival_time=2021-04-15 05:12:40.808333, cost_time=0:01:28.985576 2021-04-15 05:12:11,549 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0861, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:29.231712, arrival_time=2021-04-15 05:12:40.781084, cost_time=0:01:35.320818 2021-04-15 05:12:17,886 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0876, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:22.873068, arrival_time=2021-04-15 05:12:40.759638, cost_time=0:01:41.658020 2021-04-15 05:12:24,219 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0873, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:16.516214, arrival_time=2021-04-15 05:12:40.735440, cost_time=0:01:47.990585 2021-04-15 05:12:30,554 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0875, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:10.162336, arrival_time=2021-04-15 05:12:40.717138, cost_time=0:01:54.326238 2021-04-15 05:12:36,893 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0877, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:03.810468, arrival_time=2021-04-15 05:12:40.703847, cost_time=0:02:00.664829 2021-04-15 05:12:40,256 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0879, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:40.256869, cost_time=0:02:04.028328 2021-04-15 05:12:42,574 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.38ms, fps=1105 images/s, loss=0.3800, top1-acc=89.10%, top5-acc=99.61%, remaining_time=0:00:06.947250, arrival_time=2021-04-15 05:12:49.521567, cost_time=0:00:02.315753 2021-04-15 05:12:44,756 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.55ms, fps=1173 images/s, loss=0.3624, top1-acc=89.65%, top5-acc=99.63%, remaining_time=0:00:04.497960, arrival_time=2021-04-15 05:12:49.254444, cost_time=0:00:04.497954 2021-04-15 05:12:46,934 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.96ms, fps=1176 images/s, loss=0.3752, top1-acc=89.17%, top5-acc=99.61%, remaining_time=0:00:02.225410, arrival_time=2021-04-15 05:12:49.160173, cost_time=0:00:06.676242 2021-04-15 05:12:48,911 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=1.36ms, fps=1174 images/s, loss=0.3708, top1-acc=89.10%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:48.911696, cost_time=0:00:08.653287 2021-04-15 05:12:52,975 INFO : Epoch=0097 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:51:18.508503, arrival_time=2021-04-15 09:04:11.483596, cost_time=3:37:50.051735 2021-04-15 05:12:52,976 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 05:12:59,485 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.37ms, fps=393 images/s, loss=0.0857, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:02:01.058844, arrival_time=2021-04-15 05:15:00.543942, cost_time=0:00:06.508537 2021-04-15 05:13:05,832 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0849, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:01:53.130864, arrival_time=2021-04-15 05:14:58.963200, cost_time=0:00:12.855780 2021-04-15 05:13:12,176 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0850, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:01:46.241826, arrival_time=2021-04-15 05:14:58.418583, cost_time=0:00:19.200321 2021-04-15 05:13:18,508 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0834, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:01:39.572772, arrival_time=2021-04-15 05:14:58.080784, cost_time=0:00:25.531494 2021-04-15 05:13:24,846 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0841, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:01:33.059086, arrival_time=2021-04-15 05:14:57.905068, cost_time=0:00:31.869530 2021-04-15 05:13:31,182 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0876, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:01:26.599632, arrival_time=2021-04-15 05:14:57.781815, cost_time=0:00:38.205750 2021-04-15 05:13:37,522 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0889, top1-acc=96.96%, top5-acc=99.97%, remaining_time=0:01:20.182242, arrival_time=2021-04-15 05:14:57.704365, cost_time=0:00:44.545687 2021-04-15 05:13:43,855 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0903, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:01:13.775072, arrival_time=2021-04-15 05:14:57.630983, cost_time=0:00:50.879387 2021-04-15 05:13:50,193 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0899, top1-acc=96.96%, top5-acc=99.97%, remaining_time=0:01:07.389182, arrival_time=2021-04-15 05:14:57.582842, cost_time=0:00:57.217216 2021-04-15 05:13:56,530 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0898, top1-acc=96.96%, top5-acc=99.96%, remaining_time=0:01:01.011840, arrival_time=2021-04-15 05:14:57.542304, cost_time=0:01:03.554034 2021-04-15 05:14:02,862 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0892, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:54.638466, arrival_time=2021-04-15 05:14:57.501322, cost_time=0:01:09.886427 2021-04-15 05:14:09,191 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0890, top1-acc=97.00%, top5-acc=99.97%, remaining_time=0:00:48.269500, arrival_time=2021-04-15 05:14:57.460960, cost_time=0:01:16.215016 2021-04-15 05:14:15,521 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0894, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:41.907690, arrival_time=2021-04-15 05:14:57.429599, cost_time=0:01:22.545478 2021-04-15 05:14:21,862 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.87ms, fps=404 images/s, loss=0.0901, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:35.554512, arrival_time=2021-04-15 05:14:57.417323, cost_time=0:01:28.886287 2021-04-15 05:14:28,198 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0902, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:00:29.201444, arrival_time=2021-04-15 05:14:57.400023, cost_time=0:01:35.222136 2021-04-15 05:14:34,531 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0896, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:22.849920, arrival_time=2021-04-15 05:14:57.381476, cost_time=0:01:41.555128 2021-04-15 05:14:40,869 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0896, top1-acc=96.96%, top5-acc=99.97%, remaining_time=0:00:16.501238, arrival_time=2021-04-15 05:14:57.370375, cost_time=0:01:47.892709 2021-04-15 05:14:47,209 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0900, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:00:10.154048, arrival_time=2021-04-15 05:14:57.363489, cost_time=0:01:54.233005 2021-04-15 05:14:53,544 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0894, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:03.807414, arrival_time=2021-04-15 05:14:57.352010, cost_time=0:02:00.568166 2021-04-15 05:14:56,908 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0898, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:14:56.908860, cost_time=0:02:03.932371 2021-04-15 05:14:59,218 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=1.28ms, fps=1109 images/s, loss=0.3953, top1-acc=87.85%, top5-acc=99.65%, remaining_time=0:00:06.923280, arrival_time=2021-04-15 05:15:06.141579, cost_time=0:00:02.307756 2021-04-15 05:15:01,396 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.35ms, fps=1175 images/s, loss=0.3917, top1-acc=88.42%, top5-acc=99.61%, remaining_time=0:00:04.486240, arrival_time=2021-04-15 05:15:05.883040, cost_time=0:00:04.486245 2021-04-15 05:15:03,578 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.24ms, fps=1174 images/s, loss=0.4089, top1-acc=88.23%, top5-acc=99.62%, remaining_time=0:00:02.222720, arrival_time=2021-04-15 05:15:05.801387, cost_time=0:00:06.668147 2021-04-15 05:15:05,554 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=1.07ms, fps=1174 images/s, loss=0.3998, top1-acc=88.58%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 05:15:05.554830, cost_time=0:00:08.644314 2021-04-15 05:15:07,015 INFO : Epoch=0098 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:49:03.034974, arrival_time=2021-04-15 09:04:10.050771, cost_time=3:40:04.092444 2021-04-15 05:15:07,017 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 05:15:13,529 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.47ms, fps=393 images/s, loss=0.0843, top1-acc=97.15%, top5-acc=99.92%, remaining_time=0:02:01.120224, arrival_time=2021-04-15 05:17:14.649281, cost_time=0:00:06.511840 2021-04-15 05:15:19,866 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0900, top1-acc=97.17%, top5-acc=99.92%, remaining_time=0:01:53.074896, arrival_time=2021-04-15 05:17:12.941626, cost_time=0:00:12.849420 2021-04-15 05:15:26,204 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0851, top1-acc=97.25%, top5-acc=99.93%, remaining_time=0:01:46.170778, arrival_time=2021-04-15 05:17:12.375405, cost_time=0:00:19.187498 2021-04-15 05:15:32,541 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.77ms, fps=404 images/s, loss=0.0825, top1-acc=97.30%, top5-acc=99.95%, remaining_time=0:01:39.543600, arrival_time=2021-04-15 05:17:12.084813, cost_time=0:00:25.524005 2021-04-15 05:15:38,885 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0815, top1-acc=97.41%, top5-acc=99.95%, remaining_time=0:01:33.054268, arrival_time=2021-04-15 05:17:11.939329, cost_time=0:00:31.867921 2021-04-15 05:15:45,215 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0820, top1-acc=97.40%, top5-acc=99.95%, remaining_time=0:01:26.583176, arrival_time=2021-04-15 05:17:11.798758, cost_time=0:00:38.198462 2021-04-15 05:15:51,550 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0844, top1-acc=97.28%, top5-acc=99.96%, remaining_time=0:01:20.160570, arrival_time=2021-04-15 05:17:11.711330, cost_time=0:00:44.533639 2021-04-15 05:15:57,884 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0869, top1-acc=97.18%, top5-acc=99.96%, remaining_time=0:01:13.757324, arrival_time=2021-04-15 05:17:11.641638, cost_time=0:00:50.867104 2021-04-15 05:16:04,226 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0872, top1-acc=97.19%, top5-acc=99.97%, remaining_time=0:01:07.379430, arrival_time=2021-04-15 05:17:11.605542, cost_time=0:00:57.208975 2021-04-15 05:16:10,563 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0872, top1-acc=97.16%, top5-acc=99.96%, remaining_time=0:01:01.004352, arrival_time=2021-04-15 05:17:11.567711, cost_time=0:01:03.546239 2021-04-15 05:16:16,899 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0870, top1-acc=97.16%, top5-acc=99.97%, remaining_time=0:00:54.635284, arrival_time=2021-04-15 05:17:11.534695, cost_time=0:01:09.882292 2021-04-15 05:16:23,237 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0871, top1-acc=97.15%, top5-acc=99.97%, remaining_time=0:00:48.273148, arrival_time=2021-04-15 05:17:11.511089, cost_time=0:01:16.220818 2021-04-15 05:16:29,578 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0870, top1-acc=97.12%, top5-acc=99.97%, remaining_time=0:00:41.915742, arrival_time=2021-04-15 05:17:11.494321, cost_time=0:01:22.561364 2021-04-15 05:16:35,917 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0873, top1-acc=97.10%, top5-acc=99.97%, remaining_time=0:00:35.559944, arrival_time=2021-04-15 05:17:11.476980, cost_time=0:01:28.899903 2021-04-15 05:16:42,250 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0876, top1-acc=97.07%, top5-acc=99.97%, remaining_time=0:00:29.204802, arrival_time=2021-04-15 05:17:11.454992, cost_time=0:01:35.233070 2021-04-15 05:16:48,591 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0871, top1-acc=97.10%, top5-acc=99.97%, remaining_time=0:00:22.854240, arrival_time=2021-04-15 05:17:11.445828, cost_time=0:01:41.574468 2021-04-15 05:16:54,929 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0866, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:16.504202, arrival_time=2021-04-15 05:17:11.433391, cost_time=0:01:47.912067 2021-04-15 05:17:01,271 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0880, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:10.155936, arrival_time=2021-04-15 05:17:11.427486, cost_time=0:01:54.254358 2021-04-15 05:17:07,614 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0872, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:03.808326, arrival_time=2021-04-15 05:17:11.422527, cost_time=0:02:00.597046 2021-04-15 05:17:10,980 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0877, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:10.980240, cost_time=0:02:03.963118 2021-04-15 05:17:13,303 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.29ms, fps=1103 images/s, loss=0.5519, top1-acc=85.55%, top5-acc=99.37%, remaining_time=0:00:06.964710, arrival_time=2021-04-15 05:17:20.268264, cost_time=0:00:02.321567 2021-04-15 05:17:15,484 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.40ms, fps=1174 images/s, loss=0.5059, top1-acc=86.54%, top5-acc=99.43%, remaining_time=0:00:04.502760, arrival_time=2021-04-15 05:17:19.987500, cost_time=0:00:04.502767 2021-04-15 05:17:17,666 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.39ms, fps=1174 images/s, loss=0.5080, top1-acc=86.34%, top5-acc=99.58%, remaining_time=0:00:02.228130, arrival_time=2021-04-15 05:17:19.894478, cost_time=0:00:06.684384 2021-04-15 05:17:19,643 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=1.19ms, fps=1173 images/s, loss=0.4891, top1-acc=86.47%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:19.643783, cost_time=0:00:08.661841 2021-04-15 05:17:20,975 INFO : Epoch=0099 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:46:47.507901, arrival_time=2021-04-15 09:04:08.483596, cost_time=3:42:18.052347 2021-04-15 05:17:20,976 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 05:17:27,503 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.34ms, fps=392 images/s, loss=0.0861, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:02:01.395504, arrival_time=2021-04-15 05:19:28.899299, cost_time=0:00:06.526637 2021-04-15 05:17:33,862 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=6.33ms, fps=403 images/s, loss=0.0882, top1-acc=97.13%, top5-acc=100.00%, remaining_time=0:01:53.388352, arrival_time=2021-04-15 05:19:27.250541, cost_time=0:00:12.885041 2021-04-15 05:17:40,213 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0823, top1-acc=97.40%, top5-acc=100.00%, remaining_time=0:01:46.442354, arrival_time=2021-04-15 05:19:26.656074, cost_time=0:00:19.236574 2021-04-15 05:17:46,560 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0835, top1-acc=97.39%, top5-acc=100.00%, remaining_time=0:01:39.774480, arrival_time=2021-04-15 05:19:26.334898, cost_time=0:00:25.583185 2021-04-15 05:17:52,901 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0838, top1-acc=97.35%, top5-acc=100.00%, remaining_time=0:01:33.218226, arrival_time=2021-04-15 05:19:26.119335, cost_time=0:00:31.924046 2021-04-15 05:17:59,236 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0840, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:01:26.720264, arrival_time=2021-04-15 05:19:25.956258, cost_time=0:00:38.258943 2021-04-15 05:18:05,581 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0833, top1-acc=97.35%, top5-acc=100.00%, remaining_time=0:01:20.286948, arrival_time=2021-04-15 05:19:25.867907, cost_time=0:00:44.603876 2021-04-15 05:18:11,930 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.0834, top1-acc=97.32%, top5-acc=100.00%, remaining_time=0:01:13.882372, arrival_time=2021-04-15 05:19:25.812887, cost_time=0:00:50.953378 2021-04-15 05:18:18,276 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0831, top1-acc=97.37%, top5-acc=100.00%, remaining_time=0:01:07.486384, arrival_time=2021-04-15 05:19:25.763219, cost_time=0:00:57.299773 2021-04-15 05:18:24,605 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0818, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:01:01.083264, arrival_time=2021-04-15 05:19:25.688741, cost_time=0:01:03.628426 2021-04-15 05:18:30,953 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0816, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:54.708556, arrival_time=2021-04-15 05:19:25.661617, cost_time=0:01:09.976007 2021-04-15 05:18:37,304 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0814, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:48.340560, arrival_time=2021-04-15 05:19:25.644817, cost_time=0:01:16.327203 2021-04-15 05:18:43,654 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0818, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:41.974746, arrival_time=2021-04-15 05:19:25.629397, cost_time=0:01:22.677505 2021-04-15 05:18:49,997 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0832, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:35.608272, arrival_time=2021-04-15 05:19:25.606042, cost_time=0:01:29.020680 2021-04-15 05:18:56,342 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0844, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:29.245374, arrival_time=2021-04-15 05:19:25.587760, cost_time=0:01:35.365333 2021-04-15 05:19:02,679 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0847, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:22.883076, arrival_time=2021-04-15 05:19:25.562606, cost_time=0:01:41.702481 2021-04-15 05:19:09,022 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0848, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:16.524508, arrival_time=2021-04-15 05:19:25.546495, cost_time=0:01:48.044939 2021-04-15 05:19:15,358 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0852, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:10.167232, arrival_time=2021-04-15 05:19:25.525693, cost_time=0:01:54.381405 2021-04-15 05:19:21,702 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0858, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:03.812364, arrival_time=2021-04-15 05:19:25.514344, cost_time=0:02:00.724860 2021-04-15 05:19:25,066 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0870, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:25.066020, cost_time=0:02:04.088982 2021-04-15 05:19:27,386 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.37ms, fps=1104 images/s, loss=0.6807, top1-acc=82.73%, top5-acc=98.87%, remaining_time=0:00:06.956250, arrival_time=2021-04-15 05:19:34.342619, cost_time=0:00:02.318751 2021-04-15 05:19:29,565 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.28ms, fps=1175 images/s, loss=0.6524, top1-acc=83.61%, top5-acc=98.87%, remaining_time=0:00:04.498120, arrival_time=2021-04-15 05:19:34.063898, cost_time=0:00:04.498112 2021-04-15 05:19:31,745 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.38ms, fps=1175 images/s, loss=0.6386, top1-acc=83.96%, top5-acc=98.88%, remaining_time=0:00:02.226040, arrival_time=2021-04-15 05:19:33.971777, cost_time=0:00:06.678122 2021-04-15 05:19:33,723 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=1.18ms, fps=1173 images/s, loss=0.6229, top1-acc=84.18%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:33.723892, cost_time=0:00:08.656304 2021-04-15 05:19:35,187 INFO : Epoch=0100 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:44:32.263700, arrival_time=2021-04-15 09:04:07.450950, cost_time=3:44:32.263717 2021-04-15 05:19:35,189 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 05:19:41,710 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.52ms, fps=393 images/s, loss=0.0906, top1-acc=97.03%, top5-acc=100.00%, remaining_time=0:02:01.285206, arrival_time=2021-04-15 05:21:42.995643, cost_time=0:00:06.520713 2021-04-15 05:19:48,058 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0874, top1-acc=97.01%, top5-acc=100.00%, remaining_time=0:01:53.243504, arrival_time=2021-04-15 05:21:41.301816, cost_time=0:00:12.868586 2021-04-15 05:19:54,403 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0858, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:01:46.313372, arrival_time=2021-04-15 05:21:40.716344, cost_time=0:00:19.213250 2021-04-15 05:20:00,743 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0851, top1-acc=97.17%, top5-acc=99.97%, remaining_time=0:01:39.659352, arrival_time=2021-04-15 05:21:40.402668, cost_time=0:00:25.553681 2021-04-15 05:20:07,089 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0846, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:01:33.145956, arrival_time=2021-04-15 05:21:40.234985, cost_time=0:00:31.899306 2021-04-15 05:20:13,428 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0812, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:01:26.674024, arrival_time=2021-04-15 05:21:40.102178, cost_time=0:00:38.238519 2021-04-15 05:20:19,774 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0790, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:01:20.253054, arrival_time=2021-04-15 05:21:40.027690, cost_time=0:00:44.584998 2021-04-15 05:20:26,122 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0774, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:01:13.852908, arrival_time=2021-04-15 05:21:39.975683, cost_time=0:00:50.933055 2021-04-15 05:20:32,466 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0764, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:01:07.459248, arrival_time=2021-04-15 05:21:39.925581, cost_time=0:00:57.276684 2021-04-15 05:20:38,803 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0771, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:01:01.069632, arrival_time=2021-04-15 05:21:39.873451, cost_time=0:01:03.614180 2021-04-15 05:20:45,142 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0780, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:54.690668, arrival_time=2021-04-15 05:21:39.833482, cost_time=0:01:09.953176 2021-04-15 05:20:51,480 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0790, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:48.317608, arrival_time=2021-04-15 05:21:39.798238, cost_time=0:01:16.290993 2021-04-15 05:20:57,820 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0801, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:41.951250, arrival_time=2021-04-15 05:21:39.772160, cost_time=0:01:22.631204 2021-04-15 05:21:04,161 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0811, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:35.588728, arrival_time=2021-04-15 05:21:39.750294, cost_time=0:01:28.971870 2021-04-15 05:21:10,507 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0817, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:29.230746, arrival_time=2021-04-15 05:21:39.737946, cost_time=0:01:35.317576 2021-04-15 05:21:16,844 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0812, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:22.872384, arrival_time=2021-04-15 05:21:39.717111, cost_time=0:01:41.655097 2021-04-15 05:21:23,190 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.0818, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:16.517774, arrival_time=2021-04-15 05:21:39.708273, cost_time=0:01:48.000862 2021-04-15 05:21:29,527 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0816, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:10.163392, arrival_time=2021-04-15 05:21:39.691107, cost_time=0:01:54.338080 2021-04-15 05:21:35,861 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0826, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:03.810672, arrival_time=2021-04-15 05:21:39.671739, cost_time=0:02:00.671348 2021-04-15 05:21:39,227 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0835, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:39.227808, cost_time=0:02:04.038187 2021-04-15 05:21:41,514 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.33ms, fps=1120 images/s, loss=0.3366, top1-acc=89.80%, top5-acc=99.65%, remaining_time=0:00:06.855330, arrival_time=2021-04-15 05:21:48.369800, cost_time=0:00:02.285112 2021-04-15 05:21:43,693 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.49ms, fps=1175 images/s, loss=0.3558, top1-acc=89.36%, top5-acc=99.63%, remaining_time=0:00:04.463840, arrival_time=2021-04-15 05:21:48.157024, cost_time=0:00:04.463841 2021-04-15 05:21:45,870 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.34ms, fps=1176 images/s, loss=0.3621, top1-acc=89.06%, top5-acc=99.66%, remaining_time=0:00:02.213800, arrival_time=2021-04-15 05:21:48.084549, cost_time=0:00:06.641401 2021-04-15 05:21:47,849 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=1.36ms, fps=1173 images/s, loss=0.3534, top1-acc=89.01%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:47.849410, cost_time=0:00:08.620094 2021-04-15 05:21:49,247 INFO : Epoch=0101 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:42:16.891722, arrival_time=2021-04-15 09:04:06.138953, cost_time=3:46:46.323878 2021-04-15 05:21:49,248 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 05:21:55,760 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.45ms, fps=393 images/s, loss=0.0996, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:02:01.117062, arrival_time=2021-04-15 05:23:56.877307, cost_time=0:00:06.511671 2021-04-15 05:22:02,102 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0882, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:01:53.110272, arrival_time=2021-04-15 05:23:55.212283, cost_time=0:00:12.853432 2021-04-15 05:22:08,448 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.0863, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:01:46.237178, arrival_time=2021-04-15 05:23:54.685252, cost_time=0:00:19.199495 2021-04-15 05:22:14,787 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0833, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:01:39.601788, arrival_time=2021-04-15 05:23:54.389406, cost_time=0:00:25.538913 2021-04-15 05:22:21,129 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0828, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:01:33.091790, arrival_time=2021-04-15 05:23:54.221030, cost_time=0:00:31.880733 2021-04-15 05:22:27,468 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0814, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:01:26.631320, arrival_time=2021-04-15 05:23:54.099493, cost_time=0:00:38.219675 2021-04-15 05:22:33,801 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0826, top1-acc=97.18%, top5-acc=99.98%, remaining_time=0:01:20.195976, arrival_time=2021-04-15 05:23:53.997774, cost_time=0:00:44.553310 2021-04-15 05:22:40,149 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0846, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:01:13.806624, arrival_time=2021-04-15 05:23:53.956291, cost_time=0:00:50.901093 2021-04-15 05:22:46,491 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.71ms, fps=404 images/s, loss=0.0844, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:01:07.419604, arrival_time=2021-04-15 05:23:53.911213, cost_time=0:00:57.243103 2021-04-15 05:22:52,836 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0852, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:01:01.044096, arrival_time=2021-04-15 05:23:53.880191, cost_time=0:01:03.587601 2021-04-15 05:22:59,180 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0844, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:54.673726, arrival_time=2021-04-15 05:23:53.853705, cost_time=0:01:09.931486 2021-04-15 05:23:05,523 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0848, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:48.307272, arrival_time=2021-04-15 05:23:53.830438, cost_time=0:01:16.274677 2021-04-15 05:23:11,858 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0865, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:41.940426, arrival_time=2021-04-15 05:23:53.798893, cost_time=0:01:22.609909 2021-04-15 05:23:18,209 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.0861, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:35.584192, arrival_time=2021-04-15 05:23:53.793236, cost_time=0:01:28.960452 2021-04-15 05:23:24,571 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.96ms, fps=402 images/s, loss=0.0869, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:29.232310, arrival_time=2021-04-15 05:23:53.803881, cost_time=0:01:35.322761 2021-04-15 05:23:30,927 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=2.04ms, fps=403 images/s, loss=0.0863, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:22.877748, arrival_time=2021-04-15 05:23:53.805244, cost_time=0:01:41.678922 2021-04-15 05:23:37,273 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0863, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:16.521492, arrival_time=2021-04-15 05:23:53.795273, cost_time=0:01:48.025183 2021-04-15 05:23:43,620 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.99ms, fps=403 images/s, loss=0.0853, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:10.166400, arrival_time=2021-04-15 05:23:53.786963, cost_time=0:01:54.371975 2021-04-15 05:23:49,973 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.0858, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:03.812364, arrival_time=2021-04-15 05:23:53.785755, cost_time=0:02:00.724808 2021-04-15 05:23:53,340 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0865, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:23:53.340879, cost_time=0:02:04.092384 2021-04-15 05:23:55,676 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.29ms, fps=1097 images/s, loss=0.4161, top1-acc=88.01%, top5-acc=99.45%, remaining_time=0:00:07.002720, arrival_time=2021-04-15 05:24:02.679616, cost_time=0:00:02.334244 2021-04-15 05:23:57,858 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.30ms, fps=1174 images/s, loss=0.4390, top1-acc=87.46%, top5-acc=99.36%, remaining_time=0:00:04.515660, arrival_time=2021-04-15 05:24:02.373967, cost_time=0:00:04.515664 2021-04-15 05:24:00,034 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.36ms, fps=1177 images/s, loss=0.4381, top1-acc=87.45%, top5-acc=99.44%, remaining_time=0:00:02.230540, arrival_time=2021-04-15 05:24:02.264807, cost_time=0:00:06.691626 2021-04-15 05:24:02,013 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=1.24ms, fps=1173 images/s, loss=0.4305, top1-acc=87.72%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 05:24:02.013342, cost_time=0:00:08.670619 2021-04-15 05:24:03,428 INFO : Epoch=0102 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:40:01.661928, arrival_time=2021-04-15 09:04:05.090534, cost_time=3:49:00.505253 2021-04-15 05:24:03,429 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 05:24:09,927 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.46ms, fps=394 images/s, loss=0.0789, top1-acc=97.23%, top5-acc=100.00%, remaining_time=0:02:00.848478, arrival_time=2021-04-15 05:26:10.775696, cost_time=0:00:06.497229 2021-04-15 05:24:16,265 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0733, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:01:52.949760, arrival_time=2021-04-15 05:26:09.214940, cost_time=0:00:12.835202 2021-04-15 05:24:22,605 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0792, top1-acc=97.28%, top5-acc=100.00%, remaining_time=0:01:46.103880, arrival_time=2021-04-15 05:26:08.709269, cost_time=0:00:19.175409 2021-04-15 05:24:28,946 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.0806, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:01:39.512868, arrival_time=2021-04-15 05:26:08.458995, cost_time=0:00:25.516133 2021-04-15 05:24:35,284 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0807, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:01:33.014264, arrival_time=2021-04-15 05:26:08.298503, cost_time=0:00:31.854177 2021-04-15 05:24:41,624 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0811, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:01:26.573656, arrival_time=2021-04-15 05:26:08.197879, cost_time=0:00:38.194247 2021-04-15 05:24:47,961 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0807, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:01:20.155782, arrival_time=2021-04-15 05:26:08.116743, cost_time=0:00:44.530970 2021-04-15 05:24:54,299 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0804, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:01:13.760224, arrival_time=2021-04-15 05:26:08.059292, cost_time=0:00:50.869091 2021-04-15 05:25:00,637 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0813, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:01:07.377416, arrival_time=2021-04-15 05:26:08.014631, cost_time=0:00:57.207237 2021-04-15 05:25:06,978 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0816, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:01:01.006656, arrival_time=2021-04-15 05:26:07.985280, cost_time=0:01:03.548647 2021-04-15 05:25:13,322 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0818, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:54.642766, arrival_time=2021-04-15 05:26:07.964800, cost_time=0:01:09.891948 2021-04-15 05:25:19,655 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0817, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:48.276340, arrival_time=2021-04-15 05:26:07.932071, cost_time=0:01:16.225750 2021-04-15 05:25:25,999 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0818, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:41.920032, arrival_time=2021-04-15 05:26:07.919731, cost_time=0:01:22.569712 2021-04-15 05:25:32,342 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0823, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:35.565096, arrival_time=2021-04-15 05:26:07.907880, cost_time=0:01:28.912805 2021-04-15 05:25:38,677 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0826, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:29.209264, arrival_time=2021-04-15 05:26:07.886857, cost_time=0:01:35.247614 2021-04-15 05:25:45,014 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0826, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:22.856616, arrival_time=2021-04-15 05:26:07.871499, cost_time=0:01:41.584906 2021-04-15 05:25:51,351 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0826, top1-acc=97.28%, top5-acc=99.99%, remaining_time=0:00:16.505554, arrival_time=2021-04-15 05:26:07.856499, cost_time=0:01:47.920881 2021-04-15 05:25:57,684 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0834, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:10.155952, arrival_time=2021-04-15 05:26:07.840397, cost_time=0:01:54.254451 2021-04-15 05:26:04,019 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0837, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:03.808086, arrival_time=2021-04-15 05:26:07.827433, cost_time=0:02:00.589368 2021-04-15 05:26:07,384 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0840, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:07.384481, cost_time=0:02:03.954514 2021-04-15 05:26:09,676 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.33ms, fps=1118 images/s, loss=0.4006, top1-acc=88.52%, top5-acc=99.49%, remaining_time=0:00:06.871110, arrival_time=2021-04-15 05:26:16.547537, cost_time=0:00:02.290370 2021-04-15 05:26:11,859 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=2.22ms, fps=1173 images/s, loss=0.4342, top1-acc=87.29%, top5-acc=99.37%, remaining_time=0:00:04.473640, arrival_time=2021-04-15 05:26:16.333510, cost_time=0:00:04.473634 2021-04-15 05:26:14,049 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.40ms, fps=1169 images/s, loss=0.4173, top1-acc=87.66%, top5-acc=99.51%, remaining_time=0:00:02.221240, arrival_time=2021-04-15 05:26:16.271029, cost_time=0:00:06.663732 2021-04-15 05:26:16,027 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=1.36ms, fps=1173 images/s, loss=0.4248, top1-acc=87.60%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:16.027531, cost_time=0:00:08.641426 2021-04-15 05:26:17,410 INFO : Epoch=0103 complete, best val top1-acc=89.10%, top5-acc=99.61% (epoch=97), remaining_time=3:37:46.264623, arrival_time=2021-04-15 09:04:03.675135, cost_time=3:51:14.487160 2021-04-15 05:26:17,411 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 05:26:23,919 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=2.06ms, fps=393 images/s, loss=0.1029, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:02:01.029642, arrival_time=2021-04-15 05:28:24.948636, cost_time=0:00:06.506974 2021-04-15 05:26:30,256 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.1002, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:01:53.028960, arrival_time=2021-04-15 05:28:23.285145, cost_time=0:00:12.844208 2021-04-15 05:26:36,601 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0980, top1-acc=96.64%, top5-acc=99.97%, remaining_time=0:01:46.180572, arrival_time=2021-04-15 05:28:22.781744, cost_time=0:00:19.189255 2021-04-15 05:26:42,947 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.0938, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:01:39.586968, arrival_time=2021-04-15 05:28:22.534090, cost_time=0:00:25.535140 2021-04-15 05:26:49,296 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0896, top1-acc=96.97%, top5-acc=99.98%, remaining_time=0:01:33.102886, arrival_time=2021-04-15 05:28:22.399321, cost_time=0:00:31.884528 2021-04-15 05:26:55,645 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0869, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:01:26.663280, arrival_time=2021-04-15 05:28:22.308963, cost_time=0:00:38.233789 2021-04-15 05:27:01,992 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0865, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:01:20.245116, arrival_time=2021-04-15 05:28:22.237674, cost_time=0:00:44.580655 2021-04-15 05:27:08,344 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.63ms, fps=403 images/s, loss=0.0864, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:01:13.851516, arrival_time=2021-04-15 05:28:22.195587, cost_time=0:00:50.932093 2021-04-15 05:27:14,693 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0858, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:01:07.464124, arrival_time=2021-04-15 05:28:22.157060, cost_time=0:00:57.280859 2021-04-15 05:27:21,032 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0854, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:01:01.075680, arrival_time=2021-04-15 05:28:22.108211, cost_time=0:01:03.620536 2021-04-15 05:27:27,372 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0850, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:54.696172, arrival_time=2021-04-15 05:28:22.068358, cost_time=0:01:09.960195 2021-04-15 05:27:33,708 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0842, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:48.320876, arrival_time=2021-04-15 05:28:22.028933, cost_time=0:01:16.296166 2021-04-15 05:27:40,052 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0825, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:41.955738, arrival_time=2021-04-15 05:28:22.007852, cost_time=0:01:22.640131 2021-04-15 05:27:46,392 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0819, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:00:35.592200, arrival_time=2021-04-15 05:28:21.984557, cost_time=0:01:28.980468 2021-04-15 05:27:52,737 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0825, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:29.233276, arrival_time=2021-04-15 05:28:21.971056, cost_time=0:01:35.325882 2021-04-15 05:27:59,086 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.80ms, fps=403 images/s, loss=0.0816, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:22.876776, arrival_time=2021-04-15 05:28:21.963243, cost_time=0:01:41.674484 2021-04-15 05:28:05,433 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0816, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:16.520920, arrival_time=2021-04-15 05:28:21.954267, cost_time=0:01:48.021464 2021-04-15 05:28:11,782 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0826, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:10.166272, arrival_time=2021-04-15 05:28:21.948702, cost_time=0:01:54.370527 2021-04-15 05:28:18,125 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0830, top1-acc=97.20%, top5-acc=99.99%, remaining_time=0:00:03.812004, arrival_time=2021-04-15 05:28:21.937335, cost_time=0:02:00.713438 2021-04-15 05:28:21,492 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0826, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:21.492145, cost_time=0:02:04.080261 2021-04-15 05:28:23,783 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.32ms, fps=1118 images/s, loss=0.3198, top1-acc=90.55%, top5-acc=99.57%, remaining_time=0:00:06.867900, arrival_time=2021-04-15 05:28:30.651018, cost_time=0:00:02.289299 2021-04-15 05:28:25,958 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.31ms, fps=1177 images/s, loss=0.3231, top1-acc=90.31%, top5-acc=99.69%, remaining_time=0:00:04.465040, arrival_time=2021-04-15 05:28:30.423897, cost_time=0:00:04.465047 2021-04-15 05:28:28,135 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.36ms, fps=1176 images/s, loss=0.3185, top1-acc=90.47%, top5-acc=99.61%, remaining_time=0:00:02.213810, arrival_time=2021-04-15 05:28:30.349044, cost_time=0:00:06.641429 2021-04-15 05:28:30,109 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=1.21ms, fps=1175 images/s, loss=0.3152, top1-acc=90.51%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:30.109444, cost_time=0:00:08.615667 2021-04-15 05:28:33,081 INFO : Epoch=0104 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:35:32.453952, arrival_time=2021-04-15 09:04:05.535826, cost_time=3:53:30.158496 2021-04-15 05:28:33,083 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 05:28:39,587 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.58ms, fps=394 images/s, loss=0.0749, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:02:00.971052, arrival_time=2021-04-15 05:30:40.558654, cost_time=0:00:06.503815 2021-04-15 05:28:45,918 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0683, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:01:52.940080, arrival_time=2021-04-15 05:30:38.857990, cost_time=0:00:12.834103 2021-04-15 05:28:52,254 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0670, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:01:46.079644, arrival_time=2021-04-15 05:30:38.334349, cost_time=0:00:19.171014 2021-04-15 05:28:58,595 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0692, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:01:39.493836, arrival_time=2021-04-15 05:30:38.088837, cost_time=0:00:25.511222 2021-04-15 05:29:04,932 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0696, top1-acc=97.65%, top5-acc=99.98%, remaining_time=0:01:32.999664, arrival_time=2021-04-15 05:30:37.932579, cost_time=0:00:31.849212 2021-04-15 05:29:11,271 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.65ms, fps=404 images/s, loss=0.0701, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:01:26.559512, arrival_time=2021-04-15 05:30:37.831208, cost_time=0:00:38.188007 2021-04-15 05:29:17,612 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0739, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:01:20.151246, arrival_time=2021-04-15 05:30:37.763428, cost_time=0:00:44.528496 2021-04-15 05:29:23,959 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0749, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:01:13.769736, arrival_time=2021-04-15 05:30:37.729182, cost_time=0:00:50.875666 2021-04-15 05:29:30,304 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0760, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:01:07.393422, arrival_time=2021-04-15 05:30:37.698002, cost_time=0:00:57.220852 2021-04-15 05:29:36,641 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0769, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:01:01.015296, arrival_time=2021-04-15 05:30:37.656557, cost_time=0:01:03.557574 2021-04-15 05:29:42,977 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0767, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:54.644486, arrival_time=2021-04-15 05:30:37.622329, cost_time=0:01:09.894154 2021-04-15 05:29:49,324 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0778, top1-acc=97.33%, top5-acc=99.99%, remaining_time=0:00:48.285688, arrival_time=2021-04-15 05:30:37.609926, cost_time=0:01:16.240547 2021-04-15 05:29:55,667 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0786, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:41.926896, arrival_time=2021-04-15 05:30:37.593935, cost_time=0:01:22.583257 2021-04-15 05:30:02,004 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0796, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:35.568064, arrival_time=2021-04-15 05:30:37.571945, cost_time=0:01:28.920183 2021-04-15 05:30:08,342 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0799, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:29.212576, arrival_time=2021-04-15 05:30:37.554607, cost_time=0:01:35.258340 2021-04-15 05:30:14,679 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0798, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:22.859100, arrival_time=2021-04-15 05:30:37.538846, cost_time=0:01:41.596062 2021-04-15 05:30:21,023 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0801, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:16.508414, arrival_time=2021-04-15 05:30:37.531669, cost_time=0:01:47.939568 2021-04-15 05:30:27,366 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0799, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:10.158464, arrival_time=2021-04-15 05:30:37.525081, cost_time=0:01:54.282808 2021-04-15 05:30:33,705 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0796, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:03.809118, arrival_time=2021-04-15 05:30:37.514782, cost_time=0:02:00.621981 2021-04-15 05:30:37,067 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0796, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:37.067794, cost_time=0:02:03.984121 2021-04-15 05:30:39,355 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=1.29ms, fps=1120 images/s, loss=0.4225, top1-acc=88.44%, top5-acc=99.30%, remaining_time=0:00:06.858030, arrival_time=2021-04-15 05:30:46.213498, cost_time=0:00:02.286013 2021-04-15 05:30:41,534 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.30ms, fps=1175 images/s, loss=0.3977, top1-acc=88.63%, top5-acc=99.41%, remaining_time=0:00:04.464560, arrival_time=2021-04-15 05:30:45.998679, cost_time=0:00:04.464559 2021-04-15 05:30:43,711 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.3912, top1-acc=88.95%, top5-acc=99.43%, remaining_time=0:00:02.214030, arrival_time=2021-04-15 05:30:45.925555, cost_time=0:00:06.642091 2021-04-15 05:30:45,686 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=1.11ms, fps=1175 images/s, loss=0.3705, top1-acc=89.28%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:45.686501, cost_time=0:00:08.617088 2021-04-15 05:30:47,106 INFO : Epoch=0105 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:33:17.118355, arrival_time=2021-04-15 09:04:04.225099, cost_time=3:55:44.183394 2021-04-15 05:30:47,107 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 05:30:53,636 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.41ms, fps=392 images/s, loss=0.0710, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:02:01.423032, arrival_time=2021-04-15 05:32:55.059302, cost_time=0:00:06.528122 2021-04-15 05:30:59,977 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0671, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:01:53.248784, arrival_time=2021-04-15 05:32:53.226089, cost_time=0:00:12.869186 2021-04-15 05:31:06,317 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0671, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:01:46.293286, arrival_time=2021-04-15 05:32:52.610970, cost_time=0:00:19.209640 2021-04-15 05:31:12,651 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0657, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:01:39.618792, arrival_time=2021-04-15 05:32:52.270215, cost_time=0:00:25.543289 2021-04-15 05:31:18,991 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0661, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:01:33.099966, arrival_time=2021-04-15 05:32:52.091561, cost_time=0:00:31.883534 2021-04-15 05:31:25,336 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0673, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:01:26.650496, arrival_time=2021-04-15 05:32:51.986675, cost_time=0:00:38.228140 2021-04-15 05:31:31,682 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0674, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:01:20.233650, arrival_time=2021-04-15 05:32:51.915967, cost_time=0:00:44.574281 2021-04-15 05:31:38,016 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0692, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:01:13.817296, arrival_time=2021-04-15 05:32:51.833958, cost_time=0:00:50.908516 2021-04-15 05:31:44,358 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0686, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:01:07.428508, arrival_time=2021-04-15 05:32:51.787172, cost_time=0:00:57.250628 2021-04-15 05:31:50,699 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0699, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:01:01.047360, arrival_time=2021-04-15 05:32:51.746411, cost_time=0:01:03.591021 2021-04-15 05:31:57,037 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0700, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:54.672436, arrival_time=2021-04-15 05:32:51.710282, cost_time=0:01:09.929807 2021-04-15 05:32:03,383 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0710, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:48.307424, arrival_time=2021-04-15 05:32:51.690427, cost_time=0:01:16.274908 2021-04-15 05:32:09,727 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0715, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:41.944980, arrival_time=2021-04-15 05:32:51.672049, cost_time=0:01:22.618937 2021-04-15 05:32:16,071 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0724, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:35.585424, arrival_time=2021-04-15 05:32:51.657163, cost_time=0:01:28.963600 2021-04-15 05:32:22,412 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0726, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:29.226698, arrival_time=2021-04-15 05:32:51.639329, cost_time=0:01:35.304493 2021-04-15 05:32:28,756 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0730, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:22.870944, arrival_time=2021-04-15 05:32:51.627640, cost_time=0:01:41.648665 2021-04-15 05:32:35,093 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0741, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:16.515408, arrival_time=2021-04-15 05:32:51.608961, cost_time=0:01:47.985421 2021-04-15 05:32:41,436 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0753, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:10.162512, arrival_time=2021-04-15 05:32:51.598789, cost_time=0:01:54.328241 2021-04-15 05:32:47,778 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0756, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:00:03.810660, arrival_time=2021-04-15 05:32:51.589506, cost_time=0:02:00.670810 2021-04-15 05:32:51,142 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0754, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:51.142806, cost_time=0:02:04.034780 2021-04-15 05:32:53,464 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=1.30ms, fps=1104 images/s, loss=0.3008, top1-acc=90.74%, top5-acc=99.73%, remaining_time=0:00:06.958890, arrival_time=2021-04-15 05:33:00.422979, cost_time=0:00:02.319634 2021-04-15 05:32:55,641 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.39ms, fps=1176 images/s, loss=0.3311, top1-acc=89.49%, top5-acc=99.67%, remaining_time=0:00:04.496920, arrival_time=2021-04-15 05:33:00.138288, cost_time=0:00:04.496915 2021-04-15 05:32:57,818 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.26ms, fps=1176 images/s, loss=0.3397, top1-acc=89.43%, top5-acc=99.61%, remaining_time=0:00:02.224490, arrival_time=2021-04-15 05:33:00.042483, cost_time=0:00:06.673473 2021-04-15 05:32:59,802 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=1.22ms, fps=1169 images/s, loss=0.3456, top1-acc=89.45%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:59.802784, cost_time=0:00:08.658353 2021-04-15 05:33:01,169 INFO : Epoch=0106 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:31:01.841078, arrival_time=2021-04-15 09:04:03.010797, cost_time=3:57:58.246344 2021-04-15 05:33:01,171 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 05:33:07,659 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=2.02ms, fps=395 images/s, loss=0.0763, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:02:00.687588, arrival_time=2021-04-15 05:35:08.347475, cost_time=0:00:06.488582 2021-04-15 05:33:14,008 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.86ms, fps=403 images/s, loss=0.0745, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:01:52.962608, arrival_time=2021-04-15 05:35:06.970587, cost_time=0:00:12.836663 2021-04-15 05:33:20,351 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0732, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:01:46.129776, arrival_time=2021-04-15 05:35:06.481094, cost_time=0:00:19.180086 2021-04-15 05:33:26,694 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0725, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:01:39.539856, arrival_time=2021-04-15 05:35:06.234265, cost_time=0:00:25.523052 2021-04-15 05:33:33,034 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0712, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:01:33.039376, arrival_time=2021-04-15 05:35:06.073435, cost_time=0:00:31.862820 2021-04-15 05:33:39,370 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0709, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:01:26.584128, arrival_time=2021-04-15 05:35:05.954217, cost_time=0:00:38.198867 2021-04-15 05:33:45,717 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0711, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:01:20.182998, arrival_time=2021-04-15 05:35:05.900357, cost_time=0:00:44.546137 2021-04-15 05:33:52,073 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.0717, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:01:13.807320, arrival_time=2021-04-15 05:35:05.880245, cost_time=0:00:50.901620 2021-04-15 05:33:58,425 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0721, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:01:07.432960, arrival_time=2021-04-15 05:35:05.858591, cost_time=0:00:57.254403 2021-04-15 05:34:04,771 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0702, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:01:01.056288, arrival_time=2021-04-15 05:35:05.827849, cost_time=0:01:03.600339 2021-04-15 05:34:11,119 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.0694, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:54.686798, arrival_time=2021-04-15 05:35:05.806246, cost_time=0:01:09.948226 2021-04-15 05:34:17,458 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.0707, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:48.315404, arrival_time=2021-04-15 05:35:05.774111, cost_time=0:01:16.287487 2021-04-15 05:34:23,806 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.0715, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:41.953362, arrival_time=2021-04-15 05:35:05.760120, cost_time=0:01:22.635411 2021-04-15 05:34:30,159 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.0727, top1-acc=97.48%, top5-acc=99.99%, remaining_time=0:00:35.595336, arrival_time=2021-04-15 05:35:05.754951, cost_time=0:01:28.988388 2021-04-15 05:34:36,505 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.0732, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:29.235760, arrival_time=2021-04-15 05:35:05.741017, cost_time=0:01:35.334035 2021-04-15 05:34:42,859 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.0730, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:22.879908, arrival_time=2021-04-15 05:35:05.739578, cost_time=0:01:41.688449 2021-04-15 05:34:49,199 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0736, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:16.521960, arrival_time=2021-04-15 05:35:05.721312, cost_time=0:01:48.028130 2021-04-15 05:34:55,556 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.0739, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:10.167568, arrival_time=2021-04-15 05:35:05.724068, cost_time=0:01:54.385115 2021-04-15 05:35:01,925 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.85ms, fps=402 images/s, loss=0.0741, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:03.813300, arrival_time=2021-04-15 05:35:05.739187, cost_time=0:02:00.754554 2021-04-15 05:35:05,289 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0740, top1-acc=97.44%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:05.289799, cost_time=0:02:04.118506 2021-04-15 05:35:07,615 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.31ms, fps=1102 images/s, loss=0.3592, top1-acc=89.49%, top5-acc=99.53%, remaining_time=0:00:06.972180, arrival_time=2021-04-15 05:35:14.587764, cost_time=0:00:02.324055 2021-04-15 05:35:09,801 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.33ms, fps=1172 images/s, loss=0.3667, top1-acc=89.59%, top5-acc=99.61%, remaining_time=0:00:04.509480, arrival_time=2021-04-15 05:35:14.310467, cost_time=0:00:04.509478 2021-04-15 05:35:11,983 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.46ms, fps=1173 images/s, loss=0.3850, top1-acc=89.14%, top5-acc=99.57%, remaining_time=0:00:02.230660, arrival_time=2021-04-15 05:35:14.214252, cost_time=0:00:06.691987 2021-04-15 05:35:13,959 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=1.05ms, fps=1174 images/s, loss=0.4012, top1-acc=89.06%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:13.959714, cost_time=0:00:08.668220 2021-04-15 05:35:15,317 INFO : Epoch=0107 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:28:46.659924, arrival_time=2021-04-15 09:04:01.976912, cost_time=4:00:12.393628 2021-04-15 05:35:15,318 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 05:35:21,851 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.37ms, fps=392 images/s, loss=0.0661, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:02:01.514172, arrival_time=2021-04-15 05:37:23.365626, cost_time=0:00:06.533015 2021-04-15 05:35:28,191 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0614, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:01:53.281520, arrival_time=2021-04-15 05:37:21.472967, cost_time=0:00:12.872903 2021-04-15 05:35:34,527 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0609, top1-acc=98.03%, top5-acc=99.97%, remaining_time=0:01:46.287642, arrival_time=2021-04-15 05:37:20.814617, cost_time=0:00:19.208607 2021-04-15 05:35:40,870 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0619, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:01:39.651396, arrival_time=2021-04-15 05:37:20.521484, cost_time=0:00:25.551642 2021-04-15 05:35:47,208 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0635, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:01:33.118070, arrival_time=2021-04-15 05:37:20.326193, cost_time=0:00:31.889755 2021-04-15 05:35:53,549 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0638, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:01:26.656480, arrival_time=2021-04-15 05:37:20.205611, cost_time=0:00:38.230780 2021-04-15 05:35:59,891 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0640, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:01:20.231508, arrival_time=2021-04-15 05:37:20.122898, cost_time=0:00:44.573039 2021-04-15 05:36:06,229 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0654, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:01:13.821356, arrival_time=2021-04-15 05:37:20.051156, cost_time=0:00:50.911314 2021-04-15 05:36:12,572 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0645, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:01:07.432854, arrival_time=2021-04-15 05:37:20.005498, cost_time=0:00:57.254278 2021-04-15 05:36:18,921 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0639, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:01:01.059072, arrival_time=2021-04-15 05:37:19.980595, cost_time=0:01:03.603170 2021-04-15 05:36:25,266 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0642, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:54.686540, arrival_time=2021-04-15 05:37:19.952784, cost_time=0:01:09.947890 2021-04-15 05:36:31,617 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0651, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:48.322624, arrival_time=2021-04-15 05:37:19.939821, cost_time=0:01:16.298844 2021-04-15 05:36:37,968 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0659, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:41.960622, arrival_time=2021-04-15 05:37:19.928726, cost_time=0:01:22.649745 2021-04-15 05:36:44,309 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0666, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:35.596176, arrival_time=2021-04-15 05:37:19.905150, cost_time=0:01:28.990499 2021-04-15 05:36:50,649 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0677, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:29.234840, arrival_time=2021-04-15 05:37:19.884210, cost_time=0:01:35.331019 2021-04-15 05:36:56,994 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0678, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:22.877028, arrival_time=2021-04-15 05:37:19.871114, cost_time=0:01:41.675733 2021-04-15 05:37:03,335 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0685, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:16.520270, arrival_time=2021-04-15 05:37:19.855742, cost_time=0:01:48.017125 2021-04-15 05:37:09,672 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0696, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:10.164832, arrival_time=2021-04-15 05:37:19.837498, cost_time=0:01:54.354315 2021-04-15 05:37:16,005 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0701, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:03.811164, arrival_time=2021-04-15 05:37:19.816539, cost_time=0:02:00.686931 2021-04-15 05:37:19,373 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0707, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:19.373773, cost_time=0:02:04.055431 2021-04-15 05:37:21,661 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.27ms, fps=1120 images/s, loss=0.4254, top1-acc=88.36%, top5-acc=99.41%, remaining_time=0:00:06.858660, arrival_time=2021-04-15 05:37:28.520374, cost_time=0:00:02.286216 2021-04-15 05:37:23,839 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.30ms, fps=1176 images/s, loss=0.4113, top1-acc=88.44%, top5-acc=99.43%, remaining_time=0:00:04.463640, arrival_time=2021-04-15 05:37:28.302773, cost_time=0:00:04.463644 2021-04-15 05:37:26,018 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.28ms, fps=1175 images/s, loss=0.4121, top1-acc=88.44%, top5-acc=99.43%, remaining_time=0:00:02.214380, arrival_time=2021-04-15 05:37:28.233017, cost_time=0:00:06.643132 2021-04-15 05:37:27,995 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=1.14ms, fps=1174 images/s, loss=0.4089, top1-acc=88.51%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:27.995498, cost_time=0:00:08.620034 2021-04-15 05:37:29,566 INFO : Epoch=0108 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:26:31.584788, arrival_time=2021-04-15 09:04:01.151132, cost_time=4:02:26.642978 2021-04-15 05:37:29,567 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 05:37:36,078 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.95ms, fps=393 images/s, loss=0.0665, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:02:01.104972, arrival_time=2021-04-15 05:39:37.183730, cost_time=0:00:06.511024 2021-04-15 05:37:42,426 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0704, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:01:53.154096, arrival_time=2021-04-15 05:39:35.580232, cost_time=0:00:12.858413 2021-04-15 05:37:48,773 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0660, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:01:46.270046, arrival_time=2021-04-15 05:39:35.043105, cost_time=0:00:19.205419 2021-04-15 05:37:55,113 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0679, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:01:39.629400, arrival_time=2021-04-15 05:39:34.743121, cost_time=0:00:25.546010 2021-04-15 05:38:01,452 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0693, top1-acc=97.64%, top5-acc=99.98%, remaining_time=0:01:33.103032, arrival_time=2021-04-15 05:39:34.555246, cost_time=0:00:31.884590 2021-04-15 05:38:07,790 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0706, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:01:26.637576, arrival_time=2021-04-15 05:39:34.427643, cost_time=0:00:38.222446 2021-04-15 05:38:14,134 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0688, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:01:20.220168, arrival_time=2021-04-15 05:39:34.354516, cost_time=0:00:44.566728 2021-04-15 05:38:20,480 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0697, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:01:13.822748, arrival_time=2021-04-15 05:39:34.302704, cost_time=0:00:50.912248 2021-04-15 05:38:26,823 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0713, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:01:07.434550, arrival_time=2021-04-15 05:39:34.257938, cost_time=0:00:57.255757 2021-04-15 05:38:33,164 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0712, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:01:01.053312, arrival_time=2021-04-15 05:39:34.218114, cost_time=0:01:03.597182 2021-04-15 05:38:39,498 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0720, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:54.673124, arrival_time=2021-04-15 05:39:34.171430, cost_time=0:01:09.930700 2021-04-15 05:38:45,835 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0726, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:48.302864, arrival_time=2021-04-15 05:39:34.138129, cost_time=0:01:16.267649 2021-04-15 05:38:52,180 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0722, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:41.941944, arrival_time=2021-04-15 05:39:34.122504, cost_time=0:01:22.612936 2021-04-15 05:38:58,530 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0721, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:35.585144, arrival_time=2021-04-15 05:39:34.115756, cost_time=0:01:28.962904 2021-04-15 05:39:04,872 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0718, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:29.226790, arrival_time=2021-04-15 05:39:34.099182, cost_time=0:01:35.304765 2021-04-15 05:39:11,214 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0710, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:22.870584, arrival_time=2021-04-15 05:39:34.085231, cost_time=0:01:41.647029 2021-04-15 05:39:17,555 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0711, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:16.515850, arrival_time=2021-04-15 05:39:34.071687, cost_time=0:01:47.988219 2021-04-15 05:39:23,898 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0716, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:10.162736, arrival_time=2021-04-15 05:39:34.061093, cost_time=0:01:54.330742 2021-04-15 05:39:30,242 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0729, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:03.810780, arrival_time=2021-04-15 05:39:34.053123, cost_time=0:02:00.674727 2021-04-15 05:39:33,606 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0734, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:33.606809, cost_time=0:02:04.039139 2021-04-15 05:39:35,903 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=1.26ms, fps=1115 images/s, loss=0.4221, top1-acc=88.20%, top5-acc=99.41%, remaining_time=0:00:06.885420, arrival_time=2021-04-15 05:39:42.788986, cost_time=0:00:02.295141 2021-04-15 05:39:38,081 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.4288, top1-acc=88.01%, top5-acc=99.49%, remaining_time=0:00:04.473000, arrival_time=2021-04-15 05:39:42.554446, cost_time=0:00:04.473001 2021-04-15 05:39:40,261 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.35ms, fps=1174 images/s, loss=0.4203, top1-acc=88.42%, top5-acc=99.53%, remaining_time=0:00:02.217740, arrival_time=2021-04-15 05:39:42.479394, cost_time=0:00:06.653234 2021-04-15 05:39:42,237 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=1.11ms, fps=1174 images/s, loss=0.4241, top1-acc=88.56%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:42.237519, cost_time=0:00:08.629121 2021-04-15 05:39:43,682 