2021-04-15 03:49:35,994 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 03:49:35,998 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_a0'), ('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://127.0.0.1:58871', 'modifications': ['model.name=cifar10_repvgg_a0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/repvgg_a0'), 'world_size': 1} 2021-04-15 03:49:36,169 INFO : Model details: n_params=7.84M, flops=489.08M. 2021-04-15 03:49:41,808 INFO : Train start, epoch=0001, lr=0.100000 2021-04-15 03:49:45,461 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.64ms, fps=701 images/s, loss=3.0730, top1-acc=11.48%, top5-acc=52.42%, remaining_time=0:01:07.950264, arrival_time=2021-04-15 03:50:53.412043, cost_time=0:00:03.653240 2021-04-15 03:49:48,247 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.56ms, fps=919 images/s, loss=2.6681, top1-acc=12.85%, top5-acc=59.55%, remaining_time=0:00:56.659328, arrival_time=2021-04-15 03:50:44.906329, cost_time=0:00:06.438557 2021-04-15 03:49:51,035 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.59ms, fps=918 images/s, loss=2.4768, top1-acc=14.66%, top5-acc=64.31%, remaining_time=0:00:51.053632, arrival_time=2021-04-15 03:50:42.088583, cost_time=0:00:09.226559 2021-04-15 03:49:53,817 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.76ms, fps=920 images/s, loss=2.3585, top1-acc=16.48%, top5-acc=67.87%, remaining_time=0:00:46.836660, arrival_time=2021-04-15 03:50:40.654497, cost_time=0:00:12.009405 2021-04-15 03:49:56,611 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=2.2806, top1-acc=18.16%, top5-acc=70.42%, remaining_time=0:00:43.225198, arrival_time=2021-04-15 03:50:39.836742, cost_time=0:00:14.803171 2021-04-15 03:49:59,409 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=2.2215, top1-acc=19.48%, top5-acc=72.42%, remaining_time=0:00:39.896280, arrival_time=2021-04-15 03:50:39.305890, cost_time=0:00:17.601274 2021-04-15 03:50:02,202 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=2.1719, top1-acc=20.78%, top5-acc=74.05%, remaining_time=0:00:36.709470, arrival_time=2021-04-15 03:50:38.912005, cost_time=0:00:20.394129 2021-04-15 03:50:05,000 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=2.1297, top1-acc=21.85%, top5-acc=75.39%, remaining_time=0:00:33.628632, arrival_time=2021-04-15 03:50:38.629190, cost_time=0:00:23.192191 2021-04-15 03:50:07,788 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=2.0921, top1-acc=22.78%, top5-acc=76.59%, remaining_time=0:00:30.599126, arrival_time=2021-04-15 03:50:38.387943, cost_time=0:00:25.980433 2021-04-15 03:50:10,589 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.85ms, fps=914 images/s, loss=2.0542, top1-acc=24.03%, top5-acc=77.63%, remaining_time=0:00:27.629856, arrival_time=2021-04-15 03:50:38.219331, cost_time=0:00:28.781141 2021-04-15 03:50:13,375 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.76ms, fps=919 images/s, loss=2.0225, top1-acc=25.06%, top5-acc=78.56%, remaining_time=0:00:24.679420, arrival_time=2021-04-15 03:50:38.054470, cost_time=0:00:31.566673 2021-04-15 03:50:16,168 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=1.9938, top1-acc=26.01%, top5-acc=79.42%, remaining_time=0:00:21.761384, arrival_time=2021-04-15 03:50:37.929859, cost_time=0:00:34.360106 2021-04-15 03:50:18,959 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.65ms, fps=917 images/s, loss=1.9647, top1-acc=27.00%, top5-acc=80.20%, remaining_time=0:00:18.861282, arrival_time=2021-04-15 03:50:37.820639, cost_time=0:00:37.151009 2021-04-15 03:50:21,748 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=1.9398, top1-acc=27.90%, top5-acc=80.91%, remaining_time=0:00:15.975848, arrival_time=2021-04-15 03:50:37.723823, cost_time=0:00:39.939643 2021-04-15 03:50:24,532 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.41ms, fps=919 images/s, loss=1.9165, top1-acc=28.80%, top5-acc=81.53%, remaining_time=0:00:13.102180, arrival_time=2021-04-15 03:50:37.634987, cost_time=0:00:42.724476 2021-04-15 03:50:27,327 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=1.8964, top1-acc=29.54%, top5-acc=82.05%, remaining_time=0:00:10.241820, arrival_time=2021-04-15 03:50:37.569417, cost_time=0:00:45.519265 2021-04-15 03:50:30,119 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=1.8762, top1-acc=30.35%, top5-acc=82.63%, remaining_time=0:00:07.388706, arrival_time=2021-04-15 03:50:37.507815, cost_time=0:00:48.310766 2021-04-15 03:50:32,920 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.50ms, fps=914 images/s, loss=1.8579, top1-acc=31.11%, top5-acc=83.06%, remaining_time=0:00:04.543248, arrival_time=2021-04-15 03:50:37.463220, cost_time=0:00:51.111628 2021-04-15 03:50:35,720 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.29ms, fps=914 images/s, loss=1.8372, top1-acc=31.95%, top5-acc=83.53%, remaining_time=0:00:01.702506, arrival_time=2021-04-15 03:50:37.423457, cost_time=0:00:53.912614 2021-04-15 03:50:37,231 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.60ms, fps=900 images/s, loss=1.8257, top1-acc=32.34%, top5-acc=83.82%, remaining_time=0:00:00, arrival_time=2021-04-15 03:50:37.231843, cost_time=0:00:55.423446 2021-04-15 03:50:38,329 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.20ms, fps=2341 images/s, loss=1.5626, top1-acc=42.85%, top5-acc=91.80%, remaining_time=0:00:03.280500, arrival_time=2021-04-15 03:50:41.609436, cost_time=0:00:01.093497 2021-04-15 03:50:39,101 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.45ms, fps=3315 images/s, loss=1.5621, top1-acc=42.79%, top5-acc=91.43%, remaining_time=0:00:01.866360, arrival_time=2021-04-15 03:50:40.968063, cost_time=0:00:01.866356 2021-04-15 03:50:39,871 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.42ms, fps=3328 images/s, loss=1.5756, top1-acc=42.55%, top5-acc=91.25%, remaining_time=0:00:00.878660, arrival_time=2021-04-15 03:50:40.749936, cost_time=0:00:02.635971 2021-04-15 03:50:40,581 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=3269 images/s, loss=1.5701, top1-acc=42.28%, top5-acc=91.20%, remaining_time=0:00:00, arrival_time=2021-04-15 03:50:40.581241, cost_time=0:00:03.345950 2021-04-15 03:50:40,888 INFO : Epoch=0001 complete, best val