INFO : Epoch=0109 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:24:16.413715, arrival_time=2021-04-15 09:04:00.096308, cost_time=4:04:40.759234 2021-04-15 05:39:43,683 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 05:39:50,207 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.52ms, fps=392 images/s, loss=0.0885, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:02:01.331892, arrival_time=2021-04-15 05:41:51.539119, cost_time=0:00:06.523221 2021-04-15 05:39:56,556 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0932, top1-acc=96.95%, top5-acc=99.96%, remaining_time=0:01:53.278000, arrival_time=2021-04-15 05:41:49.834529, cost_time=0:00:12.872496 2021-04-15 05:40:02,906 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.0874, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:01:46.365164, arrival_time=2021-04-15 05:41:49.271809, cost_time=0:00:19.222630 2021-04-15 05:40:09,258 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0879, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:01:39.738444, arrival_time=2021-04-15 05:41:48.996529, cost_time=0:00:25.573963 2021-04-15 05:40:15,602 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0877, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:01:33.201874, arrival_time=2021-04-15 05:41:48.804258, cost_time=0:00:31.918454 2021-04-15 05:40:21,941 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0869, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:01:26.716184, arrival_time=2021-04-15 05:41:48.657218, cost_time=0:00:38.257117 2021-04-15 05:40:28,281 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0855, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:01:20.276238, arrival_time=2021-04-15 05:41:48.558055, cost_time=0:00:44.597896 2021-04-15 05:40:34,620 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0841, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:01:13.857548, arrival_time=2021-04-15 05:41:48.477778, cost_time=0:00:50.936218 2021-04-15 05:40:40,964 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0815, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:01:07.464124, arrival_time=2021-04-15 05:41:48.428914, cost_time=0:00:57.280848 2021-04-15 05:40:47,318 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.0810, top1-acc=97.25%, top5-acc=99.99%, remaining_time=0:01:01.088928, arrival_time=2021-04-15 05:41:48.407137, cost_time=0:01:03.634292 2021-04-15 05:40:53,658 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.0811, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:54.707008, arrival_time=2021-04-15 05:41:48.364992, cost_time=0:01:09.974068 2021-04-15 05:40:59,998 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0806, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:48.332808, arrival_time=2021-04-15 05:41:48.331702, cost_time=0:01:16.314980 2021-04-15 05:41:06,333 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0799, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:41.960358, arrival_time=2021-04-15 05:41:48.293568, cost_time=0:01:22.649227 2021-04-15 05:41:12,669 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0789, top1-acc=97.30%, top5-acc=99.99%, remaining_time=0:00:35.594328, arrival_time=2021-04-15 05:41:48.264110, cost_time=0:01:28.985838 2021-04-15 05:41:19,009 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0776, top1-acc=97.36%, top5-acc=99.99%, remaining_time=0:00:29.233138, arrival_time=2021-04-15 05:41:48.242538, cost_time=0:01:35.325464 2021-04-15 05:41:25,342 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0764, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:00:22.873248, arrival_time=2021-04-15 05:41:48.216039, cost_time=0:01:41.658869 2021-04-15 05:41:31,677 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0759, top1-acc=97.43%, top5-acc=99.99%, remaining_time=0:00:16.516682, arrival_time=2021-04-15 05:41:48.194338, cost_time=0:01:47.993738 2021-04-15 05:41:38,016 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0754, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:10.162928, arrival_time=2021-04-15 05:41:48.179715, cost_time=0:01:54.332875 2021-04-15 05:41:44,355 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.07ms, fps=404 images/s, loss=0.0755, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:03.810678, arrival_time=2021-04-15 05:41:48.166085, cost_time=0:02:00.671429 2021-04-15 05:41:47,722 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0755, top1-acc=97.46%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:47.722188, cost_time=0:02:04.038274 2021-04-15 05:41:50,027 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.27ms, fps=1111 images/s, loss=0.3677, top1-acc=89.34%, top5-acc=99.57%, remaining_time=0:00:06.910110, arrival_time=2021-04-15 05:41:56.937382, cost_time=0:00:02.303370 2021-04-15 05:41:52,204 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.50ms, fps=1176 images/s, loss=0.3774, top1-acc=89.61%, top5-acc=99.51%, remaining_time=0:00:04.480800, arrival_time=2021-04-15 05:41:56.685505, cost_time=0:00:04.480806 2021-04-15 05:41:54,380 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.30ms, fps=1177 images/s, loss=0.3639, top1-acc=89.88%, top5-acc=99.49%, remaining_time=0:00:02.218780, arrival_time=2021-04-15 05:41:56.599022, cost_time=0:00:06.656337 2021-04-15 05:41:56,363 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=1.19ms, fps=1170 images/s, loss=0.3626, top1-acc=89.85%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:56.363411, cost_time=0:00:08.639541 2021-04-15 05:41:57,721 INFO : Epoch=0110 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:22:01.198830, arrival_time=2021-04-15 09:03:58.920719, cost_time=4:06:54.798529 2021-04-15 05:41:57,723 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 05:42:04,247 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.32ms, fps=392 images/s, loss=0.0649, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:02:01.340634, arrival_time=2021-04-15 05:44:05.587589, cost_time=0:00:06.523687 2021-04-15 05:42:10,577 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0633, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:01:53.118896, arrival_time=2021-04-15 05:44:03.696595, cost_time=0:00:12.854421 2021-04-15 05:42:16,921 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0664, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:01:46.226886, arrival_time=2021-04-15 05:44:03.147848, cost_time=0:00:19.197627 2021-04-15 05:42:23,272 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0650, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:01:39.639540, arrival_time=2021-04-15 05:44:02.911536, cost_time=0:00:25.548617 2021-04-15 05:42:29,624 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.68ms, fps=403 images/s, loss=0.0637, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:01:33.152380, arrival_time=2021-04-15 05:44:02.777087, cost_time=0:00:31.901515 2021-04-15 05:42:35,976 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0672, top1-acc=97.77%, top5-acc=100.00%, remaining_time=0:01:26.707888, arrival_time=2021-04-15 05:44:02.684571, cost_time=0:00:38.253504 2021-04-15 05:42:42,329 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0692, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:01:20.290476, arrival_time=2021-04-15 05:44:02.619501, cost_time=0:00:44.605847 2021-04-15 05:42:48,678 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.96ms, fps=403 images/s, loss=0.0673, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:01:13.884228, arrival_time=2021-04-15 05:44:02.562139, cost_time=0:00:50.954607 2021-04-15 05:42:55,024 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0670, top1-acc=97.71%, top5-acc=100.00%, remaining_time=0:01:07.488080, arrival_time=2021-04-15 05:44:02.512555, cost_time=0:00:57.301203 2021-04-15 05:43:01,365 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0683, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:01:01.096128, arrival_time=2021-04-15 05:44:02.461233, cost_time=0:01:03.641837 2021-04-15 05:43:07,709 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0680, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:54.716726, arrival_time=2021-04-15 05:44:02.426365, cost_time=0:01:09.986462 2021-04-15 05:43:14,049 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0694, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:48.340104, arrival_time=2021-04-15 05:44:02.389828, cost_time=0:01:16.326458 2021-04-15 05:43:20,384 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0690, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:41.966628, arrival_time=2021-04-15 05:44:02.351387, cost_time=0:01:22.661577 2021-04-15 05:43:26,726 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0688, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:35.601104, arrival_time=2021-04-15 05:44:02.327088, cost_time=0:01:29.002807 2021-04-15 05:43:33,061 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0688, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:29.236864, arrival_time=2021-04-15 05:44:02.297880, cost_time=0:01:35.337649 2021-04-15 05:43:39,394 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0688, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:22.875912, arrival_time=2021-04-15 05:44:02.269858, cost_time=0:01:41.670760 2021-04-15 05:43:45,736 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0698, top1-acc=97.67%, top5-acc=99.99%, remaining_time=0:00:16.519672, arrival_time=2021-04-15 05:44:02.256079, cost_time=0:01:48.013222 2021-04-15 05:43:52,083 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0705, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:10.165344, arrival_time=2021-04-15 05:44:02.248720, cost_time=0:01:54.360196 2021-04-15 05:43:58,435 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.26ms, fps=403 images/s, loss=0.0714, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:03.811962, arrival_time=2021-04-15 05:44:02.247250, cost_time=0:02:00.712105 2021-04-15 05:44:01,806 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.25ms, fps=403 images/s, loss=0.0714, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:01.806304, cost_time=0:02:04.083130 2021-04-15 05:44:04,116 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=1.59ms, fps=1109 images/s, loss=0.2961, top1-acc=91.02%, top5-acc=99.65%, remaining_time=0:00:06.924300, arrival_time=2021-04-15 05:44:11.040524, cost_time=0:00:02.308098 2021-04-15 05:44:06,292 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.3237, top1-acc=90.21%, top5-acc=99.69%, remaining_time=0:00:04.484860, arrival_time=2021-04-15 05:44:10.777746, cost_time=0:00:04.484860 2021-04-15 05:44:08,471 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.31ms, fps=1175 images/s, loss=0.3223, top1-acc=90.30%, top5-acc=99.60%, remaining_time=0:00:02.221120, arrival_time=2021-04-15 05:44:10.692523, cost_time=0:00:06.663354 2021-04-15 05:44:10,445 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=1.22ms, fps=1175 images/s, loss=0.3220, top1-acc=90.26%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:10.445523, cost_time=0:00:08.637514 2021-04-15 05:44:11,889 INFO : Epoch=0111 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:19:46.107663, arrival_time=2021-04-15 09:03:57.996784, cost_time=4:09:08.965770 2021-04-15 05:44:11,890 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 05:44:18,411 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.86ms, fps=393 images/s, loss=0.0673, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:02:01.295436, arrival_time=2021-04-15 05:46:19.707300, cost_time=0:00:06.521261 2021-04-15 05:44:24,762 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0618, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:01:53.267440, arrival_time=2021-04-15 05:46:18.029352, cost_time=0:00:12.871299 2021-04-15 05:44:31,102 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0656, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:01:46.308558, arrival_time=2021-04-15 05:46:17.411446, cost_time=0:00:19.212402 2021-04-15 05:44:37,438 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0630, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:01:39.636264, arrival_time=2021-04-15 05:46:17.074581, cost_time=0:00:25.547742 2021-04-15 05:44:43,773 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0646, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:01:33.097776, arrival_time=2021-04-15 05:46:16.871107, cost_time=0:00:31.882805 2021-04-15 05:44:50,119 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0646, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:01:26.653488, arrival_time=2021-04-15 05:46:16.773438, cost_time=0:00:38.229470 2021-04-15 05:44:56,461 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.63ms, fps=404 images/s, loss=0.0657, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:01:20.227728, arrival_time=2021-04-15 05:46:16.689160, cost_time=0:00:44.570951 2021-04-15 05:45:02,805 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0663, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:01:13.826692, arrival_time=2021-04-15 05:46:16.632259, cost_time=0:00:50.914995 2021-04-15 05:45:09,155 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0672, top1-acc=97.79%, top5-acc=100.00%, remaining_time=0:01:07.445044, arrival_time=2021-04-15 05:46:16.600231, cost_time=0:00:57.264688 2021-04-15 05:45:15,500 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.57ms, fps=403 images/s, loss=0.0682, top1-acc=97.76%, top5-acc=100.00%, remaining_time=0:01:01.065984, arrival_time=2021-04-15 05:46:16.566928, cost_time=0:01:03.610436 2021-04-15 05:45:21,843 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0690, top1-acc=97.74%, top5-acc=100.00%, remaining_time=0:00:54.690152, arrival_time=2021-04-15 05:46:16.533160, cost_time=0:01:09.952518 2021-04-15 05:45:28,181 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0693, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:48.317532, arrival_time=2021-04-15 05:46:16.498862, cost_time=0:01:16.290850 2021-04-15 05:45:34,521 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0688, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:41.950854, arrival_time=2021-04-15 05:46:16.471944, cost_time=0:01:22.630517 2021-04-15 05:45:40,861 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0677, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:35.588280, arrival_time=2021-04-15 05:46:16.449437, cost_time=0:01:28.970653 2021-04-15 05:45:47,202 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0672, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:29.229090, arrival_time=2021-04-15 05:46:16.431822, cost_time=0:01:35.312252 2021-04-15 05:45:53,544 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0674, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:22.872204, arrival_time=2021-04-15 05:46:16.416946, cost_time=0:01:41.654257 2021-04-15 05:45:59,884 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0674, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:16.516682, arrival_time=2021-04-15 05:46:16.400882, cost_time=0:01:47.993715 2021-04-15 05:46:06,225 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0674, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:10.163072, arrival_time=2021-04-15 05:46:16.388178, cost_time=0:01:54.334538 2021-04-15 05:46:12,563 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0682, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:03.810738, arrival_time=2021-04-15 05:46:16.374642, cost_time=0:02:00.673411 2021-04-15 05:46:15,927 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0686, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:15.927036, cost_time=0:02:04.036561 2021-04-15 05:46:18,218 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=1.33ms, fps=1118 images/s, loss=0.3646, top1-acc=89.96%, top5-acc=99.61%, remaining_time=0:00:06.868830, arrival_time=2021-04-15 05:46:25.087253, cost_time=0:00:02.289611 2021-04-15 05:46:20,393 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.52ms, fps=1177 images/s, loss=0.3377, top1-acc=90.31%, top5-acc=99.59%, remaining_time=0:00:04.465080, arrival_time=2021-04-15 05:46:24.858965, cost_time=0:00:04.465077 2021-04-15 05:46:22,569 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.34ms, fps=1177 images/s, loss=0.3543, top1-acc=90.08%, top5-acc=99.62%, remaining_time=0:00:02.213690, arrival_time=2021-04-15 05:46:24.783581, cost_time=0:00:06.641083 2021-04-15 05:46:24,544 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=1.16ms, fps=1175 images/s, loss=0.3399, top1-acc=90.08%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:24.544444, cost_time=0:00:08.615670 2021-04-15 05:46:25,919 INFO : Epoch=0112 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:17:30.925680, arrival_time=2021-04-15 09:03:56.845406, cost_time=4:11:22.996374 2021-04-15 05:46:25,921 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 05:46:32,429 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=4.92ms, fps=393 images/s, loss=0.0628, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:02:01.046754, arrival_time=2021-04-15 05:48:33.475965, cost_time=0:00:06.507886 2021-04-15 05:46:38,762 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0681, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:01:53.000096, arrival_time=2021-04-15 05:48:31.762362, cost_time=0:00:12.840920 2021-04-15 05:46:45,108 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0667, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:01:46.166960, arrival_time=2021-04-15 05:48:31.275069, cost_time=0:00:19.186808 2021-04-15 05:46:51,443 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0656, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:01:39.536268, arrival_time=2021-04-15 05:48:30.979704, cost_time=0:00:25.522132 2021-04-15 05:46:57,785 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0625, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:01:33.044340, arrival_time=2021-04-15 05:48:30.830155, cost_time=0:00:31.864509 2021-04-15 05:47:04,123 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0617, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:01:26.592016, arrival_time=2021-04-15 05:48:30.715580, cost_time=0:00:38.202352 2021-04-15 05:47:10,463 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0610, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:01:20.175060, arrival_time=2021-04-15 05:48:30.638108, cost_time=0:00:44.541735 2021-04-15 05:47:16,803 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0615, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:01:13.778900, arrival_time=2021-04-15 05:48:30.582086, cost_time=0:00:50.881966 2021-04-15 05:47:23,138 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0608, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:01:07.389712, arrival_time=2021-04-15 05:48:30.528622, cost_time=0:00:57.217701 2021-04-15 05:47:29,479 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0604, top1-acc=98.02%, top5-acc=100.00%, remaining_time=0:01:01.015872, arrival_time=2021-04-15 05:48:30.495318, cost_time=0:01:03.558239 2021-04-15 05:47:35,830 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0609, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:54.656268, arrival_time=2021-04-15 05:48:30.486781, cost_time=0:01:09.909196 2021-04-15 05:47:42,176 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0621, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:48.294884, arrival_time=2021-04-15 05:48:30.471141, cost_time=0:01:16.255045 2021-04-15 05:47:48,516 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0631, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:41.932902, arrival_time=2021-04-15 05:48:30.449215, cost_time=0:01:22.595110 2021-04-15 05:47:54,856 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0628, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:35.574000, arrival_time=2021-04-15 05:48:30.430167, cost_time=0:01:28.934955 2021-04-15 05:48:01,199 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0633, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:29.218510, arrival_time=2021-04-15 05:48:30.417622, cost_time=0:01:35.277687 2021-04-15 05:48:07,531 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0632, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:22.862304, arrival_time=2021-04-15 05:48:30.393868, cost_time=0:01:41.610212 2021-04-15 05:48:13,875 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0630, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:16.510702, arrival_time=2021-04-15 05:48:30.386490, cost_time=0:01:47.954576 2021-04-15 05:48:20,210 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0635, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:10.159008, arrival_time=2021-04-15 05:48:30.369055, cost_time=0:01:54.288835 2021-04-15 05:48:26,544 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0644, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:03.809166, arrival_time=2021-04-15 05:48:30.353886, cost_time=0:02:00.623506 2021-04-15 05:48:29,912 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0646, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:29.912284, cost_time=0:02:03.991088 2021-04-15 05:48:32,199 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.34ms, fps=1120 images/s, loss=0.4063, top1-acc=88.44%, top5-acc=99.53%, remaining_time=0:00:06.854850, arrival_time=2021-04-15 05:48:39.053808, cost_time=0:00:02.284953 2021-04-15 05:48:34,375 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.21ms, fps=1176 images/s, loss=0.3770, top1-acc=89.36%, top5-acc=99.51%, remaining_time=0:00:04.461880, arrival_time=2021-04-15 05:48:38.837754, cost_time=0:00:04.461888 2021-04-15 05:48:36,553 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.36ms, fps=1176 images/s, loss=0.3917, top1-acc=88.95%, top5-acc=99.52%, remaining_time=0:00:02.213030, arrival_time=2021-04-15 05:48:38.766118, cost_time=0:00:06.639090 2021-04-15 05:48:38,535 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=1.50ms, fps=1170 images/s, loss=0.3917, top1-acc=88.94%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:38.535792, cost_time=0:00:08.621700 2021-04-15 05:48:39,920 INFO : Epoch=0113 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:15:15.741378, arrival_time=2021-04-15 09:03:55.662168, cost_time=4:13:36.997418 2021-04-15 05:48:39,922 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 05:48:46,466 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=2.01ms, fps=391 images/s, loss=0.0660, top1-acc=98.05%, top5-acc=99.92%, remaining_time=0:02:01.708356, arrival_time=2021-04-15 05:50:48.174304, cost_time=0:00:06.543462 2021-04-15 05:48:52,815 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0636, top1-acc=98.11%, top5-acc=99.96%, remaining_time=0:01:53.455584, arrival_time=2021-04-15 05:50:46.270726, cost_time=0:00:12.892679 2021-04-15 05:48:59,158 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0622, top1-acc=98.09%, top5-acc=99.97%, remaining_time=0:01:46.441192, arrival_time=2021-04-15 05:50:45.599939, cost_time=0:00:19.236366 2021-04-15 05:49:05,496 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0638, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:01:39.737352, arrival_time=2021-04-15 05:50:45.233492, cost_time=0:00:25.573685 2021-04-15 05:49:11,836 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0633, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:01:33.189464, arrival_time=2021-04-15 05:50:45.026020, cost_time=0:00:31.914180 2021-04-15 05:49:18,174 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0647, top1-acc=97.96%, top5-acc=99.97%, remaining_time=0:01:26.704624, arrival_time=2021-04-15 05:50:44.879014, cost_time=0:00:38.252028 2021-04-15 05:49:24,516 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0633, top1-acc=97.99%, top5-acc=99.98%, remaining_time=0:01:20.269938, arrival_time=2021-04-15 05:50:44.786694, cost_time=0:00:44.594385 2021-04-15 05:49:30,865 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0629, top1-acc=98.00%, top5-acc=99.98%, remaining_time=0:01:13.866828, arrival_time=2021-04-15 05:50:44.731888, cost_time=0:00:50.942603 2021-04-15 05:49:37,212 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.81ms, fps=403 images/s, loss=0.0616, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:01:07.474406, arrival_time=2021-04-15 05:50:44.686538, cost_time=0:00:57.289567 2021-04-15 05:49:43,553 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0626, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:01:01.085568, arrival_time=2021-04-15 05:50:44.638775, cost_time=0:01:03.630753 2021-04-15 05:49:49,891 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0626, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:54.702880, arrival_time=2021-04-15 05:50:44.594120, cost_time=0:01:09.968751 2021-04-15 05:49:56,229 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0622, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:48.328020, arrival_time=2021-04-15 05:50:44.557737, cost_time=0:01:16.307349 2021-04-15 05:50:02,566 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0619, top1-acc=97.97%, top5-acc=99.98%, remaining_time=0:00:41.957916, arrival_time=2021-04-15 05:50:44.524710, cost_time=0:01:22.644345 2021-04-15 05:50:08,905 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0612, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:35.593096, arrival_time=2021-04-15 05:50:44.498248, cost_time=0:01:28.982771 2021-04-15 05:50:15,238 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0620, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:29.230332, arrival_time=2021-04-15 05:50:44.468946, cost_time=0:01:35.316250 2021-04-15 05:50:21,577 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0617, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:00:22.872312, arrival_time=2021-04-15 05:50:44.449416, cost_time=0:01:41.654743 2021-04-15 05:50:27,918 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0618, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:16.517046, arrival_time=2021-04-15 05:50:44.435536, cost_time=0:01:47.996038 2021-04-15 05:50:34,256 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0626, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:10.163040, arrival_time=2021-04-15 05:50:44.419576, cost_time=0:01:54.334168 2021-04-15 05:50:40,588 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0625, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:03.810516, arrival_time=2021-04-15 05:50:44.399243, cost_time=0:02:00.666371 2021-04-15 05:50:43,954 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0634, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:43.954037, cost_time=0:02:04.031681 2021-04-15 05:50:46,266 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=1.36ms, fps=1108 images/s, loss=0.3271, top1-acc=90.39%, top5-acc=99.84%, remaining_time=0:00:06.930570, arrival_time=2021-04-15 05:50:53.196556, cost_time=0:00:02.310187 2021-04-15 05:50:48,442 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.24ms, fps=1176 images/s, loss=0.3354, top1-acc=90.12%, top5-acc=99.49%, remaining_time=0:00:04.486960, arrival_time=2021-04-15 05:50:52.929718, cost_time=0:00:04.486965 2021-04-15 05:50:50,620 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.35ms, fps=1176 images/s, loss=0.3392, top1-acc=90.27%, top5-acc=99.44%, remaining_time=0:00:02.221480, arrival_time=2021-04-15 05:50:52.841709, cost_time=0:00:06.664439 2021-04-15 05:50:52,595 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=1.11ms, fps=1175 images/s, loss=0.3693, top1-acc=90.01%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:52.595235, cost_time=0:00:08.639475 2021-04-15 05:50:54,012 INFO : Epoch=0114 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:13:00.646050, arrival_time=2021-04-15 09:03:54.658383, cost_time=4:15:51.088982 2021-04-15 05:50:54,013 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 05:51:00,493 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.54ms, fps=395 images/s, loss=0.0691, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:02:00.517770, arrival_time=2021-04-15 05:53:01.010931, cost_time=0:00:06.479450 2021-04-15 05:51:06,824 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0719, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:01:52.730816, arrival_time=2021-04-15 05:52:59.554894, cost_time=0:00:12.810329 2021-04-15 05:51:13,158 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0682, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:01:45.933564, arrival_time=2021-04-15 05:52:59.091798, cost_time=0:00:19.144618 2021-04-15 05:51:19,494 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0621, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:01:39.375588, arrival_time=2021-04-15 05:52:58.870198, cost_time=0:00:25.480901 2021-04-15 05:51:25,834 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0624, top1-acc=97.96%, top5-acc=99.98%, remaining_time=0:01:32.917466, arrival_time=2021-04-15 05:52:58.752139, cost_time=0:00:31.821037 2021-04-15 05:51:32,175 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0608, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:01:26.499400, arrival_time=2021-04-15 05:52:58.674518, cost_time=0:00:38.161503 2021-04-15 05:51:38,508 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0593, top1-acc=98.02%, top5-acc=99.98%, remaining_time=0:01:20.090388, arrival_time=2021-04-15 05:52:58.598650, cost_time=0:00:44.494639 2021-04-15 05:51:44,854 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.0598, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:01:13.718348, arrival_time=2021-04-15 05:52:58.572302, cost_time=0:00:50.840241 2021-04-15 05:51:51,203 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0598, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:01:07.356322, arrival_time=2021-04-15 05:52:58.559284, cost_time=0:00:57.189337 2021-04-15 05:51:57,547 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.56ms, fps=404 images/s, loss=0.0597, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:01:00.992064, arrival_time=2021-04-15 05:52:58.539075, cost_time=0:01:03.533389 2021-04-15 05:52:03,903 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0593, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:54.640874, arrival_time=2021-04-15 05:52:58.543959, cost_time=0:01:09.889463 2021-04-15 05:52:10,251 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0592, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:48.283864, arrival_time=2021-04-15 05:52:58.535163, cost_time=0:01:16.237683 2021-04-15 05:52:16,594 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0590, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:41.925708, arrival_time=2021-04-15 05:52:58.520408, cost_time=0:01:22.580991 2021-04-15 05:52:22,931 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0594, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:35.567168, arrival_time=2021-04-15 05:52:58.498714, cost_time=0:01:28.917906 2021-04-15 05:52:29,272 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.65ms, fps=404 images/s, loss=0.0601, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:29.212576, arrival_time=2021-04-15 05:52:58.484702, cost_time=0:01:35.258475 2021-04-15 05:52:35,617 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0607, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:22.860756, arrival_time=2021-04-15 05:52:58.477740, cost_time=0:01:41.603365 2021-04-15 05:52:41,955 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0609, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:16.508778, arrival_time=2021-04-15 05:52:58.464517, cost_time=0:01:47.942023 2021-04-15 05:52:48,300 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0619, top1-acc=97.94%, top5-acc=99.98%, remaining_time=0:00:10.158784, arrival_time=2021-04-15 05:52:58.458891, cost_time=0:01:54.286392 2021-04-15 05:52:54,660 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.26ms, fps=403 images/s, loss=0.0635, top1-acc=97.90%, top5-acc=99.98%, remaining_time=0:00:03.809904, arrival_time=2021-04-15 05:52:58.470614, cost_time=0:02:00.646967 2021-04-15 05:52:58,023 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.14ms, fps=405 images/s, loss=0.0639, top1-acc=97.89%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:52:58.023088, cost_time=0:02:04.009479 2021-04-15 05:53:00,316 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.51ms, fps=1117 images/s, loss=0.3968, top1-acc=88.95%, top5-acc=99.61%, remaining_time=0:00:06.874650, arrival_time=2021-04-15 05:53:07.190957, cost_time=0:00:02.291547 2021-04-15 05:53:02,493 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.26ms, fps=1176 images/s, loss=0.3815, top1-acc=89.04%, top5-acc=99.65%, remaining_time=0:00:04.468280, arrival_time=2021-04-15 05:53:06.961303, cost_time=0:00:04.468276 2021-04-15 05:53:04,671 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.26ms, fps=1175 images/s, loss=0.3967, top1-acc=88.79%, top5-acc=99.61%, remaining_time=0:00:02.215510, arrival_time=2021-04-15 05:53:06.886796, cost_time=0:00:06.646540 2021-04-15 05:53:06,646 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=1.18ms, fps=1175 images/s, loss=0.4177, top1-acc=88.51%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:06.646668, cost_time=0:00:08.621956 2021-04-15 05:53:08,110 INFO : Epoch=0115 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:10:45.573340, arrival_time=2021-04-15 09:03:53.684107, cost_time=4:18:05.187408 2021-04-15 05:53:08,111 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 05:53:14,613 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.32ms, fps=394 images/s, loss=0.0720, top1-acc=97.30%, top5-acc=100.00%, remaining_time=0:02:00.918228, arrival_time=2021-04-15 05:55:15.531356, cost_time=0:00:06.500976 2021-04-15 05:53:20,954 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0716, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:01:53.015056, arrival_time=2021-04-15 05:55:13.969836, cost_time=0:00:12.842615 2021-04-15 05:53:27,298 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0653, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:01:46.164802, arrival_time=2021-04-15 05:55:13.463274, cost_time=0:00:19.186401 2021-04-15 05:53:33,659 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.39ms, fps=402 images/s, loss=0.0645, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:01:39.635640, arrival_time=2021-04-15 05:55:13.295450, cost_time=0:00:25.547589 2021-04-15 05:53:40,006 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0621, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:01:33.128728, arrival_time=2021-04-15 05:55:13.134682, cost_time=0:00:31.893415 2021-04-15 05:53:46,360 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.84ms, fps=403 images/s, loss=0.0606, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:01:26.695240, arrival_time=2021-04-15 05:55:13.055261, cost_time=0:00:38.247886 2021-04-15 05:53:52,715 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.0606, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:01:20.285814, arrival_time=2021-04-15 05:55:13.001186, cost_time=0:00:44.603210 2021-04-15 05:53:59,074 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.0602, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:01:13.894784, arrival_time=2021-04-15 05:55:12.969023, cost_time=0:00:50.961947 2021-04-15 05:54:05,426 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0592, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:01:07.503874, arrival_time=2021-04-15 05:55:12.930706, cost_time=0:00:57.314582 2021-04-15 05:54:11,767 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0591, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:01:01.108224, arrival_time=2021-04-15 05:55:12.875136, cost_time=0:01:03.654430 2021-04-15 05:54:18,105 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0593, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:54.722488, arrival_time=2021-04-15 05:55:12.828435, cost_time=0:01:09.993899 2021-04-15 05:54:24,445 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.80ms, fps=404 images/s, loss=0.0587, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:48.344132, arrival_time=2021-04-15 05:55:12.789136, cost_time=0:01:16.332838 2021-04-15 05:54:30,798 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0595, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:41.979234, arrival_time=2021-04-15 05:55:12.777788, cost_time=0:01:22.686416 2021-04-15 05:54:37,137 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0599, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:35.610008, arrival_time=2021-04-15 05:55:12.747297, cost_time=0:01:29.025057 2021-04-15 05:54:43,478 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0609, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:29.245650, arrival_time=2021-04-15 05:55:12.723935, cost_time=0:01:35.366244 2021-04-15 05:54:49,820 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0613, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:22.884372, arrival_time=2021-04-15 05:55:12.704746, cost_time=0:01:41.708249 2021-04-15 05:54:56,153 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0620, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:16.524040, arrival_time=2021-04-15 05:55:12.677911, cost_time=0:01:48.041823 2021-04-15 05:55:02,491 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0625, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:10.167056, arrival_time=2021-04-15 05:55:12.658405, cost_time=0:01:54.379313 2021-04-15 05:55:08,829 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0634, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:03.812118, arrival_time=2021-04-15 05:55:12.641202, cost_time=0:02:00.717048 2021-04-15 05:55:12,190 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.51ms, fps=405 images/s, loss=0.0651, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:55:12.190497, cost_time=0:02:04.078402 2021-04-15 05:55:14,477 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=1.22ms, fps=1120 images/s, loss=0.3788, top1-acc=89.34%, top5-acc=99.45%, remaining_time=0:00:06.855780, arrival_time=2021-04-15 05:55:21.333278, cost_time=0:00:02.285258 2021-04-15 05:55:16,652 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.33ms, fps=1177 images/s, loss=0.3766, top1-acc=89.43%, top5-acc=99.49%, remaining_time=0:00:04.460640, arrival_time=2021-04-15 05:55:21.113549, cost_time=0:00:04.460647 2021-04-15 05:55:18,830 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.3744, top1-acc=89.28%, top5-acc=99.44%, remaining_time=0:00:02.212680, arrival_time=2021-04-15 05:55:21.042953, cost_time=0:00:06.638037 2021-04-15 05:55:20,804 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=1.12ms, fps=1175 images/s, loss=0.3658, top1-acc=89.18%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 05:55:20.804266, cost_time=0:00:08.612051 2021-04-15 05:55:22,156 INFO : Epoch=0116 complete, best val top1-acc=90.51%, top5-acc=99.57% (epoch=104), remaining_time=3:08:30.479040, arrival_time=2021-04-15 09:03:52.635393, cost_time=4:20:19.233001 2021-04-15 05:55:22,157 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 05:55:28,671 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.90ms, fps=393 images/s, loss=0.0756, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:02:01.149240, arrival_time=2021-04-15 05:57:29.820674, cost_time=0:00:06.513404 2021-04-15 05:55:35,011 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0811, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:01:53.113968, arrival_time=2021-04-15 05:57:28.125826, cost_time=0:00:12.853862 2021-04-15 05:55:41,350 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0751, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:01:46.197338, arrival_time=2021-04-15 05:57:27.547543, cost_time=0:00:19.192302 2021-04-15 05:55:47,689 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0726, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:01:39.571524, arrival_time=2021-04-15 05:57:27.260684, cost_time=0:00:25.531171 2021-04-15 05:55:54,021 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0683, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:01:33.040836, arrival_time=2021-04-15 05:57:27.062068, cost_time=0:00:31.863317 2021-04-15 05:56:00,357 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0659, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:01:26.585080, arrival_time=2021-04-15 05:57:26.942295, cost_time=0:00:38.199314 2021-04-15 05:56:06,689 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0649, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:01:20.156412, arrival_time=2021-04-15 05:57:26.845656, cost_time=0:00:44.531353 2021-04-15 05:56:13,028 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0648, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:01:13.762196, arrival_time=2021-04-15 05:57:26.790717, cost_time=0:00:50.870485 2021-04-15 05:56:19,363 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0638, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:01:07.376038, arrival_time=2021-04-15 05:57:26.739975, cost_time=0:00:57.206041 2021-04-15 05:56:25,701 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0638, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:01:01.001952, arrival_time=2021-04-15 05:57:26.703577, cost_time=0:01:03.543725 2021-04-15 05:56:32,041 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0636, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:54.636230, arrival_time=2021-04-15 05:57:26.677707, cost_time=0:01:09.883577 2021-04-15 05:56:38,379 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0641, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:48.273604, arrival_time=2021-04-15 05:57:26.653005, cost_time=0:01:16.221509 2021-04-15 05:56:44,721 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0637, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:41.916930, arrival_time=2021-04-15 05:57:26.638508, cost_time=0:01:22.563591 2021-04-15 05:56:51,055 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0639, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:35.558992, arrival_time=2021-04-15 05:57:26.614439, cost_time=0:01:28.897532 2021-04-15 05:56:57,392 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0639, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:29.205354, arrival_time=2021-04-15 05:57:26.598158, cost_time=0:01:35.234907 2021-04-15 05:57:03,733 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0640, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:22.854528, arrival_time=2021-04-15 05:57:26.588129, cost_time=0:01:41.575703 2021-04-15 05:57:10,064 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0636, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:16.503396, arrival_time=2021-04-15 05:57:26.568176, cost_time=0:01:47.906879 2021-04-15 05:57:16,400 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0633, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:10.154912, arrival_time=2021-04-15 05:57:26.555579, cost_time=0:01:54.242769 2021-04-15 05:57:22,740 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0629, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:03.807882, arrival_time=2021-04-15 05:57:26.548793, cost_time=0:02:00.582918 2021-04-15 05:57:26,104 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0633, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:57:26.104237, cost_time=0:02:03.946248 2021-04-15 05:57:28,414 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.87ms, fps=1109 images/s, loss=0.3263, top1-acc=90.31%, top5-acc=99.61%, remaining_time=0:00:06.924840, arrival_time=2021-04-15 05:57:35.339336, cost_time=0:00:02.308285 2021-04-15 05:57:30,594 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.55ms, fps=1175 images/s, loss=0.3120, top1-acc=90.68%, top5-acc=99.57%, remaining_time=0:00:04.487940, arrival_time=2021-04-15 05:57:35.082014, cost_time=0:00:04.487947 2021-04-15 05:57:32,771 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.32ms, fps=1176 images/s, loss=0.3230, top1-acc=90.51%, top5-acc=99.54%, remaining_time=0:00:02.221670, arrival_time=2021-04-15 05:57:34.992780, cost_time=0:00:06.664996 2021-04-15 05:57:34,748 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=1.22ms, fps=1173 images/s, loss=0.3173, top1-acc=90.64%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 05:57:34.748766, cost_time=0:00:08.642585 2021-04-15 05:57:37,533 INFO : Epoch=0117 complete, best val top1-acc=90.64%, top5-acc=99.60% (epoch=117), remaining_time=3:06:16.346989, arrival_time=2021-04-15 09:03:53.879955, cost_time=4:22:34.609575 2021-04-15 05:57:37,534 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 05:57:44,058 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.31ms, fps=392 images/s, loss=0.0679, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:02:01.335426, arrival_time=2021-04-15 05:59:45.393508, cost_time=0:00:06.523408 2021-04-15 05:57:50,394 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0663, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:01:53.166064, arrival_time=2021-04-15 05:59:43.560522, cost_time=0:00:12.859785 2021-04-15 05:57:56,725 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0648, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:01:46.189204, arrival_time=2021-04-15 05:59:42.914698, cost_time=0:00:19.190816 2021-04-15 05:58:03,057 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0610, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:01:39.538452, arrival_time=2021-04-15 05:59:42.595708, cost_time=0:00:25.522676 2021-04-15 05:58:09,393 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.06ms, fps=404 images/s, loss=0.0602, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:01:33.027550, arrival_time=2021-04-15 05:59:42.420945, cost_time=0:00:31.858733 2021-04-15 05:58:15,726 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0574, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:01:26.568624, arrival_time=2021-04-15 05:59:42.295249, cost_time=0:00:38.192036 2021-04-15 05:58:22,061 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0598, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:01:20.148348, arrival_time=2021-04-15 05:59:42.209840, cost_time=0:00:44.526890 2021-04-15 05:58:28,398 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0613, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:01:13.752336, arrival_time=2021-04-15 05:59:42.150552, cost_time=0:00:50.863640 2021-04-15 05:58:34,727 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0610, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:01:07.360986, arrival_time=2021-04-15 05:59:42.088864, cost_time=0:00:57.193304 2021-04-15 05:58:41,056 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.82ms, fps=405 images/s, loss=0.0596, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:01:00.981312, arrival_time=2021-04-15 05:59:42.038216, cost_time=0:01:03.522231 2021-04-15 05:58:47,388 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0604, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:54.613182, arrival_time=2021-04-15 05:59:42.001843, cost_time=0:01:09.854076 2021-04-15 05:58:53,720 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0598, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:48.250804, arrival_time=2021-04-15 05:59:41.970916, cost_time=0:01:16.185536 2021-04-15 05:59:00,052 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0595, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:41.893632, arrival_time=2021-04-15 05:59:41.945910, cost_time=0:01:22.517699 2021-04-15 05:59:06,383 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0590, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:35.539728, arrival_time=2021-04-15 05:59:41.923626, cost_time=0:01:28.849320 2021-04-15 05:59:12,725 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0582, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:29.191830, arrival_time=2021-04-15 05:59:41.917224, cost_time=0:01:35.190819 2021-04-15 05:59:19,066 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0584, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:22.844772, arrival_time=2021-04-15 05:59:41.911673, cost_time=0:01:41.532291 2021-04-15 05:59:25,421 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0587, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:16.500276, arrival_time=2021-04-15 05:59:41.921412, cost_time=0:01:47.886455 2021-04-15 05:59:31,766 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0583, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:10.153952, arrival_time=2021-04-15 05:59:41.920768, cost_time=0:01:54.232026 2021-04-15 05:59:38,116 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.0585, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:03.807834, arrival_time=2021-04-15 05:59:41.923857, cost_time=0:02:00.581433 2021-04-15 05:59:41,477 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0580, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:59:41.477443, cost_time=0:02:03.942874 2021-04-15 05:59:43,764 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.90ms, fps=1120 images/s, loss=0.2972, top1-acc=91.52%, top5-acc=99.65%, remaining_time=0:00:06.856770, arrival_time=2021-04-15 05:59:50.621579, cost_time=0:00:02.285587 2021-04-15 05:59:45,941 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.51ms, fps=1177 images/s, loss=0.3188, top1-acc=90.68%, top5-acc=99.61%, remaining_time=0:00:04.462060, arrival_time=2021-04-15 05:59:50.403250, cost_time=0:00:04.462060 2021-04-15 05:59:48,119 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.24ms, fps=1176 images/s, loss=0.3237, top1-acc=90.57%, top5-acc=99.67%, remaining_time=0:00:02.213340, arrival_time=2021-04-15 05:59:50.332496, cost_time=0:00:06.640032 2021-04-15 05:59:50,092 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=1.07ms, fps=1176 images/s, loss=0.3302, top1-acc=90.71%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:59:50.092220, cost_time=0:00:08.613111 2021-04-15 05:59:52,889 INFO : Epoch=0118 complete, best val top1-acc=90.71%, top5-acc=99.67% (epoch=118), remaining_time=3:04:02.179942, arrival_time=2021-04-15 09:03:55.069596, cost_time=4:24:49.966290 2021-04-15 05:59:52,891 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 05:59:59,379 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.83ms, fps=395 images/s, loss=0.0430, top1-acc=98.59%, top5-acc=99.96%, remaining_time=0:02:00.675126, arrival_time=2021-04-15 06:02:00.054385, cost_time=0:00:06.487910 2021-04-15 06:00:05,713 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0427, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:01:52.835184, arrival_time=2021-04-15 06:01:58.548665, cost_time=0:00:12.822173 2021-04-15 06:00:12,043 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0455, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:01:45.978052, arrival_time=2021-04-15 06:01:58.021934, cost_time=0:00:19.152650 2021-04-15 06:00:18,376 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0454, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:01:39.390876, arrival_time=2021-04-15 06:01:57.767025, cost_time=0:00:25.484838 2021-04-15 06:00:24,711 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0450, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:01:32.916006, arrival_time=2021-04-15 06:01:57.627805, cost_time=0:00:31.820573 2021-04-15 06:00:31,047 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0440, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:01:26.486616, arrival_time=2021-04-15 06:01:57.533696, cost_time=0:00:38.155860 2021-04-15 06:00:37,384 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0436, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:01:20.088498, arrival_time=2021-04-15 06:01:57.473297, cost_time=0:00:44.493581 2021-04-15 06:00:43,720 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0431, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:01:13.702688, arrival_time=2021-04-15 06:01:57.423419, cost_time=0:00:50.829418 2021-04-15 06:00:50,062 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0446, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:01:07.334168, arrival_time=2021-04-15 06:01:57.396145, cost_time=0:00:57.170561 2021-04-15 06:00:56,398 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0463, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:01:00.967104, arrival_time=2021-04-15 06:01:57.365767, cost_time=0:01:03.507433 2021-04-15 06:01:02,730 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.74ms, fps=404 images/s, loss=0.0466, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:54.601916, arrival_time=2021-04-15 06:01:57.332822, cost_time=0:01:09.839621 2021-04-15 06:01:09,065 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0485, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:48.243812, arrival_time=2021-04-15 06:01:57.309466, cost_time=0:01:16.174414 2021-04-15 06:01:15,405 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0491, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:41.891454, arrival_time=2021-04-15 06:01:57.296398, cost_time=0:01:22.513531 2021-04-15 06:01:21,745 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0496, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:35.541744, arrival_time=2021-04-15 06:01:57.287420, cost_time=0:01:28.854361 2021-04-15 06:01:28,078 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0504, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:29.190818, arrival_time=2021-04-15 06:01:57.269668, cost_time=0:01:35.187523 2021-04-15 06:01:34,412 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0513, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:22.842180, arrival_time=2021-04-15 06:01:57.254327, cost_time=0:01:41.520831 2021-04-15 06:01:40,746 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0518, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:16.495544, arrival_time=2021-04-15 06:01:57.242204, cost_time=0:01:47.855442 2021-04-15 06:01:47,081 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0525, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:10.150240, arrival_time=2021-04-15 06:01:57.231777, cost_time=0:01:54.190222 2021-04-15 06:01:53,415 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0530, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:03.806040, arrival_time=2021-04-15 06:01:57.221770, cost_time=0:02:00.524518 2021-04-15 06:01:56,779 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0535, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:01:56.779295, cost_time=0:02:03.888087 2021-04-15 06:01:59,080 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.30ms, fps=1113 images/s, loss=0.3667, top1-acc=89.77%, top5-acc=99.53%, remaining_time=0:00:06.897930, arrival_time=2021-04-15 06:02:05.978227, cost_time=0:00:02.299308 2021-04-15 06:02:01,258 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.28ms, fps=1177 images/s, loss=0.3626, top1-acc=89.79%, top5-acc=99.47%, remaining_time=0:00:04.475500, arrival_time=2021-04-15 06:02:05.733817, cost_time=0:00:04.475504 2021-04-15 06:02:03,433 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.28ms, fps=1177 images/s, loss=0.3578, top1-acc=89.77%, top5-acc=99.48%, remaining_time=0:00:02.217440, arrival_time=2021-04-15 06:02:05.650744, cost_time=0:00:06.652329 2021-04-15 06:02:05,407 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=1.11ms, fps=1175 images/s, loss=0.3661, top1-acc=89.43%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 06:02:05.407864, cost_time=0:00:08.626822 2021-04-15 06:02:06,877 INFO : Epoch=0119 complete, best val top1-acc=90.71%, top5-acc=99.67% (epoch=118), remaining_time=3:01:47.061399, arrival_time=2021-04-15 09:03:53.939146, cost_time=4:27:03.954394 2021-04-15 06:02:06,878 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 06:02:13,367 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=3.52ms, fps=395 images/s, loss=0.0555, top1-acc=98.32%, top5-acc=99.96%, remaining_time=0:02:00.668616, arrival_time=2021-04-15 06:04:14.035563, cost_time=0:00:06.487563 2021-04-15 06:02:19,719 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=3.31ms, fps=403 images/s, loss=0.0482, top1-acc=98.59%, top5-acc=99.98%, remaining_time=0:01:52.991648, arrival_time=2021-04-15 06:04:12.710791, cost_time=0:00:12.839954 2021-04-15 06:02:26,059 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0508, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:01:46.131270, arrival_time=2021-04-15 06:04:12.190825, cost_time=0:00:19.180345 2021-04-15 06:02:32,397 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0495, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:01:39.521916, arrival_time=2021-04-15 06:04:11.919559, cost_time=0:00:25.518422 2021-04-15 06:02:38,736 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0492, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:01:33.022878, arrival_time=2021-04-15 06:04:11.759108, cost_time=0:00:31.857142 2021-04-15 06:02:45,071 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0489, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:01:26.569984, arrival_time=2021-04-15 06:04:11.641708, cost_time=0:00:38.192636 2021-04-15 06:02:51,403 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0464, top1-acc=98.56%, top5-acc=99.99%, remaining_time=0:01:20.144316, arrival_time=2021-04-15 06:04:11.548140, cost_time=0:00:44.524644 2021-04-15 06:02:57,739 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0458, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:01:13.746768, arrival_time=2021-04-15 06:04:11.485726, cost_time=0:00:50.859871 2021-04-15 06:03:04,070 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0461, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:01:07.358866, arrival_time=2021-04-15 06:04:11.429456, cost_time=0:00:57.191506 2021-04-15 06:03:10,408 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0480, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:01:00.988128, arrival_time=2021-04-15 06:04:11.396577, cost_time=0:01:03.529329 2021-04-15 06:03:16,765 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.64ms, fps=403 images/s, loss=0.0481, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:54.638208, arrival_time=2021-04-15 06:04:11.403473, cost_time=0:01:09.886080 2021-04-15 06:03:23,106 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0480, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:48.276948, arrival_time=2021-04-15 06:04:11.382955, cost_time=0:01:16.226731 2021-04-15 06:03:29,447 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0482, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:00:41.919174, arrival_time=2021-04-15 06:04:11.366435, cost_time=0:01:22.568074 2021-04-15 06:03:35,785 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0487, top1-acc=98.46%, top5-acc=99.98%, remaining_time=0:00:35.562632, arrival_time=2021-04-15 06:04:11.348451, cost_time=0:01:28.906602 2021-04-15 06:03:42,118 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0492, top1-acc=98.44%, top5-acc=99.98%, remaining_time=0:00:29.206734, arrival_time=2021-04-15 06:04:11.325129, cost_time=0:01:35.239305 2021-04-15 06:03:48,461 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0498, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:22.856004, arrival_time=2021-04-15 06:04:11.317425, cost_time=0:01:41.582235 2021-04-15 06:03:54,801 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0502, top1-acc=98.42%, top5-acc=99.98%, remaining_time=0:00:16.505736, arrival_time=2021-04-15 06:04:11.306886, cost_time=0:01:47.922046 2021-04-15 06:04:01,140 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0505, top1-acc=98.40%, top5-acc=99.98%, remaining_time=0:00:10.156576, arrival_time=2021-04-15 06:04:11.297092, cost_time=0:01:54.261421 2021-04-15 06:04:07,476 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0512, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:03.808338, arrival_time=2021-04-15 06:04:11.284796, cost_time=0:02:00.597391 2021-04-15 06:04:10,849 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0513, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:04:10.849395, cost_time=0:02:03.970181 2021-04-15 06:04:13,142 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=2.38ms, fps=1118 images/s, loss=0.4397, top1-acc=88.71%, top5-acc=99.41%, remaining_time=0:00:06.872220, arrival_time=2021-04-15 06:04:20.014575, cost_time=0:00:02.290740 2021-04-15 06:04:15,321 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.96ms, fps=1175 images/s, loss=0.4031, top1-acc=89.14%, top5-acc=99.57%, remaining_time=0:00:04.469640, arrival_time=2021-04-15 06:04:19.790991, cost_time=0:00:04.469647 2021-04-15 06:04:17,499 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.28ms, fps=1176 images/s, loss=0.4051, top1-acc=89.02%, top5-acc=99.58%, remaining_time=0:00:02.215970, arrival_time=2021-04-15 06:04:19.715474, cost_time=0:00:06.647897 2021-04-15 06:04:19,473 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=1.08ms, fps=1175 images/s, loss=0.4160, top1-acc=88.92%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 06:04:19.473687, cost_time=0:00:08.622016 2021-04-15 06:04:20,850 INFO : Epoch=0120 complete, best val top1-acc=90.71%, top5-acc=99.67% (epoch=118), remaining_time=2:59:31.951680, arrival_time=2021-04-15 09:03:52.802586, cost_time=4:29:17.927554 2021-04-15 06:04:20,852 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 06:04:27,391 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.36ms, fps=391 images/s, loss=0.0426, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:02:01.633398, arrival_time=2021-04-15 06:06:29.025241, cost_time=0:00:06.539433 2021-04-15 06:04:33,735 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0435, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:01:53.372336, arrival_time=2021-04-15 06:06:27.108024, cost_time=0:00:12.883216 2021-04-15 06:04:40,073 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0448, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:01:46.354042, arrival_time=2021-04-15 06:06:26.427029, cost_time=0:00:19.220598 2021-04-15 06:04:46,423 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0457, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:01:39.728616, arrival_time=2021-04-15 06:06:26.152436, cost_time=0:00:25.571432 2021-04-15 06:04:52,768 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0446, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:01:33.195888, arrival_time=2021-04-15 06:06:25.964570, cost_time=0:00:31.916396 2021-04-15 06:04:59,106 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.65ms, fps=404 images/s, loss=0.0460, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:01:26.708296, arrival_time=2021-04-15 06:06:25.814313, cost_time=0:00:38.253639 2021-04-15 06:05:05,446 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0464, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:01:20.268678, arrival_time=2021-04-15 06:06:25.714672, cost_time=0:00:44.593704 2021-04-15 06:05:11,786 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.70ms, fps=404 images/s, loss=0.0465, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:01:13.854648, arrival_time=2021-04-15 06:06:25.641370, cost_time=0:00:50.934243 2021-04-15 06:05:18,128 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0460, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:01:07.458930, arrival_time=2021-04-15 06:06:25.587780, cost_time=0:00:57.276462 2021-04-15 06:05:24,465 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0466, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:01:01.068480, arrival_time=2021-04-15 06:06:25.533909, cost_time=0:01:03.613044 2021-04-15 06:05:30,795 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0471, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:54.682842, arrival_time=2021-04-15 06:06:25.478248, cost_time=0:01:09.943125 2021-04-15 06:05:37,138 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=2.15ms, fps=404 images/s, loss=0.0472, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:48.314492, arrival_time=2021-04-15 06:06:25.452868, cost_time=0:01:16.285996 2021-04-15 06:05:43,482 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0475, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:41.950788, arrival_time=2021-04-15 06:06:25.433452, cost_time=0:01:22.630283 2021-04-15 06:05:49,824 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0487, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:35.588672, arrival_time=2021-04-15 06:06:25.412785, cost_time=0:01:28.971733 2021-04-15 06:05:56,167 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0489, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:29.229964, arrival_time=2021-04-15 06:06:25.397334, cost_time=0:01:35.315080 2021-04-15 06:06:02,510 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0500, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:22.873140, arrival_time=2021-04-15 06:06:25.383866, cost_time=0:01:41.658338 2021-04-15 06:06:08,854 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0506, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:16.517904, arrival_time=2021-04-15 06:06:25.372139, cost_time=0:01:48.001716 2021-04-15 06:06:15,210 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0515, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:10.165120, arrival_time=2021-04-15 06:06:25.375282, cost_time=0:01:54.357678 2021-04-15 06:06:21,555 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.75ms, fps=404 images/s, loss=0.0518, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:03.811662, arrival_time=2021-04-15 06:06:25.366624, cost_time=0:02:00.702574 2021-04-15 06:06:24,921 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0520, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:06:24.921855, cost_time=0:02:04.069567 2021-04-15 06:06:27,207 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.29ms, fps=1121 images/s, loss=0.3882, top1-acc=89.30%, top5-acc=99.41%, remaining_time=0:00:06.851070, arrival_time=2021-04-15 06:06:34.058317, cost_time=0:00:02.283690 2021-04-15 06:06:29,389 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=2.89ms, fps=1173 images/s, loss=0.4083, top1-acc=88.71%, top5-acc=99.28%, remaining_time=0:00:04.465680, arrival_time=2021-04-15 06:06:33.855037, cost_time=0:00:04.465690 2021-04-15 06:06:31,570 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.25ms, fps=1174 images/s, loss=0.3889, top1-acc=89.02%, top5-acc=99.39%, remaining_time=0:00:02.215630, arrival_time=2021-04-15 06:06:33.786177, cost_time=0:00:06.646896 2021-04-15 06:06:33,547 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=1.68ms, fps=1174 images/s, loss=0.3823, top1-acc=89.20%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 06:06:33.547765, cost_time=0:00:08.624167 2021-04-15 06:06:34,966 INFO : Epoch=0121 complete, best val top1-acc=90.71%, top5-acc=99.67% (epoch=118), remaining_time=2:57:16.953894, arrival_time=2021-04-15 09:03:51.920572, cost_time=4:31:32.043320 2021-04-15 06:06:34,967 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 06:06:41,465 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.87ms, fps=394 images/s, loss=0.0523, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:02:00.852198, arrival_time=2021-04-15 06:08:42.317783, cost_time=0:00:06.497431 2021-04-15 06:06:47,800 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0502, top1-acc=98.50%, top5-acc=99.98%, remaining_time=0:01:52.920720, arrival_time=2021-04-15 06:08:40.720746, cost_time=0:00:12.831903 2021-04-15 06:06:54,135 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0455, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:01:46.059060, arrival_time=2021-04-15 06:08:40.194404, cost_time=0:00:19.167293 2021-04-15 06:07:00,468 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0472, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:01:39.450936, arrival_time=2021-04-15 06:08:39.919310, cost_time=0:00:25.500247 2021-04-15 06:07:06,802 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0500, top1-acc=98.41%, top5-acc=99.98%, remaining_time=0:01:32.955718, arrival_time=2021-04-15 06:08:39.757921, cost_time=0:00:31.834156 2021-04-15 06:07:13,138 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0499, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:01:26.518848, arrival_time=2021-04-15 06:08:39.656949, cost_time=0:00:38.170063 2021-04-15 06:07:19,473 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0508, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:01:20.109036, arrival_time=2021-04-15 06:08:39.582124, cost_time=0:00:44.505050 2021-04-15 06:07:25,808 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0505, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:01:13.719160, arrival_time=2021-04-15 06:08:39.528064, cost_time=0:00:50.840774 2021-04-15 06:07:32,148 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.0513, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:01:07.346358, arrival_time=2021-04-15 06:08:39.495261, cost_time=0:00:57.180859 2021-04-15 06:07:38,482 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0513, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:01:00.974208, arrival_time=2021-04-15 06:08:39.457045, cost_time=0:01:03.514803 2021-04-15 06:07:44,820 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0523, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:54.611978, arrival_time=2021-04-15 06:08:39.432556, cost_time=0:01:09.852527 2021-04-15 06:07:51,151 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0520, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:48.249588, arrival_time=2021-04-15 06:08:39.401141, cost_time=0:01:16.183523 2021-04-15 06:07:57,485 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0513, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:41.893302, arrival_time=2021-04-15 06:08:39.378431, cost_time=0:01:22.517092 2021-04-15 06:08:03,826 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0514, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:35.543368, arrival_time=2021-04-15 06:08:39.369936, cost_time=0:01:28.858390 2021-04-15 06:08:10,190 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=2.02ms, fps=402 images/s, loss=0.0516, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:29.201582, arrival_time=2021-04-15 06:08:39.392228, cost_time=0:01:35.222478 2021-04-15 06:08:16,533 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0513, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:22.852260, arrival_time=2021-04-15 06:08:39.386039, cost_time=0:01:41.565639 2021-04-15 06:08:22,869 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0513, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:16.502564, arrival_time=2021-04-15 06:08:39.372091, cost_time=0:01:47.901394 2021-04-15 06:08:29,205 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0519, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:10.154416, arrival_time=2021-04-15 06:08:39.359589, cost_time=0:01:54.237136 2021-04-15 06:08:35,546 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0517, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:03.807732, arrival_time=2021-04-15 06:08:39.354001, cost_time=0:02:00.578148 2021-04-15 06:08:38,911 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0519, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:08:38.911907, cost_time=0:02:03.943877 2021-04-15 06:08:41,199 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=1.38ms, fps=1120 images/s, loss=0.3299, top1-acc=90.94%, top5-acc=99.65%, remaining_time=0:00:06.855990, arrival_time=2021-04-15 06:08:48.054953, cost_time=0:00:02.285328 2021-04-15 06:08:43,377 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.57ms, fps=1175 images/s, loss=0.3333, top1-acc=90.94%, top5-acc=99.65%, remaining_time=0:00:04.464260, arrival_time=2021-04-15 06:08:47.842150, cost_time=0:00:04.464259 2021-04-15 06:08:45,556 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.33ms, fps=1175 images/s, loss=0.3329, top1-acc=91.02%, top5-acc=99.66%, remaining_time=0:00:02.214190, arrival_time=2021-04-15 06:08:47.770390, cost_time=0:00:06.642571 2021-04-15 06:08:47,530 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=1.25ms, fps=1175 images/s, loss=0.3267, top1-acc=91.11%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 06:08:47.530882, cost_time=0:00:08.617286 2021-04-15 06:08:50,199 INFO : Epoch=0122 complete, best val top1-acc=91.11%, top5-acc=99.69% (epoch=122), remaining_time=2:55:02.684712, arrival_time=2021-04-15 09:03:52.884204, cost_time=4:33:47.276128 2021-04-15 06:08:50,200 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 06:08:56,721 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.33ms, fps=393 images/s, loss=0.0441, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:02:01.274604, arrival_time=2021-04-15 06:10:57.995712, cost_time=0:00:06.520143 2021-04-15 06:09:03,057 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0518, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:53.134736, arrival_time=2021-04-15 06:10:56.191824, cost_time=0:00:12.856214 2021-04-15 06:09:09,400 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0501, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:01:46.239004, arrival_time=2021-04-15 06:10:55.639702, cost_time=0:00:19.199828 2021-04-15 06:09:15,731 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0488, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:01:39.569184, arrival_time=2021-04-15 06:10:55.300597, cost_time=0:00:25.530540 2021-04-15 06:09:22,067 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0480, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:01:33.050472, arrival_time=2021-04-15 06:10:55.117908, cost_time=0:00:31.866623 2021-04-15 06:09:28,408 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0491, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:01:26.603032, arrival_time=2021-04-15 06:10:55.011099, cost_time=0:00:38.207197 2021-04-15 06:09:34,746 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0490, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:01:20.183124, arrival_time=2021-04-15 06:10:54.930066, cost_time=0:00:44.546151 2021-04-15 06:09:41,083 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0477, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:01:13.779248, arrival_time=2021-04-15 06:10:54.862229, cost_time=0:00:50.882214 2021-04-15 06:09:47,418 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0475, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:01:07.389818, arrival_time=2021-04-15 06:10:54.808359, cost_time=0:00:57.217760 2021-04-15 06:09:53,751 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0488, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:01:01.008576, arrival_time=2021-04-15 06:10:54.760048, cost_time=0:01:03.550599 2021-04-15 06:10:00,088 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0488, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:54.639240, arrival_time=2021-04-15 06:10:54.727399, cost_time=0:01:09.887367 2021-04-15 06:10:06,424 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0486, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:48.274972, arrival_time=2021-04-15 06:10:54.699456, cost_time=0:01:16.223697 2021-04-15 06:10:12,762 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0488, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:41.915808, arrival_time=2021-04-15 06:10:54.677985, cost_time=0:01:22.561400 2021-04-15 06:10:19,097 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0480, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:35.558544, arrival_time=2021-04-15 06:10:54.655750, cost_time=0:01:28.896430 2021-04-15 06:10:25,440 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0480, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:29.206826, arrival_time=2021-04-15 06:10:54.647463, cost_time=0:01:35.239642 2021-04-15 06:10:31,783 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.0483, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:22.856148, arrival_time=2021-04-15 06:10:54.639974, cost_time=0:01:41.582942 2021-04-15 06:10:38,116 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0484, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:16.504748, arrival_time=2021-04-15 06:10:54.621387, cost_time=0:01:47.915731 2021-04-15 06:10:44,453 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0482, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:10.155760, arrival_time=2021-04-15 06:10:54.608868, cost_time=0:01:54.252334 2021-04-15 06:10:50,801 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.18ms, fps=403 images/s, loss=0.0487, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:03.808428, arrival_time=2021-04-15 06:10:54.609470, cost_time=0:02:00.600181 2021-04-15 06:10:54,162 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0486, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:10:54.162416, cost_time=0:02:03.961634 2021-04-15 06:10:56,460 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=1.17ms, fps=1115 images/s, loss=0.3499, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:06.888060, arrival_time=2021-04-15 06:11:03.348211, cost_time=0:00:02.296017 2021-04-15 06:10:58,635 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.34ms, fps=1177 images/s, loss=0.3654, top1-acc=89.82%, top5-acc=99.53%, remaining_time=0:00:04.470860, arrival_time=2021-04-15 06:11:03.105856, cost_time=0:00:04.470859 2021-04-15 06:11:00,811 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.36ms, fps=1176 images/s, loss=0.3610, top1-acc=90.04%, top5-acc=99.41%, remaining_time=0:00:02.215820, arrival_time=2021-04-15 06:11:03.027415, cost_time=0:00:06.647464 2021-04-15 06:11:02,785 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=1.19ms, fps=1176 images/s, loss=0.3599, top1-acc=90.08%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-15 06:11:02.785405, cost_time=0:00:08.621298 2021-04-15 06:11:04,191 INFO : Epoch=0123 complete, best val top1-acc=91.11%, top5-acc=99.69% (epoch=122), remaining_time=2:52:47.623035, arrival_time=2021-04-15 09:03:51.814307, cost_time=4:36:01.267923 2021-04-15 06:11:04,192 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 06:11:10,693 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.59ms, fps=394 images/s, loss=0.0418, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:02:00.916740, arrival_time=2021-04-15 06:13:11.610259, cost_time=0:00:06.500901 2021-04-15 06:11:17,031 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0431, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:01:52.981792, arrival_time=2021-04-15 06:13:10.013275, cost_time=0:00:12.838839 2021-04-15 06:11:23,364 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0464, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:01:46.087114, arrival_time=2021-04-15 06:13:09.451991, cost_time=0:00:19.172357 2021-04-15 06:11:29,700 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0466, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:01:39.478704, arrival_time=2021-04-15 06:13:09.178713, cost_time=0:00:25.507345 2021-04-15 06:11:36,049 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.68ms, fps=403 images/s, loss=0.0469, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:01:33.022294, arrival_time=2021-04-15 06:13:09.071808, cost_time=0:00:31.856944 2021-04-15 06:11:42,409 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=2.20ms, fps=403 images/s, loss=0.0471, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:01:26.625608, arrival_time=2021-04-15 06:13:09.035343, cost_time=0:00:38.217196 2021-04-15 06:11:48,748 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0466, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:01:20.201142, arrival_time=2021-04-15 06:13:08.949875, cost_time=0:00:44.556212 2021-04-15 06:11:55,087 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0492, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:01:13.797344, arrival_time=2021-04-15 06:13:08.884658, cost_time=0:00:50.894707 2021-04-15 06:12:01,423 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0496, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:01:07.405082, arrival_time=2021-04-15 06:13:08.828328, cost_time=0:00:57.230712 2021-04-15 06:12:07,765 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=4.61ms, fps=404 images/s, loss=0.0506, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:01:01.029792, arrival_time=2021-04-15 06:13:08.795076, cost_time=0:01:03.572662 2021-04-15 06:12:14,105 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0517, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:54.658762, arrival_time=2021-04-15 06:13:08.763789, cost_time=0:01:09.912409 2021-04-15 06:12:20,438 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0519, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:48.288880, arrival_time=2021-04-15 06:13:08.727067, cost_time=0:01:16.245577 2021-04-15 06:12:26,773 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0512, top1-acc=98.37%, top5-acc=99.99%, remaining_time=0:00:41.925972, arrival_time=2021-04-15 06:13:08.699918, cost_time=0:01:22.581416 2021-04-15 06:12:33,108 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0516, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:35.566496, arrival_time=2021-04-15 06:13:08.675318, cost_time=0:01:28.916302 2021-04-15 06:12:39,452 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=2.03ms, fps=404 images/s, loss=0.0516, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:29.213036, arrival_time=2021-04-15 06:13:08.665558, cost_time=0:01:35.259885 2021-04-15 06:12:45,801 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.0517, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:00:22.862088, arrival_time=2021-04-15 06:13:08.663987, cost_time=0:01:41.609288 2021-04-15 06:12:52,147 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0522, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:16.510780, arrival_time=2021-04-15 06:13:08.658332, cost_time=0:01:47.955017 2021-04-15 06:12:58,484 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0521, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:10.159280, arrival_time=2021-04-15 06:13:08.643677, cost_time=0:01:54.291876 2021-04-15 06:13:04,815 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0523, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:03.809154, arrival_time=2021-04-15 06:13:08.624895, cost_time=0:02:00.623215 2021-04-15 06:13:08,180 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0525, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:13:08.180050, cost_time=0:02:03.987464 2021-04-15 06:13:10,481 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=1.23ms, fps=1113 images/s, loss=0.3052, top1-acc=91.02%, top5-acc=99.49%, remaining_time=0:00:06.899790, arrival_time=2021-04-15 06:13:17.381485, cost_time=0:00:02.299927 2021-04-15 06:13:12,658 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.25ms, fps=1176 images/s, loss=0.2934, top1-acc=91.23%, top5-acc=99.65%, remaining_time=0:00:04.476920, arrival_time=2021-04-15 06:13:17.135640, cost_time=0:00:04.476929 2021-04-15 06:13:14,835 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.26ms, fps=1176 images/s, loss=0.3093, top1-acc=91.09%, top5-acc=99.69%, remaining_time=0:00:02.217840, arrival_time=2021-04-15 06:13:17.053114, cost_time=0:00:06.653507 2021-04-15 06:13:16,810 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=1.15ms, fps=1175 images/s, loss=0.3042, top1-acc=91.31%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 06:13:16.810060, cost_time=0:00:08.628310 2021-04-15 06:13:19,604 INFO : Epoch=0124 complete, best val top1-acc=91.31%, top5-acc=99.63% (epoch=124), remaining_time=2:50:33.449628, arrival_time=2021-04-15 09:03:53.053964, cost_time=4:38:16.680969 2021-04-15 06:13:19,605 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 06:13:26,089 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.31ms, fps=395 images/s, loss=0.0434, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:02:00.591798, arrival_time=2021-04-15 06:15:26.681097, cost_time=0:00:06.483428 2021-04-15 06:13:32,412 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0441, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:52.696144, arrival_time=2021-04-15 06:15:25.108396, cost_time=0:00:12.806380 2021-04-15 06:13:38,743 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0438, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:45.893558, arrival_time=2021-04-15 06:15:24.636840, cost_time=0:00:19.137400 2021-04-15 06:13:45,076 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0440, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:01:39.335652, arrival_time=2021-04-15 06:15:24.412316, cost_time=0:00:25.470691 2021-04-15 06:13:51,413 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0444, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:01:32.876732, arrival_time=2021-04-15 06:15:24.289729, cost_time=0:00:31.807123 2021-04-15 06:13:57,758 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=2.11ms, fps=403 images/s, loss=0.0458, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:01:26.478320, arrival_time=2021-04-15 06:15:24.236534, cost_time=0:00:38.152177 2021-04-15 06:14:04,098 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0447, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:01:20.086356, arrival_time=2021-04-15 06:15:24.184732, cost_time=0:00:44.492414 2021-04-15 06:14:10,432 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0448, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:13.698280, arrival_time=2021-04-15 06:15:24.130699, cost_time=0:00:50.826434 2021-04-15 06:14:16,766 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0459, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:01:07.322508, arrival_time=2021-04-15 06:15:24.088990, cost_time=0:00:57.160606 2021-04-15 06:14:23,100 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0470, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:01:00.955008, arrival_time=2021-04-15 06:15:24.055749, cost_time=0:01:03.494775 2021-04-15 06:14:29,428 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.33ms, fps=405 images/s, loss=0.0466, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:54.588242, arrival_time=2021-04-15 06:15:24.016310, cost_time=0:01:09.822180 2021-04-15 06:14:35,765 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0464, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:48.234084, arrival_time=2021-04-15 06:15:23.999067, cost_time=0:01:16.159112 2021-04-15 06:14:42,094 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0476, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:41.878782, arrival_time=2021-04-15 06:15:23.973130, cost_time=0:01:22.488477 2021-04-15 06:14:48,427 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0472, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:35.528528, arrival_time=2021-04-15 06:15:23.955785, cost_time=0:01:28.821281 2021-04-15 06:14:54,759 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.0479, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:29.180468, arrival_time=2021-04-15 06:15:23.940018, cost_time=0:01:35.153649 2021-04-15 06:15:01,117 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0483, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:22.840020, arrival_time=2021-04-15 06:15:23.957185, cost_time=0:01:41.511177 2021-04-15 06:15:07,468 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.0482, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:16.496532, arrival_time=2021-04-15 06:15:23.964807, cost_time=0:01:47.861903 2021-04-15 06:15:13,822 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.0478, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:10.152592, arrival_time=2021-04-15 06:15:23.975426, cost_time=0:01:54.216690 2021-04-15 06:15:20,190 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.0473, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:03.807918, arrival_time=2021-04-15 06:15:23.998337, cost_time=0:02:00.584138 2021-04-15 06:15:23,561 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0471, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:15:23.561693, cost_time=0:02:03.955743 2021-04-15 06:15:25,850 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.36ms, fps=1120 images/s, loss=0.3375, top1-acc=90.55%, top5-acc=99.57%, remaining_time=0:00:06.860100, arrival_time=2021-04-15 06:15:32.710318, cost_time=0:00:02.286705 2021-04-15 06:15:28,030 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.30ms, fps=1174 images/s, loss=0.3400, top1-acc=90.57%, top5-acc=99.63%, remaining_time=0:00:04.467040, arrival_time=2021-04-15 06:15:32.497741, cost_time=0:00:04.467033 2021-04-15 06:15:30,207 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.38ms, fps=1176 images/s, loss=0.3328, top1-acc=90.65%, top5-acc=99.65%, remaining_time=0:00:02.214620, arrival_time=2021-04-15 06:15:32.421999, cost_time=0:00:06.643849 2021-04-15 06:15:32,183 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=1.08ms, fps=1174 images/s, loss=0.3323, top1-acc=90.40%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 06:15:32.183947, cost_time=0:00:08.620459 2021-04-15 06:15:33,550 INFO : Epoch=0125 complete, best val top1-acc=91.31%, top5-acc=99.63% (epoch=124), remaining_time=2:48:18.376275, arrival_time=2021-04-15 09:03:51.926714, cost_time=4:40:30.627085 2021-04-15 06:15:33,551 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 06:15:40,074 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.38ms, fps=392 images/s, loss=0.0421, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:02:01.315524, arrival_time=2021-04-15 06:17:41.389873, cost_time=0:00:06.522340 2021-04-15 06:15:46,415 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0420, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:01:53.198976, arrival_time=2021-04-15 06:17:39.614397, cost_time=0:00:12.863521 2021-04-15 06:15:52,751 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0421, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:01:46.235518, arrival_time=2021-04-15 06:17:38.986613, cost_time=0:00:19.199192 2021-04-15 06:15:59,084 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.68ms, fps=404 images/s, loss=0.0427, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:01:39.575892, arrival_time=2021-04-15 06:17:38.660091, cost_time=0:00:25.532298 2021-04-15 06:16:05,420 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0424, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:01:33.055144, arrival_time=2021-04-15 06:17:38.475248, cost_time=0:00:31.868212 2021-04-15 06:16:11,755 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0430, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:26.594872, arrival_time=2021-04-15 06:17:38.350392, cost_time=0:00:38.203617 2021-04-15 06:16:18,085 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0437, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:01:20.160570, arrival_time=2021-04-15 06:17:38.246018, cost_time=0:00:44.533637 2021-04-15 06:16:24,425 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0424, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:01:13.766836, arrival_time=2021-04-15 06:17:38.192425, cost_time=0:00:50.873692 2021-04-15 06:16:30,763 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0423, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:07.382504, arrival_time=2021-04-15 06:17:38.145841, cost_time=0:00:57.211526 2021-04-15 06:16:37,094 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0425, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:01:01.001088, arrival_time=2021-04-15 06:17:38.095742, cost_time=0:01:03.542843 2021-04-15 06:16:43,429 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=2.01ms, fps=404 images/s, loss=0.0425, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:54.631758, arrival_time=2021-04-15 06:17:38.061481, cost_time=0:01:09.877825 2021-04-15 06:16:49,766 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0431, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:48.269348, arrival_time=2021-04-15 06:17:38.035977, cost_time=0:01:16.214772 2021-04-15 06:16:56,113 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0436, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:41.916006, arrival_time=2021-04-15 06:17:38.029720, cost_time=0:01:22.561805 2021-04-15 06:17:02,447 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.13ms, fps=404 images/s, loss=0.0439, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:35.558096, arrival_time=2021-04-15 06:17:38.005303, cost_time=0:01:28.895304 2021-04-15 06:17:08,781 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0433, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:29.203606, arrival_time=2021-04-15 06:17:37.984680, cost_time=0:01:35.229173 2021-04-15 06:17:15,116 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0439, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:22.852116, arrival_time=2021-04-15 06:17:37.968903, cost_time=0:01:41.564887 2021-04-15 06:17:21,456 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=2.06ms, fps=404 images/s, loss=0.0442, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:16.503058, arrival_time=2021-04-15 06:17:37.959581, cost_time=0:01:47.904620 2021-04-15 06:17:27,791 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0444, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:10.154592, arrival_time=2021-04-15 06:17:37.945729, cost_time=0:01:54.239232 2021-04-15 06:17:34,126 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=2.95ms, fps=404 images/s, loss=0.0455, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:03.807624, arrival_time=2021-04-15 06:17:37.934111, cost_time=0:02:00.574668 2021-04-15 06:17:37,490 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0459, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:17:37.490661, cost_time=0:02:03.938869 2021-04-15 06:17:39,778 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.34ms, fps=1120 images/s, loss=0.3953, top1-acc=88.91%, top5-acc=99.69%, remaining_time=0:00:06.857190, arrival_time=2021-04-15 06:17:46.635220, cost_time=0:00:02.285726 2021-04-15 06:17:41,954 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.30ms, fps=1176 images/s, loss=0.3918, top1-acc=89.30%, top5-acc=99.63%, remaining_time=0:00:04.462480, arrival_time=2021-04-15 06:17:46.417197, cost_time=0:00:04.462489 2021-04-15 06:17:44,131 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.29ms, fps=1176 images/s, loss=0.3739, top1-acc=89.41%, top5-acc=99.66%, remaining_time=0:00:02.213100, arrival_time=2021-04-15 06:17:46.344626, cost_time=0:00:06.639310 2021-04-15 06:17:46,104 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=1.00ms, fps=1176 images/s, loss=0.3697, top1-acc=89.63%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 06:17:46.104602, cost_time=0:00:08.612414 2021-04-15 06:17:47,534 INFO : Epoch=0126 complete, best val top1-acc=91.31%, top5-acc=99.63% (epoch=124), remaining_time=2:46:03.343054, arrival_time=2021-04-15 09:03:50.877594, cost_time=4:42:44.611186 2021-04-15 06:17:47,535 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 06:17:54,073 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.91ms, fps=392 images/s, loss=0.0619, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:02:01.591548, arrival_time=2021-04-15 06:19:55.664728, cost_time=0:00:06.537175 2021-04-15 06:18:00,408 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0577, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:53.276064, arrival_time=2021-04-15 06:19:53.684399, cost_time=0:00:12.872283 2021-04-15 06:18:06,741 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0563, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:46.267722, arrival_time=2021-04-15 06:19:53.008711, cost_time=0:00:19.205015 2021-04-15 06:18:13,076 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0544, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:01:39.607560, arrival_time=2021-04-15 06:19:52.683940, cost_time=0:00:25.540398 2021-04-15 06:18:19,405 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0533, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:01:33.059962, arrival_time=2021-04-15 06:19:52.465787, cost_time=0:00:31.869857 2021-04-15 06:18:25,733 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.42ms, fps=405 images/s, loss=0.0532, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:01:26.581680, arrival_time=2021-04-15 06:19:52.315336, cost_time=0:00:38.197780 2021-04-15 06:18:32,069 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0517, top1-acc=98.35%, top5-acc=100.00%, remaining_time=0:01:20.159562, arrival_time=2021-04-15 06:19:52.228635, cost_time=0:00:44.533066 2021-04-15 06:18:38,410 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0503, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:01:13.767764, arrival_time=2021-04-15 06:19:52.178047, cost_time=0:00:50.874310 2021-04-15 06:18:44,739 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0495, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:01:07.373388, arrival_time=2021-04-15 06:19:52.113162, cost_time=0:00:57.203806 2021-04-15 06:18:51,086 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0493, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:01:01.008384, arrival_time=2021-04-15 06:19:52.094802, cost_time=0:01:03.550438 2021-04-15 06:18:57,424 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0492, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:00:54.639842, arrival_time=2021-04-15 06:19:52.063986, cost_time=0:01:09.888169 2021-04-15 06:19:03,755 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0490, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:48.272616, arrival_time=2021-04-15 06:19:52.028439, cost_time=0:01:16.219863 2021-04-15 06:19:10,089 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0484, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:41.911716, arrival_time=2021-04-15 06:19:52.001161, cost_time=0:01:22.553364 2021-04-15 06:19:16,429 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0486, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:35.557368, arrival_time=2021-04-15 06:19:51.986609, cost_time=0:01:28.893357 2021-04-15 06:19:22,759 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0483, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:29.202042, arrival_time=2021-04-15 06:19:51.961991, cost_time=0:01:35.224078 2021-04-15 06:19:29,089 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0482, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:22.849488, arrival_time=2021-04-15 06:19:51.938616, cost_time=0:01:41.553254 2021-04-15 06:19:35,422 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0481, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:16.500354, arrival_time=2021-04-15 06:19:51.923261, cost_time=0:01:47.886939 2021-04-15 06:19:41,756 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0480, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:10.152960, arrival_time=2021-04-15 06:19:51.909678, cost_time=0:01:54.220830 2021-04-15 06:19:48,095 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0481, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:03.807138, arrival_time=2021-04-15 06:19:51.902606, cost_time=0:02:00.559429 2021-04-15 06:19:51,461 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0479, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:19:51.461018, cost_time=0:02:03.925064 2021-04-15 06:19:53,750 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.49ms, fps=1119 images/s, loss=0.3790, top1-acc=89.61%, top5-acc=99.84%, remaining_time=0:00:06.863490, arrival_time=2021-04-15 06:20:00.614135, cost_time=0:00:02.287826 2021-04-15 06:19:55,932 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.30ms, fps=1174 images/s, loss=0.3658, top1-acc=90.33%, top5-acc=99.84%, remaining_time=0:00:04.469240, arrival_time=2021-04-15 06:20:00.401269, cost_time=0:00:04.469236 2021-04-15 06:19:58,109 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.94ms, fps=1176 images/s, loss=0.3706, top1-acc=89.87%, top5-acc=99.80%, remaining_time=0:00:02.215470, arrival_time=2021-04-15 06:20:00.324701, cost_time=0:00:06.646399 2021-04-15 06:20:00,088 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=1.19ms, fps=1173 images/s, loss=0.3690, top1-acc=89.97%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 06:20:00.088580, cost_time=0:00:08.625765 2021-04-15 06:20:01,531 INFO : Epoch=0127 complete, best val top1-acc=91.31%, top5-acc=99.63% (epoch=124), remaining_time=2:43:48.333611, arrival_time=2021-04-15 09:03:49.864706, cost_time=4:44:58.607745 2021-04-15 06:20:01,532 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 06:20:08,012 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.76ms, fps=395 images/s, loss=0.0401, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:02:00.530604, arrival_time=2021-04-15 06:22:08.543321, cost_time=0:00:06.480145 2021-04-15 06:20:14,345 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0425, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:01:52.748944, arrival_time=2021-04-15 06:22:07.093860, cost_time=0:00:12.812371 2021-04-15 06:20:20,677 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0410, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:01:45.933066, arrival_time=2021-04-15 06:22:06.610064, cost_time=0:00:19.144525 2021-04-15 06:20:27,019 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0403, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:01:39.399300, arrival_time=2021-04-15 06:22:06.418838, cost_time=0:00:25.486990 2021-04-15 06:20:33,355 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0405, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:01:32.924474, arrival_time=2021-04-15 06:22:06.280412, cost_time=0:00:31.823463 2021-04-15 06:20:39,697 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0423, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:01:26.507016, arrival_time=2021-04-15 06:22:06.204356, cost_time=0:00:38.164880 2021-04-15 06:20:46,034 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0434, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:20.102988, arrival_time=2021-04-15 06:22:06.137095, cost_time=0:00:44.501644 2021-04-15 06:20:52,367 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0434, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:01:13.709764, arrival_time=2021-04-15 06:22:06.076672, cost_time=0:00:50.834329 2021-04-15 06:20:58,695 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0439, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:01:07.325052, arrival_time=2021-04-15 06:22:06.020259, cost_time=0:00:57.162754 2021-04-15 06:21:05,027 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0436, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:01:00.955008, arrival_time=2021-04-15 06:22:05.982228, cost_time=0:01:03.494767 2021-04-15 06:21:11,355 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.79ms, fps=405 images/s, loss=0.0436, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:54.588586, arrival_time=2021-04-15 06:22:05.943651, cost_time=0:01:09.822609 2021-04-15 06:21:17,689 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0444, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:48.232488, arrival_time=2021-04-15 06:22:05.921486, cost_time=0:01:16.156553 2021-04-15 06:21:24,029 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0449, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:41.882940, arrival_time=2021-04-15 06:22:05.912182, cost_time=0:01:22.496704 2021-04-15 06:21:30,369 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0453, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:35.534856, arrival_time=2021-04-15 06:22:05.904439, cost_time=0:01:28.837120 2021-04-15 06:21:36,717 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0460, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:29.190036, arrival_time=2021-04-15 06:22:05.907373, cost_time=0:01:35.184862 2021-04-15 06:21:43,061 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0466, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:22.844088, arrival_time=2021-04-15 06:22:05.905827, cost_time=0:01:41.529276 2021-04-15 06:21:49,405 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0462, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:16.498170, arrival_time=2021-04-15 06:22:05.903281, cost_time=0:01:47.872653 2021-04-15 06:21:55,749 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0460, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:10.152592, arrival_time=2021-04-15 06:22:05.901760, cost_time=0:01:54.216712 2021-04-15 06:22:02,096 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.0453, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:03.807282, arrival_time=2021-04-15 06:22:05.903829, cost_time=0:02:00.564004 2021-04-15 06:22:05,465 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0450, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:22:05.465941, cost_time=0:02:03.933493 2021-04-15 06:22:07,757 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=1.50ms, fps=1118 images/s, loss=0.3208, top1-acc=90.66%, top5-acc=99.49%, remaining_time=0:00:06.869010, arrival_time=2021-04-15 06:22:14.626176, cost_time=0:00:02.289672 2021-04-15 06:22:09,933 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.29ms, fps=1176 images/s, loss=0.3161, top1-acc=91.25%, top5-acc=99.61%, remaining_time=0:00:04.466360, arrival_time=2021-04-15 06:22:14.400211, cost_time=0:00:04.466361 2021-04-15 06:22:12,136 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.32ms, fps=1177 images/s, loss=0.3209, top1-acc=91.17%, top5-acc=99.65%, remaining_time=0:00:02.222930, arrival_time=2021-04-15 06:22:14.359212, cost_time=0:00:06.668787 2021-04-15 06:22:14,110 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=1.08ms, fps=1176 images/s, loss=0.3310, top1-acc=91.20%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 06:22:14.110164, cost_time=0:00:08.642697 2021-04-15 06:22:15,578 INFO : Epoch=0128 complete, best val top1-acc=91.31%, top5-acc=99.63% (epoch=124), remaining_time=2:41:33.368640, arrival_time=2021-04-15 09:03:48.947333, cost_time=4:47:12.655335 2021-04-15 06:22:15,579 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 06:22:22,070 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.30ms, fps=394 images/s, loss=0.0380, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:02:00.719208, arrival_time=2021-04-15 06:24:22.789537, cost_time=0:00:06.490278 2021-04-15 06:22:28,402 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0409, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:52.835360, arrival_time=2021-04-15 06:24:21.237609, cost_time=0:00:12.822197 2021-04-15 06:22:34,736 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0407, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:45.999134, arrival_time=2021-04-15 06:24:20.735542, cost_time=0:00:19.156481 2021-04-15 06:22:41,063 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.35ms, fps=405 images/s, loss=0.0394, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:01:39.386352, arrival_time=2021-04-15 06:24:20.450053, cost_time=0:00:25.483683 2021-04-15 06:22:47,401 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0395, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:01:32.916736, arrival_time=2021-04-15 06:24:20.317723, cost_time=0:00:31.820825 2021-04-15 06:22:53,732 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0394, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:01:26.479544, arrival_time=2021-04-15 06:24:20.212308, cost_time=0:00:38.152745 2021-04-15 06:23:00,067 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0406, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:01:20.077914, arrival_time=2021-04-15 06:24:20.145644, cost_time=0:00:44.487710 2021-04-15 06:23:06,401 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0413, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:13.690508, arrival_time=2021-04-15 06:24:20.091472, cost_time=0:00:50.821026 2021-04-15 06:23:12,734 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0413, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:01:07.315406, arrival_time=2021-04-15 06:24:20.050023, cost_time=0:00:57.154591 2021-04-15 06:23:19,065 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0418, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:01:00.946368, arrival_time=2021-04-15 06:24:20.012070, cost_time=0:01:03.485776 2021-04-15 06:23:25,399 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0434, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:54.586264, arrival_time=2021-04-15 06:24:19.985784, cost_time=0:01:09.819593 2021-04-15 06:23:31,727 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=2.04ms, fps=405 images/s, loss=0.0436, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:48.226636, arrival_time=2021-04-15 06:24:19.954018, cost_time=0:01:16.147370 2021-04-15 06:23:38,062 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0439, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:41.875746, arrival_time=2021-04-15 06:24:19.938211, cost_time=0:01:22.482521 2021-04-15 06:23:44,397 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0437, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:35.526960, arrival_time=2021-04-15 06:24:19.924344, cost_time=0:01:28.817470 2021-04-15 06:23:50,725 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0436, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:29.178030, arrival_time=2021-04-15 06:24:19.903687, cost_time=0:01:35.145724 2021-04-15 06:23:57,057 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0433, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:22.832532, arrival_time=2021-04-15 06:24:19.890393, cost_time=0:01:41.477933 2021-04-15 06:24:03,393 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0430, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:16.489122, arrival_time=2021-04-15 06:24:19.882552, cost_time=0:01:47.813412 2021-04-15 06:24:09,728 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0433, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:10.146560, arrival_time=2021-04-15 06:24:19.875249, cost_time=0:01:54.148753 2021-04-15 06:24:16,061 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0429, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:03.804690, arrival_time=2021-04-15 06:24:19.866466, cost_time=0:02:00.481847 2021-04-15 06:24:19,426 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0428, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:24:19.426306, cost_time=0:02:03.846384 2021-04-15 06:24:21,715 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.39ms, fps=1119 images/s, loss=0.2969, top1-acc=91.60%, top5-acc=99.73%, remaining_time=0:00:06.860670, arrival_time=2021-04-15 06:24:28.575747, cost_time=0:00:02.286891 2021-04-15 06:24:23,891 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.25ms, fps=1176 images/s, loss=0.3141, top1-acc=91.43%, top5-acc=99.69%, remaining_time=0:00:04.463840, arrival_time=2021-04-15 06:24:28.355677, cost_time=0:00:04.463831 2021-04-15 06:24:26,069 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.32ms, fps=1176 images/s, loss=0.3072, top1-acc=91.69%, top5-acc=99.65%, remaining_time=0:00:02.213790, arrival_time=2021-04-15 06:24:28.283245, cost_time=0:00:06.641368 2021-04-15 06:24:28,043 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=1.09ms, fps=1176 images/s, loss=0.2936, top1-acc=91.79%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 06:24:28.043388, cost_time=0:00:08.615435 2021-04-15 06:24:30,749 INFO : Epoch=0129 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:39:19.035797, arrival_time=2021-04-15 09:03:49.784818, cost_time=4:49:27.825659 2021-04-15 06:24:30,750 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 06:24:37,276 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.71ms, fps=392 images/s, loss=0.0306, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:02:01.380252, arrival_time=2021-04-15 06:26:38.656579, cost_time=0:00:06.525815 2021-04-15 06:24:43,639 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.37ms, fps=402 images/s, loss=0.0308, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:01:53.417920, arrival_time=2021-04-15 06:26:37.057065, cost_time=0:00:12.888396 2021-04-15 06:24:49,975 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.99ms, fps=404 images/s, loss=0.0331, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:01:46.375124, arrival_time=2021-04-15 06:26:36.350057, cost_time=0:00:19.224407 2021-04-15 06:24:56,312 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0327, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:01:39.690708, arrival_time=2021-04-15 06:26:36.002898, cost_time=0:00:25.561710 2021-04-15 06:25:02,641 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0342, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:01:33.120698, arrival_time=2021-04-15 06:26:35.761817, cost_time=0:00:31.890637 2021-04-15 06:25:08,974 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0352, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:01:26.640568, arrival_time=2021-04-15 06:26:35.614731, cost_time=0:00:38.223781 2021-04-15 06:25:15,307 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.0362, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:01:20.201646, arrival_time=2021-04-15 06:26:35.508621, cost_time=0:00:44.556456 2021-04-15 06:25:21,645 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0363, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:01:13.797576, arrival_time=2021-04-15 06:26:35.442798, cost_time=0:00:50.894845 2021-04-15 06:25:27,975 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0358, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:01:07.398192, arrival_time=2021-04-15 06:26:35.373479, cost_time=0:00:57.224917 2021-04-15 06:25:34,308 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.93ms, fps=404 images/s, loss=0.0373, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:01:01.015776, arrival_time=2021-04-15 06:26:35.324380, cost_time=0:01:03.558142 2021-04-15 06:25:40,641 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0377, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:54.641820, arrival_time=2021-04-15 06:26:35.282897, cost_time=0:01:09.890684 2021-04-15 06:25:46,974 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0377, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:48.275352, arrival_time=2021-04-15 06:26:35.249967, cost_time=0:01:16.224245 2021-04-15 06:25:53,303 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.35ms, fps=405 images/s, loss=0.0385, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:41.911320, arrival_time=2021-04-15 06:26:35.214304, cost_time=0:01:22.552606 2021-04-15 06:25:59,630 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0390, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:35.551936, arrival_time=2021-04-15 06:26:35.182157, cost_time=0:01:28.879841 2021-04-15 06:26:05,962 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0394, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:29.198224, arrival_time=2021-04-15 06:26:35.160285, cost_time=0:01:35.211595 2021-04-15 06:26:12,289 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.42ms, fps=405 images/s, loss=0.0395, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:22.846320, arrival_time=2021-04-15 06:26:35.135956, cost_time=0:01:41.539249 2021-04-15 06:26:18,624 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0398, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:16.498326, arrival_time=2021-04-15 06:26:35.122420, cost_time=0:01:47.873712 2021-04-15 06:26:24,953 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0400, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:10.151360, arrival_time=2021-04-15 06:26:35.104568, cost_time=0:01:54.202828 2021-04-15 06:26:31,287 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0408, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:03.806430, arrival_time=2021-04-15 06:26:35.093838, cost_time=0:02:00.537028 2021-04-15 06:26:34,643 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0405, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:26:34.643421, cost_time=0:02:03.893040 2021-04-15 06:26:36,941 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=1.43ms, fps=1115 images/s, loss=0.3641, top1-acc=90.20%, top5-acc=99.26%, remaining_time=0:00:06.887220, arrival_time=2021-04-15 06:26:43.828300, cost_time=0:00:02.295739 2021-04-15 06:26:39,119 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.30ms, fps=1176 images/s, loss=0.3913, top1-acc=89.86%, top5-acc=99.28%, remaining_time=0:00:04.473760, arrival_time=2021-04-15 06:26:43.592770, cost_time=0:00:04.473768 2021-04-15 06:26:41,296 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.27ms, fps=1176 images/s, loss=0.3982, top1-acc=89.96%, top5-acc=99.28%, remaining_time=0:00:02.217060, arrival_time=2021-04-15 06:26:43.513513, cost_time=0:00:06.651190 2021-04-15 06:26:43,270 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=1.15ms, fps=1176 images/s, loss=0.3879, top1-acc=89.99%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 06:26:43.270084, cost_time=0:00:08.624872 2021-04-15 06:26:44,617 INFO : Epoch=0130 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:37:03.989190, arrival_time=2021-04-15 09:03:48.606720, cost_time=4:51:41.694177 2021-04-15 06:26:44,618 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 06:26:51,085 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.85ms, fps=396 images/s, loss=0.0412, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:02:00.284154, arrival_time=2021-04-15 06:28:51.370009, cost_time=0:00:06.466889 2021-04-15 06:26:57,417 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0426, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:01:52.627856, arrival_time=2021-04-15 06:28:50.045411, cost_time=0:00:12.798615 2021-04-15 06:27:03,747 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0401, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:01:45.847244, arrival_time=2021-04-15 06:28:49.595117, cost_time=0:00:19.129020 2021-04-15 06:27:10,082 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0371, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:01:39.306792, arrival_time=2021-04-15 06:28:49.389037, cost_time=0:00:25.463294 2021-04-15 06:27:16,416 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0369, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:01:32.847678, arrival_time=2021-04-15 06:28:49.263699, cost_time=0:00:31.797156 2021-04-15 06:27:22,749 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0357, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:01:26.430448, arrival_time=2021-04-15 06:28:49.180391, cost_time=0:00:38.131098 2021-04-15 06:27:29,082 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0369, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:01:20.033688, arrival_time=2021-04-15 06:28:49.115725, cost_time=0:00:44.463190 2021-04-15 06:27:35,422 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0358, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:01:13.664988, arrival_time=2021-04-15 06:28:49.087416, cost_time=0:00:50.803453 2021-04-15 06:27:41,762 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0353, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:07.302050, arrival_time=2021-04-15 06:28:49.064226, cost_time=0:00:57.143233 2021-04-15 06:27:48,098 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0350, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:00.939744, arrival_time=2021-04-15 06:28:49.037695, cost_time=0:01:03.478915 2021-04-15 06:27:54,429 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0362, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:54.579040, arrival_time=2021-04-15 06:28:49.008303, cost_time=0:01:09.810408 2021-04-15 06:28:00,771 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0362, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:48.230056, arrival_time=2021-04-15 06:28:49.001772, cost_time=0:01:16.152672 2021-04-15 06:28:07,102 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.00ms, fps=404 images/s, loss=0.0369, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:41.876406, arrival_time=2021-04-15 06:28:48.979208, cost_time=0:01:22.483863 2021-04-15 06:28:13,434 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0367, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:35.526064, arrival_time=2021-04-15 06:28:48.960028, cost_time=0:01:28.815102 2021-04-15 06:28:19,766 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0366, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:29.178490, arrival_time=2021-04-15 06:28:48.944634, cost_time=0:01:35.147198 2021-04-15 06:28:26,097 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0367, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:22.832676, arrival_time=2021-04-15 06:28:48.930078, cost_time=0:01:41.478549 2021-04-15 06:28:32,432 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=2.44ms, fps=404 images/s, loss=0.0368, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:16.489096, arrival_time=2021-04-15 06:28:48.921335, cost_time=0:01:47.813252 2021-04-15 06:28:38,770 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0367, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:10.146800, arrival_time=2021-04-15 06:28:48.917316, cost_time=0:01:54.151562 2021-04-15 06:28:45,106 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0366, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:03.804864, arrival_time=2021-04-15 06:28:48.911121, cost_time=0:02:00.487328 2021-04-15 06:28:48,462 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0372, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:28:48.462471, cost_time=0:02:03.843633 2021-04-15 06:28:50,751 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.34ms, fps=1119 images/s, loss=0.3086, top1-acc=91.87%, top5-acc=99.49%, remaining_time=0:00:06.860970, arrival_time=2021-04-15 06:28:57.612025, cost_time=0:00:02.286994 2021-04-15 06:28:52,928 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.36ms, fps=1176 images/s, loss=0.3226, top1-acc=91.50%, top5-acc=99.49%, remaining_time=0:00:04.464400, arrival_time=2021-04-15 06:28:57.392856, cost_time=0:00:04.464406 2021-04-15 06:28:55,105 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.37ms, fps=1176 images/s, loss=0.3163, top1-acc=91.52%, top5-acc=99.60%, remaining_time=0:00:02.213770, arrival_time=2021-04-15 06:28:57.319245, cost_time=0:00:06.641322 2021-04-15 06:28:57,079 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=1.10ms, fps=1176 images/s, loss=0.2978, top1-acc=91.78%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 06:28:57.079478, cost_time=0:00:08.615442 2021-04-15 06:28:58,478 INFO : Epoch=0131 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:34:48.956226, arrival_time=2021-04-15 09:03:47.434202, cost_time=4:53:55.554622 2021-04-15 06:28:58,479 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 06:29:04,978 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.32ms, fps=394 images/s, loss=0.0313, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:02:00.873588, arrival_time=2021-04-15 06:31:05.851614, cost_time=0:00:06.498580 2021-04-15 06:29:11,309 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0392, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:01:52.904176, arrival_time=2021-04-15 06:31:04.213761, cost_time=0:00:12.830013 2021-04-15 06:29:17,643 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0432, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:01:46.042626, arrival_time=2021-04-15 06:31:03.686326, cost_time=0:00:19.164344 2021-04-15 06:29:23,968 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.85ms, fps=405 images/s, loss=0.0451, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:01:39.406164, arrival_time=2021-04-15 06:31:03.374365, cost_time=0:00:25.488769 2021-04-15 06:29:30,301 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.62ms, fps=404 images/s, loss=0.0451, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:01:32.920824, arrival_time=2021-04-15 06:31:03.222639, cost_time=0:00:31.822195 2021-04-15 06:29:36,656 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=2.05ms, fps=403 images/s, loss=0.0445, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:01:26.534352, arrival_time=2021-04-15 06:31:03.190746, cost_time=0:00:38.176892 2021-04-15 06:29:42,994 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=4.10ms, fps=404 images/s, loss=0.0438, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:01:20.126676, arrival_time=2021-04-15 06:31:03.120963, cost_time=0:00:44.514821 2021-04-15 06:29:49,346 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.87ms, fps=403 images/s, loss=0.0432, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:01:13.756744, arrival_time=2021-04-15 06:31:03.102924, cost_time=0:00:50.866716 2021-04-15 06:29:55,679 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.30ms, fps=404 images/s, loss=0.0425, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:01:07.368300, arrival_time=2021-04-15 06:31:03.047258, cost_time=0:00:57.199488 2021-04-15 06:30:02,019 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.66ms, fps=404 images/s, loss=0.0425, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:01:00.997824, arrival_time=2021-04-15 06:31:03.016765, cost_time=0:01:03.539441 2021-04-15 06:30:08,358 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0423, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:54.632274, arrival_time=2021-04-15 06:31:02.990202, cost_time=0:01:09.878491 2021-04-15 06:30:14,684 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.48ms, fps=405 images/s, loss=0.0423, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:48.263192, arrival_time=2021-04-15 06:31:02.947871, cost_time=0:01:16.205041 2021-04-15 06:30:21,020 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0433, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:41.905446, arrival_time=2021-04-15 06:31:02.925771, cost_time=0:01:22.540977 2021-04-15 06:30:27,353 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0432, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:35.549472, arrival_time=2021-04-15 06:31:02.902592, cost_time=0:01:28.873684 2021-04-15 06:30:33,689 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0440, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:29.197856, arrival_time=2021-04-15 06:31:02.887564, cost_time=0:01:35.210363 2021-04-15 06:30:40,019 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0431, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:22.846464, arrival_time=2021-04-15 06:31:02.865702, cost_time=0:01:41.539894 2021-04-15 06:30:46,346 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.36ms, fps=405 images/s, loss=0.0432, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:16.497338, arrival_time=2021-04-15 06:31:02.844162, cost_time=0:01:47.867292 2021-04-15 06:30:52,673 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0431, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:10.150560, arrival_time=2021-04-15 06:31:02.823699, cost_time=0:01:54.193779 2021-04-15 06:30:59,005 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0427, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:03.806076, arrival_time=2021-04-15 06:31:02.811188, cost_time=0:02:00.525767 2021-04-15 06:31:02,360 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0431, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:31:02.360391, cost_time=0:02:03.881054 2021-04-15 06:31:04,648 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.34ms, fps=1120 images/s, loss=0.3792, top1-acc=90.47%, top5-acc=99.61%, remaining_time=0:00:06.857520, arrival_time=2021-04-15 06:31:11.505496, cost_time=0:00:02.285840 2021-04-15 06:31:06,822 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.30ms, fps=1178 images/s, loss=0.3803, top1-acc=89.84%, top5-acc=99.57%, remaining_time=0:00:04.459880, arrival_time=2021-04-15 06:31:11.281882, cost_time=0:00:04.459871 2021-04-15 06:31:09,001 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.27ms, fps=1175 images/s, loss=0.3936, top1-acc=89.75%, top5-acc=99.48%, remaining_time=0:00:02.213000, arrival_time=2021-04-15 06:31:11.214110, cost_time=0:00:06.638986 2021-04-15 06:31:10,976 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=1.08ms, fps=1174 images/s, loss=0.3882, top1-acc=89.84%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 06:31:10.976801, cost_time=0:00:08.614703 2021-04-15 06:31:12,366 INFO : Epoch=0132 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:32:33.955592, arrival_time=2021-04-15 09:03:46.322098, cost_time=4:56:09.443153 2021-04-15 06:31:12,367 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 06:31:18,821 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.47ms, fps=397 images/s, loss=0.0427, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:02:00.042912, arrival_time=2021-04-15 06:33:18.864683, cost_time=0:00:06.453920 2021-04-15 06:31:25,148 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.34ms, fps=405 images/s, loss=0.0466, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:01:52.470864, arrival_time=2021-04-15 06:33:17.619533, cost_time=0:00:12.780780 2021-04-15 06:31:31,485 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.86ms, fps=404 images/s, loss=0.0464, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:01:45.784828, arrival_time=2021-04-15 06:33:17.270329, cost_time=0:00:19.117742 2021-04-15 06:31:37,817 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0477, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:01:39.252660, arrival_time=2021-04-15 06:33:17.069974, cost_time=0:00:25.449392 2021-04-15 06:31:44,148 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0489, top1-acc=98.37%, top5-acc=100.00%, remaining_time=0:01:32.798622, arrival_time=2021-04-15 06:33:16.946721, cost_time=0:00:31.780330 2021-04-15 06:31:50,480 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0479, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:01:26.388152, arrival_time=2021-04-15 06:33:16.868328, cost_time=0:00:38.112416 2021-04-15 06:31:56,810 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0472, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:01:19.997778, arrival_time=2021-04-15 06:33:16.808722, cost_time=0:00:44.443187 2021-04-15 06:32:03,146 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.56ms, fps=404 images/s, loss=0.0456, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:01:13.628332, arrival_time=2021-04-15 06:33:16.774381, cost_time=0:00:50.778193 2021-04-15 06:32:09,479 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0440, top1-acc=98.54%, top5-acc=100.00%, remaining_time=0:01:07.264526, arrival_time=2021-04-15 06:33:16.743693, cost_time=0:00:57.111411 2021-04-15 06:32:15,807 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.35ms, fps=405 images/s, loss=0.0432, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:01:00.901728, arrival_time=2021-04-15 06:33:16.708768, cost_time=0:01:03.439288 2021-04-15 06:32:22,133 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.36ms, fps=405 images/s, loss=0.0420, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:54.544296, arrival_time=2021-04-15 06:33:16.677964, cost_time=0:01:09.765910 2021-04-15 06:32:28,469 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=2.17ms, fps=404 images/s, loss=0.0416, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:48.197908, arrival_time=2021-04-15 06:33:16.667639, cost_time=0:01:16.101978 2021-04-15 06:32:34,815 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=2.08ms, fps=403 images/s, loss=0.0418, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:41.857860, arrival_time=2021-04-15 06:33:16.673067, cost_time=0:01:22.447342 2021-04-15 06:32:41,159 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0425, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:35.516432, arrival_time=2021-04-15 06:33:16.675446, cost_time=0:01:28.791021 2021-04-15 06:32:47,504 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0422, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:29.175224, arrival_time=2021-04-15 06:33:16.679606, cost_time=0:01:35.136619 2021-04-15 06:32:53,841 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0427, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:22.831632, arrival_time=2021-04-15 06:33:16.673386, cost_time=0:01:41.473991 2021-04-15 06:33:00,191 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0426, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:16.490604, arrival_time=2021-04-15 06:33:16.681703, cost_time=0:01:47.823241 2021-04-15 06:33:06,533 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0418, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:10.148000, arrival_time=2021-04-15 06:33:16.681047, cost_time=0:01:54.165077 2021-04-15 06:33:12,865 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0416, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:03.805182, arrival_time=2021-04-15 06:33:16.670573, cost_time=0:02:00.497445 2021-04-15 06:33:16,227 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0411, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:33:16.227266, cost_time=0:02:03.859516 2021-04-15 06:33:18,548 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.26ms, fps=1103 images/s, loss=0.3131, top1-acc=91.41%, top5-acc=99.53%, remaining_time=0:00:06.960210, arrival_time=2021-04-15 06:33:25.509147, cost_time=0:00:02.320074 2021-04-15 06:33:20,724 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.29ms, fps=1177 images/s, loss=0.3149, top1-acc=91.78%, top5-acc=99.63%, remaining_time=0:00:04.495760, arrival_time=2021-04-15 06:33:25.220376, cost_time=0:00:04.495764 2021-04-15 06:33:22,900 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.54ms, fps=1177 images/s, loss=0.3138, top1-acc=91.72%, top5-acc=99.62%, remaining_time=0:00:02.223820, arrival_time=2021-04-15 06:33:25.124159, cost_time=0:00:06.671473 2021-04-15 06:33:24,874 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=1.15ms, fps=1175 images/s, loss=0.3280, top1-acc=91.40%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 06:33:24.874437, cost_time=0:00:08.645497 2021-04-15 06:33:26,616 INFO : Epoch=0133 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:30:19.153410, arrival_time=2021-04-15 09:03:45.769389, cost_time=4:58:23.692585 2021-04-15 06:33:26,623 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 06:33:33,140 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.32ms, fps=393 images/s, loss=0.0241, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:02:01.210248, arrival_time=2021-04-15 06:35:34.350757, cost_time=0:00:06.516681 2021-04-15 06:33:39,468 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.34ms, fps=405 images/s, loss=0.0277, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:01:53.036176, arrival_time=2021-04-15 06:35:32.505026, cost_time=0:00:12.845022 2021-04-15 06:33:45,792 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.64ms, fps=405 images/s, loss=0.0267, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:01:46.069850, arrival_time=2021-04-15 06:35:31.862801, cost_time=0:00:19.169247 2021-04-15 06:33:52,124 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0279, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:01:39.453900, arrival_time=2021-04-15 06:35:31.578682, cost_time=0:00:25.500992 2021-04-15 06:33:58,452 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.33ms, fps=405 images/s, loss=0.0284, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:01:32.940680, arrival_time=2021-04-15 06:35:31.393388, cost_time=0:00:31.828994 2021-04-15 06:34:04,781 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0301, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:01:26.490832, arrival_time=2021-04-15 06:35:31.272230, cost_time=0:00:38.157698 2021-04-15 06:34:11,108 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0301, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:01:20.071992, arrival_time=2021-04-15 06:35:31.180136, cost_time=0:00:44.484441 2021-04-15 06:34:17,432 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.51ms, fps=405 images/s, loss=0.0308, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:01:13.672876, arrival_time=2021-04-15 06:35:31.105548, cost_time=0:00:50.808863 2021-04-15 06:34:23,760 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0310, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:01:07.294100, arrival_time=2021-04-15 06:35:31.054323, cost_time=0:00:57.136527 2021-04-15 06:34:30,087 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0312, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:01:00.925152, arrival_time=2021-04-15 06:35:31.012592, cost_time=0:01:03.463746 2021-04-15 06:34:36,413 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0316, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:54.562700, arrival_time=2021-04-15 06:35:30.975869, cost_time=0:01:09.789467 