top1-acc=42.28%, top5-acc=91.20% (epoch=1), remaining_time=3:15:57.209943, arrival_time=2021-04-15 07:06:38.098688, cost_time=0:00:59.081457 2021-04-15 03:50:40,890 INFO : Train start, epoch=0002, lr=0.099994 2021-04-15 03:50:43,856 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.41ms, fps=863 images/s, loss=1.5222, top1-acc=42.54%, top5-acc=91.25%, remaining_time=0:00:55.165926, arrival_time=2021-04-15 03:51:39.022450, cost_time=0:00:02.965914 2021-04-15 03:50:46,641 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=1.4946, top1-acc=44.16%, top5-acc=91.48%, remaining_time=0:00:50.607216, arrival_time=2021-04-15 03:51:37.248698, cost_time=0:00:05.750826 2021-04-15 03:50:49,429 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.54ms, fps=918 images/s, loss=1.4843, top1-acc=44.95%, top5-acc=91.72%, remaining_time=0:00:47.250074, arrival_time=2021-04-15 03:51:36.679886, cost_time=0:00:08.539178 2021-04-15 03:50:52,220 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=1.4718, top1-acc=45.59%, top5-acc=91.98%, remaining_time=0:00:44.186844, arrival_time=2021-04-15 03:51:36.407394, cost_time=0:00:11.329975 2021-04-15 03:50:55,013 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=1.4674, top1-acc=45.87%, top5-acc=92.14%, remaining_time=0:00:41.240036, arrival_time=2021-04-15 03:51:36.253930, cost_time=0:00:14.123277 2021-04-15 03:50:57,807 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.66ms, fps=916 images/s, loss=1.4564, top1-acc=46.43%, top5-acc=92.27%, remaining_time=0:00:38.345336, arrival_time=2021-04-15 03:51:36.152997, cost_time=0:00:16.917071 2021-04-15 03:51:00,614 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.61ms, fps=912 images/s, loss=1.4454, top1-acc=46.80%, top5-acc=92.36%, remaining_time=0:00:35.502264, arrival_time=2021-04-15 03:51:36.116299, cost_time=0:00:19.723447 2021-04-15 03:51:03,423 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=1.4368, top1-acc=47.02%, top5-acc=92.55%, remaining_time=0:00:32.672096, arrival_time=2021-04-15 03:51:36.095169, cost_time=0:00:22.532499 2021-04-15 03:51:06,215 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=1.4245, top1-acc=47.43%, top5-acc=92.78%, remaining_time=0:00:29.827446, arrival_time=2021-04-15 03:51:36.043199, cost_time=0:00:25.325185 2021-04-15 03:51:09,014 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=2.14ms, fps=915 images/s, loss=1.4133, top1-acc=47.89%, top5-acc=92.91%, remaining_time=0:00:26.998848, arrival_time=2021-04-15 03:51:36.013386, cost_time=0:00:28.123848 2021-04-15 03:51:11,810 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=1.4031, top1-acc=48.33%, top5-acc=92.99%, remaining_time=0:00:24.173568, arrival_time=2021-04-15 03:51:35.983947, cost_time=0:00:30.919732 2021-04-15 03:51:14,607 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.09ms, fps=916 images/s, loss=1.3922, top1-acc=48.74%, top5-acc=93.08%, remaining_time=0:00:21.353796, arrival_time=2021-04-15 03:51:35.960916, cost_time=0:00:33.716510 2021-04-15 03:51:17,405 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.79ms, fps=915 images/s, loss=1.3819, top1-acc=49.13%, top5-acc=93.18%, remaining_time=0:00:18.538410, arrival_time=2021-04-15 03:51:35.944160, cost_time=0:00:36.515107 2021-04-15 03:51:20,198 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.63ms, fps=917 images/s, loss=1.3729, top1-acc=49.45%, top5-acc=93.26%, remaining_time=0:00:15.723288, arrival_time=2021-04-15 03:51:35.922183, cost_time=0:00:39.308258 2021-04-15 03:51:22,991 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=1.3613, top1-acc=49.93%, top5-acc=93.41%, remaining_time=0:00:12.910774, arrival_time=2021-04-15 03:51:35.901839, cost_time=0:00:42.100408 2021-04-15 03:51:25,784 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=1.3510, top1-acc=50.32%, top5-acc=93.54%, remaining_time=0:00:10.101024, arrival_time=2021-04-15 03:51:35.884990, cost_time=0:00:44.893389 2021-04-15 03:51:28,577 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=1.3434, top1-acc=50.70%, top5-acc=93.61%, remaining_time=0:00:07.293312, arrival_time=2021-04-15 03:51:35.870865, cost_time=0:00:47.686986 2021-04-15 03:51:31,367 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.43ms, fps=918 images/s, loss=1.3337, top1-acc=51.13%, top5-acc=93.66%, remaining_time=0:00:04.486864, arrival_time=2021-04-15 03:51:35.854651, cost_time=0:00:50.477153 2021-04-15 03:51:34,166 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.17ms, fps=915 images/s, loss=1.3246, top1-acc=51.50%, top5-acc=93.76%, remaining_time=0:00:01.682400, arrival_time=2021-04-15 03:51:35.848978, cost_time=0:00:53.275994 2021-04-15 03:51:35,667 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.20ms, fps=906 images/s, loss=1.3213, top1-acc=51.65%, top5-acc=93.78%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:35.667888, cost_time=0:00:54.777346 2021-04-15 03:51:36,579 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.20ms, fps=2812 images/s, loss=1.2093, top1-acc=56.17%, top5-acc=95.23%, remaining_time=0:00:02.731170, arrival_time=2021-04-15 03:51:39.310988, cost_time=0:00:00.910390 2021-04-15 03:51:37,351 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.80ms, fps=3318 images/s, loss=1.2065, top1-acc=56.11%, top5-acc=95.49%, remaining_time=0:00:01.682200, arrival_time=2021-04-15 03:51:39.033836, cost_time=0:00:01.682202 2021-04-15 03:51:38,125 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.47ms, fps=3312 images/s, loss=1.2061, top1-acc=56.35%, top5-acc=95.39%, remaining_time=0:00:00.818510, arrival_time=2021-04-15 03:51:38.943470, cost_time=0:00:02.455526 2021-04-15 03:51:38,834 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.07ms, fps=3272 images/s, loss=1.1909, top1-acc=56.58%, top5-acc=95.40%, remaining_time=0:00:00, arrival_time=2021-04-15 03:51:38.834382, cost_time=0:00:03.164979 2021-04-15 03:51:39,692 INFO : Epoch=0002 complete, best val top1-acc=56.58%, top5-acc=95.40% (epoch=2), remaining_time=3:14:30.677964, arrival_time=2021-04-15 07:06:10.370880, cost_time=0:01:57.885635 2021-04-15 03:51:39,694 INFO : Train start, epoch=0003, lr=0.099975 2021-04-15 03:51:42,643 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.54ms, fps=868 