2021-04-15 06:34:42,747 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0319, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:48.211588, arrival_time=2021-04-15 06:35:30.958818, cost_time=0:01:16.123526 2021-04-15 06:34:49,080 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0320, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:41.862612, arrival_time=2021-04-15 06:35:30.943112, cost_time=0:01:22.456692 2021-04-15 06:34:55,408 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.54ms, fps=405 images/s, loss=0.0317, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:35.513968, arrival_time=2021-04-15 06:35:30.922616, cost_time=0:01:28.784947 2021-04-15 06:35:01,740 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0321, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:29.169244, arrival_time=2021-04-15 06:35:30.910041, cost_time=0:01:35.117095 2021-04-15 06:35:08,067 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0319, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:22.824792, arrival_time=2021-04-15 06:35:30.891987, cost_time=0:01:41.443494 2021-04-15 06:35:14,399 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0319, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:16.483272, arrival_time=2021-04-15 06:35:30.882433, cost_time=0:01:47.775320 2021-04-15 06:35:20,732 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0317, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:10.142944, arrival_time=2021-04-15 06:35:30.874871, cost_time=0:01:54.108172 2021-04-15 06:35:27,073 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0326, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:03.803688, arrival_time=2021-04-15 06:35:30.877512, cost_time=0:02:00.450030 2021-04-15 06:35:30,437 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0328, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:35:30.437600, cost_time=0:02:03.813792 2021-04-15 06:35:32,723 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=1.29ms, fps=1121 images/s, loss=0.4202, top1-acc=89.06%, top5-acc=99.30%, remaining_time=0:00:06.851490, arrival_time=2021-04-15 06:35:39.574840, cost_time=0:00:02.283828 2021-04-15 06:35:34,905 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=2.02ms, fps=1173 images/s, loss=0.4019, top1-acc=89.30%, top5-acc=99.28%, remaining_time=0:00:04.466040, arrival_time=2021-04-15 06:35:39.371668, cost_time=0:00:04.466041 2021-04-15 06:35:37,083 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.31ms, fps=1176 images/s, loss=0.3998, top1-acc=89.37%, top5-acc=99.35%, remaining_time=0:00:02.214470, arrival_time=2021-04-15 06:35:39.297463, cost_time=0:00:06.643414 2021-04-15 06:35:39,054 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=1.07ms, fps=1177 images/s, loss=0.3957, top1-acc=89.31%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 06:35:39.054124, cost_time=0:00:08.614645 2021-04-15 06:35:40,436 INFO : Epoch=0134 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:28:04.148196, arrival_time=2021-04-15 09:03:44.584561, cost_time=5:00:37.513010 2021-04-15 06:35:40,437 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 06:35:46,938 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.31ms, fps=394 images/s, loss=0.0425, top1-acc=98.40%, top5-acc=99.96%, remaining_time=0:02:00.901488, arrival_time=2021-04-15 06:37:47.839408, cost_time=0:00:06.500076 2021-04-15 06:35:53,272 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0358, top1-acc=98.77%, top5-acc=99.98%, remaining_time=0:01:52.943952, arrival_time=2021-04-15 06:37:46.216336, cost_time=0:00:12.834536 2021-04-15 06:35:59,599 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0359, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:01:46.026192, arrival_time=2021-04-15 06:37:45.625284, cost_time=0:00:19.161375 2021-04-15 06:36:05,924 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0342, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:01:39.396648, arrival_time=2021-04-15 06:37:45.320766, cost_time=0:00:25.486311 2021-04-15 06:36:12,252 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0338, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:01:32.899508, arrival_time=2021-04-15 06:37:45.152134, cost_time=0:00:31.814902 2021-04-15 06:36:18,584 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0342, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:01:26.466352, arrival_time=2021-04-15 06:37:45.051014, cost_time=0:00:38.146916 2021-04-15 06:36:24,934 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.66ms, fps=403 images/s, loss=0.0335, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:01:20.093412, arrival_time=2021-04-15 06:37:45.027670, cost_time=0:00:44.496341 2021-04-15 06:36:31,281 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0334, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:01:13.723684, arrival_time=2021-04-15 06:37:45.005423, cost_time=0:00:50.843921 2021-04-15 06:36:37,624 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0330, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:01:07.352612, arrival_time=2021-04-15 06:37:44.976565, cost_time=0:00:57.186144 2021-04-15 06:36:43,957 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0329, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:01:00.978528, arrival_time=2021-04-15 06:37:44.935529, cost_time=0:01:03.519288 2021-04-15 06:36:50,287 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0320, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:54.609570, arrival_time=2021-04-15 06:37:44.896821, cost_time=0:01:09.849416 2021-04-15 06:36:56,615 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0320, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:48.245940, arrival_time=2021-04-15 06:37:44.861410, cost_time=0:01:16.177750 2021-04-15 06:37:02,951 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0328, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:41.891520, arrival_time=2021-04-15 06:37:44.842892, cost_time=0:01:22.513652 2021-04-15 06:37:09,283 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0328, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:35.538104, arrival_time=2021-04-15 06:37:44.821108, cost_time=0:01:28.845292 2021-04-15 06:37:15,610 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.34ms, fps=405 images/s, loss=0.0333, top1-acc=98.98%, top5-acc=99.99%, remaining_time=0:00:29.186172, arrival_time=2021-04-15 06:37:44.796333, cost_time=0:01:35.172365 2021-04-15 06:37:21,958 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.91ms, fps=403 images/s, loss=0.0332, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:22.842180, arrival_time=2021-04-15 06:37:44.800893, cost_time=0:01:41.520872 2021-04-15 06:37:28,290 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0336, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:16.495076, arrival_time=2021-04-15 06:37:44.785240, cost_time=0:01:47.852348 2021-04-15 06:37:34,631 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.62ms, fps=404 images/s, loss=0.0338, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:10.150576, arrival_time=2021-04-15 06:37:44.782393, cost_time=0:01:54.194001 2021-04-15 06:37:40,974 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0338, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:03.806424, arrival_time=2021-04-15 06:37:44.780940, cost_time=0:02:00.536777 2021-04-15 06:37:44,342 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0340, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:37:44.342006, cost_time=0:02:03.904298 2021-04-15 06:37:46,653 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=1.50ms, fps=1108 images/s, loss=0.3348, top1-acc=90.90%, top5-acc=99.69%, remaining_time=0:00:06.929760, arrival_time=2021-04-15 06:37:53.583514, cost_time=0:00:02.309919 2021-04-15 06:37:48,834 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.50ms, fps=1174 images/s, loss=0.3403, top1-acc=91.02%, top5-acc=99.65%, remaining_time=0:00:04.490640, arrival_time=2021-04-15 06:37:53.324919, cost_time=0:00:04.490639 2021-04-15 06:37:51,013 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.54ms, fps=1175 images/s, loss=0.3307, top1-acc=91.11%, top5-acc=99.65%, remaining_time=0:00:02.223220, arrival_time=2021-04-15 06:37:53.236556, cost_time=0:00:06.669666 2021-04-15 06:37:52,990 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=1.16ms, fps=1174 images/s, loss=0.3259, top1-acc=91.15%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 06:37:52.990468, cost_time=0:00:08.646843 2021-04-15 06:37:54,506 INFO : Epoch=0135 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:25:49.280475, arrival_time=2021-04-15 09:03:43.786407, cost_time=5:02:51.582533 2021-04-15 06:37:54,507 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 06:38:01,031 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=3.77ms, fps=392 images/s, loss=0.0315, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:02:01.350306, arrival_time=2021-04-15 06:40:02.382138, cost_time=0:00:06.524211 2021-04-15 06:38:07,367 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.21ms, fps=404 images/s, loss=0.0345, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:01:53.162896, arrival_time=2021-04-15 06:40:00.530212, cost_time=0:00:12.859421 2021-04-15 06:38:13,713 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.0325, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:01:46.274860, arrival_time=2021-04-15 06:39:59.988709, cost_time=0:00:19.206291 2021-04-15 06:38:20,055 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0312, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:01:39.636576, arrival_time=2021-04-15 06:39:59.691981, cost_time=0:00:25.547822 2021-04-15 06:38:26,398 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0300, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:01:33.121720, arrival_time=2021-04-15 06:39:59.520307, cost_time=0:00:31.891004 2021-04-15 06:38:32,745 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=3.40ms, fps=403 images/s, loss=0.0301, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:01:26.673208, arrival_time=2021-04-15 06:39:59.419018, cost_time=0:00:38.238205 2021-04-15 06:38:39,097 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.0307, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:01:20.262000, arrival_time=2021-04-15 06:39:59.359558, cost_time=0:00:44.589975 2021-04-15 06:38:45,444 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=2.32ms, fps=403 images/s, loss=0.0314, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:01:13.858824, arrival_time=2021-04-15 06:39:59.303578, cost_time=0:00:50.937129 2021-04-15 06:38:51,797 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=2.30ms, fps=403 images/s, loss=0.0310, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:01:07.474300, arrival_time=2021-04-15 06:39:59.271393, cost_time=0:00:57.289511 2021-04-15 06:38:58,144 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=2.48ms, fps=403 images/s, loss=0.0306, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:01:01.091712, arrival_time=2021-04-15 06:39:59.236497, cost_time=0:01:03.637193 2021-04-15 06:39:04,498 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.0307, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:54.720080, arrival_time=2021-04-15 06:39:59.218479, cost_time=0:01:09.990816 2021-04-15 06:39:10,844 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0308, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:48.346488, arrival_time=2021-04-15 06:39:59.190576, cost_time=0:01:16.336501 2021-04-15 06:39:17,197 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0305, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:41.980884, arrival_time=2021-04-15 06:39:59.178196, cost_time=0:01:22.689616 2021-04-15 06:39:23,536 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=2.65ms, fps=404 images/s, loss=0.0304, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:35.611408, arrival_time=2021-04-15 06:39:59.147503, cost_time=0:01:29.028491 2021-04-15 06:39:29,894 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.0301, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:29.251814, arrival_time=2021-04-15 06:39:59.145870, cost_time=0:01:35.386392 2021-04-15 06:39:36,248 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=2.30ms, fps=403 images/s, loss=0.0303, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:22.891608, arrival_time=2021-04-15 06:39:59.139806, cost_time=0:01:41.740506 2021-04-15 06:39:42,595 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.98ms, fps=403 images/s, loss=0.0306, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:16.531086, arrival_time=2021-04-15 06:39:59.126602, cost_time=0:01:48.087905 2021-04-15 06:39:48,946 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=2.54ms, fps=403 images/s, loss=0.0305, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:10.172288, arrival_time=2021-04-15 06:39:59.118225, cost_time=0:01:54.438321 2021-04-15 06:39:55,289 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0309, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:03.814176, arrival_time=2021-04-15 06:39:59.103936, cost_time=0:02:00.782181 2021-04-15 06:39:58,656 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0312, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:39:58.656278, cost_time=0:02:04.148717 2021-04-15 06:40:00,977 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.48ms, fps=1104 images/s, loss=0.3525, top1-acc=91.09%, top5-acc=99.84%, remaining_time=0:00:06.956790, arrival_time=2021-04-15 06:40:07.934482, cost_time=0:00:02.318934 2021-04-15 06:40:03,166 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.36ms, fps=1170 images/s, loss=0.3291, top1-acc=91.39%, top5-acc=99.80%, remaining_time=0:00:04.507720, arrival_time=2021-04-15 06:40:07.673991, cost_time=0:00:04.507717 2021-04-15 06:40:05,358 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.42ms, fps=1168 images/s, loss=0.3229, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:02.233440, arrival_time=2021-04-15 06:40:07.592320, cost_time=0:00:06.700332 2021-04-15 06:40:07,339 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=1.09ms, fps=1171 images/s, loss=0.3184, top1-acc=91.48%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:40:07.339773, cost_time=0:00:08.681247 2021-04-15 06:40:08,740 INFO : Epoch=0136 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:23:34.501824, arrival_time=2021-04-15 09:03:43.241804, cost_time=5:05:05.816411 2021-04-15 06:40:08,741 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 06:40:15,207 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=3.57ms, fps=396 images/s, loss=0.0402, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:02:00.253836, arrival_time=2021-04-15 06:42:15.460720, cost_time=0:00:06.465260 2021-04-15 06:40:21,550 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=2.13ms, fps=404 images/s, loss=0.0397, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:01:52.713216, arrival_time=2021-04-15 06:42:14.263156, cost_time=0:00:12.808328 2021-04-15 06:40:27,899 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=2.05ms, fps=403 images/s, loss=0.0388, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:01:46.003948, arrival_time=2021-04-15 06:42:13.902916, cost_time=0:00:19.157327 2021-04-15 06:40:34,244 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0370, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:01:39.462480, arrival_time=2021-04-15 06:42:13.707327, cost_time=0:00:25.503205 2021-04-15 06:40:40,577 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0358, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:01:32.960536, arrival_time=2021-04-15 06:42:13.537958, cost_time=0:00:31.835816 2021-04-15 06:40:46,928 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=2.11ms, fps=403 images/s, loss=0.0357, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:01:26.555976, arrival_time=2021-04-15 06:42:13.484074, cost_time=0:00:38.186463 2021-04-15 06:40:53,280 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0343, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:01:20.169138, arrival_time=2021-04-15 06:42:13.449294, cost_time=0:00:44.538408 2021-04-15 06:40:59,640 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0334, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:01:13.802564, arrival_time=2021-04-15 06:42:13.442591, cost_time=0:00:50.898297 2021-04-15 06:41:05,984 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=2.00ms, fps=404 images/s, loss=0.0320, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:01:07.419604, arrival_time=2021-04-15 06:42:13.404291, cost_time=0:00:57.243042 2021-04-15 06:41:12,324 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.58ms, fps=404 images/s, loss=0.0315, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:01:01.039296, arrival_time=2021-04-15 06:42:13.363607, cost_time=0:01:03.582628 2021-04-15 06:41:18,672 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=2.28ms, fps=403 images/s, loss=0.0313, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:54.673468, arrival_time=2021-04-15 06:42:13.346303, cost_time=0:01:09.931209 2021-04-15 06:41:25,031 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.79ms, fps=403 images/s, loss=0.0306, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:48.316696, arrival_time=2021-04-15 06:42:13.347824, cost_time=0:01:16.289506 2021-04-15 06:41:31,374 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.0304, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:41.951910, arrival_time=2021-04-15 06:42:13.326117, cost_time=0:01:22.632575 2021-04-15 06:41:37,729 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.80ms, fps=403 images/s, loss=0.0298, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:35.594944, arrival_time=2021-04-15 06:42:13.323969, cost_time=0:01:28.987381 2021-04-15 06:41:44,067 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.98ms, fps=404 images/s, loss=0.0296, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:29.233138, arrival_time=2021-04-15 06:42:13.300373, cost_time=0:01:35.325507 2021-04-15 06:41:50,411 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=2.25ms, fps=404 images/s, loss=0.0295, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:22.875732, arrival_time=2021-04-15 06:42:13.287327, cost_time=0:01:41.669951 2021-04-15 06:41:56,758 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.0291, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:16.520270, arrival_time=2021-04-15 06:42:13.279072, cost_time=0:01:48.017164 2021-04-15 06:42:03,104 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.71ms, fps=403 images/s, loss=0.0297, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:10.165600, arrival_time=2021-04-15 06:42:13.270413, cost_time=0:01:54.363060 2021-04-15 06:42:09,449 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.02ms, fps=404 images/s, loss=0.0302, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:03.811818, arrival_time=2021-04-15 06:42:13.261010, cost_time=0:02:00.707576 2021-04-15 06:42:12,804 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.02ms, fps=405 images/s, loss=0.0302, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:42:12.804530, cost_time=0:02:04.063022 2021-04-15 06:42:15,106 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=1.55ms, fps=1113 images/s, loss=0.3724, top1-acc=90.27%, top5-acc=99.57%, remaining_time=0:00:06.900090, arrival_time=2021-04-15 06:42:22.006382, cost_time=0:00:02.300032 2021-04-15 06:42:17,296 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.31ms, fps=1169 images/s, loss=0.3675, top1-acc=90.43%, top5-acc=99.57%, remaining_time=0:00:04.490400, arrival_time=2021-04-15 06:42:21.787049, cost_time=0:00:04.490402 2021-04-15 06:42:19,489 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.35ms, fps=1168 images/s, loss=0.3572, top1-acc=90.52%, top5-acc=99.57%, remaining_time=0:00:02.227610, arrival_time=2021-04-15 06:42:21.716677, cost_time=0:00:06.682836 2021-04-15 06:42:21,475 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=1.17ms, fps=1168 images/s, loss=0.3437, top1-acc=90.56%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 06:42:21.475506, cost_time=0:00:08.669305 2021-04-15 06:42:22,812 INFO : Epoch=0137 complete, best val top1-acc=91.79%, top5-acc=99.67% (epoch=129), remaining_time=2:21:19.657053, arrival_time=2021-04-15 09:03:42.469573, cost_time=5:07:19.889139 2021-04-15 06:42:22,813 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 06:42:29,330 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=2.71ms, fps=393 images/s, loss=0.0318, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:02:01.196856, arrival_time=2021-04-15 06:44:30.526873, cost_time=0:00:06.515965 2021-04-15 06:42:35,674 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0311, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:01:53.170816, arrival_time=2021-04-15 06:44:28.845267, cost_time=0:00:12.860322 2021-04-15 06:42:42,017 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0314, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:01:46.256766, arrival_time=2021-04-15 06:44:28.273951, cost_time=0:00:19.203029 2021-04-15 06:42:48,365 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.28ms, fps=403 images/s, loss=0.0301, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:01:39.650148, arrival_time=2021-04-15 06:44:28.015524, cost_time=0:00:25.551320 2021-04-15 06:42:54,698 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0306, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:01:33.101718, arrival_time=2021-04-15 06:44:27.799931, cost_time=0:00:31.884171 2021-04-15 06:43:01,045 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=2.27ms, fps=403 images/s, loss=0.0294, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:01:26.657840, arrival_time=2021-04-15 06:44:27.703303, cost_time=0:00:38.231419 2021-04-15 06:43:07,397 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.54ms, fps=403 images/s, loss=0.0282, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:01:20.250786, arrival_time=2021-04-15 06:44:27.648627, cost_time=0:00:44.583754 2021-04-15 06:43:13,758 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.07ms, fps=402 images/s, loss=0.0275, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:01:13.870076, arrival_time=2021-04-15 06:44:27.628969, cost_time=0:00:50.944859 2021-04-15 06:43:20,097 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0281, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:01:07.466562, arrival_time=2021-04-15 06:44:27.563555, cost_time=0:00:57.282948 2021-04-15 06:43:26,440 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.01ms, fps=404 images/s, loss=0.0278, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:01:01.081632, arrival_time=2021-04-15 06:44:27.522436, cost_time=0:01:03.626719 2021-04-15 06:43:32,790 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.74ms, fps=403 images/s, loss=0.0274, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:54.708728, arrival_time=2021-04-15 06:44:27.499150, cost_time=0:01:09.976299 2021-04-15 06:43:39,135 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.27ms, fps=403 images/s, loss=0.0274, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:48.337064, arrival_time=2021-04-15 06:44:27.472753, cost_time=0:01:16.321634 2021-04-15 06:43:45,476 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=2.12ms, fps=404 images/s, loss=0.0282, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:41.966958, arrival_time=2021-04-15 06:44:27.443180, cost_time=0:01:22.662164 2021-04-15 06:43:51,819 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.94ms, fps=404 images/s, loss=0.0281, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:35.601944, arrival_time=2021-04-15 06:44:27.420874, cost_time=0:01:29.004884 2021-04-15 06:43:58,157 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0283, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:29.238658, arrival_time=2021-04-15 06:44:27.396186, cost_time=0:01:35.343473 2021-04-15 06:44:04,519 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=2.61ms, fps=402 images/s, loss=0.0286, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:22.883616, arrival_time=2021-04-15 06:44:27.402598, cost_time=0:01:41.704899 2021-04-15 06:44:10,870 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=2.59ms, fps=403 images/s, loss=0.0283, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:16.526302, arrival_time=2021-04-15 06:44:27.396882, cost_time=0:01:48.056512 2021-04-15 06:44:17,228 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=2.34ms, fps=403 images/s, loss=0.0280, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:10.170176, arrival_time=2021-04-15 06:44:27.398814, cost_time=0:01:54.414547 2021-04-15 06:44:23,576 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.0281, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:03.813558, arrival_time=2021-04-15 06:44:27.390298, cost_time=0:02:00.762655 2021-04-15 06:44:26,941 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0284, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:44:26.941492, cost_time=0:02:04.127536 2021-04-15 06:44:29,240 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=3.02ms, fps=1114 images/s, loss=0.3301, top1-acc=91.41%, top5-acc=99.61%, remaining_time=0:00:06.891090, arrival_time=2021-04-15 06:44:36.131477, cost_time=0:00:02.297033 2021-04-15 06:44:31,434 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=2.70ms, fps=1167 images/s, loss=0.2947, top1-acc=92.13%, top5-acc=99.65%, remaining_time=0:00:04.490840, arrival_time=2021-04-15 06:44:35.925032, cost_time=0:00:04.490845 2021-04-15 06:44:33,627 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.39ms, fps=1168 images/s, loss=0.2948, top1-acc=92.08%, top5-acc=99.69%, remaining_time=0:00:02.227990, arrival_time=2021-04-15 06:44:35.855404, cost_time=0:00:06.683979 2021-04-15 06:44:35,614 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=1.58ms, fps=1168 images/s, loss=0.3065, top1-acc=91.91%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 06:44:35.614401, cost_time=0:00:08.671121 2021-04-15 06:44:38,330 INFO : Epoch=0138 complete, best val top1-acc=91.91%, top5-acc=99.66% (epoch=138), remaining_time=2:19:05.472676, arrival_time=2021-04-15 09:03:43.802951, cost_time=5:09:35.406898 2021-04-15 06:44:38,331 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 06:44:44,827 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.46ms, fps=394 images/s, loss=0.0319, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:02:00.817788, arrival_time=2021-04-15 06:46:45.645163, cost_time=0:00:06.495577 2021-04-15 06:44:51,178 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0294, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:01:53.052192, arrival_time=2021-04-15 06:46:44.230822, cost_time=0:00:12.846836 2021-04-15 06:44:57,513 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.05ms, fps=404 images/s, loss=0.0278, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:01:46.135586, arrival_time=2021-04-15 06:46:43.648524, cost_time=0:00:19.181139 2021-04-15 06:45:03,853 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0253, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:01:39.532836, arrival_time=2021-04-15 06:46:43.385865, cost_time=0:00:25.521247 2021-04-15 06:45:10,206 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0247, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:01:33.073978, arrival_time=2021-04-15 06:46:43.280517, cost_time=0:00:31.874635 2021-04-15 06:45:16,559 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.96ms, fps=403 images/s, loss=0.0243, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:01:26.649816, arrival_time=2021-04-15 06:46:43.209526, cost_time=0:00:38.227865 2021-04-15 06:45:22,906 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=2.07ms, fps=403 images/s, loss=0.0234, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:01:20.233650, arrival_time=2021-04-15 06:46:43.139671, cost_time=0:00:44.574224 2021-04-15 06:45:29,253 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=2.05ms, fps=403 images/s, loss=0.0230, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:01:13.836088, arrival_time=2021-04-15 06:46:43.089367, cost_time=0:00:50.921455 2021-04-15 06:45:35,597 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=2.02ms, fps=404 images/s, loss=0.0228, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:01:07.446422, arrival_time=2021-04-15 06:46:43.044049, cost_time=0:00:57.265821 2021-04-15 06:45:41,945 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=3.77ms, fps=403 images/s, loss=0.0229, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:01:01.069248, arrival_time=2021-04-15 06:46:43.014875, cost_time=0:01:03.613822 2021-04-15 06:45:48,304 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0228, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:54.705460, arrival_time=2021-04-15 06:46:43.009601, cost_time=0:01:09.972137 2021-04-15 06:45:54,652 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0230, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:48.336076, arrival_time=2021-04-15 06:46:42.988108, cost_time=0:01:16.320151 2021-04-15 06:46:00,995 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.63ms, fps=404 images/s, loss=0.0226, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:41.967750, arrival_time=2021-04-15 06:46:42.963341, cost_time=0:01:22.663791 2021-04-15 06:46:07,350 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0221, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:35.607264, arrival_time=2021-04-15 06:46:42.957254, cost_time=0:01:29.018186 2021-04-15 06:46:13,693 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.83ms, fps=404 images/s, loss=0.0224, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:29.244316, arrival_time=2021-04-15 06:46:42.938110, cost_time=0:01:35.361963 2021-04-15 06:46:20,039 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0224, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:22.884156, arrival_time=2021-04-15 06:46:42.923466, cost_time=0:01:41.707308 2021-04-15 06:46:26,381 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.94ms, fps=404 images/s, loss=0.0225, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:16.525262, arrival_time=2021-04-15 06:46:42.906882, cost_time=0:01:48.049850 2021-04-15 06:46:32,729 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0221, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:10.168688, arrival_time=2021-04-15 06:46:42.898382, cost_time=0:01:54.397821 2021-04-15 06:46:39,078 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.84ms, fps=403 images/s, loss=0.0218, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:03.813054, arrival_time=2021-04-15 06:46:42.891598, cost_time=0:02:00.746741 2021-04-15 06:46:42,446 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.12ms, fps=404 images/s, loss=0.0221, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:46:42.446331, cost_time=0:02:04.114567 2021-04-15 06:46:44,749 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=1.41ms, fps=1113 images/s, loss=0.2760, top1-acc=92.89%, top5-acc=99.77%, remaining_time=0:00:06.903090, arrival_time=2021-04-15 06:46:51.652276, cost_time=0:00:02.301031 2021-04-15 06:46:46,935 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.67ms, fps=1171 images/s, loss=0.2815, top1-acc=92.70%, top5-acc=99.73%, remaining_time=0:00:04.487080, arrival_time=2021-04-15 06:46:51.422394, cost_time=0:00:04.487074 2021-04-15 06:46:49,119 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.24ms, fps=1172 images/s, loss=0.2815, top1-acc=92.55%, top5-acc=99.65%, remaining_time=0:00:02.223800, arrival_time=2021-04-15 06:46:51.343368, cost_time=0:00:06.671388 2021-04-15 06:46:51,100 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=1.04ms, fps=1171 images/s, loss=0.2810, top1-acc=92.50%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 06:46:51.100727, cost_time=0:00:08.652611 2021-04-15 06:46:53,852 INFO : Epoch=0139 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:16:51.271000, arrival_time=2021-04-15 09:03:45.123366, cost_time=5:11:50.928997 2021-04-15 06:46:53,853 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 06:47:00,363 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.93ms, fps=393 images/s, loss=0.0198, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:02:01.068516, arrival_time=2021-04-15 06:49:01.431451, cost_time=0:00:06.509058 2021-04-15 06:47:06,693 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0223, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:01:52.991648, arrival_time=2021-04-15 06:48:59.685467, cost_time=0:00:12.839955 2021-04-15 06:47:13,030 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0275, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:01:46.112014, arrival_time=2021-04-15 06:48:59.142753, cost_time=0:00:19.176874 2021-04-15 06:47:19,380 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=2.23ms, fps=403 images/s, loss=0.0263, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:01:39.552180, arrival_time=2021-04-15 06:48:58.932267, cost_time=0:00:25.526218 2021-04-15 06:47:25,731 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0263, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:01:33.083176, arrival_time=2021-04-15 06:48:58.814997, cost_time=0:00:31.877797 2021-04-15 06:47:32,081 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=2.07ms, fps=403 images/s, loss=0.0265, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:01:26.649816, arrival_time=2021-04-15 06:48:58.731589, cost_time=0:00:38.227878 2021-04-15 06:47:38,430 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0287, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:01:20.238438, arrival_time=2021-04-15 06:48:58.669236, cost_time=0:00:44.576927 2021-04-15 06:47:44,775 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=2.11ms, fps=404 images/s, loss=0.0287, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:01:13.836784, arrival_time=2021-04-15 06:48:58.612547, cost_time=0:00:50.921893 2021-04-15 06:47:51,127 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.90ms, fps=403 images/s, loss=0.0284, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:01:07.454796, arrival_time=2021-04-15 06:48:58.581781, cost_time=0:00:57.272978 2021-04-15 06:47:57,476 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.91ms, fps=403 images/s, loss=0.0284, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:01:01.077792, arrival_time=2021-04-15 06:48:58.554377, cost_time=0:01:03.622681 2021-04-15 06:48:03,824 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0282, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:54.704342, arrival_time=2021-04-15 06:48:58.528936, cost_time=0:01:09.970713 2021-04-15 06:48:10,168 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0283, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:48.332656, arrival_time=2021-04-15 06:48:58.501304, cost_time=0:01:16.314769 2021-04-15 06:48:16,519 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.79ms, fps=403 images/s, loss=0.0284, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:41.968410, arrival_time=2021-04-15 06:48:58.487472, cost_time=0:01:22.665070 2021-04-15 06:48:22,864 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.0286, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:35.604240, arrival_time=2021-04-15 06:48:58.468650, cost_time=0:01:29.010533 2021-04-15 06:48:29,205 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=2.14ms, fps=404 images/s, loss=0.0288, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:29.241142, arrival_time=2021-04-15 06:48:58.446571, cost_time=0:01:35.351535 2021-04-15 06:48:35,548 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.72ms, fps=404 images/s, loss=0.0287, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:22.881168, arrival_time=2021-04-15 06:48:58.429202, cost_time=0:01:41.694025 2021-04-15 06:48:41,889 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0288, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:16.523000, arrival_time=2021-04-15 06:48:58.411981, cost_time=0:01:48.035022 2021-04-15 06:48:48,238 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0284, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:10.167520, arrival_time=2021-04-15 06:48:58.405955, cost_time=0:01:54.384562 2021-04-15 06:48:54,582 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0281, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:03.812478, arrival_time=2021-04-15 06:48:58.394766, cost_time=0:02:00.728419 2021-04-15 06:48:57,942 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0281, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:48:57.942506, cost_time=0:02:04.088659 2021-04-15 06:49:00,250 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.75ms, fps=1110 images/s, loss=0.3182, top1-acc=91.72%, top5-acc=99.69%, remaining_time=0:00:06.918900, arrival_time=2021-04-15 06:49:07.169612, cost_time=0:00:02.306299 2021-04-15 06:49:02,441 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=2.33ms, fps=1169 images/s, loss=0.3028, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:00:04.496520, arrival_time=2021-04-15 06:49:06.937479, cost_time=0:00:04.496511 2021-04-15 06:49:04,628 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.51ms, fps=1171 images/s, loss=0.3212, top1-acc=91.82%, top5-acc=99.73%, remaining_time=0:00:02.228060, arrival_time=2021-04-15 06:49:06.856656, cost_time=0:00:06.684181 2021-04-15 06:49:06,610 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=1.15ms, fps=1171 images/s, loss=0.3077, top1-acc=92.07%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 06:49:06.610074, cost_time=0:00:08.665694 2021-04-15 06:49:08,007 INFO : Epoch=0140 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:14:36.464760, arrival_time=2021-04-15 09:03:44.472535, cost_time=5:14:05.084394 2021-04-15 06:49:08,009 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 06:49:14,483 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=2.04ms, fps=395 images/s, loss=0.0215, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:02:00.419376, arrival_time=2021-04-15 06:51:14.903241, cost_time=0:00:06.474161 2021-04-15 06:49:20,826 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=3.33ms, fps=404 images/s, loss=0.0226, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:01:52.783616, arrival_time=2021-04-15 06:51:13.609633, cost_time=0:00:12.816323 2021-04-15 06:49:27,169 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=2.39ms, fps=404 images/s, loss=0.0228, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:01:46.018888, arrival_time=2021-04-15 06:51:13.188588, cost_time=0:00:19.160047 2021-04-15 06:49:33,510 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0220, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:01:39.451872, arrival_time=2021-04-15 06:51:12.962154, cost_time=0:00:25.500484 2021-04-15 06:49:39,855 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0219, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:01:32.987692, arrival_time=2021-04-15 06:51:12.842612, cost_time=0:00:31.845120 2021-04-15 06:49:46,205 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=2.13ms, fps=403 images/s, loss=0.0223, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:01:26.576784, arrival_time=2021-04-15 06:51:12.782137, cost_time=0:00:38.195643 2021-04-15 06:49:52,549 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=3.85ms, fps=404 images/s, loss=0.0211, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:01:20.171280, arrival_time=2021-04-15 06:51:12.720524, cost_time=0:00:44.539570 2021-04-15 06:49:58,893 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.67ms, fps=404 images/s, loss=0.0208, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:01:13.780988, arrival_time=2021-04-15 06:51:12.674241, cost_time=0:00:50.883460 2021-04-15 06:50:05,242 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=2.46ms, fps=403 images/s, loss=0.0209, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:01:07.407732, arrival_time=2021-04-15 06:51:12.650432, cost_time=0:00:57.233010 2021-04-15 06:50:11,591 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0214, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:01.038144, arrival_time=2021-04-15 06:51:12.629227, cost_time=0:01:03.581385 2021-04-15 06:50:17,938 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.47ms, fps=403 images/s, loss=0.0215, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:54.671490, arrival_time=2021-04-15 06:51:12.609964, cost_time=0:01:09.928692 2021-04-15 06:50:24,288 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.93ms, fps=403 images/s, loss=0.0215, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:48.309932, arrival_time=2021-04-15 06:51:12.598537, cost_time=0:01:16.278882 2021-04-15 06:50:30,626 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.67ms, fps=404 images/s, loss=0.0222, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:41.943924, arrival_time=2021-04-15 06:51:12.570607, cost_time=0:01:22.616825 2021-04-15 06:50:36,970 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0227, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:35.584360, arrival_time=2021-04-15 06:51:12.555108, cost_time=0:01:28.960923 2021-04-15 06:50:43,316 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.54ms, fps=403 images/s, loss=0.0229, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:29.227342, arrival_time=2021-04-15 06:51:12.543644, cost_time=0:01:35.306606 2021-04-15 06:50:49,661 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.26ms, fps=404 images/s, loss=0.0230, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:22.871628, arrival_time=2021-04-15 06:51:12.532954, cost_time=0:01:41.651610 2021-04-15 06:50:56,002 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0233, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:16.516474, arrival_time=2021-04-15 06:51:12.518474, cost_time=0:01:47.992299 2021-04-15 06:51:02,342 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.47ms, fps=404 images/s, loss=0.0237, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:10.162928, arrival_time=2021-04-15 06:51:12.505575, cost_time=0:01:54.332955 2021-04-15 06:51:08,699 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=2.22ms, fps=403 images/s, loss=0.0237, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:03.811242, arrival_time=2021-04-15 06:51:12.510363, cost_time=0:02:00.689385 2021-04-15 06:51:12,072 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0240, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:51:12.072158, cost_time=0:02:04.062494 2021-04-15 06:51:14,383 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.56ms, fps=1108 images/s, loss=0.3801, top1-acc=90.70%, top5-acc=99.69%, remaining_time=0:00:06.928410, arrival_time=2021-04-15 06:51:21.311876, cost_time=0:00:02.309466 2021-04-15 06:51:16,567 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.73ms, fps=1173 images/s, loss=0.3755, top1-acc=90.62%, top5-acc=99.61%, remaining_time=0:00:04.492960, arrival_time=2021-04-15 06:51:21.060482, cost_time=0:00:04.492954 2021-04-15 06:51:18,757 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.99ms, fps=1169 images/s, loss=0.3757, top1-acc=90.82%, top5-acc=99.62%, remaining_time=0:00:02.227740, arrival_time=2021-04-15 06:51:20.984953, cost_time=0:00:06.683218 2021-04-15 06:51:20,746 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=1.06ms, fps=1166 images/s, loss=0.3769, top1-acc=90.68%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 06:51:20.746869, cost_time=0:00:08.672906 2021-04-15 06:51:22,137 INFO : Epoch=0141 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:12:21.657122, arrival_time=2021-04-15 09:03:43.795010, cost_time=5:16:19.214527 2021-04-15 06:51:22,139 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 06:51:28,594 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.38ms, fps=397 images/s, loss=0.0234, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:02:00.052398, arrival_time=2021-04-15 06:53:28.646371, cost_time=0:00:06.454430 2021-04-15 06:51:34,935 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0269, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:01:52.602336, arrival_time=2021-04-15 06:53:27.537457, cost_time=0:00:12.795719 2021-04-15 06:51:41,284 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.79ms, fps=403 images/s, loss=0.0273, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:01:45.932900, arrival_time=2021-04-15 06:53:27.216872, cost_time=0:00:19.144514 2021-04-15 06:51:47,627 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=2.21ms, fps=404 images/s, loss=0.0269, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:01:39.401016, arrival_time=2021-04-15 06:53:27.027910, cost_time=0:00:25.487426 2021-04-15 06:51:53,973 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.0277, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:01:32.953966, arrival_time=2021-04-15 06:53:26.926957, cost_time=0:00:31.833558 2021-04-15 06:52:00,312 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=4.34ms, fps=404 images/s, loss=0.0284, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:01:26.525104, arrival_time=2021-04-15 06:53:26.837371, cost_time=0:00:38.172836 2021-04-15 06:52:06,657 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=2.09ms, fps=404 images/s, loss=0.0279, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:01:20.132346, arrival_time=2021-04-15 06:53:26.789743, cost_time=0:00:44.517974 2021-04-15 06:52:13,005 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.0269, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:01:13.755584, arrival_time=2021-04-15 06:53:26.760883, cost_time=0:00:50.865882 2021-04-15 06:52:19,344 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0266, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:01:07.374554, arrival_time=2021-04-15 06:53:26.718814, cost_time=0:00:57.204839 2021-04-15 06:52:25,681 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0258, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:01:01.000512, arrival_time=2021-04-15 06:53:26.682169, cost_time=0:01:03.542242 2021-04-15 06:52:32,023 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.90ms, fps=404 images/s, loss=0.0249, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:54.636832, arrival_time=2021-04-15 06:53:26.660613, cost_time=0:01:09.884351 2021-04-15 06:52:38,361 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0244, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:48.273832, arrival_time=2021-04-15 06:53:26.635231, cost_time=0:01:16.221850 2021-04-15 06:52:44,700 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0241, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:41.915808, arrival_time=2021-04-15 06:53:26.616687, cost_time=0:01:22.561460 2021-04-15 06:52:51,040 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=2.12ms, fps=404 images/s, loss=0.0241, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:35.560504, arrival_time=2021-04-15 06:53:26.601171, cost_time=0:01:28.901217 2021-04-15 06:52:57,386 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.71ms, fps=403 images/s, loss=0.0240, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:29.208988, arrival_time=2021-04-15 06:53:26.595159, cost_time=0:01:35.246641 2021-04-15 06:53:03,728 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0244, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:22.857444, arrival_time=2021-04-15 06:53:26.585511, cost_time=0:01:41.588626 2021-04-15 06:53:10,075 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0242, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:16.507894, arrival_time=2021-04-15 06:53:26.583478, cost_time=0:01:47.936165 2021-04-15 06:53:16,414 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0244, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:10.157728, arrival_time=2021-04-15 06:53:26.571638, cost_time=0:01:54.274496 2021-04-15 06:53:22,753 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=2.05ms, fps=404 images/s, loss=0.0243, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:03.808848, arrival_time=2021-04-15 06:53:26.561762, cost_time=0:02:00.613480 2021-04-15 06:53:26,117 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0242, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:53:26.117861, cost_time=0:02:03.978476 2021-04-15 06:53:28,412 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.50ms, fps=1117 images/s, loss=0.3258, top1-acc=91.29%, top5-acc=99.34%, remaining_time=0:00:06.878250, arrival_time=2021-04-15 06:53:35.290713, cost_time=0:00:02.292749 2021-04-15 06:53:30,593 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.36ms, fps=1174 images/s, loss=0.3243, top1-acc=91.70%, top5-acc=99.59%, remaining_time=0:00:04.473340, arrival_time=2021-04-15 06:53:35.066303, cost_time=0:00:04.473348 2021-04-15 06:53:32,773 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.18ms, fps=1174 images/s, loss=0.3087, top1-acc=92.01%, top5-acc=99.67%, remaining_time=0:00:02.217960, arrival_time=2021-04-15 06:53:34.991447, cost_time=0:00:06.653882 2021-04-15 06:53:34,748 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.94ms, fps=1175 images/s, loss=0.3038, top1-acc=92.03%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 06:53:34.748413, cost_time=0:00:08.628823 2021-04-15 06:53:36,116 INFO : Epoch=0142 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:10:06.797158, arrival_time=2021-04-15 09:03:42.913598, cost_time=5:18:33.193076 2021-04-15 06:53:36,117 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 06:53:42,617 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.61ms, fps=394 images/s, loss=0.0224, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:02:00.890328, arrival_time=2021-04-15 06:55:43.507768, cost_time=0:00:06.499484 2021-04-15 06:53:48,959 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=2.03ms, fps=404 images/s, loss=0.0207, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:01:53.008544, arrival_time=2021-04-15 06:55:41.968382, cost_time=0:00:12.841889 2021-04-15 06:53:55,297 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.96ms, fps=404 images/s, loss=0.0214, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:01:46.124630, arrival_time=2021-04-15 06:55:41.421788, cost_time=0:00:19.179158 2021-04-15 06:54:01,641 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0244, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:01:39.542040, arrival_time=2021-04-15 06:55:41.183608, cost_time=0:00:25.523615 2021-04-15 06:54:07,994 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=2.86ms, fps=403 images/s, loss=0.0262, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:01:33.078796, arrival_time=2021-04-15 06:55:41.073086, cost_time=0:00:31.876308 2021-04-15 06:54:14,343 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.49ms, fps=403 images/s, loss=0.0252, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:01:26.644920, arrival_time=2021-04-15 06:55:40.988658, cost_time=0:00:38.225677 2021-04-15 06:54:20,690 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.0257, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:01:20.231256, arrival_time=2021-04-15 06:55:40.922110, cost_time=0:00:44.572891 2021-04-15 06:54:27,037 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.0253, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:01:13.832376, arrival_time=2021-04-15 06:55:40.869272, cost_time=0:00:50.918849 2021-04-15 06:54:33,378 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=2.92ms, fps=404 images/s, loss=0.0250, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:01:07.440168, arrival_time=2021-04-15 06:55:40.818625, cost_time=0:00:57.260496 2021-04-15 06:54:39,729 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.74ms, fps=403 images/s, loss=0.0247, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:01:01.066752, arrival_time=2021-04-15 06:55:40.795867, cost_time=0:01:03.611150 2021-04-15 06:54:46,078 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.59ms, fps=403 images/s, loss=0.0238, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:54.696344, arrival_time=2021-04-15 06:55:40.774774, cost_time=0:01:09.960473 2021-04-15 06:54:52,423 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.0234, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:48.326956, arrival_time=2021-04-15 06:55:40.750759, cost_time=0:01:16.305734 2021-04-15 06:54:58,773 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.77ms, fps=403 images/s, loss=0.0230, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:41.963328, arrival_time=2021-04-15 06:55:40.736451, cost_time=0:01:22.654994 2021-04-15 06:55:05,124 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=2.14ms, fps=403 images/s, loss=0.0233, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:35.602616, arrival_time=2021-04-15 06:55:40.727068, cost_time=0:01:29.006488 2021-04-15 06:55:11,460 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0235, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:29.238428, arrival_time=2021-04-15 06:55:40.699070, cost_time=0:01:35.342670 2021-04-15 06:55:17,817 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=5.86ms, fps=403 images/s, loss=0.0238, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:22.882392, arrival_time=2021-04-15 06:55:40.699911, cost_time=0:01:41.699548 2021-04-15 06:55:24,163 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0238, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:16.524664, arrival_time=2021-04-15 06:55:40.688447, cost_time=0:01:48.045823 2021-04-15 06:55:30,513 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.56ms, fps=403 images/s, loss=0.0241, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:10.168496, arrival_time=2021-04-15 06:55:40.681980, cost_time=0:01:54.395526 2021-04-15 06:55:36,858 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=2.34ms, fps=404 images/s, loss=0.0242, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:03.812850, arrival_time=2021-04-15 06:55:40.671049, cost_time=0:02:00.740209 2021-04-15 06:55:40,224 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0244, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:55:40.224725, cost_time=0:02:04.106789 2021-04-15 06:55:42,536 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.36ms, fps=1108 images/s, loss=0.2767, top1-acc=92.46%, top5-acc=99.73%, remaining_time=0:00:06.930300, arrival_time=2021-04-15 06:55:49.467041, cost_time=0:00:02.310096 2021-04-15 06:55:44,727 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.68ms, fps=1169 images/s, loss=0.2812, top1-acc=92.42%, top5-acc=99.79%, remaining_time=0:00:04.500560, arrival_time=2021-04-15 06:55:49.227768, cost_time=0:00:04.500566 2021-04-15 06:55:46,914 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.37ms, fps=1171 images/s, loss=0.2823, top1-acc=92.38%, top5-acc=99.75%, remaining_time=0:00:02.229160, arrival_time=2021-04-15 06:55:49.143287, cost_time=0:00:06.687490 2021-04-15 06:55:48,897 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=1.15ms, fps=1170 images/s, loss=0.2775, top1-acc=92.32%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 06:55:48.897006, cost_time=0:00:08.670402 2021-04-15 06:55:50,309 INFO : Epoch=0143 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:07:52.034985, arrival_time=2021-04-15 09:03:42.344353, cost_time=5:20:47.386001 2021-04-15 06:55:50,310 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 06:55:56,801 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.90ms, fps=394 images/s, loss=0.0193, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:02:00.721626, arrival_time=2021-04-15 06:57:57.522919, cost_time=0:00:06.490413 2021-04-15 06:56:03,137 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0195, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:01:52.874608, arrival_time=2021-04-15 06:57:56.012199, cost_time=0:00:12.826658 2021-04-15 06:56:09,475 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=2.09ms, fps=404 images/s, loss=0.0198, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:46.045780, arrival_time=2021-04-15 06:57:55.521530, cost_time=0:00:19.164906 2021-04-15 06:56:15,821 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0201, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:01:39.490872, arrival_time=2021-04-15 06:57:55.312285, cost_time=0:00:25.510460 2021-04-15 06:56:22,164 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.87ms, fps=404 images/s, loss=0.0215, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:01:33.011782, arrival_time=2021-04-15 06:57:55.175957, cost_time=0:00:31.853336 2021-04-15 06:56:28,506 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=2.10ms, fps=404 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:01:26.575560, arrival_time=2021-04-15 06:57:55.081539, cost_time=0:00:38.195112 2021-04-15 06:56:34,836 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.52ms, fps=404 images/s, loss=0.0205, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:01:20.145324, arrival_time=2021-04-15 06:57:54.981416, cost_time=0:00:44.525154 2021-04-15 06:56:41,183 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0197, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:13.764516, arrival_time=2021-04-15 06:57:54.947495, cost_time=0:00:50.872114 2021-04-15 06:56:47,524 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.0195, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:01:07.384730, arrival_time=2021-04-15 06:57:54.909134, cost_time=0:00:57.213429 2021-04-15 06:56:53,878 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.72ms, fps=403 images/s, loss=0.0188, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:01:01.024512, arrival_time=2021-04-15 06:57:54.902641, cost_time=0:01:03.567157 2021-04-15 06:57:00,217 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0186, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:54.654032, arrival_time=2021-04-15 06:57:54.871269, cost_time=0:01:09.906273 2021-04-15 06:57:06,559 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.76ms, fps=404 images/s, loss=0.0191, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:48.290780, arrival_time=2021-04-15 06:57:54.850125, cost_time=0:01:16.248561 2021-04-15 06:57:12,908 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=2.09ms, fps=403 images/s, loss=0.0189, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:41.933892, arrival_time=2021-04-15 06:57:54.841839, cost_time=0:01:22.597086 2021-04-15 06:57:19,250 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0189, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:35.575736, arrival_time=2021-04-15 06:57:54.826007, cost_time=0:01:28.939317 2021-04-15 06:57:25,605 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.52ms, fps=403 images/s, loss=0.0197, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:29.223570, arrival_time=2021-04-15 06:57:54.828762, cost_time=0:01:35.294321 2021-04-15 06:57:31,958 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=2.14ms, fps=403 images/s, loss=0.0201, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:22.870692, arrival_time=2021-04-15 06:57:54.829137, cost_time=0:01:41.647553 2021-04-15 06:57:38,310 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=3.59ms, fps=403 images/s, loss=0.0205, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.517592, arrival_time=2021-04-15 06:57:54.828035, cost_time=0:01:47.999572 2021-04-15 06:57:44,657 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.68ms, fps=403 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:10.164128, arrival_time=2021-04-15 06:57:54.821404, cost_time=0:01:54.346405 2021-04-15 06:57:51,012 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0208, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:03.811626, arrival_time=2021-04-15 06:57:54.824062, cost_time=0:02:00.701567 2021-04-15 06:57:54,377 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0211, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:57:54.377511, cost_time=0:02:04.066665 2021-04-15 06:57:56,679 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=2.81ms, fps=1113 images/s, loss=0.3012, top1-acc=92.19%, top5-acc=99.80%, remaining_time=0:00:06.900030, arrival_time=2021-04-15 06:58:03.579349, cost_time=0:00:02.300010 2021-04-15 06:57:58,869 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.47ms, fps=1169 images/s, loss=0.3115, top1-acc=92.01%, top5-acc=99.80%, remaining_time=0:00:04.489860, arrival_time=2021-04-15 06:58:03.359067, cost_time=0:00:04.489867 2021-04-15 06:58:01,059 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.49ms, fps=1169 images/s, loss=0.2968, top1-acc=92.20%, top5-acc=99.80%, remaining_time=0:00:02.226640, arrival_time=2021-04-15 06:58:03.285906, cost_time=0:00:06.679909 2021-04-15 06:58:03,044 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=1.14ms, fps=1169 images/s, loss=0.3019, top1-acc=92.14%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 06:58:03.044337, cost_time=0:00:08.665036 2021-04-15 06:58:04,424 INFO : Epoch=0144 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:05:37.250560, arrival_time=2021-04-15 09:03:41.675326, cost_time=5:23:01.501404 2021-04-15 06:58:04,426 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 06:58:10,890 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.45ms, fps=396 images/s, loss=0.0175, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:02:00.226308, arrival_time=2021-04-15 07:00:11.116510, cost_time=0:00:06.463782 2021-04-15 06:58:17,244 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.93ms, fps=403 images/s, loss=0.0200, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:01:52.795760, arrival_time=2021-04-15 07:00:10.039839, cost_time=0:00:12.817691 2021-04-15 06:58:23,591 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=2.60ms, fps=403 images/s, loss=0.0190, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:01:46.049432, arrival_time=2021-04-15 07:00:09.641278, cost_time=0:00:19.165553 2021-04-15 06:58:29,937 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.45ms, fps=403 images/s, loss=0.0195, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:01:39.493524, arrival_time=2021-04-15 07:00:09.431081, cost_time=0:00:25.511165 2021-04-15 06:58:36,281 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.0197, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:33.017768, arrival_time=2021-04-15 07:00:09.299463, cost_time=0:00:31.855423 2021-04-15 06:58:42,635 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=4.26ms, fps=403 images/s, loss=0.0194, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:01:26.607928, arrival_time=2021-04-15 07:00:09.243671, cost_time=0:00:38.209374 2021-04-15 06:58:48,987 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=2.10ms, fps=403 images/s, loss=0.0196, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:01:20.210466, arrival_time=2021-04-15 07:00:09.198121, cost_time=0:00:44.561346 2021-04-15 06:58:55,331 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.76ms, fps=404 images/s, loss=0.0197, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:01:13.812772, arrival_time=2021-04-15 07:00:09.144539, cost_time=0:00:50.905341 2021-04-15 06:59:01,680 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0198, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:01:07.432748, arrival_time=2021-04-15 07:00:09.113263, cost_time=0:00:57.254225 2021-04-15 06:59:08,028 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=2.29ms, fps=403 images/s, loss=0.0198, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:01:01.057920, arrival_time=2021-04-15 07:00:09.086241, cost_time=0:01:03.602007 2021-04-15 06:59:14,374 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.0200, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:54.686712, arrival_time=2021-04-15 07:00:09.061154, cost_time=0:01:09.948132 2021-04-15 06:59:20,720 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=2.49ms, fps=403 images/s, loss=0.0205, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:48.319280, arrival_time=2021-04-15 07:00:09.039213, cost_time=0:01:16.293625 2021-04-15 06:59:27,070 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.0201, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:41.957784, arrival_time=2021-04-15 07:00:09.028218, cost_time=0:01:22.644150 2021-04-15 06:59:33,425 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=2.66ms, fps=403 images/s, loss=0.0201, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:35.599760, arrival_time=2021-04-15 07:00:09.025531, cost_time=0:01:28.999452 2021-04-15 06:59:39,778 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=2.18ms, fps=403 images/s, loss=0.0201, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:29.241188, arrival_time=2021-04-15 07:00:09.019170, cost_time=0:01:35.351696 2021-04-15 06:59:46,125 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.62ms, fps=403 images/s, loss=0.0198, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:22.882392, arrival_time=2021-04-15 07:00:09.008248, cost_time=0:01:41.699573 2021-04-15 06:59:52,472 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=2.23ms, fps=403 images/s, loss=0.0200, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:16.524768, arrival_time=2021-04-15 07:00:08.997664, cost_time=0:01:48.046615 2021-04-15 06:59:58,827 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=2.23ms, fps=403 images/s, loss=0.0204, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:10.169024, arrival_time=2021-04-15 07:00:08.996862, cost_time=0:01:54.401545 2021-04-15 07:00:05,181 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.30ms, fps=403 images/s, loss=0.0202, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:03.813306, arrival_time=2021-04-15 07:00:08.994428, cost_time=0:02:00.754715 2021-04-15 07:00:08,548 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.0202, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:00:08.548137, cost_time=0:02:04.121878 2021-04-15 07:00:10,845 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.41ms, fps=1115 images/s, loss=0.3130, top1-acc=91.99%, top5-acc=99.57%, remaining_time=0:00:06.885420, arrival_time=2021-04-15 07:00:17.730708, cost_time=0:00:02.295138 2021-04-15 07:00:13,027 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.39ms, fps=1173 images/s, loss=0.2912, top1-acc=92.19%, top5-acc=99.69%, remaining_time=0:00:04.477520, arrival_time=2021-04-15 07:00:17.505303, cost_time=0:00:04.477517 2021-04-15 07:00:15,214 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=2.33ms, fps=1171 images/s, loss=0.2845, top1-acc=92.25%, top5-acc=99.75%, remaining_time=0:00:02.221350, arrival_time=2021-04-15 07:00:17.435534, cost_time=0:00:06.664039 2021-04-15 07:00:17,195 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=1.13ms, fps=1171 images/s, loss=0.2976, top1-acc=92.37%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 07:00:17.195253, cost_time=0:00:08.645134 2021-04-15 07:00:18,518 INFO : Epoch=0145 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:03:22.466995, arrival_time=2021-04-15 09:03:40.985211, cost_time=5:25:15.594852 2021-04-15 07:00:18,519 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 07:00:24,982 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.42ms, fps=396 images/s, loss=0.0186, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:02:00.202128, arrival_time=2021-04-15 07:02:25.184522, cost_time=0:00:06.462475 2021-04-15 07:00:31,321 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0152, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:01:52.649856, arrival_time=2021-04-15 07:02:23.970885, cost_time=0:00:12.801114 2021-04-15 07:00:37,666 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0172, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:01:45.942362, arrival_time=2021-04-15 07:02:23.608348, cost_time=0:00:19.146205 2021-04-15 07:00:44,019 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=2.17ms, fps=403 images/s, loss=0.0160, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:01:39.447192, arrival_time=2021-04-15 07:02:23.466247, cost_time=0:00:25.499274 2021-04-15 07:00:50,363 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0165, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:01:32.984188, arrival_time=2021-04-15 