images/s, loss=1.1404, top1-acc=59.06%, top5-acc=95.82%, remaining_time=0:00:54.858096, arrival_time=2021-04-15 03:52:37.501999, cost_time=0:00:02.949363 2021-04-15 03:51:45,437 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.71ms, fps=917 images/s, loss=1.1238, top1-acc=59.63%, top5-acc=95.94%, remaining_time=0:00:50.532944, arrival_time=2021-04-15 03:52:35.969915, cost_time=0:00:05.742384 2021-04-15 03:51:48,233 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=1.1179, top1-acc=59.64%, top5-acc=95.87%, remaining_time=0:00:47.248248, arrival_time=2021-04-15 03:52:35.481588, cost_time=0:00:08.538843 2021-04-15 03:51:51,024 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.57ms, fps=917 images/s, loss=1.1142, top1-acc=59.79%, top5-acc=96.01%, remaining_time=0:00:44.186844, arrival_time=2021-04-15 03:52:35.211244, cost_time=0:00:11.329942 2021-04-15 03:51:53,816 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=1.1101, top1-acc=60.04%, top5-acc=95.95%, remaining_time=0:00:41.235072, arrival_time=2021-04-15 03:52:35.051192, cost_time=0:00:14.121596 2021-04-15 03:51:56,608 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=1.1071, top1-acc=60.10%, top5-acc=95.90%, remaining_time=0:00:38.338264, arrival_time=2021-04-15 03:52:34.946650, cost_time=0:00:16.913915 2021-04-15 03:51:59,401 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=1.1011, top1-acc=60.37%, top5-acc=95.93%, remaining_time=0:00:35.472528, arrival_time=2021-04-15 03:52:34.873949, cost_time=0:00:19.706958 2021-04-15 03:52:02,216 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.50ms, fps=909 images/s, loss=1.0941, top1-acc=60.58%, top5-acc=95.92%, remaining_time=0:00:32.657480, arrival_time=2021-04-15 03:52:34.874387, cost_time=0:00:22.522363 2021-04-15 03:52:05,011 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=1.0923, top1-acc=60.74%, top5-acc=95.92%, remaining_time=0:00:29.817482, arrival_time=2021-04-15 03:52:34.828750, cost_time=0:00:25.316737 2021-04-15 03:52:07,801 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.54ms, fps=918 images/s, loss=1.0883, top1-acc=60.84%, top5-acc=95.98%, remaining_time=0:00:26.982240, arrival_time=2021-04-15 03:52:34.783295, cost_time=0:00:28.106540 2021-04-15 03:52:10,598 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.49ms, fps=915 images/s, loss=1.0814, top1-acc=61.12%, top5-acc=96.02%, remaining_time=0:00:24.161012, arrival_time=2021-04-15 03:52:34.759101, cost_time=0:00:30.903612 2021-04-15 03:52:13,392 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=1.0753, top1-acc=61.26%, top5-acc=96.07%, remaining_time=0:00:21.342016, arrival_time=2021-04-15 03:52:34.734497, cost_time=0:00:33.697884 2021-04-15 03:52:16,188 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=1.0698, top1-acc=61.45%, top5-acc=96.14%, remaining_time=0:00:18.527520, arrival_time=2021-04-15 03:52:34.715564, cost_time=0:00:36.493536 2021-04-15 03:52:18,985 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.71ms, fps=915 images/s, loss=1.0630, top1-acc=61.74%, top5-acc=96.18%, remaining_time=0:00:15.716232, arrival_time=2021-04-15 03:52:34.701332, cost_time=0:00:39.290641 2021-04-15 03:52:21,776 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=1.0585, top1-acc=61.93%, top5-acc=96.22%, remaining_time=0:00:12.905162, arrival_time=2021-04-15 03:52:34.681734, cost_time=0:00:42.082113 2021-04-15 03:52:24,566 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=1.0540, top1-acc=62.13%, top5-acc=96.22%, remaining_time=0:00:10.096128, arrival_time=2021-04-15 03:52:34.662303, cost_time=0:00:44.871717 2021-04-15 03:52:27,361 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=1.0487, top1-acc=62.29%, top5-acc=96.28%, remaining_time=0:00:07.290192, arrival_time=2021-04-15 03:52:34.651324, cost_time=0:00:47.666624 2021-04-15 03:52:30,156 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=1.0420, top1-acc=62.61%, top5-acc=96.31%, remaining_time=0:00:04.485488, arrival_time=2021-04-15 03:52:34.641683, cost_time=0:00:50.461703 2021-04-15 03:52:32,950 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.21ms, fps=916 images/s, loss=1.0351, top1-acc=62.80%, top5-acc=96.36%, remaining_time=0:00:01.681770, arrival_time=2021-04-15 03:52:34.632271, cost_time=0:00:53.256034 2021-04-15 03:52:34,450 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.24ms, fps=907 images/s, loss=1.0328, top1-acc=62.94%, top5-acc=96.36%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:34.450920, cost_time=0:00:54.756470 2021-04-15 03:52:35,334 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.20ms, fps=2902 images/s, loss=1.4944, top1-acc=49.92%, top5-acc=92.77%, remaining_time=0:00:02.646600, arrival_time=2021-04-15 03:52:37.981351, cost_time=0:00:00.882202 2021-04-15 03:52:36,105 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.42ms, fps=3321 images/s, loss=1.4744, top1-acc=50.33%, top5-acc=92.75%, remaining_time=0:00:01.653320, arrival_time=2021-04-15 03:52:37.759190, cost_time=0:00:01.653317 2021-04-15 03:52:36,878 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.29ms, fps=3314 images/s, loss=1.4551, top1-acc=50.91%, top5-acc=92.94%, remaining_time=0:00:00.808700, arrival_time=2021-04-15 03:52:37.687364, cost_time=0:00:02.426110 2021-04-15 03:52:37,583 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=3293 images/s, loss=1.4482, top1-acc=51.31%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-15 03:52:37.583504, cost_time=0:00:03.130980 2021-04-15 03:52:38,078 INFO : Epoch=0003 complete, best val top1-acc=56.58%, top5-acc=95.40% (epoch=2), remaining_time=3:12:55.116589, arrival_time=2021-04-15 07:05:33.194679, cost_time=0:02:56.270811 2021-04-15 03:52:38,079 INFO : Train start, epoch=0004, lr=0.099944 2021-04-15 03:52:41,043 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.34ms, fps=864 images/s, loss=0.9927, top1-acc=64.30%, top5-acc=96.52%, remaining_time=0:00:55.130772, arrival_time=2021-04-15 03:53:36.174163, cost_time=0:00:02.964020 2021-04-15 03:52:43,839 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.9465, top1-acc=66.31%, top5-acc=96.87%, remaining_time=0:00:50.692928, arrival_time=2021-04-15 03:53:34.532875, cost_time=0:00:05.760564 