07:02:23.347851, cost_time=0:00:31.843887 2021-04-15 07:00:56,708 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=3.05ms, fps=404 images/s, loss=0.0161, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:01:26.560328, arrival_time=2021-04-15 07:02:23.268580, cost_time=0:00:38.188358 2021-04-15 07:01:03,064 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=2.23ms, fps=403 images/s, loss=0.0158, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:20.179470, arrival_time=2021-04-15 07:02:23.243407, cost_time=0:00:44.544152 2021-04-15 07:01:09,410 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0155, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:01:13.791312, arrival_time=2021-04-15 07:02:23.201633, cost_time=0:00:50.890520 2021-04-15 07:01:15,747 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.55ms, fps=404 images/s, loss=0.0162, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:01:07.401796, arrival_time=2021-04-15 07:02:23.149607, cost_time=0:00:57.227939 2021-04-15 07:01:22,098 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0162, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:01.035360, arrival_time=2021-04-15 07:02:23.133751, cost_time=0:01:03.578469 2021-04-15 07:01:28,442 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0161, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:54.667018, arrival_time=2021-04-15 07:02:23.109703, cost_time=0:01:09.922898 2021-04-15 07:01:34,785 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.0160, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:48.301724, arrival_time=2021-04-15 07:02:23.087518, cost_time=0:01:16.265881 2021-04-15 07:01:41,137 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.53ms, fps=403 images/s, loss=0.0160, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:41.944188, arrival_time=2021-04-15 07:02:23.081450, cost_time=0:01:22.617372 2021-04-15 07:01:47,498 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.85ms, fps=402 images/s, loss=0.0162, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:35.591640, arrival_time=2021-04-15 07:02:23.090510, cost_time=0:01:28.979087 2021-04-15 07:01:53,842 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0160, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:29.232310, arrival_time=2021-04-15 07:02:23.075017, cost_time=0:01:35.322819 2021-04-15 07:02:00,182 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0161, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:22.873932, arrival_time=2021-04-15 07:02:23.055805, cost_time=0:01:41.661982 2021-04-15 07:02:06,528 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=2.10ms, fps=403 images/s, loss=0.0163, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:16.518918, arrival_time=2021-04-15 07:02:23.047037, cost_time=0:01:48.008336 2021-04-15 07:02:12,865 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0168, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:10.164032, arrival_time=2021-04-15 07:02:23.029367, cost_time=0:01:54.345415 2021-04-15 07:02:19,208 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0170, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:03.811224, arrival_time=2021-04-15 07:02:23.019872, cost_time=0:02:00.688722 2021-04-15 07:02:22,575 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.71ms, fps=404 images/s, loss=0.0170, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:02:22.575207, cost_time=0:02:04.055409 2021-04-15 07:02:24,873 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.85ms, fps=1115 images/s, loss=0.2789, top1-acc=92.07%, top5-acc=99.88%, remaining_time=0:00:06.886890, arrival_time=2021-04-15 07:02:31.760026, cost_time=0:00:02.295633 2021-04-15 07:02:27,061 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.73ms, fps=1170 images/s, loss=0.2942, top1-acc=91.91%, top5-acc=99.73%, remaining_time=0:00:04.484280, arrival_time=2021-04-15 07:02:31.546065, cost_time=0:00:04.484276 2021-04-15 07:02:29,250 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.82ms, fps=1170 images/s, loss=0.3013, top1-acc=91.73%, top5-acc=99.71%, remaining_time=0:00:02.224180, arrival_time=2021-04-15 07:02:31.474244, cost_time=0:00:06.672547 2021-04-15 07:02:31,228 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=1.16ms, fps=1173 images/s, loss=0.2924, top1-acc=91.90%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 07:02:31.228876, cost_time=0:00:08.651399 2021-04-15 07:02:32,565 INFO : Epoch=0146 complete, best val top1-acc=92.50%, top5-acc=99.65% (epoch=139), remaining_time=2:01:07.675644, arrival_time=2021-04-15 09:03:40.240647, cost_time=5:27:29.641626 2021-04-15 07:02:32,566 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 07:02:39,022 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=2.45ms, fps=397 images/s, loss=0.0103, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:02:00.071556, arrival_time=2021-04-15 07:04:39.093972, cost_time=0:00:06.455463 2021-04-15 07:02:45,365 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0114, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:52.623456, arrival_time=2021-04-15 07:04:37.988524, cost_time=0:00:12.798116 2021-04-15 07:02:51,702 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.0135, top1-acc=99.64%, top5-acc=99.99%, remaining_time=0:01:45.882436, arrival_time=2021-04-15 07:04:37.584761, cost_time=0:00:19.135375 2021-04-15 07:02:58,057 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.26ms, fps=403 images/s, loss=0.0132, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:01:39.414276, arrival_time=2021-04-15 07:04:37.472063, cost_time=0:00:25.490837 2021-04-15 07:03:04,397 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0129, top1-acc=99.67%, top5-acc=99.99%, remaining_time=0:01:32.945644, arrival_time=2021-04-15 07:04:37.343304, cost_time=0:00:31.830713 2021-04-15 07:03:10,744 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.0127, top1-acc=99.66%, top5-acc=99.99%, remaining_time=0:01:26.535032, arrival_time=2021-04-15 07:04:37.279217, cost_time=0:00:38.177237 2021-04-15 07:03:17,090 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=2.76ms, fps=403 images/s, loss=0.0128, top1-acc=99.68%, top5-acc=99.99%, remaining_time=0:01:20.142174, arrival_time=2021-04-15 07:04:37.232571, cost_time=0:00:44.523464 2021-04-15 07:03:23,433 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.87ms, fps=404 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:13.756396, arrival_time=2021-04-15 07:04:37.189826, cost_time=0:00:50.866480 2021-04-15 07:03:29,771 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.91ms, fps=404 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:01:07.374236, arrival_time=2021-04-15 07:04:37.145706, cost_time=0:00:57.204523 2021-04-15 07:03:36,109 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0136, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:01:01.000608, arrival_time=2021-04-15 07:04:37.109869, cost_time=0:01:03.542316 2021-04-15 07:03:42,459 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:54.643368, arrival_time=2021-04-15 07:04:37.103051, cost_time=0:01:09.892703 2021-04-15 07:03:48,812 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.69ms, fps=403 images/s, loss=0.0131, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:48.288576, arrival_time=2021-04-15 07:04:37.100597, cost_time=0:01:16.245065 2021-04-15 07:03:55,160 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=2.66ms, fps=403 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:41.932044, arrival_time=2021-04-15 07:04:37.092499, cost_time=0:01:22.593371 2021-04-15 07:04:01,509 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0127, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:35.576968, arrival_time=2021-04-15 07:04:37.086423, cost_time=0:01:28.942394 2021-04-15 07:04:07,856 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0128, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:29.221960, arrival_time=2021-04-15 07:04:37.078060, cost_time=0:01:35.289058 2021-04-15 07:04:14,210 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=3.01ms, fps=403 images/s, loss=0.0131, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:22.869720, arrival_time=2021-04-15 07:04:37.079810, cost_time=0:01:41.643139 2021-04-15 07:04:20,555 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.78ms, fps=404 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:16.515824, arrival_time=2021-04-15 07:04:37.070914, cost_time=0:01:47.988017 2021-04-15 07:04:26,897 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.57ms, fps=404 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:10.162704, arrival_time=2021-04-15 07:04:37.060058, cost_time=0:01:54.330388 2021-04-15 07:04:33,241 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.84ms, fps=404 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:03.810768, arrival_time=2021-04-15 07:04:37.052020, cost_time=0:02:00.674292 2021-04-15 07:04:36,606 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:04:36.606727, cost_time=0:02:04.039803 2021-04-15 07:04:38,912 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=2.79ms, fps=1111 images/s, loss=0.2831, top1-acc=93.05%, top5-acc=99.69%, remaining_time=0:00:06.912180, arrival_time=2021-04-15 07:04:45.824831, cost_time=0:00:02.304056 2021-04-15 07:04:41,096 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.16ms, fps=1173 images/s, loss=0.2915, top1-acc=92.68%, top5-acc=99.63%, remaining_time=0:00:04.487000, arrival_time=2021-04-15 07:04:45.582971, cost_time=0:00:04.486997 2021-04-15 07:04:43,274 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.12ms, fps=1176 images/s, loss=0.2863, top1-acc=92.73%, top5-acc=99.71%, remaining_time=0:00:02.221780, arrival_time=2021-04-15 07:04:45.495708, cost_time=0:00:06.665337 2021-04-15 07:04:45,261 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=2.43ms, fps=1168 images/s, loss=0.2735, top1-acc=92.87%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 07:04:45.261309, cost_time=0:00:08.652724 2021-04-15 07:04:47,971 INFO : Epoch=0147 complete, best val top1-acc=92.87%, top5-acc=99.77% (epoch=147), remaining_time=1:58:53.384586, arrival_time=2021-04-15 09:03:41.355757, cost_time=5:29:45.047754 2021-04-15 07:04:47,973 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 07:04:54,434 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=4.78ms, fps=396 images/s, loss=0.0138, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:02:00.175158, arrival_time=2021-04-15 07:06:54.609786, cost_time=0:00:06.461027 2021-04-15 07:05:00,777 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.0120, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:52.673088, arrival_time=2021-04-15 07:06:53.450114, cost_time=0:00:12.803756 2021-04-15 07:05:07,116 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:01:45.927256, arrival_time=2021-04-15 07:06:53.043974, cost_time=0:00:19.143475 2021-04-15 07:05:13,452 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=3.92ms, fps=404 images/s, loss=0.0141, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:01:39.367476, arrival_time=2021-04-15 07:06:52.819678, cost_time=0:00:25.478831 2021-04-15 07:05:19,804 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0141, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:01:32.945790, arrival_time=2021-04-15 07:06:52.749890, cost_time=0:00:31.830740 2021-04-15 07:05:26,144 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0140, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:01:26.521976, arrival_time=2021-04-15 07:06:52.666708, cost_time=0:00:38.171458 2021-04-15 07:05:32,493 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=2.03ms, fps=403 images/s, loss=0.0140, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:01:20.135496, arrival_time=2021-04-15 07:06:52.628515, cost_time=0:00:44.519740 2021-04-15 07:05:38,832 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0143, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:01:13.745840, arrival_time=2021-04-15 07:06:52.578253, cost_time=0:00:50.859181 2021-04-15 07:05:45,172 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0146, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:01:07.367876, arrival_time=2021-04-15 07:06:52.540382, cost_time=0:00:57.199125 2021-04-15 07:05:51,520 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.0144, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:01:01.005600, arrival_time=2021-04-15 07:06:52.526328, cost_time=0:01:03.547473 2021-04-15 07:05:57,872 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=2.06ms, fps=403 images/s, loss=0.0146, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:54.648528, arrival_time=2021-04-15 07:06:52.521111, cost_time=0:01:09.899324 2021-04-15 07:06:04,217 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0146, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:48.287892, arrival_time=2021-04-15 07:06:52.505183, cost_time=0:01:16.244042 2021-04-15 07:06:10,562 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0143, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:41.929866, arrival_time=2021-04-15 07:06:52.492211, cost_time=0:01:22.589093 2021-04-15 07:06:16,907 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.84ms, fps=403 images/s, loss=0.0144, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:35.573776, arrival_time=2021-04-15 07:06:52.481508, cost_time=0:01:28.934454 2021-04-15 07:06:23,249 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.0147, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:29.217866, arrival_time=2021-04-15 07:06:52.466908, cost_time=0:01:35.275659 2021-04-15 07:06:29,594 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=2.04ms, fps=403 images/s, loss=0.0147, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:22.864752, arrival_time=2021-04-15 07:06:52.459216, cost_time=0:01:41.621081 2021-04-15 07:06:35,933 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0151, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:16.511508, arrival_time=2021-04-15 07:06:52.444791, cost_time=0:01:47.959919 2021-04-15 07:06:42,278 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.95ms, fps=403 images/s, loss=0.0150, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:10.160480, arrival_time=2021-04-15 07:06:52.439094, cost_time=0:01:54.305367 2021-04-15 07:06:48,621 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0149, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:03.809928, arrival_time=2021-04-15 07:06:52.431023, cost_time=0:02:00.647711 2021-04-15 07:06:51,984 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.02ms, fps=405 images/s, loss=0.0148, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:06:51.983945, cost_time=0:02:04.010676 2021-04-15 07:06:54,285 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.37ms, fps=1113 images/s, loss=0.2920, top1-acc=92.34%, top5-acc=99.61%, remaining_time=0:00:06.897720, arrival_time=2021-04-15 07:07:01.183090, cost_time=0:00:02.299237 2021-04-15 07:06:56,474 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.21ms, fps=1170 images/s, loss=0.2847, top1-acc=92.64%, top5-acc=99.67%, remaining_time=0:00:04.488640, arrival_time=2021-04-15 07:07:00.963382, cost_time=0:00:04.488634 2021-04-15 07:06:58,660 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.45ms, fps=1172 images/s, loss=0.2919, top1-acc=92.45%, top5-acc=99.62%, remaining_time=0:00:02.224720, arrival_time=2021-04-15 07:07:00.884977, cost_time=0:00:06.674145 2021-04-15 07:07:00,642 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=1.01ms, fps=1171 images/s, loss=0.2820, top1-acc=92.48%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 07:07:00.642101, cost_time=0:00:08.656014 2021-04-15 07:07:02,161 INFO : Epoch=0148 complete, best val top1-acc=92.87%, top5-acc=99.77% (epoch=147), remaining_time=1:56:38.651192, arrival_time=2021-04-15 09:03:40.812526, cost_time=5:31:59.237961 2021-04-15 07:07:02,162 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 07:07:08,626 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=3.12ms, fps=396 images/s, loss=0.0143, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:02:00.231516, arrival_time=2021-04-15 07:09:08.858392, cost_time=0:00:06.464064 2021-04-15 07:07:14,970 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0127, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:52.704768, arrival_time=2021-04-15 07:09:07.675041, cost_time=0:00:12.807350 2021-04-15 07:07:21,311 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0115, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:45.953484, arrival_time=2021-04-15 07:09:07.264559, cost_time=0:00:19.148232 2021-04-15 07:07:27,651 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.56ms, fps=404 images/s, loss=0.0117, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:39.404136, arrival_time=2021-04-15 07:09:07.055154, cost_time=0:00:25.488226 2021-04-15 07:07:33,990 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0117, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:32.937906, arrival_time=2021-04-15 07:09:06.928774, cost_time=0:00:31.828048 2021-04-15 07:07:40,339 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.87ms, fps=403 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:26.532448, arrival_time=2021-04-15 07:09:06.871358, cost_time=0:00:38.176070 2021-04-15 07:07:46,672 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0111, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:20.117100, arrival_time=2021-04-15 07:09:06.789403, cost_time=0:00:44.509492 2021-04-15 07:07:53,009 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.68ms, fps=404 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:13.727396, arrival_time=2021-04-15 07:09:06.736894, cost_time=0:00:50.846485 2021-04-15 07:07:59,360 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:07.365544, arrival_time=2021-04-15 07:09:06.725537, cost_time=0:00:57.197177 2021-04-15 07:08:05,703 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=2.03ms, fps=404 images/s, loss=0.0113, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:00.998496, arrival_time=2021-04-15 07:09:06.701449, cost_time=0:01:03.540131 2021-04-15 07:08:12,047 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0115, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:54.637262, arrival_time=2021-04-15 07:09:06.685070, cost_time=0:01:09.884861 2021-04-15 07:08:18,388 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0120, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:48.276264, arrival_time=2021-04-15 07:09:06.664709, cost_time=0:01:16.225646 2021-04-15 07:08:24,729 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0123, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:41.918448, arrival_time=2021-04-15 07:09:06.647900, cost_time=0:01:22.566642 2021-04-15 07:08:31,068 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0124, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:35.562408, arrival_time=2021-04-15 07:09:06.631204, cost_time=0:01:28.905966 2021-04-15 07:08:37,424 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.80ms, fps=403 images/s, loss=0.0126, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:29.213634, arrival_time=2021-04-15 07:09:06.638464, cost_time=0:01:35.261869 2021-04-15 07:08:43,775 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.36ms, fps=403 images/s, loss=0.0129, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:22.862772, arrival_time=2021-04-15 07:09:06.637903, cost_time=0:01:41.612310 2021-04-15 07:08:50,123 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0127, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:16.511664, arrival_time=2021-04-15 07:09:06.635350, cost_time=0:01:47.960859 2021-04-15 07:08:56,458 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0128, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:10.159632, arrival_time=2021-04-15 07:09:06.618280, cost_time=0:01:54.295821 2021-04-15 07:09:02,803 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.70ms, fps=404 images/s, loss=0.0126, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:03.809700, arrival_time=2021-04-15 07:09:06.613007, cost_time=0:02:00.640413 2021-04-15 07:09:06,171 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0128, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:09:06.171123, cost_time=0:02:04.008336 2021-04-15 07:09:08,486 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.93ms, fps=1107 images/s, loss=0.2816, top1-acc=93.05%, top5-acc=99.73%, remaining_time=0:00:06.939720, arrival_time=2021-04-15 07:09:15.425922, cost_time=0:00:02.313242 2021-04-15 07:09:10,670 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.24ms, fps=1172 images/s, loss=0.2803, top1-acc=93.11%, top5-acc=99.61%, remaining_time=0:00:04.497640, arrival_time=2021-04-15 07:09:15.168234, cost_time=0:00:04.497650 2021-04-15 07:09:12,856 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.38ms, fps=1172 images/s, loss=0.2891, top1-acc=93.06%, top5-acc=99.58%, remaining_time=0:00:02.227700, arrival_time=2021-04-15 07:09:15.083743, cost_time=0:00:06.683104 2021-04-15 07:09:14,835 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.97ms, fps=1172 images/s, loss=0.3041, top1-acc=93.04%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 07:09:14.835860, cost_time=0:00:08.662937 2021-04-15 07:09:17,536 INFO : Epoch=0149 complete, best val top1-acc=93.04%, top5-acc=99.58% (epoch=149), remaining_time=1:54:24.330669, arrival_time=2021-04-15 09:03:41.867110, cost_time=5:34:14.613057 2021-04-15 07:09:17,537 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 07:09:24,011 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.71ms, fps=395 images/s, loss=0.0089, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:02:00.411564, arrival_time=2021-04-15 07:11:24.423260, cost_time=0:00:06.473738 2021-04-15 07:09:30,357 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=2.25ms, fps=403 images/s, loss=0.0117, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:52.811248, arrival_time=2021-04-15 07:11:23.168698, cost_time=0:00:12.819466 2021-04-15 07:09:36,696 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=2.07ms, fps=404 images/s, loss=0.0132, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:01:46.011916, arrival_time=2021-04-15 07:11:22.708694, cost_time=0:00:19.158795 2021-04-15 07:09:43,041 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.83ms, fps=404 images/s, loss=0.0125, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:39.462636, arrival_time=2021-04-15 07:11:22.503939, cost_time=0:00:25.503229 2021-04-15 07:09:49,385 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.72ms, fps=404 images/s, loss=0.0117, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:32.994700, arrival_time=2021-04-15 07:11:22.380374, cost_time=0:00:31.847521 2021-04-15 07:09:55,732 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0110, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:01:26.573248, arrival_time=2021-04-15 07:11:22.305419, cost_time=0:00:38.194108 2021-04-15 07:10:02,070 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0111, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:20.158554, arrival_time=2021-04-15 07:11:22.229129, cost_time=0:00:44.532498 2021-04-15 07:10:08,411 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0108, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:13.765676, arrival_time=2021-04-15 07:11:22.176606, cost_time=0:00:50.872844 2021-04-15 07:10:14,761 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=3.81ms, fps=403 images/s, loss=0.0110, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:07.397132, arrival_time=2021-04-15 07:11:22.159036, cost_time=0:00:57.223951 2021-04-15 07:10:21,112 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.27ms, fps=403 images/s, loss=0.0110, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:01.031808, arrival_time=2021-04-15 07:11:22.144515, cost_time=0:01:03.574763 2021-04-15 07:10:27,446 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0110, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:54.655494, arrival_time=2021-04-15 07:11:22.101717, cost_time=0:01:09.908153 2021-04-15 07:10:33,780 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0108, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:48.286600, arrival_time=2021-04-15 07:11:22.066601, cost_time=0:01:16.242049 2021-04-15 07:10:40,122 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.0108, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:41.927556, arrival_time=2021-04-15 07:11:22.050137, cost_time=0:01:22.584536 2021-04-15 07:10:46,475 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.44ms, fps=403 images/s, loss=0.0109, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:35.575008, arrival_time=2021-04-15 07:11:22.050469, cost_time=0:01:28.937534 2021-04-15 07:10:52,815 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0113, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:29.218510, arrival_time=2021-04-15 07:11:22.034286, cost_time=0:01:35.277685 2021-04-15 07:10:59,163 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0112, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:22.865652, arrival_time=2021-04-15 07:11:22.028802, cost_time=0:01:41.625062 2021-04-15 07:11:05,504 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:16.512496, arrival_time=2021-04-15 07:11:22.016893, cost_time=0:01:47.966368 2021-04-15 07:11:11,852 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0114, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.161280, arrival_time=2021-04-15 07:11:22.013768, cost_time=0:01:54.314365 2021-04-15 07:11:18,200 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.43ms, fps=403 images/s, loss=0.0118, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:03.810390, arrival_time=2021-04-15 07:11:22.010729, cost_time=0:02:00.662285 2021-04-15 07:11:21,568 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.11ms, fps=404 images/s, loss=0.0120, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:11:21.568685, cost_time=0:02:04.030746 2021-04-15 07:11:23,889 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.92ms, fps=1104 images/s, loss=0.2909, top1-acc=91.95%, top5-acc=99.84%, remaining_time=0:00:06.955740, arrival_time=2021-04-15 07:11:30.844792, cost_time=0:00:02.318583 2021-04-15 07:11:26,079 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.78ms, fps=1169 images/s, loss=0.2823, top1-acc=92.42%, top5-acc=99.84%, remaining_time=0:00:04.509200, arrival_time=2021-04-15 07:11:30.588891, cost_time=0:00:04.509202 2021-04-15 07:11:28,274 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=2.90ms, fps=1167 images/s, loss=0.2720, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:02.234570, arrival_time=2021-04-15 07:11:30.508725, cost_time=0:00:06.703700 2021-04-15 07:11:30,254 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=1.53ms, fps=1172 images/s, loss=0.2778, top1-acc=92.68%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 07:11:30.254281, cost_time=0:00:08.683836 2021-04-15 07:11:31,700 INFO : Epoch=0150 complete, best val top1-acc=93.04%, top5-acc=99.58% (epoch=149), remaining_time=1:52:09.592200, arrival_time=2021-04-15 09:03:41.292214, cost_time=5:36:28.776625 2021-04-15 07:11:31,701 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 07:11:38,166 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.36ms, fps=396 images/s, loss=0.0177, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:02:00.250488, arrival_time=2021-04-15 07:13:38.417351, cost_time=0:00:06.465081 2021-04-15 07:11:44,515 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0138, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:01:52.761792, arrival_time=2021-04-15 07:13:37.277294, cost_time=0:00:12.813838 2021-04-15 07:11:50,869 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.0144, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:01:46.060388, arrival_time=2021-04-15 07:13:36.929701, cost_time=0:00:19.167544 2021-04-15 07:11:57,219 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.0131, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:01:39.517392, arrival_time=2021-04-15 07:13:36.736422, cost_time=0:00:25.517290 2021-04-15 07:12:03,554 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0142, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:01:33.010322, arrival_time=2021-04-15 07:13:36.564972, cost_time=0:00:31.852870 2021-04-15 07:12:09,907 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0147, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:01:26.599088, arrival_time=2021-04-15 07:13:36.506287, cost_time=0:00:38.205460 2021-04-15 07:12:16,245 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.94ms, fps=404 images/s, loss=0.0147, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:01:20.177706, arrival_time=2021-04-15 07:13:36.422646, cost_time=0:00:44.543168 2021-04-15 07:12:22,592 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.93ms, fps=403 images/s, loss=0.0154, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:01:13.792008, arrival_time=2021-04-15 07:13:36.384803, cost_time=0:00:50.891006 2021-04-15 07:12:28,951 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.41ms, fps=403 images/s, loss=0.0160, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:01:07.427024, arrival_time=2021-04-15 07:13:36.378183, cost_time=0:00:57.249348 2021-04-15 07:12:35,294 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=2.63ms, fps=404 images/s, loss=0.0158, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:01:01.049184, arrival_time=2021-04-15 07:13:36.343792, cost_time=0:01:03.592934 2021-04-15 07:12:41,640 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.83ms, fps=403 images/s, loss=0.0164, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:54.679660, arrival_time=2021-04-15 07:13:36.320472, cost_time=0:01:09.939120 2021-04-15 07:12:47,979 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=2.15ms, fps=404 images/s, loss=0.0165, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:48.309400, arrival_time=2021-04-15 07:13:36.289099, cost_time=0:01:16.278025 2021-04-15 07:12:54,329 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.16ms, fps=403 images/s, loss=0.0165, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:41.949336, arrival_time=2021-04-15 07:13:36.278482, cost_time=0:01:22.627441 2021-04-15 07:13:00,673 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.86ms, fps=404 images/s, loss=0.0164, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:35.588560, arrival_time=2021-04-15 07:13:36.261607, cost_time=0:01:28.971345 2021-04-15 07:13:07,027 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.0164, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:29.233138, arrival_time=2021-04-15 07:13:36.260187, cost_time=0:01:35.325383 2021-04-15 07:13:13,367 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0163, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:22.874760, arrival_time=2021-04-15 07:13:36.242023, cost_time=0:01:41.665631 2021-04-15 07:13:19,709 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0160, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:16.518814, arrival_time=2021-04-15 07:13:36.228026, cost_time=0:01:48.007559 2021-04-15 07:13:26,056 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.55ms, fps=403 images/s, loss=0.0159, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:10.164848, arrival_time=2021-04-15 07:13:36.221090, cost_time=0:01:54.354578 2021-04-15 07:13:32,391 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.06ms, fps=404 images/s, loss=0.0157, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:03.811242, arrival_time=2021-04-15 07:13:36.202163, cost_time=0:02:00.689288 2021-04-15 07:13:35,752 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.49ms, fps=405 images/s, loss=0.0156, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:13:35.751957, cost_time=0:02:04.050337 2021-04-15 07:13:38,046 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.95ms, fps=1117 images/s, loss=0.2895, top1-acc=92.97%, top5-acc=99.65%, remaining_time=0:00:06.877020, arrival_time=2021-04-15 07:13:44.923087, cost_time=0:00:02.292336 2021-04-15 07:13:40,227 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.30ms, fps=1174 images/s, loss=0.3002, top1-acc=92.70%, top5-acc=99.73%, remaining_time=0:00:04.473480, arrival_time=2021-04-15 07:13:44.700709, cost_time=0:00:04.473483 2021-04-15 07:13:42,412 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.35ms, fps=1172 images/s, loss=0.2870, top1-acc=93.03%, top5-acc=99.75%, remaining_time=0:00:02.219670, arrival_time=2021-04-15 07:13:44.632409, cost_time=0:00:06.659013 2021-04-15 07:13:44,393 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=1.00ms, fps=1171 images/s, loss=0.2797, top1-acc=93.04%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 07:13:44.393729, cost_time=0:00:08.640034 2021-04-15 07:13:45,748 INFO : Epoch=0151 complete, best val top1-acc=93.04%, top5-acc=99.58% (epoch=149), remaining_time=1:49:54.823858, arrival_time=2021-04-15 09:03:40.571818, cost_time=5:38:42.824581 2021-04-15 07:13:45,749 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 07:13:52,204 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.22ms, fps=397 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:02:00.054072, arrival_time=2021-04-15 07:15:52.258118, cost_time=0:00:06.454522 2021-04-15 07:13:58,551 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:52.660064, arrival_time=2021-04-15 07:15:51.211899, cost_time=0:00:12.802285 2021-04-15 07:14:04,907 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.54ms, fps=403 images/s, loss=0.0089, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:46.007600, arrival_time=2021-04-15 07:15:50.915150, cost_time=0:00:19.158007 2021-04-15 07:14:11,252 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0091, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:39.458736, arrival_time=2021-04-15 07:15:50.710616, cost_time=0:00:25.502229 2021-04-15 07:14:17,592 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.14ms, fps=404 images/s, loss=0.0094, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:01:32.980976, arrival_time=2021-04-15 07:15:50.573390, cost_time=0:00:31.842796 2021-04-15 07:14:23,935 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=2.04ms, fps=404 images/s, loss=0.0095, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:26.554752, arrival_time=2021-04-15 07:15:50.490157, cost_time=0:00:38.185892 2021-04-15 07:14:30,295 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=2.10ms, fps=403 images/s, loss=0.0097, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:20.182746, arrival_time=2021-04-15 07:15:50.478371, cost_time=0:00:44.545937 2021-04-15 07:14:36,653 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=2.71ms, fps=403 images/s, loss=0.0096, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:01:13.810800, arrival_time=2021-04-15 07:15:50.464370, cost_time=0:00:50.904008 2021-04-15 07:14:43,001 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:01:07.429780, arrival_time=2021-04-15 07:15:50.431054, cost_time=0:00:57.251726 2021-04-15 07:14:49,342 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.78ms, fps=404 images/s, loss=0.0098, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:01.048992, arrival_time=2021-04-15 07:15:50.391258, cost_time=0:01:03.592720 2021-04-15 07:14:55,686 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=2.02ms, fps=404 images/s, loss=0.0104, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:54.678284, arrival_time=2021-04-15 07:15:50.365170, cost_time=0:01:09.937323 2021-04-15 07:15:02,027 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0105, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:48.309020, arrival_time=2021-04-15 07:15:50.336105, cost_time=0:01:16.277419 2021-04-15 07:15:08,373 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.01ms, fps=403 images/s, loss=0.0102, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:41.947488, arrival_time=2021-04-15 07:15:50.320852, cost_time=0:01:22.623803 2021-04-15 07:15:14,716 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0104, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:35.586544, arrival_time=2021-04-15 07:15:50.302514, cost_time=0:01:28.966357 2021-04-15 07:15:21,064 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.0106, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.229872, arrival_time=2021-04-15 07:15:50.294136, cost_time=0:01:35.314725 2021-04-15 07:15:27,409 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.68ms, fps=403 images/s, loss=0.0107, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:22.873536, arrival_time=2021-04-15 07:15:50.283242, cost_time=0:01:41.660163 2021-04-15 07:15:33,769 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0114, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:16.520712, arrival_time=2021-04-15 07:15:50.290422, cost_time=0:01:48.020092 2021-04-15 07:15:40,108 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0116, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:10.165216, arrival_time=2021-04-15 07:15:50.273477, cost_time=0:01:54.358728 2021-04-15 07:15:46,446 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=2.00ms, fps=404 images/s, loss=0.0118, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:03.811482, arrival_time=2021-04-15 07:15:50.257960, cost_time=0:02:00.696953 2021-04-15 07:15:49,814 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.53ms, fps=404 images/s, loss=0.0117, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:15:49.814164, cost_time=0:02:04.064627 2021-04-15 07:15:52,109 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.34ms, fps=1117 images/s, loss=0.2657, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:06.878520, arrival_time=2021-04-15 07:15:58.987533, cost_time=0:00:02.292844 2021-04-15 07:15:54,293 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.84ms, fps=1172 images/s, loss=0.2666, top1-acc=92.91%, top5-acc=99.80%, remaining_time=0:00:04.477400, arrival_time=2021-04-15 07:15:58.771167, cost_time=0:00:04.477405 2021-04-15 07:15:56,482 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.95ms, fps=1170 images/s, loss=0.2677, top1-acc=92.98%, top5-acc=99.80%, remaining_time=0:00:02.221940, arrival_time=2021-04-15 07:15:58.703956, cost_time=0:00:06.665823 2021-04-15 07:15:58,464 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=1.00ms, fps=1171 images/s, loss=0.2689, top1-acc=93.06%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 07:15:58.464448, cost_time=0:00:08.648268 2021-04-15 07:16:01,349 INFO : Epoch=0152 complete, best val top1-acc=93.06%, top5-acc=99.79% (epoch=152), remaining_time=1:47:40.555536, arrival_time=2021-04-15 09:03:41.904813, cost_time=5:40:58.425860 2021-04-15 07:16:01,351 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 07:16:07,825 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.68ms, fps=395 images/s, loss=0.0152, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:02:00.418818, arrival_time=2021-04-15 07:18:08.244620, cost_time=0:00:06.474127 2021-04-15 07:16:14,161 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.90ms, fps=404 images/s, loss=0.0127, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:01:52.723952, arrival_time=2021-04-15 07:18:06.885014, cost_time=0:00:12.809531 2021-04-15 07:16:20,504 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0114, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:45.976890, arrival_time=2021-04-15 07:18:06.480907, cost_time=0:00:19.152463 2021-04-15 07:16:26,846 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.84ms, fps=404 images/s, loss=0.0121, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:01:39.430656, arrival_time=2021-04-15 07:18:06.277238, cost_time=0:00:25.495039 2021-04-15 07:16:33,189 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.75ms, fps=404 images/s, loss=0.0123, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:32.967252, arrival_time=2021-04-15 07:18:06.157046, cost_time=0:00:31.838121 2021-04-15 07:16:39,537 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=2.17ms, fps=403 images/s, loss=0.0121, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:26.554344, arrival_time=2021-04-15 07:18:06.091659, cost_time=0:00:38.185740 2021-04-15 07:16:45,884 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.65ms, fps=403 images/s, loss=0.0123, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:01:20.158554, arrival_time=2021-04-15 07:18:06.042664, cost_time=0:00:44.532553 2021-04-15 07:16:52,225 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=2.69ms, fps=404 images/s, loss=0.0121, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:01:13.766952, arrival_time=2021-04-15 07:18:05.992266, cost_time=0:00:50.873769 2021-04-15 07:16:58,567 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0122, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:07.388122, arrival_time=2021-04-15 07:18:05.955982, cost_time=0:00:57.216312 2021-04-15 07:17:04,915 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=2.03ms, fps=403 images/s, loss=0.0122, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:01.021728, arrival_time=2021-04-15 07:18:05.937532, cost_time=0:01:03.564258 2021-04-15 07:17:11,260 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.75ms, fps=404 images/s, loss=0.0122, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:54.655580, arrival_time=2021-04-15 07:18:05.915520, cost_time=0:01:09.908266 2021-04-15 07:17:17,603 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=2.20ms, fps=404 images/s, loss=0.0120, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:48.292908, arrival_time=2021-04-15 07:18:05.896513, cost_time=0:01:16.251987 2021-04-15 07:17:23,942 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0120, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:41.930592, arrival_time=2021-04-15 07:18:05.872722, cost_time=0:01:22.590601 2021-04-15 07:17:30,289 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=2.47ms, fps=403 images/s, loss=0.0119, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:35.574952, arrival_time=2021-04-15 07:18:05.863951, cost_time=0:01:28.937425 2021-04-15 07:17:36,628 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0120, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:29.218234, arrival_time=2021-04-15 07:18:05.846640, cost_time=0:01:35.276845 2021-04-15 07:17:42,972 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.76ms, fps=404 images/s, loss=0.0117, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:22.864716, arrival_time=2021-04-15 07:18:05.837393, cost_time=0:01:41.621008 2021-04-15 07:17:49,328 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=2.63ms, fps=403 images/s, loss=0.0116, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:16.514160, arrival_time=2021-04-15 07:18:05.842942, cost_time=0:01:47.977197 2021-04-15 07:17:55,676 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.71ms, fps=403 images/s, loss=0.0118, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:10.162192, arrival_time=2021-04-15 07:18:05.838540, cost_time=0:01:54.324725 2021-04-15 07:18:02,023 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.74ms, fps=404 images/s, loss=0.0117, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:03.810702, arrival_time=2021-04-15 07:18:05.834459, cost_time=0:02:00.672228 2021-04-15 07:18:05,389 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.06ms, fps=404 images/s, loss=0.0116, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:18:05.389802, cost_time=0:02:04.038279 2021-04-15 07:18:07,692 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=1.44ms, fps=1113 images/s, loss=0.2436, top1-acc=93.75%, top5-acc=99.73%, remaining_time=0:00:06.901740, arrival_time=2021-04-15 07:18:14.593961, cost_time=0:00:02.300584 2021-04-15 07:18:09,877 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.25ms, fps=1172 images/s, loss=0.2668, top1-acc=93.54%, top5-acc=99.77%, remaining_time=0:00:04.485320, arrival_time=2021-04-15 07:18:14.362272, cost_time=0:00:04.485312 2021-04-15 07:18:12,059 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.79ms, fps=1174 images/s, loss=0.2804, top1-acc=93.14%, top5-acc=99.73%, remaining_time=0:00:02.222450, arrival_time=2021-04-15 07:18:14.281460, cost_time=0:00:06.667362 2021-04-15 07:18:14,037 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=1.18ms, fps=1173 images/s, loss=0.2719, top1-acc=93.25%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 07:18:14.037455, cost_time=0:00:08.645828 2021-04-15 07:18:16,656 INFO : Epoch=0153 complete, best val top1-acc=93.25%, top5-acc=99.75% (epoch=153), remaining_time=1:45:26.179461, arrival_time=2021-04-15 09:03:42.836051, cost_time=5:43:13.733198 2021-04-15 07:18:16,657 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 07:18:23,121 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.65ms, fps=396 images/s, loss=0.0104, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:02:00.211242, arrival_time=2021-04-15 07:20:23.332462, cost_time=0:00:06.462969 2021-04-15 07:18:29,467 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=2.05ms, fps=403 images/s, loss=0.0110, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:52.723952, arrival_time=2021-04-15 07:20:22.191610, cost_time=0:00:12.809545 2021-04-15 07:18:35,816 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.73ms, fps=403 images/s, loss=0.0111, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:01:46.007766, arrival_time=2021-04-15 07:20:21.824037, cost_time=0:00:19.158035 2021-04-15 07:18:42,155 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.99ms, fps=404 images/s, loss=0.0104, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:39.438924, arrival_time=2021-04-15 07:20:21.594345, cost_time=0:00:25.497176 2021-04-15 07:18:48,508 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=3.65ms, fps=403 images/s, loss=0.0107, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:01:33.003022, arrival_time=2021-04-15 07:20:21.511565, cost_time=0:00:31.850358 2021-04-15 07:18:54,857 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=2.09ms, fps=403 images/s, loss=0.0109, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:01:26.584808, arrival_time=2021-04-15 07:20:21.442141, cost_time=0:00:38.199181 2021-04-15 07:19:01,204 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.58ms, fps=403 images/s, loss=0.0108, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:01:20.182494, arrival_time=2021-04-15 07:20:21.386474, cost_time=0:00:44.545842 2021-04-15 07:19:07,553 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.23ms, fps=403 images/s, loss=0.0102, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:13.797576, arrival_time=2021-04-15 07:20:21.350544, cost_time=0:00:50.894850 2021-04-15 07:19:13,892 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.98ms, fps=404 images/s, loss=0.0101, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:07.409322, arrival_time=2021-04-15 07:20:21.301825, cost_time=0:00:57.234357 2021-04-15 07:19:20,234 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0099, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:01.033536, arrival_time=2021-04-15 07:20:21.268239, cost_time=0:01:03.576589 2021-04-15 07:19:26,596 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.38ms, fps=402 images/s, loss=0.0099, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:54.679402, arrival_time=2021-04-15 07:20:21.276218, cost_time=0:01:09.938717 2021-04-15 07:19:32,943 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0098, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:48.314036, arrival_time=2021-04-15 07:20:21.257561, cost_time=0:01:16.285337 2021-04-15 07:19:39,283 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:41.948148, arrival_time=2021-04-15 07:20:21.231427, cost_time=0:01:22.625169 2021-04-15 07:19:45,628 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=3.33ms, fps=403 images/s, loss=0.0099, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:35.588224, arrival_time=2021-04-15 07:20:21.217000, cost_time=0:01:28.970613 2021-04-15 07:19:51,976 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:29.230976, arrival_time=2021-04-15 07:20:21.207627, cost_time=0:01:35.318344 2021-04-15 07:19:58,327 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.73ms, fps=403 images/s, loss=0.0097, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:22.875516, arrival_time=2021-04-15 07:20:21.202609, cost_time=0:01:41.668961 2021-04-15 07:20:04,677 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0098, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:16.520530, arrival_time=2021-04-15 07:20:21.197560, cost_time=0:01:48.018911 2021-04-15 07:20:11,020 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0098, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:10.165568, arrival_time=2021-04-15 07:20:21.186291, cost_time=0:01:54.362617 2021-04-15 07:20:17,363 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.11ms, fps=404 images/s, loss=0.0100, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.811752, arrival_time=2021-04-15 07:20:21.175437, cost_time=0:02:00.705567 2021-04-15 07:20:20,731 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.05ms, fps=404 images/s, loss=0.0100, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:20:20.731060, cost_time=0:02:04.072846 2021-04-15 07:20:23,025 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=2.25ms, fps=1117 images/s, loss=0.2770, top1-acc=93.20%, top5-acc=99.57%, remaining_time=0:00:06.874560, arrival_time=2021-04-15 07:20:29.899646, cost_time=0:00:02.291515 2021-04-15 07:20:25,207 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.87ms, fps=1174 images/s, loss=0.2900, top1-acc=92.89%, top5-acc=99.69%, remaining_time=0:00:04.473500, arrival_time=2021-04-15 07:20:29.680601, cost_time=0:00:04.473502 2021-04-15 07:20:27,394 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.88ms, fps=1171 images/s, loss=0.2928, top1-acc=92.89%, top5-acc=99.65%, remaining_time=0:00:02.220240, arrival_time=2021-04-15 07:20:29.614568, cost_time=0:00:06.660712 2021-04-15 07:20:29,373 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=1.05ms, fps=1173 images/s, loss=0.3038, top1-acc=92.70%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 07:20:29.373160, cost_time=0:00:08.639585 2021-04-15 07:20:30,811 INFO : Epoch=0154 complete, best val top1-acc=93.25%, top5-acc=99.75% (epoch=153), remaining_time=1:43:11.447188, arrival_time=2021-04-15 09:03:42.258975, cost_time=5:45:27.888369 2021-04-15 07:20:30,813 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 07:20:37,275 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.38ms, fps=396 images/s, loss=0.0118, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:02:00.184644, arrival_time=2021-04-15 07:22:37.460184, cost_time=0:00:06.461544 2021-04-15 07:20:43,617 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0119, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:01:52.668864, arrival_time=2021-04-15 07:22:36.286046, cost_time=0:00:12.803276 2021-04-15 07:20:49,957 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.99ms, fps=404 images/s, loss=0.0111, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:45.927256, arrival_time=2021-04-15 07:22:35.884670, cost_time=0:00:19.143479 2021-04-15 07:20:56,304 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.95ms, fps=403 images/s, loss=0.0110, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:01:39.411780, arrival_time=2021-04-15 07:22:35.716038, cost_time=0:00:25.490214 2021-04-15 07:21:02,649 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0107, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:01:32.959076, arrival_time=2021-04-15 07:22:35.608398, cost_time=0:00:31.835283 2021-04-15 07:21:08,991 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.74ms, fps=404 images/s, loss=0.0107, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:26.536120, arrival_time=2021-04-15 07:22:35.527835, cost_time=0:00:38.177678 2021-04-15 07:21:15,337 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0109, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:01:20.142174, arrival_time=2021-04-15 07:22:35.479555, cost_time=0:00:44.523448 2021-04-15 07:21:21,676 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.71ms, fps=404 images/s, loss=0.0105, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:01:13.750828, arrival_time=2021-04-15 07:22:35.427404, cost_time=0:00:50.862655 2021-04-15 07:21:28,031 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=7.38ms, fps=403 images/s, loss=0.0102, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:07.388758, arrival_time=2021-04-15 07:22:35.419731, cost_time=0:00:57.216846 2021-04-15 07:21:34,381 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=2.02ms, fps=403 images/s, loss=0.0100, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:01:01.024416, arrival_time=2021-04-15 07:22:35.405499, cost_time=0:01:03.567135 2021-04-15 07:21:40,725 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0098, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:54.658246, arrival_time=2021-04-15 07:22:35.383939, cost_time=0:01:09.911757 2021-04-15 07:21:47,069 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0098, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:48.295340, arrival_time=2021-04-15 07:22:35.365100, cost_time=0:01:16.255844 2021-04-15 07:21:53,413 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=2.07ms, fps=404 images/s, loss=0.0095, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:41.935344, arrival_time=2021-04-15 07:22:35.349182, cost_time=0:01:22.599908 2021-04-15 07:21:59,751 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.98ms, fps=404 images/s, loss=0.0096, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:35.574896, arrival_time=2021-04-15 07:22:35.326149, cost_time=0:01:28.937309 2021-04-15 07:22:06,095 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=2.02ms, fps=404 images/s, loss=0.0093, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:29.219568, arrival_time=2021-04-15 07:22:35.314652, cost_time=0:01:35.281158 2021-04-15 07:22:12,436 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0093, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:22.865148, arrival_time=2021-04-15 07:22:35.301979, cost_time=0:01:41.622890 2021-04-15 07:22:18,785 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=2.07ms, fps=403 images/s, loss=0.0094, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:16.513328, arrival_time=2021-04-15 07:22:35.299094, cost_time=0:01:47.971813 2021-04-15 07:22:25,118 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0095, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.160368, arrival_time=2021-04-15 07:22:35.278552, cost_time=0:01:54.304160 2021-04-15 07:22:31,463 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0095, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.809976, arrival_time=2021-04-15 07:22:35.273215, cost_time=0:02:00.649310 2021-04-15 07:22:34,827 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.06ms, fps=404 images/s, loss=0.0096, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:22:34.827747, cost_time=0:02:04.013848 2021-04-15 07:22:37,125 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.46ms, fps=1115 images/s, loss=0.2894, top1-acc=92.19%, top5-acc=99.65%, remaining_time=0:00:06.888750, arrival_time=2021-04-15 07:22:44.014540, cost_time=0:00:02.296249 2021-04-15 07:22:39,310 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.22ms, fps=1172 images/s, loss=0.2881, top1-acc=92.50%, top5-acc=99.69%, remaining_time=0:00:04.480820, arrival_time=2021-04-15 07:22:43.791187, cost_time=0:00:04.480827 2021-04-15 07:22:41,490 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.69ms, fps=1175 images/s, loss=0.2798, top1-acc=92.73%, top5-acc=99.70%, remaining_time=0:00:02.220100, arrival_time=2021-04-15 07:22:43.710096, cost_time=0:00:06.660299 2021-04-15 07:22:43,467 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=1.12ms, fps=1173 images/s, loss=0.2730, top1-acc=92.83%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 07:22:43.467828, cost_time=0:00:08.638320 2021-04-15 07:22:44,922 INFO : Epoch=0155 complete, best val top1-acc=93.25%, top5-acc=99.75% (epoch=153), remaining_time=1:40:56.709435, arrival_time=2021-04-15 09:03:41.631998, cost_time=5:47:41.999190 2021-04-15 07:22:44,923 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 07:22:51,426 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.33ms, fps=394 images/s, loss=0.0059, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:02:00.939990, arrival_time=2021-04-15 07:24:52.366253, cost_time=0:00:06.502154 2021-04-15 07:22:57,760 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:52.955744, arrival_time=2021-04-15 07:24:50.715765, cost_time=0:00:12.835880 2021-04-15 07:23:04,105 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=6.03ms, fps=403 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:46.135254, arrival_time=2021-04-15 07:24:50.240487, cost_time=0:00:19.181078 2021-04-15 07:23:10,452 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.89ms, fps=403 images/s, loss=0.0075, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:39.558108, arrival_time=2021-04-15 07:24:50.010086, cost_time=0:00:25.527723 2021-04-15 07:23:16,797 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:33.068138, arrival_time=2021-04-15 07:24:49.865030, cost_time=0:00:31.872641 2021-04-15 07:23:23,140 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:26.622888, arrival_time=2021-04-15 07:24:49.763133, cost_time=0:00:38.215993 2021-04-15 07:23:29,481 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=2.35ms, fps=404 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:20.203032, arrival_time=2021-04-15 07:24:49.684536, cost_time=0:00:44.557249 2021-04-15 07:23:35,822 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.02ms, fps=404 images/s, loss=0.0075, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:13.802912, arrival_time=2021-04-15 07:24:49.625612, cost_time=0:00:50.898571 2021-04-15 07:23:42,164 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=2.12ms, fps=404 images/s, loss=0.0075, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:07.415894, arrival_time=2021-04-15 07:24:49.579959, cost_time=0:00:57.239917 2021-04-15 07:23:48,508 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0073, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:01:01.040736, arrival_time=2021-04-15 07:24:49.548955, cost_time=0:01:03.584079 2021-04-15 07:23:54,848 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.63ms, fps=404 images/s, loss=0.0075, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:54.667706, arrival_time=2021-04-15 07:24:49.515660, cost_time=0:01:09.923789 2021-04-15 07:24:01,192 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=2.10ms, fps=404 images/s, loss=0.0080, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:48.303168, arrival_time=2021-04-15 07:24:49.495464, cost_time=0:01:16.268169 2021-04-15 07:24:07,541 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.82ms, fps=403 images/s, loss=0.0082, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:41.943924, arrival_time=2021-04-15 07:24:49.484964, cost_time=0:01:22.616794 2021-04-15 07:24:13,894 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=2.32ms, fps=403 images/s, loss=0.0084, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:35.588056, arrival_time=2021-04-15 07:24:49.482381, cost_time=0:01:28.970176 2021-04-15 07:24:20,239 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=2.05ms, fps=403 images/s, loss=0.0086, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:29.230148, arrival_time=2021-04-15 07:24:49.469924, cost_time=0:01:35.315640 2021-04-15 07:24:26,581 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.79ms, fps=404 images/s, loss=0.0087, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:22.872924, arrival_time=2021-04-15 07:24:49.454559, cost_time=0:01:41.657378 2021-04-15 07:24:32,929 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0088, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.518424, arrival_time=2021-04-15 07:24:49.447715, cost_time=0:01:48.005029 2021-04-15 07:24:39,274 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.0089, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:10.164480, arrival_time=2021-04-15 07:24:49.438997, cost_time=0:01:54.350376 2021-04-15 07:24:45,622 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=3.50ms, fps=403 images/s, loss=0.0089, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:03.811518, arrival_time=2021-04-15 07:24:49.433870, cost_time=0:02:00.698087 2021-04-15 07:24:48,990 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0089, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:24:48.990140, cost_time=0:02:04.066014 2021-04-15 07:24:51,291 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.48ms, fps=1113 images/s, loss=0.2653, top1-acc=92.97%, top5-acc=99.65%, remaining_time=0:00:06.897630, arrival_time=2021-04-15 07:24:58.188791, cost_time=0:00:02.299212 2021-04-15 07:24:53,477 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.99ms, fps=1171 images/s, loss=0.2657, top1-acc=92.91%, top5-acc=99.73%, remaining_time=0:00:04.485240, arrival_time=2021-04-15 07:24:57.962427, cost_time=0:00:04.485247 2021-04-15 07:24:55,667 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.45ms, fps=1169 images/s, loss=0.2654, top1-acc=92.94%, top5-acc=99.69%, remaining_time=0:00:02.225160, arrival_time=2021-04-15 07:24:57.892566, cost_time=0:00:06.675481 2021-04-15 07:24:57,651 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=1.01ms, fps=1170 images/s, loss=0.2570, top1-acc=93.00%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 07:24:57.651135, cost_time=0:00:08.659244 2021-04-15 07:24:59,051 INFO : Epoch=0156 complete, best val top1-acc=93.25%, top5-acc=99.75% (epoch=153), remaining_time=1:38:41.984948, arrival_time=2021-04-15 09:03:41.036836, cost_time=5:49:56.128514 2021-04-15 07:24:59,053 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 07:25:05,536 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.98ms, fps=395 images/s, loss=0.0093, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:02:00.578034, arrival_time=2021-04-15 07:27:06.114148, cost_time=0:00:06.482689 2021-04-15 07:25:11,880 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=3.58ms, fps=404 images/s, loss=0.0095, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:01:52.874960, arrival_time=2021-04-15 07:27:04.755135, cost_time=0:00:12.826703 2021-04-15 07:25:18,230 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=2.52ms, fps=403 images/s, loss=0.0083, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:46.110686, arrival_time=2021-04-15 07:27:04.340802, cost_time=0:00:19.176636 2021-04-15 07:25:24,574 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.71ms, fps=404 images/s, loss=0.0079, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:01:39.531900, arrival_time=2021-04-15 07:27:04.106347, cost_time=0:00:25.520989 2021-04-15 07:25:30,914 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:33.032952, arrival_time=2021-04-15 07:27:03.947032, cost_time=0:00:31.860597 2021-04-15 07:25:37,253 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0086, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:01:26.585760, arrival_time=2021-04-15 07:27:03.838834, cost_time=0:00:38.199611 2021-04-15 07:25:43,593 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0085, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:20.171784, arrival_time=2021-04-15 07:27:03.765160, cost_time=0:00:44.539904 2021-04-15 07:25:49,933 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:13.776232, arrival_time=2021-04-15 07:27:03.709869, cost_time=0:00:50.880180 2021-04-15 07:25:56,282 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:07.403068, arrival_time=2021-04-15 07:27:03.685565, cost_time=0:00:57.229021 2021-04-15 07:26:02,626 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:01.030176, arrival_time=2021-04-15 07:27:03.656760, cost_time=0:01:03.573108 2021-04-15 07:26:08,965 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:54.658676, arrival_time=2021-04-15 07:27:03.624354, cost_time=0:01:09.912206 2021-04-15 07:26:15,316 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=2.00ms, fps=403 images/s, loss=0.0077, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:48.300052, arrival_time=2021-04-15 07:27:03.616801, cost_time=0:01:16.263182 2021-04-15 07:26:21,666 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:41.941746, arrival_time=2021-04-15 07:27:03.607799, cost_time=0:01:22.612484 2021-04-15 07:26:28,021 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.31ms, fps=403 images/s, loss=0.0077, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:35.587216, arrival_time=2021-04-15 07:27:03.608827, cost_time=0:01:28.968075 2021-04-15 07:26:34,371 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.16ms, fps=403 images/s, loss=0.0077, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:29.230838, arrival_time=2021-04-15 07:27:03.602247, cost_time=0:01:35.317944 2021-04-15 07:26:40,714 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.57ms, fps=404 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:22.873752, arrival_time=2021-04-15 07:27:03.588325, cost_time=0:01:41.661090 2021-04-15 07:26:47,062 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=2.38ms, fps=403 images/s, loss=0.0075, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:16.518944, arrival_time=2021-04-15 07:27:03.580888, cost_time=0:01:48.008396 2021-04-15 07:26:53,411 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.81ms, fps=403 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:10.165120, arrival_time=2021-04-15 07:27:03.576206, cost_time=0:01:54.357543 2021-04-15 07:26:59,766 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.09ms, fps=403 images/s, loss=0.0075, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.811974, arrival_time=2021-04-15 07:27:03.577918, cost_time=0:02:00.712505 2021-04-15 07:27:03,127 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.04ms, fps=405 images/s, loss=0.0075, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:27:03.127292, cost_time=0:02:04.073855 2021-04-15 07:27:05,423 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=1.46ms, fps=1116 images/s, loss=0.2615, top1-acc=93.71%, top5-acc=99.80%, remaining_time=0:00:06.884190, arrival_time=2021-04-15 07:27:12.307973, cost_time=0:00:02.294730 2021-04-15 07:27:07,608 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=2.02ms, fps=1172 images/s, loss=0.2580, top1-acc=93.61%, top5-acc=99.80%, remaining_time=0:00:04.479420, arrival_time=2021-04-15 07:27:12.087906, cost_time=0:00:04.479421 2021-04-15 07:27:09,795 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.42ms, fps=1171 images/s, loss=0.2585, top1-acc=93.59%, top5-acc=99.79%, remaining_time=0:00:02.221980, arrival_time=2021-04-15 07:27:12.016998, cost_time=0:00:06.665946 2021-04-15 07:27:11,774 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=1.00ms, fps=1173 images/s, loss=0.2586, top1-acc=93.47%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 07:27:11.774235, cost_time=0:00:08.645181 2021-04-15 07:27:14,499 INFO : Epoch=0157 complete, best val top1-acc=93.47%, top5-acc=99.79% (epoch=157), remaining_time=1:36:27.629075, arrival_time=2021-04-15 09:03:42.128424, cost_time=5:52:11.575918 2021-04-15 07:27:14,501 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 07:27:21,000 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=2.01ms, fps=394 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:02:00.870240, arrival_time=2021-04-15 07:29:21.870350, cost_time=0:00:06.498398 2021-04-15 07:27:27,342 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=2.02ms, fps=404 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:52.999920, arrival_time=2021-04-15 07:29:20.342538, cost_time=0:00:12.840904 2021-04-15 07:27:33,686 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0063, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:01:46.155340, arrival_time=2021-04-15 07:29:19.841760, cost_time=0:00:19.184702 2021-04-15 07:27:40,035 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:01:39.579792, arrival_time=2021-04-15 