2021-04-15 03:52:46,642 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.81ms, fps=914 images/s, loss=0.9347, top1-acc=66.60%, top5-acc=97.07%, remaining_time=0:00:47.380384, arrival_time=2021-04-15 03:53:34.022479, cost_time=0:00:08.562709 2021-04-15 03:52:49,430 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.9332, top1-acc=66.80%, top5-acc=97.05%, remaining_time=0:00:44.267652, arrival_time=2021-04-15 03:53:33.697697, cost_time=0:00:11.350666 2021-04-15 03:52:52,222 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.9238, top1-acc=67.29%, top5-acc=97.13%, remaining_time=0:00:41.299020, arrival_time=2021-04-15 03:53:33.521910, cost_time=0:00:14.143507 2021-04-15 03:52:55,012 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.9216, top1-acc=67.40%, top5-acc=97.06%, remaining_time=0:00:38.382192, arrival_time=2021-04-15 03:53:33.394860, cost_time=0:00:16.933292 2021-04-15 03:52:57,804 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.9154, top1-acc=67.54%, top5-acc=97.07%, remaining_time=0:00:35.504784, arrival_time=2021-04-15 03:53:33.309052, cost_time=0:00:19.724846 2021-04-15 03:53:00,598 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.9175, top1-acc=67.56%, top5-acc=97.08%, remaining_time=0:00:32.652260, arrival_time=2021-04-15 03:53:33.250476, cost_time=0:00:22.518806 2021-04-15 03:53:03,394 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.9050, top1-acc=67.96%, top5-acc=97.23%, remaining_time=0:00:29.815256, arrival_time=2021-04-15 03:53:33.209469, cost_time=0:00:25.314833 2021-04-15 03:53:06,186 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.9004, top1-acc=68.10%, top5-acc=97.28%, remaining_time=0:00:26.983104, arrival_time=2021-04-15 03:53:33.169941, cost_time=0:00:28.107443 2021-04-15 03:53:08,978 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.8962, top1-acc=68.26%, top5-acc=97.34%, remaining_time=0:00:24.157744, arrival_time=2021-04-15 03:53:33.136604, cost_time=0:00:30.899483 2021-04-15 03:53:11,770 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.8958, top1-acc=68.33%, top5-acc=97.35%, remaining_time=0:00:21.337912, arrival_time=2021-04-15 03:53:33.108779, cost_time=0:00:33.691488 2021-04-15 03:53:14,567 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.8872, top1-acc=68.68%, top5-acc=97.38%, remaining_time=0:00:18.524682, arrival_time=2021-04-15 03:53:33.092080, cost_time=0:00:36.488013 2021-04-15 03:53:17,372 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.8858, top1-acc=68.78%, top5-acc=97.37%, remaining_time=0:00:15.717128, arrival_time=2021-04-15 03:53:33.089290, cost_time=0:00:39.292790 2021-04-15 03:53:20,174 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.45ms, fps=914 images/s, loss=0.8815, top1-acc=68.93%, top5-acc=97.39%, remaining_time=0:00:12.909210, arrival_time=2021-04-15 03:53:33.083859, cost_time=0:00:42.095262 2021-04-15 03:53:22,976 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.8812, top1-acc=68.99%, top5-acc=97.40%, remaining_time=0:00:10.101744, arrival_time=2021-04-15 03:53:33.077812, cost_time=0:00:44.896683 2021-04-15 03:53:25,783 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.8777, top1-acc=69.03%, top5-acc=97.43%, remaining_time=0:00:07.295860, arrival_time=2021-04-15 03:53:33.078971, cost_time=0:00:47.703720 2021-04-15 03:53:28,587 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.8745, top1-acc=69.14%, top5-acc=97.45%, remaining_time=0:00:04.489616, arrival_time=2021-04-15 03:53:33.077232, cost_time=0:00:50.508233 2021-04-15 03:53:31,393 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.20ms, fps=912 images/s, loss=0.8720, top1-acc=69.22%, top5-acc=97.47%, remaining_time=0:00:01.683606, arrival_time=2021-04-15 03:53:33.077275, cost_time=0:00:53.314284 2021-04-15 03:53:32,900 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.27ms, fps=903 images/s, loss=0.8686, top1-acc=69.34%, top5-acc=97.47%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:32.899988, cost_time=0:00:54.820621 2021-04-15 03:53:33,785 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=1.23ms, fps=2896 images/s, loss=0.9586, top1-acc=67.15%, top5-acc=97.03%, remaining_time=0:00:02.652150, arrival_time=2021-04-15 03:53:36.437776, cost_time=0:00:00.884047 2021-04-15 03:53:34,557 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.27ms, fps=3317 images/s, loss=0.9467, top1-acc=67.19%, top5-acc=97.17%, remaining_time=0:00:01.656160, arrival_time=2021-04-15 03:53:36.213891, cost_time=0:00:01.656151 2021-04-15 03:53:35,329 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.32ms, fps=3320 images/s, loss=0.9395, top1-acc=67.27%, top5-acc=97.29%, remaining_time=0:00:00.809160, arrival_time=2021-04-15 03:53:36.138299, cost_time=0:00:02.427492 2021-04-15 03:53:36,033 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.9322, top1-acc=67.39%, top5-acc=97.24%, remaining_time=0:00:00, arrival_time=2021-04-15 03:53:36.033792, cost_time=0:00:03.132248 2021-04-15 03:53:36,842 INFO : Epoch=0004 complete, best val top1-acc=67.39%, top5-acc=97.24% (epoch=4), remaining_time=3:11:56.739304, arrival_time=2021-04-15 07:05:33.582088, cost_time=0:03:55.035495 2021-04-15 03:53:36,844 INFO : Train start, epoch=0005, lr=0.099901 2021-04-15 03:53:39,799 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.27ms, fps=866 images/s, loss=0.7963, top1-acc=72.15%, top5-acc=98.16%, remaining_time=0:00:54.964302, arrival_time=2021-04-15 03:54:34.763636, cost_time=0:00:02.955066 2021-04-15 03:53:42,594 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.7915, top1-acc=72.05%, top5-acc=98.05%, remaining_time=0:00:50.598944, arrival_time=2021-04-15 03:54:33.192998, cost_time=0:00:05.749888 2021-04-15 03:53:45,388 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.7769, top1-acc=72.79%, top5-acc=98.05%, remaining_time=0:00:47.277132, arrival_time=2021-04-15 03:54:32.665422, cost_time=0:00:08.544075 2021-04-15 03:53:48,185 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.7783, top1-acc=72.71%, top5-acc=98.02%, remaining_time=0:00:44.233020, arrival_time=2021-04-15 03:54:32.418943, cost_time=0:00:11.341784 2021-04-15 03:53:50,981 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.61ms, fps=916 images/s, loss=0.7753, top1-acc=72.72%, top5-acc=98.08%, remaining_time=0:00:41.280332, arrival_time=2021-04-15 03:54:32.261634, cost_time=0:00:14.137100 2021-04-15 03:53:53,778 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.7751, top1-acc=72.57%, top5-acc=98.09%, remaining_time=0:00:38.383960, arrival_time=2021-04-15 03:54:32.162227, cost_time=0:00:16.934116 2021-04-15 03:53:56,570 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.7714, top1-acc=72.83%, top5-acc=98.05%, remaining_time=0:00:35.507556, arrival_time=2021-04-15 03:54:32.078118, cost_time=0:00:19.726426 2021-04-15 03:53:59,364 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.7684, top1-acc=72.91%, top5-acc=98.08%, remaining_time=0:00:32.654580, arrival_time=2021-04-15 03:54:32.019110, cost_time=0:00:22.520384 2021-04-15 03:54:02,160 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.51ms, fps=916 images/s, loss=0.7632, top1-acc=73.19%, top5-acc=98.08%, remaining_time=0:00:29.816952, arrival_time=2021-04-15 03:54:31.977398, cost_time=0:00:25.316313 2021-04-15 03:54:04,954 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.7618, top1-acc=73.29%, top5-acc=98.09%, remaining_time=0:00:26.985696, arrival_time=2021-04-15 03:54:31.939957, cost_time=0:00:28.110067 2021-04-15 03:54:07,746 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.7575, top1-acc=73.49%, top5-acc=98.09%, remaining_time=0:00:24.159722, arrival_time=2021-04-15 03:54:31.905790, cost_time=0:00:30.901932 2021-04-15 03:54:10,540 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.7547, top1-acc=73.58%, top5-acc=98.12%, remaining_time=0:00:21.340952, arrival_time=2021-04-15 03:54:31.881309, cost_time=0:00:33.696215 2021-04-15 03:54:13,339 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.7529, top1-acc=73.70%, top5-acc=98.14%, remaining_time=0:00:18.528180, arrival_time=2021-04-15 03:54:31.867263, cost_time=0:00:36.494947 2021-04-15 03:54:16,130 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.7508, top1-acc=73.75%, top5-acc=98.16%, remaining_time=0:00:15.714664, arrival_time=2021-04-15 03:54:31.845414, cost_time=0:00:39.286612 2021-04-15 03:54:18,924 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.7480, top1-acc=73.81%, top5-acc=98.18%, remaining_time=0:00:12.904748, arrival_time=2021-04-15 03:54:31.829638, cost_time=0:00:42.080755 2021-04-15 03:54:21,721 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.7454, top1-acc=73.89%, top5-acc=98.18%, remaining_time=0:00:10.097316, arrival_time=2021-04-15 03:54:31.818372, cost_time=0:00:44.876919 2021-04-15 03:54:24,530 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.7414, top1-acc=74.00%, top5-acc=98.21%, remaining_time=0:00:07.293130, arrival_time=2021-04-15 03:54:31.823124, cost_time=0:00:47.685859 2021-04-15 03:54:27,335 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.55ms, fps=913 images/s, loss=0.7367, top1-acc=74.22%, top5-acc=98.23%, remaining_time=0:00:04.488096, arrival_time=2021-04-15 03:54:31.823389, cost_time=0:00:50.491091 2021-04-15 03:54:30,148 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.31ms, fps=910 images/s, loss=0.7336, top1-acc=74.29%, top5-acc=98.26%, remaining_time=0:00:01.683282, arrival_time=2021-04-15 03:54:31.831420, cost_time=0:00:53.303877 2021-04-15 03:54:31,657 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.40ms, fps=901 images/s, loss=0.7321, top1-acc=74.37%, top5-acc=98.26%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:31.657300, cost_time=0:00:54.813147 2021-04-15 03:54:32,566 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=0.21ms, fps=2820 images/s, loss=0.7689, top1-acc=74.02%, top5-acc=98.16%, remaining_time=0:00:02.723580, arrival_time=2021-04-15 03:54:35.290485, cost_time=0:00:00.907863 2021-04-15 03:54:33,337 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.34ms, fps=3323 images/s, loss=0.7746, top1-acc=72.95%, top5-acc=98.36%, remaining_time=0:00:01.678700, arrival_time=2021-04-15 03:54:35.016444, cost_time=0:00:01.678696 2021-04-15 03:54:34,112 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.43ms, fps=3304 images/s, loss=0.7678, top1-acc=72.77%, top5-acc=98.33%, remaining_time=0:00:00.817910, arrival_time=2021-04-15 03:54:34.930677, cost_time=0:00:02.453731 2021-04-15 03:54:34,817 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.06ms, fps=3293 images/s, loss=0.7698, top1-acc=72.77%, top5-acc=98.25%, remaining_time=0:00:00, arrival_time=2021-04-15 03:54:34.817625, cost_time=0:00:03.158610 2021-04-15 03:54:35,707 INFO : Epoch=0005 complete, best val top1-acc=72.77%, top5-acc=98.25% (epoch=5), remaining_time=3:11:02.102925, arrival_time=2021-04-15 07:05:37.810285, cost_time=0:04:53.900076 2021-04-15 03:54:35,708 INFO : Train start, epoch=0006, lr=0.099846 2021-04-15 03:54:38,678 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.55ms, fps=862 images/s, loss=0.6732, top1-acc=76.60%, top5-acc=98.75%, remaining_time=0:00:55.240698, arrival_time=2021-04-15 03:55:33.919384, cost_time=0:00:02.969931 2021-04-15 03:54:41,474 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.6633, top1-acc=77.56%, top5-acc=98.50%, remaining_time=0:00:50.739744, arrival_time=2021-04-15 03:55:32.214389, cost_time=0:00:05.765885 2021-04-15 03:54:44,267 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.6597, top1-acc=77.45%, top5-acc=98.55%, remaining_time=0:00:47.358306, arrival_time=2021-04-15 03:55:31.625737, cost_time=0:00:08.558735 2021-04-15 03:54:47,070 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.6700, top1-acc=76.94%, top5-acc=98.47%, remaining_time=0:00:44.309460, arrival_time=2021-04-15 03:55:31.379540, cost_time=0:00:11.361418 2021-04-15 03:54:49,862 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.6663, top1-acc=77.02%, top5-acc=98.58%, remaining_time=0:00:41.328804, arrival_time=2021-04-15 03:55:31.191223, cost_time=0:00:14.153684 2021-04-15 03:54:52,659 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.6627, top1-acc=77.19%, top5-acc=98.52%, remaining_time=0:00:38.421768, arrival_time=2021-04-15 03:55:31.081217, cost_time=0:00:16.950770 2021-04-15 03:54:55,452 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.6605, top1-acc=77.27%, top5-acc=98.50%, remaining_time=0:00:35.539308, arrival_time=2021-04-15 