07:29:19.614773, cost_time=0:00:25.533283 2021-04-15 07:27:46,374 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:33.068868, arrival_time=2021-04-15 07:29:19.443499, cost_time=0:00:31.872914 2021-04-15 07:27:52,721 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.32ms, fps=403 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:26.630096, arrival_time=2021-04-15 07:29:19.351004, cost_time=0:00:38.219174 2021-04-15 07:27:59,084 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.66ms, fps=402 images/s, loss=0.0055, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:01:20.249022, arrival_time=2021-04-15 07:29:19.333707, cost_time=0:00:44.582768 2021-04-15 07:28:05,426 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.92ms, fps=404 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:01:13.841076, arrival_time=2021-04-15 07:29:19.267654, cost_time=0:00:50.924852 2021-04-15 07:28:11,779 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:07.460308, arrival_time=2021-04-15 07:29:19.239730, cost_time=0:00:57.277597 2021-04-15 07:28:18,131 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.86ms, fps=403 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:01.084320, arrival_time=2021-04-15 07:29:19.215533, cost_time=0:01:03.629476 2021-04-15 07:28:24,476 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:54.707438, arrival_time=2021-04-15 07:29:19.183849, cost_time=0:01:09.974577 2021-04-15 07:28:30,820 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:48.335088, arrival_time=2021-04-15 07:29:19.155451, cost_time=0:01:16.318544 2021-04-15 07:28:37,171 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0053, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:41.970588, arrival_time=2021-04-15 07:29:19.141690, cost_time=0:01:22.669380 2021-04-15 07:28:43,513 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0055, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:35.604688, arrival_time=2021-04-15 07:29:19.118130, cost_time=0:01:29.011716 2021-04-15 07:28:49,863 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=2.32ms, fps=403 images/s, loss=0.0055, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.244178, arrival_time=2021-04-15 07:29:19.107309, cost_time=0:01:35.361414 2021-04-15 07:28:56,215 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.90ms, fps=403 images/s, loss=0.0056, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:22.885524, arrival_time=2021-04-15 07:29:19.100662, cost_time=0:01:41.713393 2021-04-15 07:29:02,561 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=2.03ms, fps=403 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:16.526744, arrival_time=2021-04-15 07:29:19.087922, cost_time=0:01:48.059475 2021-04-15 07:29:08,901 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.168880, arrival_time=2021-04-15 07:29:19.070572, cost_time=0:01:54.399986 2021-04-15 07:29:15,241 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:03.812832, arrival_time=2021-04-15 07:29:19.054258, cost_time=0:02:00.739709 2021-04-15 07:29:18,611 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.10ms, fps=404 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:29:18.611065, cost_time=0:02:04.109374 2021-04-15 07:29:20,912 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=2.26ms, fps=1113 images/s, loss=0.2194, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:06.897480, arrival_time=2021-04-15 07:29:27.809511, cost_time=0:00:02.299157 2021-04-15 07:29:23,097 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.86ms, fps=1172 images/s, loss=0.2392, top1-acc=94.08%, top5-acc=99.77%, remaining_time=0:00:04.484820, arrival_time=2021-04-15 07:29:27.582492, cost_time=0:00:04.484820 2021-04-15 07:29:25,292 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.29ms, fps=1167 images/s, loss=0.2396, top1-acc=93.96%, top5-acc=99.84%, remaining_time=0:00:02.226510, arrival_time=2021-04-15 07:29:27.518928, cost_time=0:00:06.679542 2021-04-15 07:29:27,272 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=1.00ms, fps=1172 images/s, loss=0.2377, top1-acc=93.94%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 07:29:27.271983, cost_time=0:00:08.659140 2021-04-15 07:29:30,074 INFO : Epoch=0158 complete, best val top1-acc=93.94%, top5-acc=99.82% (epoch=158), remaining_time=1:34:13.293408, arrival_time=2021-04-15 09:03:43.368263, cost_time=5:54:27.151466 2021-04-15 07:29:30,076 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 07:29:36,545 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.66ms, fps=396 images/s, loss=0.0035, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:00.308892, arrival_time=2021-04-15 07:31:36.853866, cost_time=0:00:06.468222 2021-04-15 07:29:42,899 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.64ms, fps=403 images/s, loss=0.0041, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:52.841344, arrival_time=2021-04-15 07:31:35.740997, cost_time=0:00:12.822878 2021-04-15 07:29:49,256 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:46.128780, arrival_time=2021-04-15 07:31:35.385572, cost_time=0:00:19.179889 2021-04-15 07:29:55,602 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.85ms, fps=403 images/s, loss=0.0055, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:01:39.550620, arrival_time=2021-04-15 07:31:35.153240, cost_time=0:00:25.525783 2021-04-15 07:30:01,951 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0053, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:01:33.074708, arrival_time=2021-04-15 07:31:35.026360, cost_time=0:00:31.874894 2021-04-15 07:30:08,299 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.26ms, fps=403 images/s, loss=0.0050, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:01:26.638392, arrival_time=2021-04-15 07:31:34.938003, cost_time=0:00:38.222839 2021-04-15 07:30:14,646 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=3.51ms, fps=403 images/s, loss=0.0049, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:01:20.224452, arrival_time=2021-04-15 07:31:34.870370, cost_time=0:00:44.569171 2021-04-15 07:30:20,991 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.0048, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:13.826112, arrival_time=2021-04-15 07:31:34.817417, cost_time=0:00:50.914548 2021-04-15 07:30:27,335 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:07.438366, arrival_time=2021-04-15 07:31:34.774234, cost_time=0:00:57.258987 2021-04-15 07:30:33,686 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=2.04ms, fps=403 images/s, loss=0.0047, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:01:01.064928, arrival_time=2021-04-15 07:31:34.750997, cost_time=0:01:03.609291 2021-04-15 07:30:40,033 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=2.37ms, fps=403 images/s, loss=0.0045, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:54.693506, arrival_time=2021-04-15 07:31:34.727177, cost_time=0:01:09.956786 2021-04-15 07:30:46,385 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.35ms, fps=403 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:48.328780, arrival_time=2021-04-15 07:31:34.714087, cost_time=0:01:16.308543 2021-04-15 07:30:52,724 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:41.959434, arrival_time=2021-04-15 07:31:34.683573, cost_time=0:01:22.647372 2021-04-15 07:30:59,075 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:35.599312, arrival_time=2021-04-15 07:31:34.674430, cost_time=0:01:28.998329 2021-04-15 07:31:05,421 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=2.12ms, fps=403 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.238888, arrival_time=2021-04-15 07:31:34.659879, cost_time=0:01:35.344196 2021-04-15 07:31:11,779 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.89ms, fps=403 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.883148, arrival_time=2021-04-15 07:31:34.662926, cost_time=0:01:41.702902 2021-04-15 07:31:18,124 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.90ms, fps=404 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.524924, arrival_time=2021-04-15 07:31:34.649353, cost_time=0:01:48.047591 2021-04-15 07:31:24,472 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.75ms, fps=403 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.168480, arrival_time=2021-04-15 07:31:34.640812, cost_time=0:01:54.395456 2021-04-15 07:31:30,818 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.12ms, fps=403 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.812886, arrival_time=2021-04-15 07:31:34.630963, cost_time=0:02:00.741300 2021-04-15 07:31:34,187 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:31:34.187778, cost_time=0:02:04.111042 2021-04-15 07:31:36,494 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=1.54ms, fps=1111 images/s, loss=0.2510, top1-acc=93.95%, top5-acc=99.73%, remaining_time=0:00:06.913260, arrival_time=2021-04-15 07:31:43.407272, cost_time=0:00:02.304424 2021-04-15 07:31:38,680 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.30ms, fps=1171 images/s, loss=0.2541, top1-acc=93.96%, top5-acc=99.77%, remaining_time=0:00:04.490680, arrival_time=2021-04-15 07:31:43.170952, cost_time=0:00:04.490675 2021-04-15 07:31:40,863 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.24ms, fps=1173 images/s, loss=0.2502, top1-acc=94.06%, top5-acc=99.73%, remaining_time=0:00:02.224690, arrival_time=2021-04-15 07:31:43.088325, cost_time=0:00:06.674061 2021-04-15 07:31:42,843 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.95ms, fps=1172 images/s, loss=0.2634, top1-acc=94.01%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 07:31:42.843290, cost_time=0:00:08.653727 2021-04-15 07:31:45,625 INFO : Epoch=0159 complete, best val top1-acc=94.01%, top5-acc=99.70% (epoch=159), remaining_time=1:31:58.935626, arrival_time=2021-04-15 09:03:44.560622, cost_time=5:56:42.701608 2021-04-15 07:31:45,626 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 07:31:52,122 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.22ms, fps=394 images/s, loss=0.0125, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:02:00.813138, arrival_time=2021-04-15 07:33:52.935339, cost_time=0:00:06.495334 2021-04-15 07:31:58,465 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0098, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:52.980032, arrival_time=2021-04-15 07:33:51.445534, cost_time=0:00:12.838633 2021-04-15 07:32:04,807 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0093, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:01:46.131602, arrival_time=2021-04-15 07:33:50.938869, cost_time=0:00:19.180401 2021-04-15 07:32:11,143 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.81ms, fps=404 images/s, loss=0.0090, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:01:39.515520, arrival_time=2021-04-15 07:33:50.659213, cost_time=0:00:25.516814 2021-04-15 07:32:17,490 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.44ms, fps=403 images/s, loss=0.0093, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:33.041420, arrival_time=2021-04-15 07:33:50.531908, cost_time=0:00:31.863517 2021-04-15 07:32:23,831 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0095, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:01:26.595552, arrival_time=2021-04-15 07:33:50.426451, cost_time=0:00:38.203929 2021-04-15 07:32:30,186 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=2.03ms, fps=403 images/s, loss=0.0090, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:01:20.207820, arrival_time=2021-04-15 07:33:50.394595, cost_time=0:00:44.559910 2021-04-15 07:32:36,526 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0086, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:01:13.803956, arrival_time=2021-04-15 07:33:50.330154, cost_time=0:00:50.899311 2021-04-15 07:32:42,871 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0092, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:01:07.421194, arrival_time=2021-04-15 07:33:50.292463, cost_time=0:00:57.244374 2021-04-15 07:32:49,217 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.94ms, fps=403 images/s, loss=0.0092, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:01:01.046688, arrival_time=2021-04-15 07:33:50.263911, cost_time=0:01:03.590337 2021-04-15 07:32:55,565 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.97ms, fps=403 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:54.678800, arrival_time=2021-04-15 07:33:50.243703, cost_time=0:01:09.937992 2021-04-15 07:33:01,913 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=2.30ms, fps=403 images/s, loss=0.0087, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:48.314872, arrival_time=2021-04-15 07:33:50.228443, cost_time=0:01:16.286655 2021-04-15 07:33:08,260 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.0087, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:41.952570, arrival_time=2021-04-15 07:33:50.213441, cost_time=0:01:22.633903 2021-04-15 07:33:14,612 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.40ms, fps=403 images/s, loss=0.0085, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:35.594272, arrival_time=2021-04-15 07:33:50.206805, cost_time=0:01:28.985634 2021-04-15 07:33:20,967 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.16ms, fps=403 images/s, loss=0.0085, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:29.237876, arrival_time=2021-04-15 07:33:50.205612, cost_time=0:01:35.340858 2021-04-15 07:33:27,312 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.57ms, fps=404 images/s, loss=0.0083, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:22.879152, arrival_time=2021-04-15 07:33:50.191129, cost_time=0:01:41.685080 2021-04-15 07:33:33,662 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.51ms, fps=403 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.523052, arrival_time=2021-04-15 07:33:50.185310, cost_time=0:01:48.035371 2021-04-15 07:33:40,007 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.20ms, fps=403 images/s, loss=0.0084, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.167184, arrival_time=2021-04-15 07:33:50.174886, cost_time=0:01:54.380829 2021-04-15 07:33:46,351 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.87ms, fps=404 images/s, loss=0.0086, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:03.812346, arrival_time=2021-04-15 07:33:50.163491, cost_time=0:02:00.724244 2021-04-15 07:33:49,718 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:33:49.717945, cost_time=0:02:04.091089 2021-04-15 07:33:52,018 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.24ms, fps=1114 images/s, loss=0.2093, top1-acc=94.73%, top5-acc=99.84%, remaining_time=0:00:06.895710, arrival_time=2021-04-15 07:33:58.914002, cost_time=0:00:02.298566 2021-04-15 07:33:54,202 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.81ms, fps=1172 images/s, loss=0.2610, top1-acc=93.65%, top5-acc=99.75%, remaining_time=0:00:04.482920, arrival_time=2021-04-15 07:33:58.685567, cost_time=0:00:04.482922 2021-04-15 07:33:56,387 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.93ms, fps=1172 images/s, loss=0.2576, top1-acc=93.67%, top5-acc=99.78%, remaining_time=0:00:02.222630, arrival_time=2021-04-15 07:33:58.610244, cost_time=0:00:06.667882 2021-04-15 07:33:58,368 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=1.17ms, fps=1172 images/s, loss=0.2489, top1-acc=93.77%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 07:33:58.367742, cost_time=0:00:08.647684 2021-04-15 07:33:59,777 INFO : Epoch=0160 complete, best val top1-acc=94.01%, top5-acc=99.70% (epoch=159), remaining_time=1:29:44.213520, arrival_time=2021-04-15 09:03:43.991075, cost_time=5:58:56.854148 2021-04-15 07:33:59,779 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 07:34:06,247 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.66ms, fps=396 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:02:00.293640, arrival_time=2021-04-15 07:36:06.541073, cost_time=0:00:06.467397 2021-04-15 07:34:12,592 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.80ms, fps=404 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:52.751408, arrival_time=2021-04-15 07:36:05.344019, cost_time=0:00:12.812668 2021-04-15 07:34:18,934 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:45.986850, arrival_time=2021-04-15 07:36:04.920949, cost_time=0:00:19.154260 2021-04-15 07:34:25,272 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.99ms, fps=404 images/s, loss=0.0058, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:39.419736, arrival_time=2021-04-15 07:36:04.691785, cost_time=0:00:25.492243 2021-04-15 07:34:31,621 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.92ms, fps=403 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:01:32.976742, arrival_time=2021-04-15 07:36:04.597891, cost_time=0:00:31.841366 2021-04-15 07:34:37,957 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.95ms, fps=404 images/s, loss=0.0053, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:26.536120, arrival_time=2021-04-15 07:36:04.493504, cost_time=0:00:38.177690 2021-04-15 07:34:44,310 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=2.91ms, fps=403 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:20.156034, arrival_time=2021-04-15 07:36:04.466873, cost_time=0:00:44.531106 2021-04-15 07:34:50,650 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0055, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:13.762544, arrival_time=2021-04-15 07:36:04.413096, cost_time=0:00:50.870705 2021-04-15 07:34:56,992 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=2.19ms, fps=404 images/s, loss=0.0052, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:07.384200, arrival_time=2021-04-15 07:36:04.376909, cost_time=0:00:57.212981 2021-04-15 07:35:03,343 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.81ms, fps=403 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:01.021248, arrival_time=2021-04-15 07:36:04.364769, cost_time=0:01:03.563835 2021-04-15 07:35:09,687 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:54.655064, arrival_time=2021-04-15 07:36:04.342494, cost_time=0:01:09.907618 2021-04-15 07:35:16,035 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0050, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:48.295188, arrival_time=2021-04-15 07:36:04.330443, cost_time=0:01:16.255543 2021-04-15 07:35:22,379 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.98ms, fps=404 images/s, loss=0.0051, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:41.935410, arrival_time=2021-04-15 07:36:04.315163, cost_time=0:01:22.600056 2021-04-15 07:35:28,727 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.95ms, fps=403 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:35.578928, arrival_time=2021-04-15 07:36:04.305902, cost_time=0:01:28.947268 2021-04-15 07:35:35,070 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0050, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.222512, arrival_time=2021-04-15 07:36:04.293112, cost_time=0:01:35.290825 2021-04-15 07:35:41,422 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.90ms, fps=403 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:22.869576, arrival_time=2021-04-15 07:36:04.291861, cost_time=0:01:41.642577 2021-04-15 07:35:47,768 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.39ms, fps=403 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.515954, arrival_time=2021-04-15 07:36:04.284713, cost_time=0:01:47.988968 2021-04-15 07:35:54,110 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.78ms, fps=404 images/s, loss=0.0049, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.162720, arrival_time=2021-04-15 07:36:04.273190, cost_time=0:01:54.330664 2021-04-15 07:36:00,456 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.20ms, fps=403 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:03.810834, arrival_time=2021-04-15 07:36:04.267081, cost_time=0:02:00.676400 2021-04-15 07:36:03,824 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0048, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:36:03.824743, cost_time=0:02:04.045073 2021-04-15 07:36:06,123 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=1.16ms, fps=1115 images/s, loss=0.2386, top1-acc=94.10%, top5-acc=99.88%, remaining_time=0:00:06.890820, arrival_time=2021-04-15 07:36:13.014293, cost_time=0:00:02.296944 2021-04-15 07:36:08,308 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.72ms, fps=1172 images/s, loss=0.2435, top1-acc=94.10%, top5-acc=99.82%, remaining_time=0:00:04.481500, arrival_time=2021-04-15 07:36:12.789574, cost_time=0:00:04.481499 2021-04-15 07:36:10,491 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.52ms, fps=1173 images/s, loss=0.2429, top1-acc=94.02%, top5-acc=99.77%, remaining_time=0:00:02.221690, arrival_time=2021-04-15 07:36:12.713309, cost_time=0:00:06.665065 2021-04-15 07:36:12,473 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.98ms, fps=1171 images/s, loss=0.2323, top1-acc=94.10%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 07:36:12.472958, cost_time=0:00:08.646445 2021-04-15 07:36:15,165 INFO : Epoch=0161 complete, best val top1-acc=94.10%, top5-acc=99.80% (epoch=161), remaining_time=1:27:29.797644, arrival_time=2021-04-15 09:03:44.962647, cost_time=6:01:12.241589 2021-04-15 07:36:15,166 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 07:36:21,641 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.54ms, fps=395 images/s, loss=0.0026, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.426072, arrival_time=2021-04-15 07:38:22.067781, cost_time=0:00:06.474522 2021-04-15 07:36:27,988 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.33ms, fps=403 images/s, loss=0.0025, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.825152, arrival_time=2021-04-15 07:38:20.813290, cost_time=0:00:12.821042 2021-04-15 07:36:34,326 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0027, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.015568, arrival_time=2021-04-15 07:38:20.342197, cost_time=0:00:19.159445 2021-04-15 07:36:40,667 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.67ms, fps=404 images/s, loss=0.0026, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:39.448752, arrival_time=2021-04-15 07:38:20.115648, cost_time=0:00:25.499669 2021-04-15 07:36:47,002 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:32.958930, arrival_time=2021-04-15 07:38:19.961331, cost_time=0:00:31.835274 2021-04-15 07:36:53,354 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:26.556928, arrival_time=2021-04-15 07:38:19.910895, cost_time=0:00:38.186868 2021-04-15 07:36:59,697 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:20.154018, arrival_time=2021-04-15 07:38:19.851253, cost_time=0:00:44.529997 2021-04-15 07:37:06,045 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:13.773216, arrival_time=2021-04-15 07:38:19.818427, cost_time=0:00:50.878111 2021-04-15 07:37:12,384 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:07.389076, arrival_time=2021-04-15 07:38:19.773472, cost_time=0:00:57.217169 2021-04-15 07:37:18,724 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:01.015008, arrival_time=2021-04-15 07:38:19.739431, cost_time=0:01:03.557307 2021-04-15 07:37:25,062 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.70ms, fps=404 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:54.645088, arrival_time=2021-04-15 07:38:19.707239, cost_time=0:01:09.894908 2021-04-15 07:37:31,410 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=2.07ms, fps=403 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.287436, arrival_time=2021-04-15 07:38:19.697807, cost_time=0:01:16.243280 2021-04-15 07:37:37,758 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.50ms, fps=403 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:41.930922, arrival_time=2021-04-15 07:38:19.689411, cost_time=0:01:22.591258 2021-04-15 07:37:44,110 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=2.00ms, fps=403 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:35.577136, arrival_time=2021-04-15 07:38:19.687142, cost_time=0:01:28.942877 2021-04-15 07:37:50,452 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.87ms, fps=404 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.220626, arrival_time=2021-04-15 07:38:19.672517, cost_time=0:01:35.284657 2021-04-15 07:37:56,803 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=2.59ms, fps=403 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:22.868244, arrival_time=2021-04-15 07:38:19.671948, cost_time=0:01:41.636590 2021-04-15 07:38:03,151 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.515174, arrival_time=2021-04-15 07:38:19.666183, cost_time=0:01:47.983811 2021-04-15 07:38:09,512 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=2.29ms, fps=403 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.163984, arrival_time=2021-04-15 07:38:19.675976, cost_time=0:01:54.344829 2021-04-15 07:38:15,862 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.67ms, fps=403 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:03.811428, arrival_time=2021-04-15 07:38:19.674011, cost_time=0:02:00.695226 2021-04-15 07:38:19,233 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.10ms, fps=404 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:38:19.233278, cost_time=0:02:04.065838 2021-04-15 07:38:21,528 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=1.23ms, fps=1116 images/s, loss=0.2644, top1-acc=93.55%, top5-acc=99.73%, remaining_time=0:00:06.878700, arrival_time=2021-04-15 07:38:28.407410, cost_time=0:00:02.292897 2021-04-15 07:38:23,707 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.31ms, fps=1175 images/s, loss=0.2558, top1-acc=93.67%, top5-acc=99.80%, remaining_time=0:00:04.471420, arrival_time=2021-04-15 07:38:28.178634, cost_time=0:00:04.471428 2021-04-15 07:38:25,883 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.19ms, fps=1177 images/s, loss=0.2482, top1-acc=93.76%, top5-acc=99.80%, remaining_time=0:00:02.215760, arrival_time=2021-04-15 07:38:28.098722, cost_time=0:00:06.647270 2021-04-15 07:38:27,854 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.99ms, fps=1177 images/s, loss=0.2573, top1-acc=93.72%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 07:38:27.854187, cost_time=0:00:08.618506 2021-04-15 07:38:29,358 INFO : Epoch=0162 complete, best val top1-acc=94.10%, top5-acc=99.80% (epoch=161), remaining_time=1:25:15.089636, arrival_time=2021-04-15 09:03:44.447799, cost_time=6:03:26.434743 2021-04-15 07:38:29,360 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 07:38:35,907 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.38ms, fps=391 images/s, loss=0.0066, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:02:01.779780, arrival_time=2021-04-15 07:40:37.687306, cost_time=0:00:06.547301 2021-04-15 07:38:42,246 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.84ms, fps=404 images/s, loss=0.0082, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:53.395920, arrival_time=2021-04-15 07:40:35.641941, cost_time=0:00:12.885901 2021-04-15 07:38:48,592 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.37ms, fps=403 images/s, loss=0.0084, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:01:46.413802, arrival_time=2021-04-15 07:40:35.005818, cost_time=0:00:19.231402 2021-04-15 07:38:54,937 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0079, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:01:39.750144, arrival_time=2021-04-15 07:40:34.687415, cost_time=0:00:25.576942 2021-04-15 07:39:01,286 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.34ms, fps=403 images/s, loss=0.0076, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:01:33.223628, arrival_time=2021-04-15 07:40:34.509643, cost_time=0:00:31.925899 2021-04-15 07:39:07,623 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0071, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:01:26.729920, arrival_time=2021-04-15 07:40:34.353341, cost_time=0:00:38.263194 2021-04-15 07:39:13,963 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0070, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:20.286444, arrival_time=2021-04-15 07:40:34.250153, cost_time=0:00:44.603567 2021-04-15 07:39:20,304 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0071, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:13.869032, arrival_time=2021-04-15 07:40:34.173420, cost_time=0:00:50.944174 2021-04-15 07:39:26,648 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.75ms, fps=404 images/s, loss=0.0070, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:01:07.472180, arrival_time=2021-04-15 07:40:34.120179, cost_time=0:00:57.287727 2021-04-15 07:39:32,989 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0067, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:01:01.084032, arrival_time=2021-04-15 07:40:34.073457, cost_time=0:01:03.629206 2021-04-15 07:39:39,341 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.86ms, fps=403 images/s, loss=0.0066, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:54.712340, arrival_time=2021-04-15 07:40:34.053562, cost_time=0:01:09.980941 2021-04-15 07:39:45,686 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.94ms, fps=403 images/s, loss=0.0063, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:48.340180, arrival_time=2021-04-15 07:40:34.026964, cost_time=0:01:16.326565 2021-04-15 07:39:52,025 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:41.968344, arrival_time=2021-04-15 07:40:33.993647, cost_time=0:01:22.664969 2021-04-15 07:39:58,367 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.80ms, fps=404 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:35.602784, arrival_time=2021-04-15 07:40:33.969880, cost_time=0:01:29.006952 2021-04-15 07:40:04,709 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0059, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:29.240222, arrival_time=2021-04-15 07:40:33.949209, cost_time=0:01:35.348574 2021-04-15 07:40:11,048 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0059, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:22.879800, arrival_time=2021-04-15 07:40:33.928025, cost_time=0:01:41.688024 2021-04-15 07:40:17,381 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0059, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:16.520972, arrival_time=2021-04-15 07:40:33.902840, cost_time=0:01:48.021655 2021-04-15 07:40:23,718 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.75ms, fps=404 images/s, loss=0.0059, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.165152, arrival_time=2021-04-15 07:40:33.883355, cost_time=0:01:54.358015 2021-04-15 07:40:30,063 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.04ms, fps=404 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:03.811674, arrival_time=2021-04-15 07:40:33.874835, cost_time=0:02:00.702984 2021-04-15 07:40:33,423 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.83ms, fps=405 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:40:33.423432, cost_time=0:02:04.063258 2021-04-15 07:40:35,718 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.64ms, fps=1116 images/s, loss=0.2278, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:06.881340, arrival_time=2021-04-15 07:40:42.600250, cost_time=0:00:02.293775 2021-04-15 07:40:37,899 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.65ms, fps=1174 images/s, loss=0.2483, top1-acc=93.71%, top5-acc=99.80%, remaining_time=0:00:04.473940, arrival_time=2021-04-15 07:40:42.373037, cost_time=0:00:04.473934 2021-04-15 07:40:40,083 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=2.04ms, fps=1172 images/s, loss=0.2509, top1-acc=93.95%, top5-acc=99.74%, remaining_time=0:00:02.219240, arrival_time=2021-04-15 07:40:42.302194, cost_time=0:00:06.657712 2021-04-15 07:40:42,058 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=1.03ms, fps=1175 images/s, loss=0.2386, top1-acc=93.97%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 07:40:42.058218, cost_time=0:00:08.633089 2021-04-15 07:40:43,528 INFO : Epoch=0163 complete, best val top1-acc=94.10%, top5-acc=99.80% (epoch=161), remaining_time=1:23:00.382780, arrival_time=2021-04-15 09:03:43.911433, cost_time=6:05:40.605246 2021-04-15 07:40:43,530 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 07:40:50,008 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.12ms, fps=395 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:00.492846, arrival_time=2021-04-15 07:42:50.501555, cost_time=0:00:06.478114 2021-04-15 07:40:56,351 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.93ms, fps=404 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:52.825504, arrival_time=2021-04-15 07:42:49.177170, cost_time=0:00:12.821088 2021-04-15 07:41:02,690 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.67ms, fps=404 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:46.020382, arrival_time=2021-04-15 07:42:48.711258, cost_time=0:00:19.160314 2021-04-15 07:41:09,025 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:39.430032, arrival_time=2021-04-15 07:42:48.455504, cost_time=0:00:25.494885 2021-04-15 07:41:15,362 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.14ms, fps=404 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:32.950170, arrival_time=2021-04-15 07:42:48.313046, cost_time=0:00:31.832263 2021-04-15 07:41:21,701 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:26.521568, arrival_time=2021-04-15 07:42:48.223416, cost_time=0:00:38.171275 2021-04-15 07:41:28,037 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:20.112942, arrival_time=2021-04-15 07:42:48.150807, cost_time=0:00:44.507184 2021-04-15 07:41:34,379 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.73ms, fps=404 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:13.730528, arrival_time=2021-04-15 07:42:48.109756, cost_time=0:00:50.848668 2021-04-15 07:41:40,728 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.69ms, fps=403 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:07.366604, arrival_time=2021-04-15 07:42:48.095249, cost_time=0:00:57.198051 2021-04-15 07:41:47,066 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.88ms, fps=404 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:00.994848, arrival_time=2021-04-15 07:42:48.061703, cost_time=0:01:03.536252 2021-04-15 07:41:53,400 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:54.625222, arrival_time=2021-04-15 07:42:48.025323, cost_time=0:01:09.869469 2021-04-15 07:41:59,745 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:48.269576, arrival_time=2021-04-15 07:42:48.015354, cost_time=0:01:16.215107 2021-04-15 07:42:06,084 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:41.911914, arrival_time=2021-04-15 07:42:47.996269, cost_time=0:01:22.553768 2021-04-15 07:42:12,420 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:35.555968, arrival_time=2021-04-15 07:42:47.976448, cost_time=0:01:28.889888 2021-04-15 07:42:18,753 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:29.201582, arrival_time=2021-04-15 07:42:47.954753, cost_time=0:01:35.222578 2021-04-15 07:42:25,090 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:22.850928, arrival_time=2021-04-15 07:42:47.941152, cost_time=0:01:41.559654 2021-04-15 07:42:31,424 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.501394, arrival_time=2021-04-15 07:42:47.925667, cost_time=0:01:47.893676 2021-04-15 07:42:37,767 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.154384, arrival_time=2021-04-15 07:42:47.921906, cost_time=0:01:54.236818 2021-04-15 07:42:44,111 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.57ms, fps=404 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:03.807810, arrival_time=2021-04-15 07:42:47.918998, cost_time=0:02:00.580630 2021-04-15 07:42:47,469 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:42:47.469891, cost_time=0:02:03.939401 2021-04-15 07:42:49,763 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=1.37ms, fps=1117 images/s, loss=0.2310, top1-acc=94.49%, top5-acc=99.88%, remaining_time=0:00:06.876360, arrival_time=2021-04-15 07:42:56.639981, cost_time=0:00:02.292119 2021-04-15 07:42:51,943 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.65ms, fps=1175 images/s, loss=0.2471, top1-acc=94.10%, top5-acc=99.82%, remaining_time=0:00:04.471820, arrival_time=2021-04-15 07:42:56.415181, cost_time=0:00:04.471825 2021-04-15 07:42:54,126 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.26ms, fps=1173 images/s, loss=0.2552, top1-acc=93.75%, top5-acc=99.82%, remaining_time=0:00:02.218110, arrival_time=2021-04-15 07:42:56.344041, cost_time=0:00:06.654337 2021-04-15 07:42:56,100 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.94ms, fps=1175 images/s, loss=0.2589, top1-acc=93.75%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 07:42:56.100516, cost_time=0:00:08.629014 2021-04-15 07:42:57,500 INFO : Epoch=0164 complete, best val top1-acc=94.10%, top5-acc=99.80% (epoch=161), remaining_time=1:20:45.638844, arrival_time=2021-04-15 09:03:43.139224, cost_time=6:07:54.577009 2021-04-15 07:42:57,501 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 07:43:03,953 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.25ms, fps=397 images/s, loss=0.0036, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:01:59.999016, arrival_time=2021-04-15 07:45:03.952485, cost_time=0:00:06.451555 2021-04-15 07:43:10,292 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0030, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:52.551472, arrival_time=2021-04-15 07:45:02.843413, cost_time=0:00:12.789942 2021-04-15 07:43:16,634 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.79ms, fps=404 images/s, loss=0.0029, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:45.865006, arrival_time=2021-04-15 07:45:02.499135, cost_time=0:00:19.132228 2021-04-15 07:43:22,976 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0034, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:39.352188, arrival_time=2021-04-15 07:45:02.328984, cost_time=0:00:25.474909 2021-04-15 07:43:29,317 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0039, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:32.900676, arrival_time=2021-04-15 07:45:02.217878, cost_time=0:00:31.815299 2021-04-15 07:43:35,659 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:01:26.489608, arrival_time=2021-04-15 07:45:02.148698, cost_time=0:00:38.157158 2021-04-15 07:43:41,991 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:20.081568, arrival_time=2021-04-15 07:45:02.073227, cost_time=0:00:44.489762 2021-04-15 07:43:48,325 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:13.693988, arrival_time=2021-04-15 07:45:02.019343, cost_time=0:00:50.823456 2021-04-15 07:43:54,664 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=3.73ms, fps=404 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:01:07.325264, arrival_time=2021-04-15 07:45:01.990126, cost_time=0:00:57.162996 2021-04-15 07:44:01,004 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:01:00.962592, arrival_time=2021-04-15 07:45:01.967229, cost_time=0:01:03.502740 2021-04-15 07:44:07,346 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0036, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:54.605700, arrival_time=2021-04-15 07:45:01.952060, cost_time=0:01:09.844489 2021-04-15 07:44:13,685 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:48.249664, arrival_time=2021-04-15 07:45:01.935291, cost_time=0:01:16.183711 2021-04-15 07:44:20,032 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.79ms, fps=403 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:41.900298, arrival_time=2021-04-15 07:45:01.933054, cost_time=0:01:22.530831 2021-04-15 07:44:26,366 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.45ms, fps=404 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:35.545944, arrival_time=2021-04-15 07:45:01.912755, cost_time=0:01:28.864823 2021-04-15 07:44:32,713 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.29ms, fps=403 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:29.198270, arrival_time=2021-04-15 07:45:01.911976, cost_time=0:01:35.211803 2021-04-15 07:44:39,055 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=3.18ms, fps=404 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:22.849632, arrival_time=2021-04-15 07:45:01.905517, cost_time=0:01:41.553968 2021-04-15 07:44:45,403 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=2.32ms, fps=403 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.502512, arrival_time=2021-04-15 07:45:01.905507, cost_time=0:01:47.901094 2021-04-15 07:44:51,740 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.154544, arrival_time=2021-04-15 07:45:01.895107, cost_time=0:01:54.238668 2021-04-15 07:44:58,081 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.86ms, fps=404 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:03.807786, arrival_time=2021-04-15 07:45:01.889554, cost_time=0:02:00.579899 2021-04-15 07:45:01,447 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.12ms, fps=404 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:45:01.447815, cost_time=0:02:03.946026 2021-04-15 07:45:03,739 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.32ms, fps=1118 images/s, loss=0.2670, top1-acc=94.02%, top5-acc=99.57%, remaining_time=0:00:06.869580, arrival_time=2021-04-15 07:45:10.608827, cost_time=0:00:02.289859 2021-04-15 07:45:05,917 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.65ms, fps=1176 images/s, loss=0.2388, top1-acc=94.41%, top5-acc=99.77%, remaining_time=0:00:04.467640, arrival_time=2021-04-15 07:45:10.384731, cost_time=0:00:04.467636 2021-04-15 07:45:08,104 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.66ms, fps=1171 images/s, loss=0.2387, top1-acc=94.39%, top5-acc=99.70%, remaining_time=0:00:02.218290, arrival_time=2021-04-15 07:45:10.322616, cost_time=0:00:06.654868 2021-04-15 07:45:10,082 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.91ms, fps=1173 images/s, loss=0.2430, top1-acc=94.35%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 07:45:10.082617, cost_time=0:00:08.633258 2021-04-15 07:45:12,867 INFO : Epoch=0165 complete, best val top1-acc=94.35%, top5-acc=99.71% (epoch=165), remaining_time=1:18:31.200235, arrival_time=2021-04-15 09:03:44.067634, cost_time=6:10:09.944011 2021-04-15 07:45:12,868 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 07:45:19,333 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=2.56ms, fps=396 images/s, loss=0.0032, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:02:00.242676, arrival_time=2021-04-15 07:47:19.576273, cost_time=0:00:06.464658 2021-04-15 07:45:25,671 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0029, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:52.664640, arrival_time=2021-04-15 07:47:18.336383, cost_time=0:00:12.802790 2021-04-15 07:45:32,014 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:45.939208, arrival_time=2021-04-15 07:47:17.953830, cost_time=0:00:19.145648 2021-04-15 07:45:38,351 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.58ms, fps=404 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:01:39.380268, arrival_time=2021-04-15 07:47:17.731341, cost_time=0:00:25.482130 2021-04-15 07:45:44,690 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:32.918488, arrival_time=2021-04-15 07:47:17.608896, cost_time=0:00:31.821411 2021-04-15 07:45:51,026 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:26.488792, arrival_time=2021-04-15 07:47:17.514679, cost_time=0:00:38.156827 2021-04-15 07:45:57,363 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:01:20.090640, arrival_time=2021-04-15 07:47:17.454412, cost_time=0:00:44.494834 2021-04-15 07:46:03,702 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:13.708604, arrival_time=2021-04-15 07:47:17.411097, cost_time=0:00:50.833522 2021-04-15 07:46:10,040 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:07.335758, arrival_time=2021-04-15 07:47:17.376576, cost_time=0:00:57.171862 2021-04-15 07:46:16,383 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:01:00.974112, arrival_time=2021-04-15 07:47:17.357740, cost_time=0:01:03.514669 2021-04-15 07:46:22,730 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.94ms, fps=403 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:54.618514, arrival_time=2021-04-15 07:47:17.348453, cost_time=0:01:09.860889 2021-04-15 07:46:29,072 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:48.262128, arrival_time=2021-04-15 07:47:17.334442, cost_time=0:01:16.203376 2021-04-15 07:46:35,414 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:41.907492, arrival_time=2021-04-15 07:47:17.321476, cost_time=0:01:22.545106 2021-04-15 07:46:41,751 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.80ms, fps=404 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.553168, arrival_time=2021-04-15 07:47:17.304999, cost_time=0:01:28.882871 2021-04-15 07:46:48,097 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.24ms, fps=403 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.203376, arrival_time=2021-04-15 07:47:17.300723, cost_time=0:01:35.228387 2021-04-15 07:46:54,438 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.62ms, fps=404 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.853160, arrival_time=2021-04-15 07:47:17.291718, cost_time=0:01:41.569617 2021-04-15 07:47:00,785 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.38ms, fps=403 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.504904, arrival_time=2021-04-15 07:47:17.290496, cost_time=0:01:47.916609 2021-04-15 07:47:07,125 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.156144, arrival_time=2021-04-15 07:47:17.281680, cost_time=0:01:54.256538 2021-04-15 07:47:13,463 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.808152, arrival_time=2021-04-15 07:47:17.271276, cost_time=0:02:00.591560 2021-04-15 07:47:16,823 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.76ms, fps=405 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:47:16.823046, cost_time=0:02:03.954101 2021-04-15 07:47:19,136 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=1.28ms, fps=1108 images/s, loss=0.2036, top1-acc=94.96%, top5-acc=99.84%, remaining_time=0:00:06.933900, arrival_time=2021-04-15 07:47:26.069918, cost_time=0:00:02.311298 2021-04-15 07:47:21,317 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.59ms, fps=1174 images/s, loss=0.2339, top1-acc=94.32%, top5-acc=99.80%, remaining_time=0:00:04.492300, arrival_time=2021-04-15 07:47:25.809316, cost_time=0:00:04.492308 2021-04-15 07:47:23,500 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.20ms, fps=1173 images/s, loss=0.2346, top1-acc=94.39%, top5-acc=99.77%, remaining_time=0:00:02.225250, arrival_time=2021-04-15 07:47:25.725769, cost_time=0:00:06.675738 2021-04-15 07:47:25,480 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.94ms, fps=1172 images/s, loss=0.2312, top1-acc=94.32%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 07:47:25.480316, cost_time=0:00:08.655526 2021-04-15 07:47:26,840 INFO : Epoch=0166 complete, best val top1-acc=94.35%, top5-acc=99.71% (epoch=165), remaining_time=1:16:16.464940, arrival_time=2021-04-15 09:03:43.305341, cost_time=6:12:23.917023 2021-04-15 07:47:26,842 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 07:47:33,315 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.89ms, fps=395 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.406542, arrival_time=2021-04-15 07:49:33.722221, cost_time=0:00:06.473470 2021-04-15 07:47:39,655 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:52.758976, arrival_time=2021-04-15 07:49:32.414755, cost_time=0:00:12.813518 2021-04-15 07:47:45,995 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:45.980874, arrival_time=2021-04-15 07:49:31.976272, cost_time=0:00:19.153179 2021-04-15 07:47:52,331 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:39.408816, arrival_time=2021-04-15 07:49:31.740508, cost_time=0:00:25.489448 2021-04-15 07:47:58,671 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:32.941994, arrival_time=2021-04-15 07:49:31.613662, cost_time=0:00:31.829445 2021-04-15 07:48:05,012 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:26.518712, arrival_time=2021-04-15 07:49:31.530965, cost_time=0:00:38.170029 2021-04-15 07:48:11,351 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.116974, arrival_time=2021-04-15 07:49:31.468618, cost_time=0:00:44.509407 2021-04-15 07:48:17,689 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:13.727860, arrival_time=2021-04-15 07:49:31.416989, cost_time=0:00:50.846831 2021-04-15 07:48:24,031 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.356216, arrival_time=2021-04-15 07:49:31.387697, cost_time=0:00:57.189277 2021-04-15 07:48:30,365 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:00.982656, arrival_time=2021-04-15 07:49:31.348536, cost_time=0:01:03.523641 2021-04-15 07:48:36,706 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.620750, arrival_time=2021-04-15 07:49:31.326665, cost_time=0:01:09.863713 2021-04-15 07:48:43,043 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.260988, arrival_time=2021-04-15 07:49:31.304780, cost_time=0:01:16.201567 2021-04-15 07:48:49,389 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.46ms, fps=403 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.908614, arrival_time=2021-04-15 07:49:31.298066, cost_time=0:01:22.547217 2021-04-15 07:48:55,726 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.553784, arrival_time=2021-04-15 07:49:31.280481, cost_time=0:01:28.884456 2021-04-15 07:49:02,064 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.93ms, fps=404 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.201398, arrival_time=2021-04-15 07:49:31.265572, cost_time=0:01:35.221965 2021-04-15 07:49:08,399 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.76ms, fps=404 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.850280, arrival_time=2021-04-15 07:49:31.249336, cost_time=0:01:41.556854 2021-04-15 07:49:14,734 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.501082, arrival_time=2021-04-15 07:49:31.234993, cost_time=0:01:47.891689 2021-04-15 07:49:21,075 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.12ms, fps=404 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.154016, arrival_time=2021-04-15 07:49:31.228976, cost_time=0:01:54.232747 2021-04-15 07:49:27,412 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.05ms, fps=404 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.807474, arrival_time=2021-04-15 07:49:31.219599, cost_time=0:02:00.569923 2021-04-15 07:49:30,781 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:49:30.781543, cost_time=0:02:03.939339 2021-04-15 07:49:33,097 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=1.74ms, fps=1106 images/s, loss=0.2148, top1-acc=94.84%, top5-acc=99.77%, remaining_time=0:00:06.940950, arrival_time=2021-04-15 07:49:40.037940, cost_time=0:00:02.313650 2021-04-15 07:49:35,276 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.17ms, fps=1175 images/s, loss=0.2261, top1-acc=94.45%, top5-acc=99.77%, remaining_time=0:00:04.493040, arrival_time=2021-04-15 07:49:39.769374, cost_time=0:00:04.493049 2021-04-15 07:49:37,459 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.24ms, fps=1173 images/s, loss=0.2260, top1-acc=94.54%, top5-acc=99.79%, remaining_time=0:00:02.225360, arrival_time=2021-04-15 07:49:39.684741, cost_time=0:00:06.676069 2021-04-15 07:49:39,434 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.93ms, fps=1175 images/s, loss=0.2206, top1-acc=94.60%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 07:49:39.434426, cost_time=0:00:08.651206 2021-04-15 07:49:42,178 INFO : Epoch=0167 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:14:02.008461, arrival_time=2021-04-15 09:03:44.186758, cost_time=6:14:39.254897 2021-04-15 07:49:42,179 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 07:49:48,661 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.27ms, fps=395 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.548832, arrival_time=2021-04-15 07:51:49.209888, cost_time=0:00:06.481117 2021-04-15 07:49:54,997 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:52.796992, arrival_time=2021-04-15 07:51:47.794748, cost_time=0:00:12.817842 2021-04-15 07:50:01,332 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:45.976558, arrival_time=2021-04-15 07:51:47.308868, cost_time=0:00:19.152397 2021-04-15 07:50:07,672 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:39.421920, arrival_time=2021-04-15 07:51:47.094640, cost_time=0:00:25.492812 2021-04-15 07:50:14,017 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.86ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:32.964332, arrival_time=2021-04-15 07:51:46.981346, cost_time=0:00:31.837078 2021-04-15 07:50:20,359 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:26.538976, arrival_time=2021-04-15 07:51:46.897931, cost_time=0:00:38.178988 2021-04-15 07:50:26,697 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.90ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.132220, arrival_time=2021-04-15 07:51:46.830020, cost_time=0:00:44.517882 2021-04-15 07:50:33,035 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:13.740272, arrival_time=2021-04-15 07:51:46.775542, cost_time=0:00:50.855349 2021-04-15 07:50:39,371 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.61ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.358760, arrival_time=2021-04-15 07:51:46.730137, cost_time=0:00:57.191369 2021-04-15 07:50:45,715 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.09ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:00.993696, arrival_time=2021-04-15 07:51:46.708691, cost_time=0:01:03.535064 2021-04-15 07:50:52,056 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.630726, arrival_time=2021-04-15 07:51:46.687175, cost_time=0:01:09.876504 2021-04-15 07:50:58,405 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=2.46ms, fps=403 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.275884, arrival_time=2021-04-15 07:51:46.680868, cost_time=0:01:16.225082 2021-04-15 07:51:04,740 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.915544, arrival_time=2021-04-15 07:51:46.656339, cost_time=0:01:22.560875 2021-04-15 07:51:11,079 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.74ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.559888, arrival_time=2021-04-15 07:51:46.639495, cost_time=0:01:28.899686 2021-04-15 07:51:17,419 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.78ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.206918, arrival_time=2021-04-15 07:51:46.626819, cost_time=0:01:35.239976 2021-04-15 07:51:23,761 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.92ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.855896, arrival_time=2021-04-15 07:51:46.617522, cost_time=0:01:41.581681 2021-04-15 07:51:30,101 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.83ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.505606, arrival_time=2021-04-15 07:51:46.606842, cost_time=0:01:47.921320 2021-04-15 07:51:36,434 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.155968, arrival_time=2021-04-15 07:51:46.590528, cost_time=0:01:54.254662 2021-04-15 07:51:42,776 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.05ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.808296, arrival_time=2021-04-15 07:51:46.584316, cost_time=0:02:00.596122 2021-04-15 07:51:46,143 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:51:46.143472, cost_time=0:02:03.963624 2021-04-15 07:51:48,478 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.61ms, fps=1097 images/s, loss=0.2303, top1-acc=94.34%, top5-acc=99.88%, remaining_time=0:00:07.001040, arrival_time=2021-04-15 07:51:55.479860, cost_time=0:00:02.333682 2021-04-15 07:51:50,659 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.11ms, fps=1174 images/s, loss=0.2183, top1-acc=94.75%, top5-acc=99.88%, remaining_time=0:00:04.514320, arrival_time=2021-04-15 07:51:55.173975, cost_time=0:00:04.514310 2021-04-15 07:51:52,842 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.14ms, fps=1173 images/s, loss=0.2278, top1-acc=94.52%, top5-acc=99.87%, remaining_time=0:00:02.232570, arrival_time=2021-04-15 07:51:55.075426, cost_time=0:00:06.697722 2021-04-15 07:51:54,816 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.93ms, fps=1176 images/s, loss=0.2410, top1-acc=94.39%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 07:51:54.816188, cost_time=0:00:08.671063 2021-04-15 07:51:56,113 INFO : Epoch=0168 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:11:47.274336, arrival_time=2021-04-15 09:03:43.387893, cost_time=6:16:53.190181 2021-04-15 07:51:56,114 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 07:52:02,635 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.46ms, fps=393 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.267908, arrival_time=2021-04-15 07:54:03.902830, cost_time=0:00:06.519776 2021-04-15 07:52:08,978 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.80ms, fps=404 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:53.194400, arrival_time=2021-04-15 07:54:02.172441, cost_time=0:00:12.863008 2021-04-15 07:52:15,317 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.78ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.252616, arrival_time=2021-04-15 07:54:01.569964, cost_time=0:00:19.202274 2021-04-15 07:52:21,657 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.63ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:39.616764, arrival_time=2021-04-15 07:54:01.274570, cost_time=0:00:25.542772 2021-04-15 07:52:27,992 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:33.082154, arrival_time=2021-04-15 07:54:01.074647, cost_time=0:00:31.877432 2021-04-15 07:52:34,331 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:26.623976, arrival_time=2021-04-15 07:54:00.955489, cost_time=0:00:38.216471 2021-04-15 07:52:40,673 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.205048, arrival_time=2021-04-15 07:54:00.878439, cost_time=0:00:44.558350 2021-04-15 07:52:47,011 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:13.800128, arrival_time=2021-04-15 07:54:00.811841, cost_time=0:00:50.896637 2021-04-15 07:52:53,348 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.407838, arrival_time=2021-04-15 07:54:00.755946, cost_time=0:00:57.233075 2021-04-15 07:52:59,685 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:01.027776, arrival_time=2021-04-15 07:54:00.713451, cost_time=0:01:03.570618 2021-04-15 07:53:06,022 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.78ms, fps=404 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:54.654806, arrival_time=2021-04-15 07:54:00.677104, cost_time=0:01:09.907258 2021-04-15 07:53:12,365 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:48.291844, arrival_time=2021-04-15 07:54:00.657187, cost_time=0:01:16.250286 2021-04-15 07:53:18,703 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.929272, arrival_time=2021-04-15 07:54:00.632271, cost_time=0:01:22.587920 2021-04-15 07:53:25,043 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=2.05ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.571424, arrival_time=2021-04-15 07:54:00.615064, cost_time=0:01:28.928606 2021-04-15 07:53:31,383 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.215520, arrival_time=2021-04-15 07:54:00.598614, cost_time=0:01:35.268042 2021-04-15 07:53:37,725 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=4.82ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:22.862340, arrival_time=2021-04-15 07:54:00.587829, cost_time=0:01:41.610442 2021-04-15 07:53:44,066 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.510130, arrival_time=2021-04-15 07:54:00.576078, cost_time=0:01:47.950873 2021-04-15 07:53:50,404 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.159008, arrival_time=2021-04-15 07:54:00.562917, cost_time=0:01:54.288824 2021-04-15 07:53:56,742 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:03.809280, arrival_time=2021-04-15 07:54:00.551657, cost_time=0:02:00.627217 2021-04-15 07:54:00,109 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.97ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:54:00.108997, cost_time=0:02:03.994049 2021-04-15 07:54:02,430 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.11ms, fps=1104 images/s, loss=0.2693, top1-acc=93.87%, top5-acc=99.80%, remaining_time=0:00:06.959250, arrival_time=2021-04-15 07:54:09.389507, cost_time=0:00:02.319751 2021-04-15 07:54:04,609 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.93ms, fps=1175 images/s, loss=0.2387, top1-acc=94.32%, top5-acc=99.88%, remaining_time=0:00:04.498740, arrival_time=2021-04-15 07:54:09.108063, cost_time=0:00:04.498733 2021-04-15 07:54:06,798 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.53ms, fps=1170 images/s, loss=0.2296, top1-acc=94.39%, top5-acc=99.86%, remaining_time=0:00:02.229370, arrival_time=2021-04-15 07:54:09.028096, cost_time=0:00:06.688123 2021-04-15 07:54:08,776 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.92ms, fps=1173 images/s, loss=0.2233, top1-acc=94.38%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 07:54:08.776273, cost_time=0:00:08.665772 2021-04-15 07:54:10,121 INFO : Epoch=0169 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:09:32.562862, arrival_time=2021-04-15 09:03:42.683823, cost_time=6:19:07.197585 2021-04-15 07:54:10,122 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 07:54:16,606 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=2.12ms, fps=395 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.605934, arrival_time=2021-04-15 07:56:17.212592, cost_time=0:00:06.484194 2021-04-15 07:54:22,943 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:52.826560, arrival_time=2021-04-15 07:56:15.770225, cost_time=0:00:12.821196 2021-04-15 07:54:29,283 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.98ms, fps=404 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:46.022540, arrival_time=2021-04-15 07:56:15.305737, cost_time=0:00:19.160708 2021-04-15 07:54:35,622 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:39.450468, arrival_time=2021-04-15 07:56:15.073086, cost_time=0:00:25.500119 2021-04-15 07:54:41,966 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:32.983020, arrival_time=2021-04-15 07:56:14.949032, cost_time=0:00:31.843489 2021-04-15 07:54:48,304 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0021, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:01:26.545640, arrival_time=2021-04-15 07:56:14.850092, cost_time=0:00:38.181879 2021-04-15 07:54:54,647 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.14ms, fps=404 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:20.144190, arrival_time=2021-04-15 07:56:14.791240, cost_time=0:00:44.524567 2021-04-15 07:55:00,988 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:13.755236, arrival_time=2021-04-15 07:56:14.743423, cost_time=0:00:50.865714 2021-04-15 07:55:07,329 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:07.377416, arrival_time=2021-04-15 07:56:14.707141, cost_time=0:00:57.207245 2021-04-15 07:55:13,671 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.86ms, fps=404 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:01.006560, arrival_time=2021-04-15 07:56:14.677485, cost_time=0:01:03.548453 2021-04-15 07:55:20,014 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.89ms, fps=404 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.642508, arrival_time=2021-04-15 07:56:14.656584, cost_time=0:01:09.891558 2021-04-15 07:55:26,349 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.276720, arrival_time=2021-04-15 07:56:14.625670, cost_time=0:01:16.226355 2021-04-15 07:55:32,685 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.67ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.916600, arrival_time=2021-04-15 07:56:14.602084, cost_time=0:01:22.563021 2021-04-15 07:55:39,024 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.560840, arrival_time=2021-04-15 07:56:14.585448, cost_time=0:01:28.902125 2021-04-15 07:55:45,362 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.82ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.206872, arrival_time=2021-04-15 07:56:14.569256, cost_time=0:01:35.239816 2021-04-15 07:55:51,709 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.25ms, fps=403 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.857156, arrival_time=2021-04-15 07:56:14.567031, cost_time=0:01:41.587392 2021-04-15 07:55:58,054 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.507244, arrival_time=2021-04-15 07:56:14.561796, cost_time=0:01:47.931945 2021-04-15 07:56:04,398 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.79ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.157840, arrival_time=2021-04-15 07:56:14.555921, cost_time=0:01:54.275621 2021-04-15 07:56:10,729 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.02ms, fps=404 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.808644, arrival_time=2021-04-15 07:56:14.538091, cost_time=0:02:00.606981 2021-04-15 07:56:14,093 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:56:14.093905, cost_time=0:02:03.971516 2021-04-15 07:56:16,390 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.29ms, fps=1116 images/s, loss=0.2087, top1-acc=94.92%, top5-acc=99.88%, remaining_time=0:00:06.884040, arrival_time=2021-04-15 07:56:23.274248, cost_time=0:00:02.294679 2021-04-15 07:56:18,569 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.20ms, fps=1175 images/s, loss=0.2163, top1-acc=94.79%, top5-acc=99.84%, remaining_time=0:00:04.473500, arrival_time=2021-04-15 07:56:23.042533, cost_time=0:00:04.473507 2021-04-15 07:56:20,750 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.16ms, fps=1174 images/s, loss=0.2258, top1-acc=94.73%, top5-acc=99.83%, remaining_time=0:00:02.218290, arrival_time=2021-04-15 07:56:22.968776, cost_time=0:00:06.654882 2021-04-15 07:56:22,726 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.93ms, fps=1174 images/s, loss=0.2404, top1-acc=94.60%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 07:56:22.726242, cost_time=0:00:08.630739 2021-04-15 07:56:24,095 INFO : Epoch=0170 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:07:17.853930, arrival_time=2021-04-15 09:03:41.949520, cost_time=6:21:21.172221 2021-04-15 07:56:24,100 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 07:56:30,564 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.84ms, fps=396 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.219984, arrival_time=2021-04-15 07:58:30.784611, cost_time=0:00:06.463439 2021-04-15 07:56:36,916 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.70ms, fps=403 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:52.773056, arrival_time=2021-04-15 07:58:29.689221, cost_time=0:00:12.815123 2021-04-15 07:56:43,255 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:45.989174, arrival_time=2021-04-15 07:58:29.244893, cost_time=0:00:19.154660 2021-04-15 07:56:49,592 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:39.414744, arrival_time=2021-04-15 07:58:29.006786, cost_time=0:00:25.490976 2021-04-15 07:56:55,930 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=2.17ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:32.941410, arrival_time=2021-04-15 07:58:28.871708, cost_time=0:00:31.829245 2021-04-15 07:57:02,276 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:26.529864, arrival_time=2021-04-15 07:58:28.805884, cost_time=0:00:38.174955 2021-04-15 07:57:08,615 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.126046, arrival_time=2021-04-15 07:58:28.741638, cost_time=0:00:44.514474 2021-04-15 07:57:14,957 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.50ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:13.740968, arrival_time=2021-04-15 07:58:28.697939, cost_time=0:00:50.855838 2021-04-15 07:57:21,295 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=2.02ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.362470, arrival_time=2021-04-15 07:58:28.658121, cost_time=0:00:57.194590 2021-04-15 07:57:27,636 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=2.05ms, fps=404 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:00.993504, arrival_time=2021-04-15 07:58:28.629430, cost_time=0:01:03.534877 2021-04-15 07:57:33,972 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.66ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.626512, arrival_time=2021-04-15 07:58:28.598948, cost_time=0:01:09.871160 2021-04-15 07:57:40,323 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.25ms, fps=403 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.274212, arrival_time=2021-04-15 07:58:28.597758, cost_time=0:01:16.222471 2021-04-15 07:57:46,666 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.13ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.917656, arrival_time=2021-04-15 07:58:28.584288, cost_time=0:01:22.565066 2021-04-15 07:57:53,007 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.10ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.562744, arrival_time=2021-04-15 07:58:28.570637, cost_time=0:01:28.906859 2021-04-15 07:57:59,345 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.208160, arrival_time=2021-04-15 07:58:28.553235, cost_time=0:01:35.243937 2021-04-15 07:58:05,686 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:22.856832, arrival_time=2021-04-15 07:58:28.543747, cost_time=0:01:41.585935 2021-04-15 07:58:12,029 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.506672, arrival_time=2021-04-15 07:58:28.535898, cost_time=0:01:47.928247 2021-04-15 07:58:18,375 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.48ms, fps=403 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.157696, arrival_time=2021-04-15 07:58:28.532837, cost_time=0:01:54.274085 2021-04-15 07:58:24,713 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.08ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.808830, arrival_time=2021-04-15 07:58:28.522752, cost_time=0:02:00.612971 2021-04-15 07:58:28,080 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.00ms, fps=404 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:58:28.080190, cost_time=0:02:03.979234 2021-04-15 07:58:30,380 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.22ms, fps=1114 images/s, loss=0.2253, top1-acc=94.45%, top5-acc=99.88%, remaining_time=0:00:06.894900, arrival_time=2021-04-15 07:58:37.274938, cost_time=0:00:02.298302 2021-04-15 07:58:32,552 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.07ms, fps=1179 images/s, loss=0.2149, top1-acc=94.63%, top5-acc=99.88%, remaining_time=0:00:04.470460, arrival_time=2021-04-15 07:58:37.022645, cost_time=0:00:04.470464 2021-04-15 07:58:34,725 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.17ms, fps=1178 images/s, loss=0.2276, top1-acc=94.44%, top5-acc=99.84%, remaining_time=0:00:02.214690, arrival_time=2021-04-15 07:58:36.940587, cost_time=0:00:06.644061 2021-04-15 07:58:36,699 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.94ms, fps=1176 images/s, loss=0.2210, top1-acc=94.56%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 07:58:36.699939, cost_time=0:00:08.618232 2021-04-15 07:58:38,085 INFO : Epoch=0171 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:05:03.156197, arrival_time=2021-04-15 09:03:41.242045, cost_time=6:23:35.162421 2021-04-15 07:58:38,087 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 07:58:44,583 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.34ms, fps=394 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.824112, arrival_time=2021-04-15 08:00:45.407966, cost_time=0:00:06.495915 2021-04-15 07:58:50,910 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.07ms, fps=405 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.836064, arrival_time=2021-04-15 08:00:43.746280, cost_time=0:00:12.822284 2021-04-15 07:58:57,242 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.60ms, fps=404 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.987680, arrival_time=2021-04-15 08:00:43.230054, cost_time=0:00:19.154410 2021-04-15 07:59:03,572 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.49ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.388692, arrival_time=2021-04-15 08:00:42.960866, cost_time=0:00:25.484285 2021-04-15 07:59:09,905 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:32.906662, arrival_time=2021-04-15 08:00:42.811963, cost_time=0:00:31.817346 2021-04-15 07:59:16,238 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.474240, arrival_time=2021-04-15 08:00:42.712512, cost_time=0:00:38.150388 2021-04-15 07:59:22,568 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.065818, arrival_time=2021-04-15 08:00:42.634720, cost_time=0:00:44.481034 2021-04-15 07:59:28,898 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.675428, arrival_time=2021-04-15 08:00:42.574055, cost_time=0:00:50.810665 2021-04-15 07:59:35,227 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:07.297386, arrival_time=2021-04-15 08:00:42.524530, cost_time=0:00:57.139259 2021-04-15 07:59:41,554 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:00.928320, arrival_time=2021-04-15 08:00:42.483200, cost_time=0:01:03.467006 2021-04-15 07:59:47,882 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:54.566656, arrival_time=2021-04-15 08:00:42.449066, cost_time=0:01:09.794537 2021-04-15 07:59:54,211 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:48.211512, arrival_time=2021-04-15 08:00:42.422916, cost_time=0:01:16.123457 2021-04-15 08:00:00,546 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.863404, arrival_time=2021-04-15 08:00:42.409466, cost_time=0:01:22.458169 2021-04-15 08:00:06,877 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.515816, arrival_time=2021-04-15 08:00:42.393181, cost_time=0:01:28.789493 2021-04-15 08:00:13,211 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.171222, arrival_time=2021-04-15 08:00:42.382585, cost_time=0:01:35.123481 2021-04-15 08:00:19,539 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.826700, arrival_time=2021-04-15 08:00:42.366515, cost_time=0:01:41.451951 2021-04-15 08:00:25,873 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.484832, arrival_time=2021-04-15 08:00:42.358149, cost_time=0:01:47.785364 2021-04-15 08:00:32,208 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.144016, arrival_time=2021-04-15 08:00:42.352099, cost_time=0:01:54.120208 2021-04-15 08:00:38,534 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:03.803586, arrival_time=2021-04-15 08:00:42.338320, cost_time=0:02:00.446881 2021-04-15 08:00:41,889 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:00:41.889366, cost_time=0:02:03.801508 2021-04-15 08:00:44,187 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.08ms, fps=1115 images/s, loss=0.2379, top1-acc=94.37%, top5-acc=99.69%, remaining_time=0:00:06.888660, arrival_time=2021-04-15 08:00:51.075816, cost_time=0:00:02.296224 2021-04-15 08:00:46,361 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.16ms, fps=1178 images/s, loss=0.2238, top1-acc=94.59%, top5-acc=99.75%, remaining_time=0:00:04.470260, arrival_time=2021-04-15 08:00:50.831434, cost_time=0:00:04.470253 2021-04-15 08:00:48,532 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.24ms, fps=1179 images/s, loss=0.2363, top1-acc=94.37%, top5-acc=99.78%, remaining_time=0:00:02.213950, arrival_time=2021-04-15 08:00:50.746732, cost_time=0:00:06.641852 2021-04-15 08:00:50,504 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.91ms, fps=1177 images/s, loss=0.2446, top1-acc=94.42%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 08:00:50.504366, cost_time=0:00:08.613439 2021-04-15 08:00:51,866 INFO : Epoch=0172 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:02:48.432528, arrival_time=2021-04-15 09:03:40.298626, cost_time=6:25:48.942696 2021-04-15 08:00:51,867 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 08:00:58,359 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.30ms, fps=394 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.739110, arrival_time=2021-04-15 08:02:59.098192, cost_time=0:00:06.491353 2021-04-15 08:01:04,699 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.924768, arrival_time=2021-04-15 08:02:57.624652, cost_time=0:00:12.832351 2021-04-15 08:01:11,037 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:01:46.071012, arrival_time=2021-04-15 08:02:57.108082, cost_time=0:00:19.169451 2021-04-15 08:01:17,371 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:39.462948, arrival_time=2021-04-15 08:02:56.833868, cost_time=0:00:25.503309 2021-04-15 08:01:23,709 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:32.977764, arrival_time=2021-04-15 08:02:56.686996, cost_time=0:00:31.841698 2021-04-15 08:01:30,051 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.549448, arrival_time=2021-04-15 08:02:56.600735, cost_time=0:00:38.183573 2021-04-15 08:01:36,382 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.126802, arrival_time=2021-04-15 08:02:56.509200, cost_time=0:00:44.514884 2021-04-15 08:01:42,713 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.726932, arrival_time=2021-04-15 08:02:56.440622, cost_time=0:00:50.846156 2021-04-15 08:01:49,041 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.337878, arrival_time=2021-04-15 08:02:56.379064, cost_time=0:00:57.173665 2021-04-15 08:01:55,370 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:00.963264, arrival_time=2021-04-15 08:02:56.334151, cost_time=0:01:03.503370 2021-04-15 08:02:01,697 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.43ms, fps=405 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.594348, arrival_time=2021-04-15 08:02:56.291943, cost_time=0:01:09.829982 2021-04-15 08:02:08,027 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.234464, arrival_time=2021-04-15 08:02:56.261619, cost_time=0:01:16.159641 2021-04-15 08:02:14,356 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.878782, arrival_time=2021-04-15 08:02:56.234868, cost_time=0:01:22.488567 2021-04-15 08:02:20,687 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.528080, arrival_time=2021-04-15 08:02:56.215802, cost_time=0:01:28.820208 2021-04-15 08:02:27,016 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.179134, arrival_time=2021-04-15 08:02:56.195932, cost_time=0:01:35.149282 2021-04-15 08:02:33,350 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.59ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.833540, arrival_time=2021-04-15 08:02:56.183524, cost_time=0:01:41.482379 2021-04-15 08:02:39,678 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.488680, arrival_time=2021-04-15 08:02:56.166875, cost_time=0:01:47.810676 2021-04-15 08:02:46,009 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.145936, arrival_time=2021-04-15 08:02:56.155205, cost_time=0:01:54.141752 2021-04-15 08:02:52,336 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.00ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.804300, arrival_time=2021-04-15 08:02:56.141231, cost_time=0:02:00.469429 2021-04-15 08:02:55,698 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=0.97ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:02:55.698284, cost_time=0:02:03.830783 2021-04-15 08:02:57,995 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.08ms, fps=1115 images/s, loss=0.2198, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:00:06.885540, arrival_time=2021-04-15 08:03:04.880505, cost_time=0:00:02.295182 2021-04-15 08:03:00,169 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.30ms, fps=1177 images/s, loss=0.2219, top1-acc=94.67%, top5-acc=99.82%, remaining_time=0:00:04.469860, arrival_time=2021-04-15 08:03:04.639497, cost_time=0:00:04.469866 2021-04-15 08:03:02,344 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.11ms, fps=1178 images/s, loss=0.2261, top1-acc=94.64%, top5-acc=99.80%, remaining_time=0:00:02.214710, arrival_time=2021-04-15 08:03:04.558832, cost_time=0:00:06.644140 2021-04-15 08:03:04,317 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=1.08ms, fps=1176 images/s, loss=0.2263, top1-acc=94.54%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 08:03:04.317583, cost_time=0:00:08.617816 2021-04-15 08:03:05,752 INFO : Epoch=0173 complete, best val top1-acc=94.60%, top5-acc=99.82% (epoch=167), remaining_time=1:00:33.736383, arrival_time=2021-04-15 09:03:39.489078, cost_time=6:28:02.829331 2021-04-15 08:03:05,753 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 08:03:12,245 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.46ms, fps=394 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.743202, arrival_time=2021-04-15 08:05:12.988889, cost_time=0:00:06.491573 2021-04-15 08:03:18,582 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.41ms, fps=404 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.892560, arrival_time=2021-04-15 08:05:11.475371, cost_time=0:00:12.828694 2021-04-15 08:03:24,929 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.20ms, fps=403 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.104710, arrival_time=2021-04-15 08:05:11.034404, cost_time=0:00:19.175559 2021-04-15 08:03:31,263 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.485724, arrival_time=2021-04-15 08:05:10.748934, cost_time=0:00:25.509151 2021-04-15 08:03:37,600 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:32.992072, arrival_time=2021-04-15 08:05:10.592791, cost_time=0:00:31.846605 2021-04-15 08:03:43,934 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.541832, arrival_time=2021-04-15 08:05:10.476129, cost_time=0:00:38.180241 2021-04-15 08:03:50,269 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.127684, arrival_time=2021-04-15 08:05:10.397169, cost_time=0:00:44.515372 2021-04-15 08:03:56,609 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.740620, arrival_time=2021-04-15 08:05:10.350232, cost_time=0:00:50.855569 2021-04-15 08:04:02,948 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.362152, arrival_time=2021-04-15 08:05:10.310459, cost_time=0:00:57.194268 2021-04-15 08:04:09,284 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.43ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:00.989184, arrival_time=2021-04-15 08:05:10.273635, cost_time=0:01:03.530414 2021-04-15 08:04:15,608 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.85ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.613010, arrival_time=2021-04-15 08:05:10.220936, cost_time=0:01:09.853799 2021-04-15 08:04:21,938 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.249892, arrival_time=2021-04-15 08:05:10.188022, cost_time=0:01:16.184092 2021-04-15 08:04:28,268 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.892180, arrival_time=2021-04-15 08:05:10.161091, cost_time=0:01:22.514872 2021-04-15 08:04:34,600 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.538720, arrival_time=2021-04-15 08:05:10.139588, cost_time=0:01:28.846839 2021-04-15 08:04:40,927 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.186678, arrival_time=2021-04-15 08:05:10.114627, cost_time=0:01:35.173906 2021-04-15 08:04:47,257 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.14ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.838292, arrival_time=2021-04-15 08:05:10.095966, cost_time=0:01:41.503556 2021-04-15 08:04:53,584 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.491670, arrival_time=2021-04-15 08:05:10.075897, cost_time=0:01:47.830193 2021-04-15 08:04:59,911 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.147360, arrival_time=2021-04-15 08:05:10.059190, cost_time=0:01:54.157791 2021-04-15 08:05:06,240 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.804834, arrival_time=2021-04-15 08:05:10.045310, cost_time=0:02:00.486445 2021-04-15 08:05:09,602 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:05:09.602566, cost_time=0:02:03.848543 2021-04-15 08:05:11,902 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=1.23ms, fps=1114 images/s, loss=0.2107, top1-acc=95.00%, top5-acc=99.73%, remaining_time=0:00:06.894030, arrival_time=2021-04-15 08:05:18.796098, cost_time=0:00:02.298012 2021-04-15 08:05:14,077 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.17ms, fps=1177 images/s, loss=0.2045, top1-acc=95.14%, top5-acc=99.82%, remaining_time=0:00:04.473720, arrival_time=2021-04-15 08:05:18.551490, cost_time=0:00:04.473729 2021-04-15 08:05:16,252 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.16ms, fps=1177 images/s, loss=0.2154, top1-acc=94.79%, top5-acc=99.82%, remaining_time=0:00:02.216210, arrival_time=2021-04-15 08:05:18.468899, cost_time=0:00:06.648630 2021-04-15 08:05:18,223 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.91ms, fps=1177 images/s, loss=0.2173, top1-acc=94.71%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 08:05:18.223915, cost_time=0:00:08.619877 2021-04-15 08:05:21,071 INFO : Epoch=0174 complete, best val top1-acc=94.71%, top5-acc=99.84% (epoch=174), remaining_time=0:58:19.263456, arrival_time=2021-04-15 09:03:40.334596, cost_time=6:30:18.147753 2021-04-15 08:05:21,072 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 08:05:27,532 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.34ms, fps=396 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.144468, arrival_time=2021-04-15 08:07:27.676426, cost_time=0:00:06.459380 2021-04-15 08:05:33,858 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.26ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.512400, arrival_time=2021-04-15 08:07:26.370474, cost_time=0:00:12.785509 2021-04-15 08:05:40,187 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.770718, arrival_time=2021-04-15 08:07:25.958414, cost_time=0:00:19.115204 2021-04-15 08:05:46,511 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.50ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.210072, arrival_time=2021-04-15 08:07:25.721139, cost_time=0:00:25.438499 2021-04-15 08:05:52,837 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.754822, arrival_time=2021-04-15 08:07:25.592660, cost_time=0:00:31.765348 2021-04-15 08:05:59,163 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.339192, arrival_time=2021-04-15 08:07:25.502690, cost_time=0:00:38.090822 2021-04-15 08:06:05,490 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:19.952796, arrival_time=2021-04-15 08:07:25.443520, cost_time=0:00:44.418233 2021-04-15 08:06:11,816 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.35ms, fps=405 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.578916, arrival_time=2021-04-15 08:07:25.395497, cost_time=0:00:50.744091 2021-04-15 08:06:18,144 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.217674, arrival_time=2021-04-15 08:07:25.361788, cost_time=0:00:57.071636 2021-04-15 08:06:24,468 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.860544, arrival_time=2021-04-15 08:07:25.329466, cost_time=0:01:03.396436 2021-04-15 08:06:30,794 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.87ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.509466, arrival_time=2021-04-15 08:07:25.303421, cost_time=0:01:09.721385 2021-04-15 08:06:37,119 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.162796, arrival_time=2021-04-15 08:07:25.281832, cost_time=0:01:16.046545 2021-04-15 08:06:43,448 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.821890, arrival_time=2021-04-15 08:07:25.270817, cost_time=0:01:22.376444 2021-04-15 08:06:49,774 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.480928, arrival_time=2021-04-15 08:07:25.255670, cost_time=0:01:28.702261 2021-04-15 08:06:56,099 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.141506, arrival_time=2021-04-15 08:07:25.240700, cost_time=0:01:35.026712 2021-04-15 08:07:02,428 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.805136, arrival_time=2021-04-15 08:07:25.233916, cost_time=0:01:41.356223 2021-04-15 08:07:08,749 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.468270, arrival_time=2021-04-15 08:07:25.217979, cost_time=0:01:47.677219 2021-04-15 08:07:15,074 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.133488, arrival_time=2021-04-15 08:07:25.207698, cost_time=0:01:54.001732 2021-04-15 08:07:21,396 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.01ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.799692, arrival_time=2021-04-15 08:07:25.195682, cost_time=0:02:00.323525 2021-04-15 08:07:24,750 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:07:24.750534, cost_time=0:02:03.678063 2021-04-15 08:07:27,047 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.30ms, fps=1115 images/s, loss=0.2346, top1-acc=94.49%, top5-acc=99.96%, remaining_time=0:00:06.886500, arrival_time=2021-04-15 08:07:33.934055, cost_time=0:00:02.295495 2021-04-15 08:07:29,220 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.07ms, fps=1178 images/s, loss=0.2122, top1-acc=94.84%, top5-acc=99.92%, remaining_time=0:00:04.468540, arrival_time=2021-04-15 08:07:33.689296, cost_time=0:00:04.468549 2021-04-15 08:07:31,397 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.31ms, fps=1177 images/s, loss=0.2189, top1-acc=94.62%, top5-acc=99.90%, remaining_time=0:00:02.215020, arrival_time=2021-04-15 08:07:33.612145, cost_time=0:00:06.645045 2021-04-15 08:07:33,365 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.95ms, fps=1179 images/s, loss=0.2288, top1-acc=94.57%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 08:07:33.365067, cost_time=0:00:08.613020 2021-04-15 08:07:34,769 INFO : Epoch=0175 complete, best val top1-acc=94.71%, top5-acc=99.84% (epoch=174), remaining_time=0:56:04.549400, arrival_time=2021-04-15 09:03:39.318654, cost_time=6:32:31.845883 2021-04-15 08:07:34,770 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 08:07:41,261 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.24ms, fps=394 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.720510, arrival_time=2021-04-15 08:09:41.981629, cost_time=0:00:06.490351 2021-04-15 08:07:47,590 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.812304, arrival_time=2021-04-15 08:09:40.402629, cost_time=0:00:12.819574 2021-04-15 08:07:53,918 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:45.949666, arrival_time=2021-04-15 08:09:39.867915, cost_time=0:00:19.147517 2021-04-15 08:08:00,245 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.79ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.351876, arrival_time=2021-04-15 08:09:39.597435, cost_time=0:00:25.474827 2021-04-15 08:08:06,573 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:32.865198, arrival_time=2021-04-15 08:09:39.439009, cost_time=0:00:31.803147 2021-04-15 08:08:12,897 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.421744, arrival_time=2021-04-15 08:09:39.319621, cost_time=0:00:38.127211 2021-04-15 08:08:19,222 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.013780, arrival_time=2021-04-15 08:09:39.236639, cost_time=0:00:44.452108 2021-04-15 08:08:25,551 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.631580, arrival_time=2021-04-15 08:09:39.182666, cost_time=0:00:50.780437 2021-04-15 08:08:31,874 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.26ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.255728, arrival_time=2021-04-15 08:09:39.130307, cost_time=0:00:57.103934 2021-04-15 08:08:38,199 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.78ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.892032, arrival_time=2021-04-15 08:09:39.091933, cost_time=0:01:03.429180 2021-04-15 08:08:44,526 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.14ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.535954, arrival_time=2021-04-15 08:09:39.061935, cost_time=0:01:09.755324 2021-04-15 08:08:50,854 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.14ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.186128, arrival_time=2021-04-15 08:09:39.040124, cost_time=0:01:16.083334 2021-04-15 08:08:57,179 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.838060, arrival_time=2021-04-15 08:09:39.017063, cost_time=0:01:22.408353 2021-04-15 08:09:03,504 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.493528, arrival_time=2021-04-15 08:09:38.997947, cost_time=0:01:28.733770 2021-04-15 08:09:09,829 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.151488, arrival_time=2021-04-15 08:09:38.981358, cost_time=0:01:35.059136 2021-04-15 08:09:16,155 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.811544, arrival_time=2021-04-15 08:09:38.966850, cost_time=0:01:41.384646 2021-04-15 08:09:22,481 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.473470, arrival_time=2021-04-15 08:09:38.955198, cost_time=0:01:47.711083 2021-04-15 08:09:28,808 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.14ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.136688, arrival_time=2021-04-15 08:09:38.945134, cost_time=0:01:54.037791 2021-04-15 08:09:35,139 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=0.98ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801126, arrival_time=2021-04-15 08:09:38.940804, cost_time=0:02:00.369031 2021-04-15 08:09:38,495 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.96ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:09:38.495347, cost_time=0:02:03.724708 2021-04-15 08:09:40,779 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=1.15ms, fps=1122 images/s, loss=0.2356, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:00:06.847260, arrival_time=2021-04-15 08:09:47.626549, cost_time=0:00:02.282415 2021-04-15 08:09:42,949 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.17ms, fps=1180 images/s, loss=0.2260, top1-acc=94.96%, top5-acc=99.82%, remaining_time=0:00:04.452620, arrival_time=2021-04-15 08:09:47.402301, cost_time=0:00:04.452612 2021-04-15 08:09:45,124 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.32ms, fps=1177 images/s, loss=0.2161, top1-acc=94.97%, top5-acc=99.83%, remaining_time=0:00:02.209230, arrival_time=2021-04-15 08:09:47.333804, cost_time=0:00:06.627692 2021-04-15 08:09:47,097 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.96ms, fps=1176 images/s, loss=0.2291, top1-acc=94.72%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 08:09:47.097368, cost_time=0:00:08.600531 2021-04-15 08:09:49,843 INFO : Epoch=0176 complete, best val top1-acc=94.72%, top5-acc=99.85% (epoch=176), remaining_time=0:53:50.034600, arrival_time=2021-04-15 09:03:39.878452, cost_time=6:34:46.920475 2021-04-15 08:09:49,845 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 08:09:56,347 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.28ms, fps=394 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.928644, arrival_time=2021-04-15 08:11:57.275577, cost_time=0:00:06.501541 2021-04-15 08:10:02,674 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.901360, arrival_time=2021-04-15 08:11:55.576292, cost_time=0:00:12.829698 2021-04-15 08:10:08,999 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.40ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.988510, arrival_time=2021-04-15 08:11:54.988345, cost_time=0:00:19.154536 2021-04-15 08:10:15,328 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.385884, arrival_time=2021-04-15 08:11:54.714743, cost_time=0:00:25.483542 2021-04-15 08:10:21,657 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.891186, arrival_time=2021-04-15 08:11:54.548445, cost_time=0:00:31.812030 2021-04-15 08:10:27,986 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.453432, arrival_time=2021-04-15 08:11:54.439860, cost_time=0:00:38.141213 2021-04-15 08:10:34,315 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.045532, arrival_time=2021-04-15 08:11:54.360577, cost_time=0:00:44.469747 2021-04-15 08:10:40,641 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.15ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.655128, arrival_time=2021-04-15 08:11:54.297035, cost_time=0:00:50.796602 2021-04-15 08:10:46,974 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.285726, arrival_time=2021-04-15 08:11:54.260368, cost_time=0:00:57.129423 2021-04-15 08:10:53,298 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.41ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.914784, arrival_time=2021-04-15 08:11:54.212884, cost_time=0:01:03.452878 2021-04-15 08:10:59,624 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.61ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.554874, arrival_time=2021-04-15 08:11:54.179733, cost_time=0:01:09.779537 2021-04-15 08:11:05,955 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.203304, arrival_time=2021-04-15 08:11:54.159041, cost_time=0:01:16.110522 2021-04-15 08:11:12,283 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.853306, arrival_time=2021-04-15 08:11:54.136913, cost_time=0:01:22.438386 2021-04-15 08:11:18,613 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.507192, arrival_time=2021-04-15 08:11:54.120442, cost_time=0:01:28.768034 2021-04-15 08:11:24,938 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.161930, arrival_time=2021-04-15 08:11:54.100470, cost_time=0:01:35.093316 2021-04-15 08:11:31,265 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.35ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.819572, arrival_time=2021-04-15 08:11:54.085229, cost_time=0:01:41.420346 2021-04-15 08:11:37,595 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.479450, arrival_time=2021-04-15 08:11:54.074874, cost_time=0:01:47.750207 2021-04-15 08:11:43,921 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.140144, arrival_time=2021-04-15 08:11:54.062039, cost_time=0:01:54.076681 2021-04-15 08:11:50,248 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.802194, arrival_time=2021-04-15 08:11:54.050160, cost_time=0:02:00.402766 2021-04-15 08:11:53,598 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=0.99ms, fps=406 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:11:53.598802, cost_time=0:02:03.753600 2021-04-15 08:11:55,883 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.12ms, fps=1121 images/s, loss=0.1979, top1-acc=95.00%, top5-acc=99.88%, remaining_time=0:00:06.848880, arrival_time=2021-04-15 08:12:02.732127, cost_time=0:00:02.282957 2021-04-15 08:11:58,058 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.32ms, fps=1177 images/s, loss=0.2118, top1-acc=94.63%, top5-acc=99.86%, remaining_time=0:00:04.458080, arrival_time=2021-04-15 08:12:02.516608, cost_time=0:00:04.458088 2021-04-15 08:12:00,238 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=2.87ms, fps=1174 images/s, loss=0.2144, top1-acc=94.73%, top5-acc=99.86%, remaining_time=0:00:02.212840, arrival_time=2021-04-15 08:12:02.451684, cost_time=0:00:06.638533 2021-04-15 08:12:02,214 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.99ms, fps=1174 images/s, loss=0.2283, top1-acc=94.53%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 08:12:02.214932, cost_time=0:00:08.614662 2021-04-15 08:12:03,707 INFO : Epoch=0177 complete, best val top1-acc=94.72%, top5-acc=99.85% (epoch=176), remaining_time=0:51:35.356146, arrival_time=2021-04-15 09:03:39.063765, cost_time=6:37:00.784250 2021-04-15 08:12:03,708 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 08:12:10,197 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.31ms, fps=395 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.688332, arrival_time=2021-04-15 08:14:10.886108, cost_time=0:00:06.488617 2021-04-15 08:12:16,523 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.767776, arrival_time=2021-04-15 08:14:09.291449, cost_time=0:00:12.814526 2021-04-15 08:12:22,857 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.953318, arrival_time=2021-04-15 08:14:08.810671, cost_time=0:00:19.148193 2021-04-15 08:12:29,181 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.26ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.344076, arrival_time=2021-04-15 08:14:08.525988, cost_time=0:00:25.472832 2021-04-15 08:12:35,509 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.857168, arrival_time=2021-04-15 08:14:08.366708, cost_time=0:00:31.800383 2021-04-15 08:12:41,836 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.422424, arrival_time=2021-04-15 08:14:08.259049, cost_time=0:00:38.127554 2021-04-15 08:12:48,166 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.022852, arrival_time=2021-04-15 08:14:08.189138, cost_time=0:00:44.457137 2021-04-15 08:12:54,494 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.638076, arrival_time=2021-04-15 08:14:08.132067, cost_time=0:00:50.784919 2021-04-15 08:13:00,826 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.271098, arrival_time=2021-04-15 08:14:08.097143, cost_time=0:00:57.116970 2021-04-15 08:13:07,154 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.908064, arrival_time=2021-04-15 08:14:08.062981, cost_time=0:01:03.445851 2021-04-15 08:13:13,481 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.89ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.549026, arrival_time=2021-04-15 08:14:08.030235, cost_time=0:01:09.772064 2021-04-15 08:13:19,805 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.194640, arrival_time=2021-04-15 08:14:08.000475, cost_time=0:01:16.096762 2021-04-15 08:13:26,131 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.845122, arrival_time=2021-04-15 08:14:07.976449, cost_time=0:01:22.422258 2021-04-15 08:13:32,460 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.500472, arrival_time=2021-04-15 08:14:07.960711, cost_time=0:01:28.751181 2021-04-15 08:13:38,790 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.158296, arrival_time=2021-04-15 08:14:07.948800, cost_time=0:01:35.081433 2021-04-15 08:13:45,114 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.13ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.816260, arrival_time=2021-04-15 08:14:07.930984, cost_time=0:01:41.405563 2021-04-15 08:13:51,444 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.477162, arrival_time=2021-04-15 08:14:07.921458, cost_time=0:01:47.735223 2021-04-15 08:13:57,769 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.138704, arrival_time=2021-04-15 08:14:07.908180, cost_time=0:01:54.060414 2021-04-15 08:14:04,096 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801690, arrival_time=2021-04-15 08:14:07.897650, cost_time=0:02:00.386912 2021-04-15 08:14:07,450 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.03ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:14:07.450374, cost_time=0:02:03.741322 2021-04-15 08:14:09,743 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.07ms, fps=1117 images/s, loss=0.2298, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:06.876150, arrival_time=2021-04-15 08:14:16.620065, cost_time=0:00:02.292046 2021-04-15 08:14:11,917 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.35ms, fps=1178 images/s, loss=0.2328, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:04.465200, arrival_time=2021-04-15 08:14:16.382424, cost_time=0:00:04.465208 2021-04-15 08:14:14,092 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.08ms, fps=1177 images/s, loss=0.2352, top1-acc=94.23%, top5-acc=99.86%, remaining_time=0:00:02.213480, arrival_time=2021-04-15 08:14:16.305811, cost_time=0:00:06.640438 2021-04-15 08:14:16,064 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.97ms, fps=1177 images/s, loss=0.2575, top1-acc=94.29%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 08:14:16.064058, cost_time=0:00:08.612203 2021-04-15 08:14:17,459 INFO : Epoch=0178 complete, best val top1-acc=94.72%, top5-acc=99.85% (epoch=176), remaining_time=0:49:20.673012, arrival_time=2021-04-15 09:03:38.132552, cost_time=6:39:14.536173 2021-04-15 08:14:17,460 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 08:14:23,933 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.29ms, fps=396 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.375108, arrival_time=2021-04-15 08:16:24.308051, cost_time=0:00:06.471780 2021-04-15 08:14:30,261 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.645984, arrival_time=2021-04-15 08:16:22.907629, cost_time=0:00:12.800679 2021-04-15 08:14:36,593 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.863180, arrival_time=2021-04-15 08:16:22.456104, cost_time=0:00:19.131892 2021-04-15 08:14:42,920 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.291816, arrival_time=2021-04-15 08:16:22.212298, cost_time=0:00:25.459429 2021-04-15 08:14:49,250 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.825632, arrival_time=2021-04-15 08:16:22.076183, cost_time=0:00:31.789580 2021-04-15 08:14:55,581 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.404880, arrival_time=2021-04-15 08:16:21.985852, cost_time=0:00:38.119815 2021-04-15 08:15:01,925 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.035830, arrival_time=2021-04-15 08:16:21.961132, cost_time=0:00:44.464351 2021-04-15 08:15:08,249 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.642832, arrival_time=2021-04-15 08:16:21.891997, cost_time=0:00:50.788198 2021-04-15 08:15:14,581 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.274808, arrival_time=2021-04-15 08:16:21.855859, cost_time=0:00:57.120096 2021-04-15 08:15:20,910 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.911232, arrival_time=2021-04-15 08:16:21.821408, cost_time=0:01:03.449218 2021-04-15 08:15:27,233 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.36ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.549370, arrival_time=2021-04-15 08:16:21.782864, cost_time=0:01:09.772435 2021-04-15 08:15:33,560 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.196008, arrival_time=2021-04-15 08:16:21.755982, cost_time=0:01:16.099017 2021-04-15 08:15:39,885 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.846112, arrival_time=2021-04-15 08:16:21.731258, cost_time=0:01:22.424188 2021-04-15 08:15:46,211 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.500248, arrival_time=2021-04-15 08:16:21.711788, cost_time=0:01:28.750584 2021-04-15 08:15:52,540 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.157882, arrival_time=2021-04-15 08:16:21.698833, cost_time=0:01:35.079999 2021-04-15 08:15:58,873 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.817844, arrival_time=2021-04-15 08:16:21.691505, cost_time=0:01:41.412610 2021-04-15 08:16:05,200 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.477786, arrival_time=2021-04-15 08:16:21.678199, cost_time=0:01:47.739454 2021-04-15 08:16:11,531 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.139568, arrival_time=2021-04-15 08:16:21.670692, cost_time=0:01:54.070166 2021-04-15 08:16:17,857 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.01ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801996, arrival_time=2021-04-15 08:16:21.659431, cost_time=0:02:00.396497 2021-04-15 08:16:21,217 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:16:21.217053, cost_time=0:02:03.756111 2021-04-15 08:16:23,500 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.10ms, fps=1122 images/s, loss=0.2211, top1-acc=94.61%, top5-acc=99.77%, remaining_time=0:00:06.845070, arrival_time=2021-04-15 08:16:30.345349, cost_time=0:00:02.281688 2021-04-15 08:16:25,675 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.12ms, fps=1177 images/s, loss=0.2245, top1-acc=94.59%, top5-acc=99.82%, remaining_time=0:00:04.456300, arrival_time=2021-04-15 08:16:30.131328, cost_time=0:00:04.456297 2021-04-15 08:16:27,847 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.15ms, fps=1179 images/s, loss=0.2279, top1-acc=94.54%, top5-acc=99.83%, remaining_time=0:00:02.209580, arrival_time=2021-04-15 08:16:30.056930, cost_time=0:00:06.628735 2021-04-15 08:16:29,818 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.92ms, fps=1177 images/s, loss=0.2238, top1-acc=94.54%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 08:16:29.818820, cost_time=0:00:08.600241 2021-04-15 08:16:31,166 INFO : Epoch=0179 complete, best val top1-acc=94.72%, top5-acc=99.85% (epoch=176), remaining_time=0:47:05.995011, arrival_time=2021-04-15 09:03:37.161491, cost_time=6:41:28.243115 2021-04-15 08:16:31,167 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 08:16:37,625 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.31ms, fps=396 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.114708, arrival_time=2021-04-15 08:18:37.740430, cost_time=0:00:06.457779 2021-04-15 08:16:43,951 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.496032, arrival_time=2021-04-15 08:18:36.447603, cost_time=0:00:12.783637 2021-04-15 08:16:50,286 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.789310, arrival_time=2021-04-15 08:18:36.075809, cost_time=0:00:19.118539 2021-04-15 08:16:56,620 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.263424, arrival_time=2021-04-15 08:18:35.883514, cost_time=0:00:25.452154 2021-04-15 08:17:02,951 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.806798, arrival_time=2021-04-15 08:18:35.757792, cost_time=0:00:31.783135 2021-04-15 08:17:09,279 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.386792, arrival_time=2021-04-15 08:18:35.666483, cost_time=0:00:38.111846 2021-04-15 08:17:15,607 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:19.991730, arrival_time=2021-04-15 08:18:35.599503, cost_time=0:00:44.439830 2021-04-15 08:17:21,934 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.611976, arrival_time=2021-04-15 08:18:35.546676, cost_time=0:00:50.766846 2021-04-15 08:17:28,259 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.241206, arrival_time=2021-04-15 08:18:35.500614, cost_time=0:00:57.091565 2021-04-15 08:17:34,589 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.884736, arrival_time=2021-04-15 08:18:35.474186, cost_time=0:01:03.421608 2021-04-15 08:17:40,914 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.529332, arrival_time=2021-04-15 08:18:35.444128, cost_time=0:01:09.746865 2021-04-15 08:17:47,247 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.183848, arrival_time=2021-04-15 08:18:35.431504, cost_time=0:01:16.079799 2021-04-15 08:17:53,571 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.835486, arrival_time=2021-04-15 08:18:35.406503, cost_time=0:01:22.403171 2021-04-15 08:17:59,895 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.490840, arrival_time=2021-04-15 08:18:35.385824, cost_time=0:01:28.727138 2021-04-15 08:18:06,219 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.149280, arrival_time=2021-04-15 08:18:35.369185, cost_time=0:01:35.052065 2021-04-15 08:18:12,548 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.15ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.810536, arrival_time=2021-04-15 08:18:35.358574, cost_time=0:01:41.380112 2021-04-15 08:18:18,878 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.473340, arrival_time=2021-04-15 08:18:35.351445, cost_time=0:01:47.710242 2021-04-15 08:18:25,204 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.136592, arrival_time=2021-04-15 08:18:35.341080, cost_time=0:01:54.036633 2021-04-15 08:18:31,529 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.15ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.800898, arrival_time=2021-04-15 08:18:35.330431, cost_time=0:02:00.361697 2021-04-15 08:18:34,888 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=0.97ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:18:34.888808, cost_time=0:02:03.720980 2021-04-15 08:18:37,172 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.13ms, fps=1122 images/s, loss=0.2214, top1-acc=95.23%, top5-acc=99.92%, remaining_time=0:00:06.847560, arrival_time=2021-04-15 08:18:44.020401, cost_time=0:00:02.282523 2021-04-15 08:18:39,346 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.17ms, fps=1178 images/s, loss=0.2305, top1-acc=94.75%, top5-acc=99.92%, remaining_time=0:00:04.456240, arrival_time=2021-04-15 08:18:43.802948, cost_time=0:00:04.456248 2021-04-15 08:18:41,520 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.11ms, fps=1178 images/s, loss=0.2237, top1-acc=94.88%, top5-acc=99.90%, remaining_time=0:00:02.209940, arrival_time=2021-04-15 08:18:43.730115, cost_time=0:00:06.629821 2021-04-15 08:18:43,490 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.95ms, fps=1178 images/s, loss=0.2265, top1-acc=94.74%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 08:18:43.490619, cost_time=0:00:08.600321 2021-04-15 08:18:46,156 INFO : Epoch=0180 complete, best val top1-acc=94.74%, top5-acc=99.89% (epoch=180), remaining_time=0:44:51.470360, arrival_time=2021-04-15 09:03:37.627027, cost_time=6:43:43.233263 2021-04-15 08:18:46,158 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 08:18:52,646 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.30ms, fps=395 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.679404, arrival_time=2021-04-15 08:20:53.325829, cost_time=0:00:06.488137 2021-04-15 08:18:58,970 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.751760, arrival_time=2021-04-15 08:20:51.722587, cost_time=0:00:12.812696 2021-04-15 08:19:05,298 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=2.11ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.906672, arrival_time=2021-04-15 08:20:51.204630, cost_time=0:00:19.139747 2021-04-15 08:19:11,622 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.310848, arrival_time=2021-04-15 08:20:50.933359, cost_time=0:00:25.464309 2021-04-15 08:19:17,948 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.829136, arrival_time=2021-04-15 08:20:50.778039, cost_time=0:00:31.790781 2021-04-15 08:19:24,276 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.402024, arrival_time=2021-04-15 08:20:50.678692, cost_time=0:00:38.118557 2021-04-15 08:19:30,605 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.005590, arrival_time=2021-04-15 08:20:50.611363, cost_time=0:00:44.447563 2021-04-15 08:19:36,933 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.624272, arrival_time=2021-04-15 08:20:50.557715, cost_time=0:00:50.775330 2021-04-15 08:19:43,260 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.253396, arrival_time=2021-04-15 08:20:50.513423, cost_time=0:00:57.101914 2021-04-15 08:19:49,589 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.893760, arrival_time=2021-04-15 08:20:50.482946, cost_time=0:01:03.430991 2021-04-15 08:19:55,916 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.538276, arrival_time=2021-04-15 08:20:50.454679, cost_time=0:01:09.758284 2021-04-15 08:20:02,241 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.186356, arrival_time=2021-04-15 08:20:50.428210, cost_time=0:01:16.083748 2021-04-15 08:20:08,565 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.837466, arrival_time=2021-04-15 08:20:50.402653, cost_time=0:01:22.407080 2021-04-15 08:20:14,888 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.491960, arrival_time=2021-04-15 08:20:50.380013, cost_time=0:01:28.729944 2021-04-15 08:20:21,215 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.150982, arrival_time=2021-04-15 08:20:50.366797, cost_time=0:01:35.057610 2021-04-15 08:20:27,544 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.812012, arrival_time=2021-04-15 08:20:50.356895, cost_time=0:01:41.386761 2021-04-15 08:20:33,872 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.474042, arrival_time=2021-04-15 08:20:50.346966, cost_time=0:01:47.714816 2021-04-15 08:20:40,201 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.137216, arrival_time=2021-04-15 08:20:50.339022, cost_time=0:01:54.043697 2021-04-15 08:20:46,523 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.10ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801018, arrival_time=2021-04-15 08:20:50.324668, cost_time=0:02:00.365548 2021-04-15 08:20:49,880 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.51ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:20:49.880327, cost_time=0:02:03.722162 2021-04-15 08:20:52,166 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.07ms, fps=1121 images/s, loss=0.1968, top1-acc=95.27%, top5-acc=99.84%, remaining_time=0:00:06.852510, arrival_time=2021-04-15 08:20:59.018610, cost_time=0:00:02.284167 2021-04-15 08:20:54,337 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.24ms, fps=1179 images/s, loss=0.2121, top1-acc=95.04%, top5-acc=99.86%, remaining_time=0:00:04.455520, arrival_time=2021-04-15 08:20:58.792940, cost_time=0:00:04.455512 2021-04-15 08:20:56,508 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.41ms, fps=1179 images/s, loss=0.2163, top1-acc=94.92%, top5-acc=99.87%, remaining_time=0:00:02.208980, arrival_time=2021-04-15 08:20:58.717842, cost_time=0:00:06.626947 2021-04-15 08:20:58,479 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.95ms, fps=1178 images/s, loss=0.2245, top1-acc=94.78%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 08:20:58.479142, cost_time=0:00:08.597224 2021-04-15 08:21:01,265 INFO : Epoch=0181 complete, best val top1-acc=94.78%, top5-acc=99.87% (epoch=181), remaining_time=0:42:36.953044, arrival_time=2021-04-15 09:03:38.218605, cost_time=6:45:58.342194 2021-04-15 08:21:01,266 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 08:21:07,759 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.24ms, fps=394 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.757152, arrival_time=2021-04-15 08:23:08.516389, cost_time=0:00:06.492317 2021-04-15 08:21:14,097 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.906288, arrival_time=2021-04-15 08:23:07.003506, cost_time=0:00:12.830265 2021-04-15 08:21:20,424 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.003450, arrival_time=2021-04-15 08:23:06.427614, cost_time=0:00:19.157258 2021-04-15 08:21:26,752 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.84ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.393216, arrival_time=2021-04-15 08:23:06.145565, cost_time=0:00:25.485431 2021-04-15 08:21:33,077 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:32.886660, arrival_time=2021-04-15 08:23:05.964017, cost_time=0:00:31.810514 2021-04-15 08:21:39,396 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.19ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.426504, arrival_time=2021-04-15 08:23:05.822702, cost_time=0:00:38.129369 2021-04-15 08:21:45,727 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.028396, arrival_time=2021-04-15 08:23:05.755579, cost_time=0:00:44.460253 2021-04-15 08:21:52,050 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.636684, arrival_time=2021-04-15 08:23:05.687435, cost_time=0:00:50.783920 2021-04-15 08:21:58,373 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.259332, arrival_time=2021-04-15 08:23:05.633099, cost_time=0:00:57.106945 2021-04-15 08:22:04,696 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.892800, arrival_time=2021-04-15 08:23:05.589676, cost_time=0:01:03.430045 2021-04-15 08:22:11,018 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.533030, arrival_time=2021-04-15 08:23:05.551476, cost_time=0:01:09.751522 2021-04-15 08:22:17,345 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.183012, arrival_time=2021-04-15 08:23:05.528262, cost_time=0:01:16.078412 2021-04-15 08:22:23,676 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.838720, arrival_time=2021-04-15 08:23:05.515093, cost_time=0:01:22.409546 2021-04-15 08:22:30,000 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.493472, arrival_time=2021-04-15 08:23:05.494044, cost_time=0:01:28.733733 2021-04-15 08:22:36,333 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.153788, arrival_time=2021-04-15 08:23:05.487263, cost_time=0:01:35.066652 2021-04-15 08:22:42,661 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.813848, arrival_time=2021-04-15 08:23:05.475623, cost_time=0:01:41.394861 2021-04-15 08:22:48,990 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.475394, arrival_time=2021-04-15 08:23:05.465903, cost_time=0:01:47.723665 2021-04-15 08:22:55,318 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.137888, arrival_time=2021-04-15 08:23:05.455955, cost_time=0:01:54.051238 2021-04-15 08:23:01,642 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.01ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801336, arrival_time=2021-04-15 08:23:05.443865, cost_time=0:02:00.375708 2021-04-15 08:23:05,003 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.04ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:23:05.003387, cost_time=0:02:03.736574 2021-04-15 08:23:07,288 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.20ms, fps=1121 images/s, loss=0.2141, top1-acc=95.00%, top5-acc=99.80%, remaining_time=0:00:06.850110, arrival_time=2021-04-15 08:23:14.138368, cost_time=0:00:02.283374 2021-04-15 08:23:09,459 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.15ms, fps=1179 images/s, loss=0.2072, top1-acc=95.21%, top5-acc=99.84%, remaining_time=0:00:04.454680, arrival_time=2021-04-15 08:23:13.914440, cost_time=0:00:04.454681 2021-04-15 08:23:11,631 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.09ms, fps=1179 images/s, loss=0.2162, top1-acc=95.01%, top5-acc=99.87%, remaining_time=0:00:02.208980, arrival_time=2021-04-15 08:23:13.840804, cost_time=0:00:06.626949 2021-04-15 08:23:13,602 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.94ms, fps=1177 images/s, loss=0.2155, top1-acc=94.94%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 08:23:13.602535, cost_time=0:00:08.597669 2021-04-15 08:23:16,515 INFO : Epoch=0182 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:40:22.443132, arrival_time=2021-04-15 09:03:38.958155, cost_time=6:48:13.591637 2021-04-15 08:23:16,516 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 08:23:23,022 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.18ms, fps=394 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.004532, arrival_time=2021-04-15 08:25:24.026731, cost_time=0:00:06.505621 2021-04-15 08:23:29,353 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.963312, arrival_time=2021-04-15 08:25:22.316630, cost_time=0:00:12.836734 2021-04-15 08:23:35,686 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.073502, arrival_time=2021-04-15 08:25:21.759990, cost_time=0:00:19.169916 2021-04-15 08:23:42,024 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.479484, arrival_time=2021-04-15 08:25:21.503538, cost_time=0:00:25.507561 2021-04-15 08:23:48,356 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.972070, arrival_time=2021-04-15 08:25:21.328373, cost_time=0:00:31.839730 2021-04-15 08:23:54,691 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.529592, arrival_time=2021-04-15 08:25:21.220920, cost_time=0:00:38.174836 2021-04-15 08:24:01,025 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.115588, arrival_time=2021-04-15 08:25:21.140802, cost_time=0:00:44.508643 2021-04-15 08:24:07,361 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.724960, arrival_time=2021-04-15 08:25:21.086284, cost_time=0:00:50.844833 2021-04-15 08:24:13,698 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.347842, arrival_time=2021-04-15 08:25:21.046431, cost_time=0:00:57.182108 2021-04-15 08:24:20,032 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.974880, arrival_time=2021-04-15 08:25:21.006843, cost_time=0:01:03.515486 2021-04-15 08:24:26,363 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.607678, arrival_time=2021-04-15 08:25:20.971271, cost_time=0:01:09.847033 2021-04-15 08:24:32,700 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.249968, arrival_time=2021-04-15 08:25:20.950647, cost_time=0:01:16.184187 2021-04-15 08:24:39,039 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.896272, arrival_time=2021-04-15 08:25:20.935696, cost_time=0:01:22.522941 2021-04-15 08:24:45,375 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.543704, arrival_time=2021-04-15 08:25:20.919484, cost_time=0:01:28.859290 2021-04-15 08:24:51,716 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.38ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.194590, arrival_time=2021-04-15 08:25:20.910800, cost_time=0:01:35.199729 2021-04-15 08:24:58,050 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.845096, arrival_time=2021-04-15 08:25:20.895364, cost_time=0:01:41.533700 2021-04-15 08:25:04,391 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.498482, arrival_time=2021-04-15 08:25:20.889630, cost_time=0:01:47.874623 2021-04-15 08:25:10,729 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.152240, arrival_time=2021-04-15 08:25:20.881405, cost_time=0:01:54.212685 2021-04-15 08:25:17,072 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.02ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.807024, arrival_time=2021-04-15 08:25:20.879243, cost_time=0:02:00.555675 2021-04-15 08:25:20,436 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.01ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:25:20.436895, cost_time=0:02:03.920347 2021-04-15 08:25:22,725 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.18ms, fps=1120 images/s, loss=0.2457, top1-acc=94.49%, top5-acc=99.88%, remaining_time=0:00:06.859890, arrival_time=2021-04-15 08:25:29.585135, cost_time=0:00:02.286634 2021-04-15 08:25:24,897 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.17ms, fps=1179 images/s, loss=0.2293, top1-acc=94.53%, top5-acc=99.84%, remaining_time=0:00:04.459060, arrival_time=2021-04-15 08:25:29.356782, cost_time=0:00:04.459058 2021-04-15 08:25:27,073 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.25ms, fps=1177 images/s, loss=0.2233, top1-acc=94.65%, top5-acc=99.87%, remaining_time=0:00:02.211560, arrival_time=2021-04-15 08:25:29.284919, cost_time=0:00:06.634672 2021-04-15 08:25:29,044 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.95ms, fps=1177 images/s, loss=0.2154, top1-acc=94.68%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 08:25:29.044741, cost_time=0:00:08.606148 2021-04-15 08:25:30,407 INFO : Epoch=0183 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:38:07.799038, arrival_time=2021-04-15 09:03:38.206217, cost_time=6:50:27.483790 2021-04-15 08:25:30,408 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 08:25:36,925 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.24ms, fps=393 images/s, loss=0.0008, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.206342, arrival_time=2021-04-15 08:27:38.131514, cost_time=0:00:06.516473 2021-04-15 08:25:43,252 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.68ms, fps=405 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.020512, arrival_time=2021-04-15 08:27:36.272438, cost_time=0:00:12.843233 2021-04-15 08:25:49,579 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.078980, arrival_time=2021-04-15 08:27:35.658585, cost_time=0:00:19.170914 2021-04-15 08:25:55,903 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.26ms, fps=405 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.431124, arrival_time=2021-04-15 08:27:35.334965, cost_time=0:00:25.495146 2021-04-15 08:26:02,230 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.26ms, fps=405 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.920678, arrival_time=2021-04-15 08:27:35.151535, cost_time=0:00:31.822150 2021-04-15 08:26:08,557 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.471248, arrival_time=2021-04-15 08:27:35.029008, cost_time=0:00:38.149069 2021-04-15 08:26:14,884 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.056872, arrival_time=2021-04-15 08:27:34.941626, cost_time=0:00:44.476057 2021-04-15 08:26:21,213 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.667076, arrival_time=2021-04-15 08:27:34.880595, cost_time=0:00:50.804901 2021-04-15 08:26:27,543 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.291556, arrival_time=2021-04-15 08:27:34.834612, cost_time=0:00:57.134336 2021-04-15 08:26:33,872 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.925056, arrival_time=2021-04-15 08:27:34.797228, cost_time=0:01:03.463566 2021-04-15 08:26:40,201 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.565366, arrival_time=2021-04-15 08:27:34.766941, cost_time=0:01:09.792882 2021-04-15 08:26:46,526 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.207788, arrival_time=2021-04-15 08:27:34.733986, cost_time=0:01:16.117591 2021-04-15 08:26:52,859 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.859510, arrival_time=2021-04-15 08:27:34.718654, cost_time=0:01:22.450550 2021-04-15 08:26:59,183 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.509992, arrival_time=2021-04-15 08:27:34.693551, cost_time=0:01:28.774963 2021-04-15 08:27:05,505 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.163080, arrival_time=2021-04-15 08:27:34.668746, cost_time=0:01:35.096985 2021-04-15 08:27:11,833 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.820616, arrival_time=2021-04-15 08:27:34.654155, cost_time=0:01:41.424931 2021-04-15 08:27:18,163 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.480126, arrival_time=2021-04-15 08:27:34.643455, cost_time=0:01:47.754736 2021-04-15 08:27:24,485 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.140192, arrival_time=2021-04-15 08:27:34.625907, cost_time=0:01:54.077119 2021-04-15 08:27:30,818 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.02ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.802428, arrival_time=2021-04-15 08:27:34.621246, cost_time=0:02:00.410214 2021-04-15 08:27:34,174 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=0.95ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:27:34.174631, cost_time=0:02:03.766053 2021-04-15 08:27:36,459 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.08ms, fps=1121 images/s, loss=0.2305, top1-acc=94.77%, top5-acc=99.88%, remaining_time=0:00:06.850860, arrival_time=2021-04-15 08:27:43.310594, cost_time=0:00:02.283622 2021-04-15 08:27:38,634 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.29ms, fps=1177 images/s, loss=0.2314, top1-acc=94.55%, top5-acc=99.82%, remaining_time=0:00:04.458140, arrival_time=2021-04-15 08:27:43.092591, cost_time=0:00:04.458144 2021-04-15 08:27:40,808 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.13ms, fps=1178 images/s, loss=0.2364, top1-acc=94.52%, top5-acc=99.83%, remaining_time=0:00:02.210650, arrival_time=2021-04-15 08:27:43.018727, cost_time=0:00:06.631940 2021-04-15 08:27:42,779 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.92ms, fps=1177 images/s, loss=0.2460, top1-acc=94.56%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 08:27:42.779908, cost_time=0:00:08.603810 2021-04-15 08:27:44,090 INFO : Epoch=0184 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:35:53.144992, arrival_time=2021-04-15 09:03:37.235694, cost_time=6:52:41.167330 2021-04-15 08:27:44,092 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 08:27:50,578 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.30ms, fps=395 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.640716, arrival_time=2021-04-15 08:29:51.219012, cost_time=0:00:06.486059 2021-04-15 08:27:56,903 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.737328, arrival_time=2021-04-15 08:29:49.640618, cost_time=0:00:12.811053 2021-04-15 08:28:03,231 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.902688, arrival_time=2021-04-15 08:29:49.134022, cost_time=0:00:19.139055 2021-04-15 08:28:09,559 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.322860, arrival_time=2021-04-15 08:29:48.882496, cost_time=0:00:25.467404 2021-04-15 08:28:15,883 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.830304, arrival_time=2021-04-15 08:29:48.713652, cost_time=0:00:31.791199 2021-04-15 08:28:22,209 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.398488, arrival_time=2021-04-15 08:29:48.607601, cost_time=0:00:38.116969 2021-04-15 08:28:28,541 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.008614, arrival_time=2021-04-15 08:29:48.550066, cost_time=0:00:44.449224 2021-04-15 08:28:34,865 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.621256, arrival_time=2021-04-15 08:29:48.486714, cost_time=0:00:50.773308 2021-04-15 08:28:41,189 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.248096, arrival_time=2021-04-15 08:29:48.437640, cost_time=0:00:57.097407 2021-04-15 08:28:47,516 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.887520, arrival_time=2021-04-15 08:29:48.404174, cost_time=0:01:03.424520 2021-04-15 08:28:53,846 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.534750, arrival_time=2021-04-15 08:29:48.380727, cost_time=0:01:09.753719 2021-04-15 08:29:00,172 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.184304, arrival_time=2021-04-15 08:29:48.356902, cost_time=0:01:16.080462 2021-04-15 08:29:06,500 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.39ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.838258, arrival_time=2021-04-15 08:29:48.339065, cost_time=0:01:22.408674 2021-04-15 08:29:12,828 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.494704, arrival_time=2021-04-15 08:29:48.323545, cost_time=0:01:28.736701 2021-04-15 08:29:19,157 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.153420, arrival_time=2021-04-15 08:29:48.311033, cost_time=0:01:35.065476 2021-04-15 08:29:25,484 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.34ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.813272, arrival_time=2021-04-15 08:29:48.297759, cost_time=0:01:41.392259 2021-04-15 08:29:31,820 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.476018, arrival_time=2021-04-15 08:29:48.296035, cost_time=0:01:47.727871 2021-04-15 08:29:38,151 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.138592, arrival_time=2021-04-15 08:29:48.289927, cost_time=0:01:54.059203 2021-04-15 08:29:44,477 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801654, arrival_time=2021-04-15 08:29:48.279466, cost_time=0:02:00.385696 2021-04-15 08:29:47,838 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:29:47.838669, cost_time=0:02:03.746551 2021-04-15 08:29:50,123 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.10ms, fps=1121 images/s, loss=0.2072, top1-acc=95.47%, top5-acc=99.84%, remaining_time=0:00:06.850530, arrival_time=2021-04-15 08:29:56.974225, cost_time=0:00:02.283510 2021-04-15 08:29:52,300 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.25ms, fps=1176 images/s, loss=0.2114, top1-acc=95.06%, top5-acc=99.82%, remaining_time=0:00:04.460620, arrival_time=2021-04-15 08:29:56.761406, cost_time=0:00:04.460619 2021-04-15 08:29:54,475 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.08ms, fps=1177 images/s, loss=0.2172, top1-acc=94.87%, top5-acc=99.84%, remaining_time=0:00:02.211880, arrival_time=2021-04-15 08:29:56.687774, cost_time=0:00:06.635626 2021-04-15 08:29:56,449 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.92ms, fps=1176 images/s, loss=0.2149, top1-acc=94.81%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 08:29:56.449413, cost_time=0:00:08.609242 2021-04-15 08:29:57,897 INFO : Epoch=0185 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:33:38.511375, arrival_time=2021-04-15 09:03:36.408426, cost_time=6:54:54.973668 2021-04-15 08:29:57,898 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 08:30:04,400 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.53ms, fps=394 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.937944, arrival_time=2021-04-15 08:32:05.338723, cost_time=0:00:06.502041 2021-04-15 08:30:10,742 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.023328, arrival_time=2021-04-15 08:32:03.765504, cost_time=0:00:12.843551 2021-04-15 08:30:17,078 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.129112, arrival_time=2021-04-15 08:32:03.207692, cost_time=0:00:19.179956 2021-04-15 08:30:23,417 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.525504, arrival_time=2021-04-15 08:32:02.943408, cost_time=0:00:25.519350 2021-04-15 08:30:29,755 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:33.022148, arrival_time=2021-04-15 08:32:02.777695, cost_time=0:00:31.856922 2021-04-15 08:30:36,093 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.576104, arrival_time=2021-04-15 08:32:02.669982, cost_time=0:00:38.195323 2021-04-15 08:30:42,433 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.161830, arrival_time=2021-04-15 08:32:02.594921, cost_time=0:00:44.534368 2021-04-15 08:30:48,775 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.771592, arrival_time=2021-04-15 08:32:02.547184, cost_time=0:00:50.876980 2021-04-15 08:30:55,117 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.391620, arrival_time=2021-04-15 08:32:02.509453, cost_time=0:00:57.219284 2021-04-15 08:31:01,461 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:01.020576, arrival_time=2021-04-15 08:32:02.482177, cost_time=0:01:03.563067 2021-04-15 08:31:07,798 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.649302, arrival_time=2021-04-15 08:32:02.448122, cost_time=0:01:09.900290 2021-04-15 08:31:14,138 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.285004, arrival_time=2021-04-15 