03:55:30.992056, cost_time=0:00:19.744042 2021-04-15 03:54:58,245 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.6625, top1-acc=77.10%, top5-acc=98.49%, remaining_time=0:00:32.677896, arrival_time=2021-04-15 03:55:30.923016, cost_time=0:00:22.536451 2021-04-15 03:55:01,036 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.6604, top1-acc=77.16%, top5-acc=98.51%, remaining_time=0:00:29.830838, arrival_time=2021-04-15 03:55:30.867636, cost_time=0:00:25.328035 2021-04-15 03:55:03,833 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.6586, top1-acc=77.27%, top5-acc=98.51%, remaining_time=0:00:26.999232, arrival_time=2021-04-15 03:55:30.832175, cost_time=0:00:28.124250 2021-04-15 03:55:06,629 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.6561, top1-acc=77.27%, top5-acc=98.51%, remaining_time=0:00:24.174084, arrival_time=2021-04-15 03:55:30.803106, cost_time=0:00:30.920346 2021-04-15 03:55:09,421 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.6508, top1-acc=77.45%, top5-acc=98.57%, remaining_time=0:00:21.351516, arrival_time=2021-04-15 03:55:30.773095, cost_time=0:00:33.712917 2021-04-15 03:55:12,214 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.6492, top1-acc=77.52%, top5-acc=98.58%, remaining_time=0:00:18.533526, arrival_time=2021-04-15 03:55:30.747598, cost_time=0:00:36.505401 2021-04-15 03:55:15,007 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.6477, top1-acc=77.56%, top5-acc=98.60%, remaining_time=0:00:15.719704, arrival_time=2021-04-15 03:55:30.727658, cost_time=0:00:39.299291 2021-04-15 03:55:17,801 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.6449, top1-acc=77.68%, top5-acc=98.62%, remaining_time=0:00:12.908428, arrival_time=2021-04-15 03:55:30.709812, cost_time=0:00:42.092722 2021-04-15 03:55:20,597 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.6442, top1-acc=77.73%, top5-acc=98.64%, remaining_time=0:00:10.100016, arrival_time=2021-04-15 03:55:30.697650, cost_time=0:00:44.888971 2021-04-15 03:55:23,396 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.6423, top1-acc=77.75%, top5-acc=98.66%, remaining_time=0:00:07.293364, arrival_time=2021-04-15 03:55:30.689476, cost_time=0:00:47.687336 2021-04-15 03:55:26,194 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.52ms, fps=915 images/s, loss=0.6414, top1-acc=77.76%, top5-acc=98.66%, remaining_time=0:00:04.487584, arrival_time=2021-04-15 03:55:30.681601, cost_time=0:00:50.485281 2021-04-15 03:55:28,992 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.22ms, fps=915 images/s, loss=0.6394, top1-acc=77.87%, top5-acc=98.66%, remaining_time=0:00:01.682640, arrival_time=2021-04-15 03:55:30.675074, cost_time=0:00:53.283692 2021-04-15 03:55:30,494 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.30ms, fps=905 images/s, loss=0.6380, top1-acc=77.92%, top5-acc=98.67%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:30.494920, cost_time=0:00:54.786253 2021-04-15 03:55:31,408 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=2.47ms, fps=2808 images/s, loss=0.6964, top1-acc=77.03%, top5-acc=98.59%, remaining_time=0:00:02.735160, arrival_time=2021-04-15 03:55:34.143450, cost_time=0:00:00.911719 2021-04-15 03:55:32,179 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.31ms, fps=3320 images/s, loss=0.7061, top1-acc=75.78%, top5-acc=98.44%, remaining_time=0:00:01.683120, arrival_time=2021-04-15 03:55:33.862811, cost_time=0:00:01.683125 2021-04-15 03:55:32,951 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.48ms, fps=3316 images/s, loss=0.7078, top1-acc=75.61%, top5-acc=98.49%, remaining_time=0:00:00.818450, arrival_time=2021-04-15 03:55:33.770372, cost_time=0:00:02.455353 2021-04-15 03:55:33,659 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.07ms, fps=3281 images/s, loss=0.7046, top1-acc=75.61%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-15 03:55:33.659335, cost_time=0:00:03.162793 2021-04-15 03:55:34,545 INFO : Epoch=0006 complete, best val top1-acc=75.61%, top5-acc=98.57% (epoch=6), remaining_time=3:10:05.192682, arrival_time=2021-04-15 07:05:39.737882, cost_time=0:05:52.737919 2021-04-15 03:55:34,546 INFO : Train start, epoch=0007, lr=0.099778 2021-04-15 03:55:37,517 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.58ms, fps=862 images/s, loss=0.5309, top1-acc=82.03%, top5-acc=99.06%, remaining_time=0:00:55.248696, arrival_time=2021-04-15 03:56:32.765650, cost_time=0:00:02.970362 2021-04-15 03:55:40,322 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.71ms, fps=913 images/s, loss=0.5538, top1-acc=81.27%, top5-acc=99.10%, remaining_time=0:00:50.831968, arrival_time=2021-04-15 03:56:31.154868, cost_time=0:00:05.776354 2021-04-15 03:55:43,127 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.5662, top1-acc=80.73%, top5-acc=98.98%, remaining_time=0:00:47.481976, arrival_time=2021-04-15 03:56:30.609617, cost_time=0:00:08.581094 2021-04-15 03:55:45,933 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.47ms, fps=912 images/s, loss=0.5683, top1-acc=80.43%, top5-acc=98.96%, remaining_time=0:00:44.409768, arrival_time=2021-04-15 03:56:30.343484, cost_time=0:00:11.387135 2021-04-15 03:55:48,730 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.5698, top1-acc=80.33%, top5-acc=98.93%, remaining_time=0:00:41.416404, arrival_time=2021-04-15 03:56:30.146691, cost_time=0:00:14.183711 2021-04-15 03:55:51,527 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.5693, top1-acc=80.26%, top5-acc=98.95%, remaining_time=0:00:38.489904, arrival_time=2021-04-15 03:56:30.017343, cost_time=0:00:16.980844 2021-04-15 03:55:54,330 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.5717, top1-acc=80.15%, top5-acc=98.93%, remaining_time=0:00:35.612010, arrival_time=2021-04-15 03:56:29.942947, cost_time=0:00:19.784435 2021-04-15 03:55:57,131 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.79ms, fps=914 images/s, loss=0.5690, top1-acc=80.22%, top5-acc=98.99%, remaining_time=0:00:32.747496, arrival_time=2021-04-15 03:56:29.878495, cost_time=0:00:22.584444 2021-04-15 03:55:59,934 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.5659, top1-acc=80.34%, top5-acc=99.01%, remaining_time=0:00:29.901540, arrival_time=2021-04-15 03:56:29.836220, cost_time=0:00:25.388098 2021-04-15 03:56:02,745 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.49ms, fps=911 images/s, loss=0.5670, top1-acc=80.37%, top5-acc=99.01%, remaining_time=0:00:27.070944, arrival_time=2021-04-15 03:56:29.816322, cost_time=0:00:28.198854 2021-04-15 03:56:05,545 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.51ms, fps=914 images/s, loss=0.5681, top1-acc=80.33%, top5-acc=99.02%, remaining_time=0:00:24.235316, arrival_time=2021-04-15 03:56:29.780523, cost_time=0:00:30.998705 2021-04-15 03:56:08,339 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.5702, top1-acc=80.21%, top5-acc=99.01%, remaining_time=0:00:21.402056, arrival_time=2021-04-15 03:56:29.741314, cost_time=0:00:33.792761 2021-04-15 03:56:11,134 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.5701, top1-acc=80.26%, top5-acc=98.99%, remaining_time=0:00:18.575568, arrival_time=2021-04-15 03:56:29.710344, cost_time=0:00:36.588216 2021-04-15 03:56:13,928 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.5705, top1-acc=80.25%, top5-acc=99.00%, remaining_time=0:00:15.752800, arrival_time=2021-04-15 03:56:29.681407, cost_time=0:00:39.382069 2021-04-15 03:56:16,723 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.5712, top1-acc=80.26%, top5-acc=98.98%, remaining_time=0:00:12.934234, arrival_time=2021-04-15 03:56:29.657620, cost_time=0:00:42.176844 2021-04-15 03:56:19,525 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.5686, top1-acc=80.35%, top5-acc=98.99%, remaining_time=0:00:10.120212, arrival_time=2021-04-15 03:56:29.645415, cost_time=0:00:44.978698 2021-04-15 03:56:22,331 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.45ms, fps=912 images/s, loss=0.5685, top1-acc=80.37%, top5-acc=98.96%, remaining_time=0:00:07.308366, arrival_time=2021-04-15 03:56:29.640269, cost_time=0:00:47.785398 2021-04-15 03:56:25,135 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.5679, top1-acc=80.37%, top5-acc=98.96%, remaining_time=0:00:04.496832, arrival_time=2021-04-15 03:56:29.632735, cost_time=0:00:50.589395 2021-04-15 03:56:27,933 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.19ms, fps=915 images/s, loss=0.5671, top1-acc=80.38%, top5-acc=98.96%, remaining_time=0:00:01.685904, arrival_time=2021-04-15 03:56:29.619341, cost_time=0:00:53.386933 2021-04-15 03:56:29,436 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.19ms, fps=905 images/s, loss=0.5658, top1-acc=80.43%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:56:29.436871, cost_time=0:00:54.890371 2021-04-15 03:56:30,319 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.32ms, fps=2907 images/s, loss=0.7130, top1-acc=75.74%, top5-acc=98.28%, remaining_time=0:00:02.641920, arrival_time=2021-04-15 03:56:32.961188, cost_time=0:00:00.880637 2021-04-15 03:56:31,091 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.32ms, fps=3318 images/s, loss=0.7214, top1-acc=75.45%, top5-acc=98.18%, remaining_time=0:00:01.652500, arrival_time=2021-04-15 03:56:32.743622, cost_time=0:00:01.652492 2021-04-15 03:56:31,862 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.26ms, fps=3319 images/s, loss=0.7412, top1-acc=74.83%, top5-acc=98.14%, remaining_time=0:00:00.808020, arrival_time=2021-04-15 03:56:32.670703, cost_time=0:00:02.424055 2021-04-15 03:56:32,568 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.05ms, fps=3287 images/s, loss=0.7327, top1-acc=74.92%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-15 03:56:32.568707, cost_time=0:00:03.130114 2021-04-15 03:56:32,948 INFO : Epoch=0007 complete, best val top1-acc=75.61%, top5-acc=98.57% (epoch=6), remaining_time=3:08:55.744025, arrival_time=2021-04-15 07:05:28.692275, cost_time=0:06:51.140973 2021-04-15 03:56:32,951 INFO : Train start, epoch=0008, lr=0.099698 2021-04-15 03:56:35,897 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.37ms, fps=869 images/s, loss=0.5066, top1-acc=82.11%, top5-acc=99.18%, remaining_time=0:00:54.797460, arrival_time=2021-04-15 03:57:30.694748, cost_time=0:00:02.946103 2021-04-15 03:56:38,701 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.50ms, fps=913 images/s, loss=0.5182, top1-acc=82.01%, top5-acc=99.16%, remaining_time=0:00:50.602288, arrival_time=2021-04-15 03:57:29.303814, cost_time=0:00:05.750255 2021-04-15 03:56:41,500 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.5276, top1-acc=81.58%, top5-acc=99.10%, remaining_time=0:00:47.306182, arrival_time=2021-04-15 03:57:28.806805, cost_time=0:00:08.549296 2021-04-15 03:56:44,300 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.5295, top1-acc=81.60%, top5-acc=99.03%, remaining_time=0:00:44.263440, arrival_time=2021-04-15 03:57:28.564257, cost_time=0:00:11.349594 2021-04-15 03:56:47,094 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.5291, top1-acc=81.62%, top5-acc=98.99%, remaining_time=0:00:41.296976, arrival_time=2021-04-15 03:57:28.390964, cost_time=0:00:14.142805 2021-04-15 03:56:49,896 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.5300, top1-acc=81.65%, top5-acc=98.99%, remaining_time=0:00:38.409800, arrival_time=2021-04-15 03:57:28.306579, cost_time=0:00:16.945520 2021-04-15 03:56:52,696 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.5269, top1-acc=81.96%, top5-acc=99.02%, remaining_time=0:00:35.541198, arrival_time=2021-04-15 03:57:28.237589, cost_time=0:00:19.745134 2021-04-15 03:56:55,493 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.5228, top1-acc=82.07%, top5-acc=99.03%, remaining_time=0:00:32.686248, arrival_time=2021-04-15 03:57:28.179758, cost_time=0:00:22.542252 2021-04-15 03:56:58,285 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.5230, top1-acc=82.04%, top5-acc=99.05%, remaining_time=0:00:29.837728, arrival_time=2021-04-15 03:57:28.122847, cost_time=0:00:25.333937 2021-04-15 03:57:01,084 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.5251, top1-acc=81.88%, top5-acc=99.05%, remaining_time=0:00:27.007872, arrival_time=2021-04-15 03:57:28.092289, cost_time=0:00:28.133151 2021-04-15 03:57:03,892 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.50ms, fps=912 images/s, loss=0.5237, top1-acc=81.92%, top5-acc=99.08%, remaining_time=0:00:24.190252, arrival_time=2021-04-15 