08:32:02.423152, cost_time=0:01:16.239441 2021-04-15 08:31:20,468 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.920230, arrival_time=2021-04-15 08:32:02.388922, cost_time=0:01:22.570151 2021-04-15 08:31:26,797 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.559664, arrival_time=2021-04-15 08:32:02.357328, cost_time=0:01:28.899133 2021-04-15 08:31:33,128 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.14ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.203698, arrival_time=2021-04-15 08:32:02.331694, cost_time=0:01:35.229462 2021-04-15 08:31:39,457 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.850712, arrival_time=2021-04-15 08:32:02.307899, cost_time=0:01:41.558656 2021-04-15 08:31:45,788 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.77ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.500796, arrival_time=2021-04-15 08:32:02.289156, cost_time=0:01:47.889736 2021-04-15 08:31:52,115 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.152624, arrival_time=2021-04-15 08:32:02.268253, cost_time=0:01:54.217091 2021-04-15 08:31:58,440 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.806586, arrival_time=2021-04-15 08:32:02.246916, cost_time=0:02:00.541810 2021-04-15 08:32:01,798 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.02ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:32:01.798203, cost_time=0:02:03.899681 2021-04-15 08:32:04,087 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.14ms, fps=1119 images/s, loss=0.1964, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:06.863070, arrival_time=2021-04-15 08:32:10.950517, cost_time=0:00:02.287692 2021-04-15 08:32:06,262 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.21ms, fps=1177 images/s, loss=0.2030, top1-acc=95.00%, top5-acc=99.90%, remaining_time=0:00:04.463180, arrival_time=2021-04-15 08:32:10.726115, cost_time=0:00:04.463176 2021-04-15 08:32:08,439 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.17ms, fps=1176 images/s, loss=0.2195, top1-acc=94.91%, top5-acc=99.86%, remaining_time=0:00:02.213190, arrival_time=2021-04-15 08:32:10.652599, cost_time=0:00:06.639570 2021-04-15 08:32:10,413 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.96ms, fps=1176 images/s, loss=0.2223, top1-acc=94.91%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 08:32:10.413298, cost_time=0:00:08.613562 2021-04-15 08:32:11,933 INFO : Epoch=0186 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:31:23.903994, arrival_time=2021-04-15 09:03:35.837535, cost_time=6:57:09.010178 2021-04-15 08:32:11,934 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 08:32:18,452 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.37ms, fps=393 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.226244, arrival_time=2021-04-15 08:34:19.678748, cost_time=0:00:06.517543 2021-04-15 08:32:24,787 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.102352, arrival_time=2021-04-15 08:34:17.889858, cost_time=0:00:12.852546 2021-04-15 08:32:31,121 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.167624, arrival_time=2021-04-15 08:34:17.289521, cost_time=0:00:19.186923 2021-04-15 08:32:37,453 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.521916, arrival_time=2021-04-15 08:34:16.975666, cost_time=0:00:25.518427 2021-04-15 08:32:43,783 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.998350, arrival_time=2021-04-15 08:34:16.782096, cost_time=0:00:31.848771 2021-04-15 08:32:50,111 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.534080, arrival_time=2021-04-15 08:34:16.645759, cost_time=0:00:38.176798 2021-04-15 08:32:56,443 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.114328, arrival_time=2021-04-15 08:34:16.557301, cost_time=0:00:44.507975 2021-04-15 08:33:02,778 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.722640, arrival_time=2021-04-15 08:34:16.500704, cost_time=0:00:50.843191 2021-04-15 08:33:09,106 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.28ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.334910, arrival_time=2021-04-15 08:34:16.441074, cost_time=0:00:57.171187 2021-04-15 08:33:15,435 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.960864, arrival_time=2021-04-15 08:34:16.396658, cost_time=0:01:03.500905 2021-04-15 08:33:21,769 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.597874, arrival_time=2021-04-15 08:34:16.367190, cost_time=0:01:09.834444 2021-04-15 08:33:28,096 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.235452, arrival_time=2021-04-15 08:34:16.331605, cost_time=0:01:16.161290 2021-04-15 08:33:34,422 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.34ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.878188, arrival_time=2021-04-15 08:34:16.300536, cost_time=0:01:22.487405 2021-04-15 08:33:40,752 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.526904, arrival_time=2021-04-15 08:34:16.279057, cost_time=0:01:28.817271 2021-04-15 08:33:47,081 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.178352, arrival_time=2021-04-15 08:34:16.260043, cost_time=0:01:35.146820 2021-04-15 08:33:53,409 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.831668, arrival_time=2021-04-15 08:34:16.240675, cost_time=0:01:41.474147 2021-04-15 08:33:59,732 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.486626, arrival_time=2021-04-15 08:34:16.218733, cost_time=0:01:47.797236 2021-04-15 08:34:06,066 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.145040, arrival_time=2021-04-15 08:34:16.211776, cost_time=0:01:54.131781 2021-04-15 08:34:12,401 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=0.98ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.804198, arrival_time=2021-04-15 08:34:16.205329, cost_time=0:02:00.466265 2021-04-15 08:34:15,757 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.03ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:34:15.757744, cost_time=0:02:03.822892 2021-04-15 08:34:18,040 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=1.13ms, fps=1122 images/s, loss=0.2219, top1-acc=94.77%, top5-acc=99.84%, remaining_time=0:00:06.842610, arrival_time=2021-04-15 08:34:24.882704, cost_time=0:00:02.280870 2021-04-15 08:34:20,213 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.07ms, fps=1178 images/s, loss=0.2330, top1-acc=94.37%, top5-acc=99.75%, remaining_time=0:00:04.453740, arrival_time=2021-04-15 08:34:24.666710, cost_time=0:00:04.453748 2021-04-15 08:34:22,390 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.22ms, fps=1176 images/s, loss=0.2334, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:00:02.210310, arrival_time=2021-04-15 08:34:24.600564, cost_time=0:00:06.630942 2021-04-15 08:34:24,360 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.92ms, fps=1178 images/s, loss=0.2158, top1-acc=94.72%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 08:34:24.360795, cost_time=0:00:08.601599 2021-04-15 08:34:25,830 INFO : Epoch=0187 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:29:09.293000, arrival_time=2021-04-15 09:03:35.123439, cost_time=6:59:22.907068 2021-04-15 08:34:25,831 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 08:34:32,338 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.62ms, fps=393 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.019784, arrival_time=2021-04-15 08:36:33.358136, cost_time=0:00:06.506443 2021-04-15 08:34:38,675 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.024912, arrival_time=2021-04-15 08:36:31.700533, cost_time=0:00:12.843735 2021-04-15 08:34:45,005 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.091596, arrival_time=2021-04-15 08:36:31.096673, cost_time=0:00:19.173181 2021-04-15 08:34:51,334 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.461544, arrival_time=2021-04-15 08:36:30.796436, cost_time=0:00:25.502955 2021-04-15 08:34:57,667 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.958784, arrival_time=2021-04-15 08:36:30.625875, cost_time=0:00:31.835203 2021-04-15 08:35:03,995 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.35ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.504840, arrival_time=2021-04-15 08:36:30.500704, cost_time=0:00:38.163878 2021-04-15 08:35:10,330 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.096940, arrival_time=2021-04-15 08:36:30.427077, cost_time=0:00:44.498330 2021-04-15 08:35:16,673 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.719392, arrival_time=2021-04-15 08:36:30.392392, cost_time=0:00:50.840941 2021-04-15 08:35:23,017 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.352400, arrival_time=2021-04-15 08:36:30.370208, cost_time=0:00:57.185988 2021-04-15 08:35:29,355 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.983136, arrival_time=2021-04-15 08:36:30.339071, cost_time=0:01:03.524141 2021-04-15 08:35:35,688 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.615246, arrival_time=2021-04-15 08:36:30.303968, cost_time=0:01:09.856734 2021-04-15 08:35:42,022 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.91ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.253692, arrival_time=2021-04-15 08:36:30.275661, cost_time=0:01:16.190091 2021-04-15 08:35:48,353 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.895414, arrival_time=2021-04-15 08:36:30.248524, cost_time=0:01:22.521300 2021-04-15 08:35:54,681 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.539840, arrival_time=2021-04-15 08:36:30.221386, cost_time=0:01:28.849665 2021-04-15 08:36:01,013 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.188978, arrival_time=2021-04-15 08:36:30.202241, cost_time=0:01:35.181458 2021-04-15 08:36:07,344 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.840416, arrival_time=2021-04-15 08:36:30.185320, cost_time=0:01:41.513018 2021-04-15 08:36:13,677 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.48ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.494036, arrival_time=2021-04-15 08:36:30.171444, cost_time=0:01:47.845605 2021-04-15 08:36:20,005 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.148736, arrival_time=2021-04-15 08:36:30.153746, cost_time=0:01:54.173218 2021-04-15 08:36:26,337 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.00ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.805440, arrival_time=2021-04-15 08:36:30.142809, cost_time=0:02:00.505581 2021-04-15 08:36:29,689 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.02ms, fps=406 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:36:29.689907, cost_time=0:02:03.858129 2021-04-15 08:36:31,975 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.28ms, fps=1121 images/s, loss=0.2274, top1-acc=94.61%, top5-acc=99.84%, remaining_time=0:00:06.852270, arrival_time=2021-04-15 08:36:38.827763, cost_time=0:00:02.284094 2021-04-15 08:36:34,149 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.06ms, fps=1178 images/s, loss=0.2195, top1-acc=94.80%, top5-acc=99.86%, remaining_time=0:00:04.457920, arrival_time=2021-04-15 08:36:38.607429, cost_time=0:00:04.457911 2021-04-15 08:36:36,324 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.38ms, fps=1177 images/s, loss=0.2177, top1-acc=94.65%, top5-acc=99.84%, remaining_time=0:00:02.211110, arrival_time=2021-04-15 08:36:38.535844, cost_time=0:00:06.633337 2021-04-15 08:36:38,293 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.93ms, fps=1179 images/s, loss=0.2128, top1-acc=94.70%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 08:36:38.293187, cost_time=0:00:08.601815 2021-04-15 08:36:39,730 INFO : Epoch=0188 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:26:54.689820, arrival_time=2021-04-15 09:03:34.420306, cost_time=7:01:36.807117 2021-04-15 08:36:39,731 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 08:36:46,199 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.31ms, fps=396 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.289734, arrival_time=2021-04-15 08:38:46.488860, cost_time=0:00:06.467189 2021-04-15 08:36:52,525 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.584208, arrival_time=2021-04-15 08:38:45.109728, cost_time=0:00:12.793660 2021-04-15 08:36:58,848 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.776196, arrival_time=2021-04-15 08:38:44.624318, cost_time=0:00:19.116167 2021-04-15 08:37:05,176 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.230976, arrival_time=2021-04-15 08:38:44.406974, cost_time=0:00:25.443836 2021-04-15 08:37:11,503 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.772196, arrival_time=2021-04-15 08:38:44.275431, cost_time=0:00:31.771292 2021-04-15 08:37:17,840 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.379312, arrival_time=2021-04-15 08:38:44.219809, cost_time=0:00:38.108547 2021-04-15 08:37:24,173 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:19.994628, arrival_time=2021-04-15 08:38:44.168007, cost_time=0:00:44.441435 2021-04-15 08:37:30,507 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.624852, arrival_time=2021-04-15 08:38:44.132501, cost_time=0:00:50.775770 2021-04-15 08:37:36,831 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.250640, arrival_time=2021-04-15 08:38:44.082245, cost_time=0:00:57.099621 2021-04-15 08:37:43,158 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.889248, arrival_time=2021-04-15 08:38:44.047419, cost_time=0:01:03.426299 2021-04-15 08:37:49,484 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.79ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.534062, arrival_time=2021-04-15 08:38:44.018863, cost_time=0:01:09.752869 2021-04-15 08:37:55,811 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.46ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.183468, arrival_time=2021-04-15 08:38:43.994519, cost_time=0:01:16.079190 2021-04-15 08:38:02,140 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.837994, arrival_time=2021-04-15 08:38:43.977969, cost_time=0:01:22.408116 2021-04-15 08:38:08,469 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.495152, arrival_time=2021-04-15 08:38:43.964926, cost_time=0:01:28.737914 2021-04-15 08:38:14,797 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.153328, arrival_time=2021-04-15 08:38:43.950443, cost_time=0:01:35.065255 2021-04-15 08:38:21,129 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.814352, arrival_time=2021-04-15 08:38:43.943483, cost_time=0:01:41.397182 2021-04-15 08:38:27,460 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.476122, arrival_time=2021-04-15 08:38:43.936524, cost_time=0:01:47.728536 2021-04-15 08:38:33,791 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.138608, arrival_time=2021-04-15 08:38:43.929807, cost_time=0:01:54.059342 2021-04-15 08:38:40,118 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801678, arrival_time=2021-04-15 08:38:43.920058, cost_time=0:02:00.386542 2021-04-15 08:38:43,477 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.02ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:38:43.477365, cost_time=0:02:03.745522 2021-04-15 08:38:45,763 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.16ms, fps=1121 images/s, loss=0.2416, top1-acc=94.14%, top5-acc=99.80%, remaining_time=0:00:06.853140, arrival_time=2021-04-15 08:38:52.616394, cost_time=0:00:02.284382 2021-04-15 08:38:47,938 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.25ms, fps=1177 images/s, loss=0.2220, top1-acc=94.65%, top5-acc=99.82%, remaining_time=0:00:04.459360, arrival_time=2021-04-15 08:38:52.397763, cost_time=0:00:04.459360 2021-04-15 08:38:50,112 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.15ms, fps=1178 images/s, loss=0.2185, top1-acc=94.69%, top5-acc=99.83%, remaining_time=0:00:02.211020, arrival_time=2021-04-15 08:38:52.322988, cost_time=0:00:06.633075 2021-04-15 08:38:52,082 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.93ms, fps=1178 images/s, loss=0.2234, top1-acc=94.69%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 08:38:52.082436, cost_time=0:00:08.603590 2021-04-15 08:38:53,473 INFO : Epoch=0189 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:24:40.084903, arrival_time=2021-04-15 09:03:33.557917, cost_time=7:03:50.549643 2021-04-15 08:38:53,474 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 08:38:59,965 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.24ms, fps=394 images/s, loss=0.0012, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:02:00.732042, arrival_time=2021-04-15 08:41:00.697489, cost_time=0:00:06.490969 2021-04-15 08:39:06,290 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.19ms, fps=405 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:52.781680, arrival_time=2021-04-15 08:40:59.072252, cost_time=0:00:12.816099 2021-04-15 08:39:12,621 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.14ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:45.944188, arrival_time=2021-04-15 08:40:58.565189, cost_time=0:00:19.146528 2021-04-15 08:39:18,954 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.371844, arrival_time=2021-04-15 08:40:58.326199, cost_time=0:00:25.479951 2021-04-15 08:39:25,283 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.49ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:32.881842, arrival_time=2021-04-15 08:40:58.165180, cost_time=0:00:31.808858 2021-04-15 08:39:31,611 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.445000, arrival_time=2021-04-15 08:40:58.056925, cost_time=0:00:38.137528 2021-04-15 08:39:37,942 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.042382, arrival_time=2021-04-15 08:40:57.984862, cost_time=0:00:44.468009 2021-04-15 08:39:44,270 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.26ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.654200, arrival_time=2021-04-15 08:40:57.924597, cost_time=0:00:50.796001 2021-04-15 08:39:50,600 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.281274, arrival_time=2021-04-15 08:40:57.881275, cost_time=0:00:57.125620 2021-04-15 08:39:56,929 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:00.916704, arrival_time=2021-04-15 08:40:57.845950, cost_time=0:01:03.454858 2021-04-15 08:40:03,262 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.76ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.561324, arrival_time=2021-04-15 08:40:57.823775, cost_time=0:01:09.787795 2021-04-15 08:40:09,605 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.216528, arrival_time=2021-04-15 08:40:57.822336, cost_time=0:01:16.131329 2021-04-15 08:40:15,935 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.53ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.864658, arrival_time=2021-04-15 08:40:57.799822, cost_time=0:01:22.460682 2021-04-15 08:40:22,266 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.79ms, fps=404 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.516936, arrival_time=2021-04-15 08:40:57.783742, cost_time=0:01:28.792334 2021-04-15 08:40:28,595 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.36ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.170578, arrival_time=2021-04-15 08:40:57.766481, cost_time=0:01:35.121504 2021-04-15 08:40:34,924 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.826232, arrival_time=2021-04-15 08:40:57.750560, cost_time=0:01:41.449850 2021-04-15 08:40:41,253 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.32ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.483844, arrival_time=2021-04-15 08:40:57.737181, cost_time=0:01:47.778936 2021-04-15 08:40:47,586 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.143264, arrival_time=2021-04-15 08:40:57.729544, cost_time=0:01:54.111809 2021-04-15 08:40:53,921 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.16ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.803598, arrival_time=2021-04-15 08:40:57.725194, cost_time=0:02:00.447217 2021-04-15 08:40:57,281 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.00ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:40:57.281437, cost_time=0:02:03.807067 2021-04-15 08:40:59,565 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.14ms, fps=1122 images/s, loss=0.2132, top1-acc=94.73%, top5-acc=99.92%, remaining_time=0:00:06.847350, arrival_time=2021-04-15 08:41:06.412819, cost_time=0:00:02.282452 2021-04-15 08:41:01,740 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.15ms, fps=1177 images/s, loss=0.2161, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:04.457240, arrival_time=2021-04-15 08:41:06.197508, cost_time=0:00:04.457250 2021-04-15 08:41:03,913 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.12ms, fps=1178 images/s, loss=0.2172, top1-acc=94.95%, top5-acc=99.87%, remaining_time=0:00:02.209970, arrival_time=2021-04-15 08:41:06.123003, cost_time=0:00:06.629923 2021-04-15 08:41:05,884 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.92ms, fps=1177 images/s, loss=0.2262, top1-acc=94.75%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 08:41:05.884067, cost_time=0:00:08.601069 2021-04-15 08:41:07,271 INFO : Epoch=0190 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:22:25.491990, arrival_time=2021-04-15 09:03:32.763217, cost_time=7:06:04.347862 2021-04-15 08:41:07,272 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 08:41:13,782 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.35ms, fps=393 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.081908, arrival_time=2021-04-15 08:43:14.864381, cost_time=0:00:06.509780 2021-04-15 08:41:20,125 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.108688, arrival_time=2021-04-15 08:43:13.234558, cost_time=0:00:12.853251 2021-04-15 08:41:26,468 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.218254, arrival_time=2021-04-15 08:43:12.687007, cost_time=0:00:19.196061 2021-04-15 08:41:32,809 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.593208, arrival_time=2021-04-15 08:43:12.402637, cost_time=0:00:25.536721 2021-04-15 08:41:39,150 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:33.082300, arrival_time=2021-04-15 08:43:12.232417, cost_time=0:00:31.877485 2021-04-15 08:41:45,486 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.44ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.618672, arrival_time=2021-04-15 08:43:12.105516, cost_time=0:00:38.214132 2021-04-15 08:41:51,827 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.199126, arrival_time=2021-04-15 08:43:12.026772, cost_time=0:00:44.555037 2021-04-15 08:41:58,167 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.796996, arrival_time=2021-04-15 08:43:11.964192, cost_time=0:00:50.894507 2021-04-15 08:42:04,504 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.406248, arrival_time=2021-04-15 08:43:11.910625, cost_time=0:00:57.231763 2021-04-15 08:42:10,835 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.020288, arrival_time=2021-04-15 08:43:11.855672, cost_time=0:01:03.562781 2021-04-15 08:42:17,161 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.640272, arrival_time=2021-04-15 08:43:11.801557, cost_time=0:01:09.888679 2021-04-15 08:42:23,487 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.269044, arrival_time=2021-04-15 08:43:11.756041, cost_time=0:01:16.214309 2021-04-15 08:42:29,815 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.906436, arrival_time=2021-04-15 08:43:11.722071, cost_time=0:01:22.543020 2021-04-15 08:42:36,148 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.550256, arrival_time=2021-04-15 08:43:11.698512, cost_time=0:01:28.875652 2021-04-15 08:42:42,479 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.196798, arrival_time=2021-04-15 08:43:11.676318, cost_time=0:01:35.206922 2021-04-15 08:42:48,809 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.845852, arrival_time=2021-04-15 08:43:11.655522, cost_time=0:01:41.537066 2021-04-15 08:42:55,137 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.496896, arrival_time=2021-04-15 08:43:11.634051, cost_time=0:01:47.864365 2021-04-15 08:43:01,470 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.150928, arrival_time=2021-04-15 08:43:11.621500, cost_time=0:01:54.197969 2021-04-15 08:43:07,798 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.05ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.806070, arrival_time=2021-04-15 08:43:11.604215, cost_time=0:02:00.525545 2021-04-15 08:43:11,152 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:43:11.152510, cost_time=0:02:03.879913 2021-04-15 08:43:13,436 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.13ms, fps=1121 images/s, loss=0.2280, top1-acc=94.69%, top5-acc=99.84%, remaining_time=0:00:06.848700, arrival_time=2021-04-15 08:43:20.285604, cost_time=0:00:02.282903 2021-04-15 08:43:15,612 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.19ms, fps=1177 images/s, loss=0.2167, top1-acc=94.79%, top5-acc=99.86%, remaining_time=0:00:04.457980, arrival_time=2021-04-15 08:43:20.069973, cost_time=0:00:04.457981 2021-04-15 08:43:17,786 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.11ms, fps=1177 images/s, loss=0.2147, top1-acc=94.82%, top5-acc=99.86%, remaining_time=0:00:02.210900, arrival_time=2021-04-15 08:43:19.997677, cost_time=0:00:06.632701 2021-04-15 08:43:19,757 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.94ms, fps=1178 images/s, loss=0.2177, top1-acc=94.74%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 08:43:19.757146, cost_time=0:00:08.603166 2021-04-15 08:43:21,110 INFO : Epoch=0191 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:20:10.909338, arrival_time=2021-04-15 09:03:32.019799, cost_time=7:08:18.187065 2021-04-15 08:43:21,111 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 08:43:27,637 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.65ms, fps=392 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.373556, arrival_time=2021-04-15 08:45:29.011143, cost_time=0:00:06.525459 2021-04-15 08:43:33,980 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.245968, arrival_time=2021-04-15 08:45:27.226878, cost_time=0:00:12.868866 2021-04-15 08:43:40,322 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.299760, arrival_time=2021-04-15 08:45:26.622670, cost_time=0:00:19.210791 2021-04-15 08:43:46,666 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.661380, arrival_time=2021-04-15 08:45:26.327698, cost_time=0:00:25.554186 2021-04-15 08:43:53,005 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:33.128436, arrival_time=2021-04-15 08:45:26.133780, cost_time=0:00:31.893294 2021-04-15 08:43:59,349 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.671032, arrival_time=2021-04-15 08:45:26.020346, cost_time=0:00:38.237199 2021-04-15 08:44:05,690 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.240328, arrival_time=2021-04-15 08:45:25.930315, cost_time=0:00:44.577944 2021-04-15 08:44:12,029 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.830172, arrival_time=2021-04-15 08:45:25.859570, cost_time=0:00:50.917361 2021-04-15 08:44:18,373 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.32ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.440698, arrival_time=2021-04-15 08:45:25.813786, cost_time=0:00:57.260971 2021-04-15 08:44:24,715 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.059744, arrival_time=2021-04-15 08:45:25.775645, cost_time=0:01:03.603857 2021-04-15 08:44:31,056 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.684218, arrival_time=2021-04-15 08:45:25.741167, cost_time=0:01:09.944914 2021-04-15 08:44:37,401 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.316544, arrival_time=2021-04-15 08:45:25.717835, cost_time=0:01:16.289254 2021-04-15 08:44:43,742 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.95ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.950524, arrival_time=2021-04-15 08:45:25.692517, cost_time=0:01:22.629877 2021-04-15 08:44:50,076 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.585872, arrival_time=2021-04-15 08:45:25.662571, cost_time=0:01:28.964670 2021-04-15 08:44:56,405 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.223294, arrival_time=2021-04-15 08:45:25.628650, cost_time=0:01:35.293324 2021-04-15 08:45:02,734 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.865004, arrival_time=2021-04-15 08:45:25.599323, cost_time=0:01:41.622289 2021-04-15 08:45:09,065 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.510598, arrival_time=2021-04-15 08:45:25.576468, cost_time=0:01:47.953835 2021-04-15 08:45:15,391 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.158160, arrival_time=2021-04-15 08:45:25.549581, cost_time=0:01:54.279383 2021-04-15 08:45:21,724 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=0.97ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.808806, arrival_time=2021-04-15 08:45:25.533102, cost_time=0:02:00.612283 2021-04-15 08:45:25,082 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=0.98ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:45:25.082948, cost_time=0:02:03.970931 2021-04-15 08:45:27,367 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=1.15ms, fps=1121 images/s, loss=0.2374, top1-acc=94.61%, top5-acc=99.73%, remaining_time=0:00:06.848370, arrival_time=2021-04-15 08:45:34.215589, cost_time=0:00:02.282791 2021-04-15 08:45:29,541 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.22ms, fps=1177 images/s, loss=0.2392, top1-acc=94.65%, top5-acc=99.75%, remaining_time=0:00:04.457500, arrival_time=2021-04-15 08:45:33.999424, cost_time=0:00:04.457509 2021-04-15 08:45:31,716 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.17ms, fps=1178 images/s, loss=0.2253, top1-acc=94.74%, top5-acc=99.79%, remaining_time=0:00:02.210500, arrival_time=2021-04-15 08:45:33.926522, cost_time=0:00:06.631511 2021-04-15 08:45:33,685 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.95ms, fps=1178 images/s, loss=0.2198, top1-acc=94.81%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 08:45:33.685096, cost_time=0:00:08.600686 2021-04-15 08:45:35,074 INFO : Epoch=0192 complete, best val top1-acc=94.94%, top5-acc=99.89% (epoch=182), remaining_time=0:17:56.339640, arrival_time=2021-04-15 09:03:31.414313, cost_time=7:10:32.151295 2021-04-15 08:45:35,076 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 08:45:41,571 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.28ms, fps=394 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.816858, arrival_time=2021-04-15 08:47:42.388636, cost_time=0:00:06.495530 2021-04-15 08:45:47,909 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.936560, arrival_time=2021-04-15 08:47:40.846470, cost_time=0:00:12.833691 2021-04-15 08:45:54,241 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.048436, arrival_time=2021-04-15 08:47:40.290029, cost_time=0:00:19.165367 2021-04-15 08:46:00,571 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.37ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.431124, arrival_time=2021-04-15 08:47:40.002443, cost_time=0:00:25.495165 2021-04-15 08:46:06,901 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:32.928854, arrival_time=2021-04-15 08:47:39.830045, cost_time=0:00:31.824965 2021-04-15 08:46:13,234 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.493144, arrival_time=2021-04-15 08:47:39.728036, cost_time=0:00:38.158743 2021-04-15 08:46:19,566 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.083206, arrival_time=2021-04-15 08:47:39.649979, cost_time=0:00:44.490639 2021-04-15 08:46:25,891 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.681692, arrival_time=2021-04-15 08:47:39.572790, cost_time=0:00:50.814965 2021-04-15 08:46:32,224 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.308304, arrival_time=2021-04-15 08:47:39.533120, cost_time=0:00:57.148593 2021-04-15 08:46:38,568 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.952608, arrival_time=2021-04-15 08:47:39.521028, cost_time=0:01:03.492272 2021-04-15 08:46:44,911 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.598390, arrival_time=2021-04-15 08:47:39.509680, cost_time=0:01:09.835148 2021-04-15 08:46:51,253 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.245408, arrival_time=2021-04-15 08:47:39.498453, cost_time=0:01:16.176904 2021-04-15 08:46:57,603 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.32ms, fps=403 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.898318, arrival_time=2021-04-15 08:47:39.501438, cost_time=0:01:22.526980 2021-04-15 08:47:03,946 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.64ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.547904, arrival_time=2021-04-15 08:47:39.493898, cost_time=0:01:28.869774 2021-04-15 08:47:10,290 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.199190, arrival_time=2021-04-15 08:47:39.490097, cost_time=0:01:35.214770 2021-04-15 08:47:16,631 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.849956, arrival_time=2021-04-15 08:47:39.481455, cost_time=0:01:41.555345 2021-04-15 08:47:22,967 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.501082, arrival_time=2021-04-15 08:47:39.468869, cost_time=0:01:47.891643 2021-04-15 08:47:29,309 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.154032, arrival_time=2021-04-15 08:47:39.463048, cost_time=0:01:54.232872 2021-04-15 08:47:35,646 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.04ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.807486, arrival_time=2021-04-15 08:47:39.454041, cost_time=0:02:00.570425 2021-04-15 08:47:39,015 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.99ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:47:39.015352, cost_time=0:02:03.939059 2021-04-15 08:47:41,305 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.17ms, fps=1119 images/s, loss=0.2193, top1-acc=95.00%, top5-acc=99.80%, remaining_time=0:00:06.863670, arrival_time=2021-04-15 08:47:48.169204, cost_time=0:00:02.287891 2021-04-15 08:47:43,478 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.24ms, fps=1178 images/s, loss=0.2268, top1-acc=94.82%, top5-acc=99.79%, remaining_time=0:00:04.460740, arrival_time=2021-04-15 08:47:47.939024, cost_time=0:00:04.460739 2021-04-15 08:47:45,652 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.25ms, fps=1178 images/s, loss=0.2076, top1-acc=95.13%, top5-acc=99.82%, remaining_time=0:00:02.211480, arrival_time=2021-04-15 08:47:47.863467, cost_time=0:00:06.634452 2021-04-15 08:47:47,626 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=1.00ms, fps=1175 images/s, loss=0.2063, top1-acc=94.98%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 08:47:47.626403, cost_time=0:00:08.608791 2021-04-15 08:47:50,408 INFO : Epoch=0193 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:15:41.825885, arrival_time=2021-04-15 09:03:32.234396, cost_time=7:12:47.485110 2021-04-15 08:47:50,409 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 08:47:56,917 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.19ms, fps=393 images/s, loss=0.0008, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.048428, arrival_time=2021-04-15 08:49:57.966381, cost_time=0:00:06.507976 2021-04-15 08:48:03,260 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.084400, arrival_time=2021-04-15 08:49:56.344968, cost_time=0:00:12.850492 2021-04-15 08:48:09,599 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.180240, arrival_time=2021-04-15 08:49:55.779419, cost_time=0:00:19.189194 2021-04-15 08:48:15,937 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.39ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.554988, arrival_time=2021-04-15 08:49:55.491993, cost_time=0:00:25.526935 2021-04-15 08:48:22,277 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:33.052808, arrival_time=2021-04-15 08:49:55.330194, cost_time=0:00:31.867389 2021-04-15 08:48:28,615 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.33ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.599768, arrival_time=2021-04-15 08:49:55.215606, cost_time=0:00:38.205772 2021-04-15 08:48:34,954 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.179722, arrival_time=2021-04-15 08:49:55.134007, cost_time=0:00:44.544295 2021-04-15 08:48:41,293 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.780292, arrival_time=2021-04-15 08:49:55.073427, cost_time=0:00:50.882954 2021-04-15 08:48:47,631 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.393846, arrival_time=2021-04-15 08:49:55.025043, cost_time=0:00:57.221223 2021-04-15 08:48:53,968 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.015776, arrival_time=2021-04-15 08:49:54.983868, cost_time=0:01:03.558110 2021-04-15 08:49:00,307 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.646980, arrival_time=2021-04-15 08:49:54.954236, cost_time=0:01:09.897272 2021-04-15 08:49:06,648 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.284168, arrival_time=2021-04-15 08:49:54.932248, cost_time=0:01:16.238106 2021-04-15 08:49:12,978 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.919570, arrival_time=2021-04-15 08:49:54.898470, cost_time=0:01:22.568839 2021-04-15 08:49:19,309 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.559664, arrival_time=2021-04-15 08:49:54.868827, cost_time=0:01:28.899179 2021-04-15 08:49:25,637 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.19ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.203054, arrival_time=2021-04-15 08:49:54.840444, cost_time=0:01:35.227420 2021-04-15 08:49:31,966 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.850244, arrival_time=2021-04-15 08:49:54.816804, cost_time=0:01:41.556587 2021-04-15 08:49:38,296 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.500302, arrival_time=2021-04-15 08:49:54.796809, cost_time=0:01:47.886532 2021-04-15 08:49:44,628 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.152752, arrival_time=2021-04-15 08:49:54.781472, cost_time=0:01:54.218473 2021-04-15 08:49:50,962 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.00ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.806934, arrival_time=2021-04-15 08:49:54.769810, cost_time=0:02:00.552924 2021-04-15 08:49:54,319 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.96ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:49:54.319572, cost_time=0:02:03.909606 2021-04-15 08:49:56,603 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.12ms, fps=1122 images/s, loss=0.2704, top1-acc=94.02%, top5-acc=99.84%, remaining_time=0:00:06.847620, arrival_time=2021-04-15 08:50:03.451243, cost_time=0:00:02.282542 2021-04-15 08:49:58,778 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.20ms, fps=1177 images/s, loss=0.2458, top1-acc=94.36%, top5-acc=99.90%, remaining_time=0:00:04.457280, arrival_time=2021-04-15 08:50:03.235644, cost_time=0:00:04.457282 2021-04-15 08:50:00,952 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.21ms, fps=1178 images/s, loss=0.2231, top1-acc=94.69%, top5-acc=99.91%, remaining_time=0:00:02.210510, arrival_time=2021-04-15 08:50:03.163133, cost_time=0:00:06.631539 2021-04-15 08:50:02,922 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.93ms, fps=1178 images/s, loss=0.2241, top1-acc=94.83%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 08:50:02.922858, cost_time=0:00:08.601788 2021-04-15 08:50:04,260 INFO : Epoch=0194 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:13:27.257832, arrival_time=2021-04-15 09:03:31.517837, cost_time=7:15:01.336642 2021-04-15 08:50:04,261 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 08:50:10,741 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.18ms, fps=395 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.535068, arrival_time=2021-04-15 08:52:11.276852, cost_time=0:00:06.480380 2021-04-15 08:50:17,076 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:52.767776, arrival_time=2021-04-15 08:52:09.843731, cost_time=0:00:12.814528 2021-04-15 08:50:23,410 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:45.959626, arrival_time=2021-04-15 08:52:09.370361, cost_time=0:00:19.149318 2021-04-15 08:50:29,730 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.330504, arrival_time=2021-04-15 08:52:09.061331, cost_time=0:00:25.469343 2021-04-15 08:50:36,056 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:32.842714, arrival_time=2021-04-15 08:52:08.899503, cost_time=0:00:31.795469 2021-04-15 08:50:42,384 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.413584, arrival_time=2021-04-15 08:52:08.798515, cost_time=0:00:38.123617 2021-04-15 08:50:48,708 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.004960, arrival_time=2021-04-15 08:52:08.713457, cost_time=0:00:44.447170 2021-04-15 08:50:55,037 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.625548, arrival_time=2021-04-15 08:52:08.663173, cost_time=0:00:50.776215 2021-04-15 08:51:01,369 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.260180, arrival_time=2021-04-15 08:52:08.629195, cost_time=0:00:57.107691 2021-04-15 08:51:07,697 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.898272, arrival_time=2021-04-15 08:52:08.595330, cost_time=0:01:03.435746 2021-04-15 08:51:14,027 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.544812, arrival_time=2021-04-15 08:52:08.572757, cost_time=0:01:09.766639 2021-04-15 08:51:20,360 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.196008, arrival_time=2021-04-15 08:52:08.556244, cost_time=0:01:16.098925 2021-04-15 08:51:26,682 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.844396, arrival_time=2021-04-15 08:52:08.526547, cost_time=0:01:22.420837 2021-04-15 08:51:33,013 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.500920, arrival_time=2021-04-15 08:52:08.514665, cost_time=0:01:28.752341 2021-04-15 08:51:39,343 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.75ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.158572, arrival_time=2021-04-15 08:52:08.502206, cost_time=0:01:35.082321 2021-04-15 08:51:45,675 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.818240, arrival_time=2021-04-15 08:52:08.493932, cost_time=0:01:41.414363 2021-04-15 08:51:52,006 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.478592, arrival_time=2021-04-15 08:52:08.484626, cost_time=0:01:47.744725 2021-04-15 08:51:58,327 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.139232, arrival_time=2021-04-15 08:52:08.466883, cost_time=0:01:54.066337 2021-04-15 08:52:04,650 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.00ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.801774, arrival_time=2021-04-15 08:52:08.452618, cost_time=0:02:00.389544 2021-04-15 08:52:08,005 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=0.97ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:52:08.005640, cost_time=0:02:03.744343 2021-04-15 08:52:10,289 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=1.12ms, fps=1122 images/s, loss=0.2410, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:06.847260, arrival_time=2021-04-15 08:52:17.136816, cost_time=0:00:02.282418 2021-04-15 08:52:12,464 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.11ms, fps=1177 images/s, loss=0.2247, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:04.457080, arrival_time=2021-04-15 08:52:16.921298, cost_time=0:00:04.457086 2021-04-15 08:52:14,636 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.11ms, fps=1179 images/s, loss=0.2125, top1-acc=94.75%, top5-acc=99.86%, remaining_time=0:00:02.209680, arrival_time=2021-04-15 08:52:16.845867, cost_time=0:00:06.629055 2021-04-15 08:52:16,610 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.91ms, fps=1175 images/s, loss=0.2179, top1-acc=94.60%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 08:52:16.610279, cost_time=0:00:08.603158 2021-04-15 08:52:17,948 INFO : Epoch=0195 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:11:12.692945, arrival_time=2021-04-15 09:03:30.641208, cost_time=7:17:15.024899 2021-04-15 08:52:17,949 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 08:52:24,409 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.99ms, fps=396 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.156558, arrival_time=2021-04-15 08:54:24.566204, cost_time=0:00:06.460026 2021-04-15 08:52:30,749 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.42ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.634192, arrival_time=2021-04-15 08:54:23.383182, cost_time=0:00:12.799345 2021-04-15 08:52:37,093 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.85ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.926758, arrival_time=2021-04-15 08:54:23.019775, cost_time=0:00:19.143390 2021-04-15 08:52:43,431 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:39.381048, arrival_time=2021-04-15 08:54:22.812922, cost_time=0:00:25.482313 2021-04-15 08:52:49,766 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:32.905348, arrival_time=2021-04-15 08:54:22.671810, cost_time=0:00:31.816920 2021-04-15 08:52:56,103 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.481856, arrival_time=2021-04-15 08:54:22.585251, cost_time=0:00:38.153756 2021-04-15 08:53:02,442 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:20.088120, arrival_time=2021-04-15 08:54:22.531068, cost_time=0:00:44.493399 2021-04-15 08:53:08,783 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.709764, arrival_time=2021-04-15 08:54:22.493661, cost_time=0:00:50.834357 2021-04-15 08:53:15,118 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.332578, arrival_time=2021-04-15 08:54:22.451253, cost_time=0:00:57.169130 2021-04-15 08:53:21,457 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.30ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:00.967296, arrival_time=2021-04-15 08:54:22.424409, cost_time=0:01:03.507571 2021-04-15 08:53:27,795 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.606560, arrival_time=2021-04-15 08:54:22.401778, cost_time=0:01:09.845592 2021-04-15 08:53:34,130 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.248220, arrival_time=2021-04-15 08:54:22.379175, cost_time=0:01:16.181414 2021-04-15 08:53:40,464 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.892378, arrival_time=2021-04-15 08:54:22.357226, cost_time=0:01:22.515295 2021-04-15 08:53:46,802 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.31ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.541296, arrival_time=2021-04-15 08:54:22.344021, cost_time=0:01:28.853179 2021-04-15 08:53:53,138 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.191324, arrival_time=2021-04-15 08:54:22.329961, cost_time=0:01:35.189098 2021-04-15 08:53:59,472 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.842756, arrival_time=2021-04-15 08:54:22.315606, cost_time=0:01:41.523309 2021-04-15 08:54:05,808 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.496090, arrival_time=2021-04-15 08:54:22.304740, cost_time=0:01:47.859016 2021-04-15 08:54:12,146 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.150816, arrival_time=2021-04-15 08:54:22.297129, cost_time=0:01:54.196762 2021-04-15 08:54:18,479 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.01ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.806202, arrival_time=2021-04-15 08:54:22.285429, cost_time=0:02:00.529694 2021-04-15 08:54:21,841 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:54:21.841335, cost_time=0:02:03.891808 2021-04-15 08:54:24,126 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=1.15ms, fps=1121 images/s, loss=0.2330, top1-acc=94.34%, top5-acc=99.73%, remaining_time=0:00:06.850440, arrival_time=2021-04-15 08:54:30.976772, cost_time=0:00:02.283485 2021-04-15 08:54:26,296 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.20ms, fps=1180 images/s, loss=0.2216, top1-acc=94.65%, top5-acc=99.80%, remaining_time=0:00:04.454040, arrival_time=2021-04-15 08:54:30.750925, cost_time=0:00:04.454036 2021-04-15 08:54:28,475 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=7.12ms, fps=1175 images/s, loss=0.2227, top1-acc=94.47%, top5-acc=99.82%, remaining_time=0:00:02.210980, arrival_time=2021-04-15 08:54:30.686885, cost_time=0:00:06.632950 2021-04-15 08:54:30,447 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=1.16ms, fps=1177 images/s, loss=0.2232, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 08:54:30.447244, cost_time=0:00:08.604412 2021-04-15 08:54:31,904 INFO : Epoch=0196 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:08:58.142472, arrival_time=2021-04-15 09:03:30.047052, cost_time=7:19:28.981215 2021-04-15 08:54:31,905 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 08:54:38,399 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.32ms, fps=394 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.783564, arrival_time=2021-04-15 08:56:39.183317, cost_time=0:00:06.493743 2021-04-15 08:54:44,727 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.33ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.833248, arrival_time=2021-04-15 08:56:37.561132, cost_time=0:00:12.821956 2021-04-15 08:54:51,062 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.21ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:45.998304, arrival_time=2021-04-15 08:56:37.060627, cost_time=0:00:19.156317 2021-04-15 08:54:57,388 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.383232, arrival_time=2021-04-15 08:56:36.772131, cost_time=0:00:25.482883 2021-04-15 08:55:03,710 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.30ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:32.870454, arrival_time=2021-04-15 08:56:36.581312, cost_time=0:00:31.804932 2021-04-15 08:55:10,034 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.425008, arrival_time=2021-04-15 08:56:36.459695, cost_time=0:00:38.128655 2021-04-15 08:55:16,356 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.40ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.011638, arrival_time=2021-04-15 08:56:36.368473, cost_time=0:00:44.450920 2021-04-15 08:55:22,680 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.622648, arrival_time=2021-04-15 08:56:36.302894, cost_time=0:00:50.774239 2021-04-15 08:55:29,006 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.252018, arrival_time=2021-04-15 08:56:36.258708, cost_time=0:00:57.100762 2021-04-15 08:55:35,336 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=2.22ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.893760, arrival_time=2021-04-15 08:56:36.230628, cost_time=0:01:03.430959 2021-04-15 08:55:41,663 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.537502, arrival_time=2021-04-15 08:56:36.200665, cost_time=0:01:09.757254 2021-04-15 08:55:47,990 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.186584, arrival_time=2021-04-15 08:56:36.176665, cost_time=0:01:16.084079 2021-04-15 08:55:54,312 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.837334, arrival_time=2021-04-15 08:56:36.150137, cost_time=0:01:22.406896 2021-04-15 08:56:00,643 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=3.30ms, fps=404 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.495152, arrival_time=2021-04-15 08:56:36.139030, cost_time=0:01:28.737950 2021-04-15 08:56:06,973 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.153972, arrival_time=2021-04-15 08:56:36.127165, cost_time=0:01:35.067279 2021-04-15 08:56:13,301 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.51ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:22.813920, arrival_time=2021-04-15 08:56:36.115112, cost_time=0:01:41.395278 2021-04-15 08:56:19,625 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.25ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.474718, arrival_time=2021-04-15 08:56:36.099898, cost_time=0:01:47.719271 2021-04-15 08:56:25,955 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.51ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.137696, arrival_time=2021-04-15 08:56:36.092822, cost_time=0:01:54.049132 2021-04-15 08:56:32,279 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:03.801276, arrival_time=2021-04-15 08:56:36.080942, cost_time=0:02:00.373774 2021-04-15 08:56:35,635 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:56:35.635531, cost_time=0:02:03.729639 2021-04-15 08:56:37,924 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.27ms, fps=1119 images/s, loss=0.2064, top1-acc=94.73%, top5-acc=99.80%, remaining_time=0:00:06.861540, arrival_time=2021-04-15 08:56:44.785752, cost_time=0:00:02.287175 2021-04-15 08:56:40,099 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.26ms, fps=1177 images/s, loss=0.2236, top1-acc=94.59%, top5-acc=99.86%, remaining_time=0:00:04.462900, arrival_time=2021-04-15 08:56:44.562835, cost_time=0:00:04.462901 2021-04-15 08:56:42,275 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.18ms, fps=1177 images/s, loss=0.2269, top1-acc=94.65%, top5-acc=99.87%, remaining_time=0:00:02.212910, arrival_time=2021-04-15 08:56:44.488751, cost_time=0:00:06.638729 2021-04-15 08:56:44,243 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=1.07ms, fps=1179 images/s, loss=0.2162, top1-acc=94.79%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 08:56:44.243663, cost_time=0:00:08.606645 2021-04-15 08:56:45,775 INFO : Epoch=0197 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:06:43.596738, arrival_time=2021-04-15 09:03:29.372588, cost_time=7:21:42.852457 2021-04-15 08:56:45,777 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 08:56:52,280 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.18ms, fps=394 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.958590, arrival_time=2021-04-15 08:58:53.239198, cost_time=0:00:06.503154 2021-04-15 08:56:58,610 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.27ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:52.933920, arrival_time=2021-04-15 08:58:51.544684, cost_time=0:00:12.833391 2021-04-15 08:57:04,956 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.18ms, fps=403 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.120812, arrival_time=2021-04-15 08:58:51.076734, cost_time=0:00:19.178470 2021-04-15 08:57:11,300 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.541104, arrival_time=2021-04-15 08:58:50.841918, cost_time=0:00:25.523348 2021-04-15 08:57:17,637 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:33.031930, arrival_time=2021-04-15 08:58:50.669584, cost_time=0:00:31.860266 2021-04-15 08:57:23,982 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.596776, arrival_time=2021-04-15 08:58:50.578753, cost_time=0:00:38.204485 2021-04-15 08:57:30,314 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.26ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.166240, arrival_time=2021-04-15 08:58:50.480475, cost_time=0:00:44.536833 2021-04-15 08:57:36,642 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.16ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.754540, arrival_time=2021-04-15 08:58:50.397178, cost_time=0:00:50.865186 2021-04-15 08:57:42,967 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.357276, arrival_time=2021-04-15 08:58:50.324766, cost_time=0:00:57.190114 2021-04-15 08:57:49,296 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.24ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:00.978624, arrival_time=2021-04-15 08:58:50.275421, cost_time=0:01:03.519437 2021-04-15 08:57:55,620 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.604582, arrival_time=2021-04-15 08:58:50.225023, cost_time=0:01:09.843083 2021-04-15 08:58:01,954 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.29ms, fps=404 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.245484, arrival_time=2021-04-15 08:58:50.200025, cost_time=0:01:16.177092 2021-04-15 08:58:08,280 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.24ms, fps=405 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.886108, arrival_time=2021-04-15 08:58:50.166346, cost_time=0:01:22.502880 2021-04-15 08:58:14,608 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.14ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.532336, arrival_time=2021-04-15 08:58:50.140510, cost_time=0:01:28.830807 2021-04-15 08:58:20,936 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.23ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.181986, arrival_time=2021-04-15 08:58:50.118012, cost_time=0:01:35.158658 2021-04-15 08:58:27,264 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.834512, arrival_time=2021-04-15 08:58:50.098527, cost_time=0:01:41.486650 2021-04-15 08:58:33,595 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.489850, arrival_time=2021-04-15 08:58:50.085380, cost_time=0:01:47.818169 2021-04-15 08:58:39,925 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.146496, arrival_time=2021-04-15 08:58:50.072009, cost_time=0:01:54.148059 2021-04-15 08:58:46,254 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.11ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.804534, arrival_time=2021-04-15 08:58:50.058886, cost_time=0:02:00.476990 2021-04-15 08:58:49,616 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=0.97ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 08:58:49.616086, cost_time=0:02:03.838743 2021-04-15 08:58:51,897 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.18ms, fps=1123 images/s, loss=0.2305, top1-acc=94.49%, top5-acc=99.84%, remaining_time=0:00:06.840750, arrival_time=2021-04-15 08:58:58.738644, cost_time=0:00:02.280247 2021-04-15 08:58:54,070 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.16ms, fps=1179 images/s, loss=0.2199, top1-acc=94.88%, top5-acc=99.80%, remaining_time=0:00:04.452360, arrival_time=2021-04-15 08:58:58.522368, cost_time=0:00:04.452355 2021-04-15 08:58:56,246 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.18ms, fps=1176 images/s, loss=0.2205, top1-acc=94.71%, top5-acc=99.83%, remaining_time=0:00:02.209610, arrival_time=2021-04-15 08:58:58.456177, cost_time=0:00:06.628816 2021-04-15 08:58:58,218 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.92ms, fps=1177 images/s, loss=0.2126, top1-acc=94.71%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 08:58:58.218199, cost_time=0:00:08.600571 2021-04-15 08:58:59,653 INFO : Epoch=0198 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:04:29.057876, arrival_time=2021-04-15 09:03:28.710994, cost_time=7:23:56.729752 2021-04-15 08:58:59,654 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 08:59:06,177 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.33ms, fps=392 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:01.321476, arrival_time=2021-04-15 09:01:07.498731, cost_time=0:00:06.522663 2021-04-15 08:59:12,510 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:53.131392, arrival_time=2021-04-15 09:01:05.641756, cost_time=0:00:12.855844 2021-04-15 08:59:18,855 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.42ms, fps=403 images/s, loss=0.0009, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:46.243984, arrival_time=2021-04-15 09:01:05.099502, cost_time=0:00:19.200725 2021-04-15 08:59:25,200 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:39.627684, arrival_time=2021-04-15 09:01:04.827841, cost_time=0:00:25.545557 2021-04-15 08:59:31,536 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.36ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:33.096316, arrival_time=2021-04-15 09:01:04.633121, cost_time=0:00:31.882294 2021-04-15 08:59:37,879 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.54ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:26.641792, arrival_time=2021-04-15 09:01:04.520733, cost_time=0:00:38.224335 2021-04-15 08:59:44,221 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.40ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:20.219790, arrival_time=2021-04-15 09:01:04.440845, cost_time=0:00:44.566551 2021-04-15 08:59:50,561 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.35ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:13.814164, arrival_time=2021-04-15 09:01:04.375109, cost_time=0:00:50.906356 2021-04-15 08:59:56,901 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:07.424480, arrival_time=2021-04-15 09:01:04.326220, cost_time=0:00:57.247234 2021-04-15 09:00:03,242 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.23ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:01:01.044672, arrival_time=2021-04-15 09:01:04.287340, cost_time=0:01:03.588167 2021-04-15 09:00:09,577 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.28ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.666932, arrival_time=2021-04-15 09:01:04.244286, cost_time=0:01:09.922861 2021-04-15 09:00:15,916 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.34ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:48.299140, arrival_time=2021-04-15 09:01:04.215523, cost_time=0:01:16.261804 2021-04-15 09:00:22,256 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.46ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.936334, arrival_time=2021-04-15 09:01:04.192741, cost_time=0:01:22.601873 2021-04-15 09:00:28,595 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.576464, arrival_time=2021-04-15 09:01:04.172148, cost_time=0:01:28.941192 2021-04-15 09:00:34,934 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.219154, arrival_time=2021-04-15 09:01:04.153442, cost_time=0:01:35.279792 2021-04-15 09:00:41,274 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.19ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.864392, arrival_time=2021-04-15 09:01:04.138392, cost_time=0:01:41.619502 2021-04-15 09:00:47,613 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.25ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.511352, arrival_time=2021-04-15 09:01:04.124643, cost_time=0:01:47.958795 2021-04-15 09:00:53,958 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.21ms, fps=403 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.160368, arrival_time=2021-04-15 09:01:04.119099, cost_time=0:01:54.304153 2021-04-15 09:01:00,300 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.02ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.809862, arrival_time=2021-04-15 09:01:04.109922, cost_time=0:02:00.645562 2021-04-15 09:01:03,667 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.01ms, fps=404 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 09:01:03.667179, cost_time=0:02:04.012702 2021-04-15 09:01:05,952 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.14ms, fps=1121 images/s, loss=0.2288, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:06.850380, arrival_time=2021-04-15 09:01:12.802540, cost_time=0:00:02.283455 2021-04-15 09:01:08,124 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.08ms, fps=1179 images/s, loss=0.2164, top1-acc=94.51%, top5-acc=99.88%, remaining_time=0:00:04.455380, arrival_time=2021-04-15 09:01:12.579458, cost_time=0:00:04.455374 2021-04-15 09:01:10,297 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.14ms, fps=1178 images/s, loss=0.2213, top1-acc=94.52%, top5-acc=99.88%, remaining_time=0:00:02.209650, arrival_time=2021-04-15 09:01:12.507368, cost_time=0:00:06.628945 2021-04-15 09:01:12,269 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.92ms, fps=1177 images/s, loss=0.2294, top1-acc=94.53%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 09:01:12.269653, cost_time=0:00:08.600975 2021-04-15 09:01:13,680 INFO : Epoch=0199 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:02:14.526419, arrival_time=2021-04-15 09:03:28.207268, cost_time=7:26:10.757463 2021-04-15 09:01:13,682 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 09:01:20,181 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.21ms, fps=394 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:02:00.881772, arrival_time=2021-04-15 09:03:21.063184, cost_time=0:00:06.499020 2021-04-15 09:01:26,515 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0011, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:52.932160, arrival_time=2021-04-15 09:03:19.447674, cost_time=0:00:12.833201 2021-04-15 09:01:32,853 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.18ms, fps=404 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:46.076988, arrival_time=2021-04-15 09:03:18.929925, cost_time=0:00:19.170547 2021-04-15 09:01:39,183 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:39.454212, arrival_time=2021-04-15 09:03:18.637697, cost_time=0:00:25.501077 2021-04-15 09:01:45,512 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.29ms, fps=405 images/s, loss=0.0011, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:01:32.943016, arrival_time=2021-04-15 09:03:18.455166, cost_time=0:00:31.829818 2021-04-15 09:01:51,837 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.21ms, fps=405 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:26.484848, arrival_time=2021-04-15 09:03:18.322357, cost_time=0:00:38.155085 2021-04-15 09:01:58,162 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.17ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:20.064936, arrival_time=2021-04-15 09:03:18.227752, cost_time=0:00:44.480507 2021-04-15 09:02:04,501 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.22ms, fps=404 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:13.687260, arrival_time=2021-04-15 09:03:18.188462, cost_time=0:00:50.818802 2021-04-15 09:02:10,828 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:07.305442, arrival_time=2021-04-15 09:03:18.133879, cost_time=0:00:57.146114 2021-04-15 09:02:17,158 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.17ms, fps=404 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:01:00.937056, arrival_time=2021-04-15 09:03:18.095482, cost_time=0:01:03.476120 2021-04-15 09:02:23,486 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:54.574224, arrival_time=2021-04-15 09:03:18.060796, cost_time=0:01:09.804266 2021-04-15 09:02:29,810 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.18ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:48.214400, arrival_time=2021-04-15 09:03:18.024817, cost_time=0:01:16.128032 2021-04-15 09:02:36,140 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.20ms, fps=404 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.863536, arrival_time=2021-04-15 09:03:18.004298, cost_time=0:01:22.458447 2021-04-15 09:02:42,470 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.15ms, fps=404 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.515424, arrival_time=2021-04-15 09:03:17.986216, cost_time=0:01:28.788492 2021-04-15 09:02:48,798 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.20ms, fps=405 images/s, loss=0.0010, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.168968, arrival_time=2021-04-15 09:03:17.967412, cost_time=0:01:35.116135 2021-04-15 09:02:55,123 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.27ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:22.824252, arrival_time=2021-04-15 09:03:17.947649, cost_time=0:01:41.441085 2021-04-15 09:03:01,451 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.31ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.482284, arrival_time=2021-04-15 09:03:17.933497, cost_time=0:01:47.768822 2021-04-15 09:03:07,776 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.22ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.141728, arrival_time=2021-04-15 09:03:17.918548, cost_time=0:01:54.094476 2021-04-15 09:03:14,105 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.01ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:03.802830, arrival_time=2021-04-15 09:03:17.908052, cost_time=0:02:00.422934 2021-04-15 09:03:17,462 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=0.99ms, fps=405 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 09:03:17.462540, cost_time=0:02:03.780253 2021-04-15 09:03:19,749 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.13ms, fps=1120 images/s, loss=0.2116, top1-acc=94.69%, top5-acc=99.96%, remaining_time=0:00:06.854820, arrival_time=2021-04-15 09:03:26.603781, cost_time=0:00:02.284940 2021-04-15 09:03:21,924 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.06ms, fps=1177 images/s, loss=0.2310, top1-acc=94.36%, top5-acc=99.90%, remaining_time=0:00:04.460420, arrival_time=2021-04-15 09:03:26.384873, cost_time=0:00:04.460424 2021-04-15 09:03:24,101 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.11ms, fps=1176 images/s, loss=0.2248, top1-acc=94.57%, top5-acc=99.88%, remaining_time=0:00:02.212410, arrival_time=2021-04-15 09:03:26.313728, cost_time=0:00:06.637216 2021-04-15 09:03:26,071 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.92ms, fps=1178 images/s, loss=0.2207, top1-acc=94.63%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 09:03:26.071867, cost_time=0:00:08.607863 2021-04-15 09:03:27,417 INFO : Epoch=0200 complete, best val top1-acc=94.98%, top5-acc=99.82% (epoch=193), remaining_time=0:00:00, arrival_time=2021-04-15 09:03:27.417774, cost_time=7:28:24.494385