03:57:28.082442, cost_time=0:00:30.940996 2021-04-15 03:57:06,700 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.46ms, fps=912 images/s, loss=0.5244, top1-acc=81.88%, top5-acc=99.08%, remaining_time=0:00:21.374772, arrival_time=2021-04-15 03:57:28.075609, cost_time=0:00:33.749652 2021-04-15 03:57:09,500 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.5238, top1-acc=81.90%, top5-acc=99.09%, remaining_time=0:00:18.556032, arrival_time=2021-04-15 03:57:28.056962, cost_time=0:00:36.549756 2021-04-15 03:57:12,300 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.5221, top1-acc=82.02%, top5-acc=99.06%, remaining_time=0:00:15.739584, arrival_time=2021-04-15 03:57:28.039671, cost_time=0:00:39.348907 2021-04-15 03:57:15,098 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.5221, top1-acc=82.06%, top5-acc=99.04%, remaining_time=0:00:12.925034, arrival_time=2021-04-15 03:57:28.023135, cost_time=0:00:42.146829 2021-04-15 03:57:17,894 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.5205, top1-acc=82.08%, top5-acc=99.06%, remaining_time=0:00:10.112292, arrival_time=2021-04-15 03:57:28.007021, cost_time=0:00:44.943537 2021-04-15 03:57:20,694 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.43ms, fps=914 images/s, loss=0.5172, top1-acc=82.18%, top5-acc=99.08%, remaining_time=0:00:07.301918, arrival_time=2021-04-15 03:57:27.996490, cost_time=0:00:47.743371 2021-04-15 03:57:23,489 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.5165, top1-acc=82.18%, top5-acc=99.10%, remaining_time=0:00:04.492336, arrival_time=2021-04-15 03:57:27.982258, cost_time=0:00:50.538744 2021-04-15 03:57:26,286 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.17ms, fps=915 images/s, loss=0.5170, top1-acc=82.18%, top5-acc=99.10%, remaining_time=0:00:01.684272, arrival_time=2021-04-15 03:57:27.970801, cost_time=0:00:53.335344 2021-04-15 03:57:27,788 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.19ms, fps=906 images/s, loss=0.5176, top1-acc=82.19%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-15 03:57:27.788783, cost_time=0:00:54.837618 2021-04-15 03:57:28,698 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.20ms, fps=2820 images/s, loss=0.6482, top1-acc=77.38%, top5-acc=98.87%, remaining_time=0:00:02.723400, arrival_time=2021-04-15 03:57:31.421512, cost_time=0:00:00.907801 2021-04-15 03:57:29,474 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.37ms, fps=3299 images/s, loss=0.6573, top1-acc=77.30%, top5-acc=98.73%, remaining_time=0:00:01.684060, arrival_time=2021-04-15 03:57:31.158444, cost_time=0:00:01.684069 2021-04-15 03:57:30,249 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.31ms, fps=3304 images/s, loss=0.6633, top1-acc=76.98%, top5-acc=98.79%, remaining_time=0:00:00.819750, arrival_time=2021-04-15 03:57:31.069313, cost_time=0:00:02.459264 2021-04-15 03:57:30,959 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=0.6673, top1-acc=77.12%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-15 03:57:30.959070, cost_time=0:00:03.168785 2021-04-15 03:57:31,837 INFO : Epoch=0008 complete, best val top1-acc=77.12%, top5-acc=98.69% (epoch=8), remaining_time=3:08:00.718080, arrival_time=2021-04-15 07:05:32.555283, cost_time=0:07:50.029917 2021-04-15 03:57:31,838 INFO : Train start, epoch=0009, lr=0.099606 2021-04-15 03:57:34,789 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.37ms, fps=867 images/s, loss=0.5047, top1-acc=82.38%, top5-acc=99.30%, remaining_time=0:00:54.891762, arrival_time=2021-04-15 03:58:29.681546, cost_time=0:00:02.951173 2021-04-15 03:57:37,589 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.77ms, fps=915 images/s, loss=0.5020, top1-acc=82.60%, top5-acc=99.24%, remaining_time=0:00:50.607744, arrival_time=2021-04-15 03:58:28.197213, cost_time=0:00:05.750881 2021-04-15 03:57:40,399 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.43ms, fps=911 images/s, loss=0.4916, top1-acc=83.06%, top5-acc=99.27%, remaining_time=0:00:47.372748, arrival_time=2021-04-15 03:58:27.772654, cost_time=0:00:08.561337 2021-04-15 03:57:43,207 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.50ms, fps=912 images/s, loss=0.4918, top1-acc=83.11%, top5-acc=99.26%, remaining_time=0:00:44.336916, arrival_time=2021-04-15 03:58:27.543930, cost_time=0:00:11.368434 2021-04-15 03:57:46,008 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.4930, top1-acc=83.09%, top5-acc=99.23%, remaining_time=0:00:41.374648, arrival_time=2021-04-15 03:58:27.382664, cost_time=0:00:14.169415 2021-04-15 03:57:48,805 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.4871, top1-acc=83.20%, top5-acc=99.26%, remaining_time=0:00:38.457672, arrival_time=2021-04-15 03:58:27.262819, cost_time=0:00:16.966607 2021-04-15 03:57:51,599 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.4859, top1-acc=83.18%, top5-acc=99.22%, remaining_time=0:00:35.568792, arrival_time=2021-04-15 03:58:27.167773, cost_time=0:00:19.760454 2021-04-15 03:57:54,392 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.4873, top1-acc=83.16%, top5-acc=99.19%, remaining_time=0:00:32.703416, arrival_time=2021-04-15 03:58:27.096013, cost_time=0:00:22.554067 2021-04-15 03:57:57,188 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.78ms, fps=916 images/s, loss=0.4849, top1-acc=83.17%, top5-acc=99.18%, remaining_time=0:00:29.856066, arrival_time=2021-04-15 03:58:27.044094, cost_time=0:00:25.349463 2021-04-15 03:57:59,983 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.4844, top1-acc=83.19%, top5-acc=99.20%, remaining_time=0:00:27.018912, arrival_time=2021-04-15 03:58:27.002127, cost_time=0:00:28.144672 2021-04-15 03:58:02,775 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.4856, top1-acc=83.18%, top5-acc=99.17%, remaining_time=0:00:24.186812, arrival_time=2021-04-15 03:58:26.961951, cost_time=0:00:30.936605 2021-04-15 03:58:05,568 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.4836, top1-acc=83.27%, top5-acc=99.16%, remaining_time=0:00:21.362308, arrival_time=2021-04-15 03:58:26.930765, cost_time=0:00:33.729928 2021-04-15 03:58:08,363 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.56ms, fps=916 images/s, loss=0.4826, top1-acc=83.30%, top5-acc=99.18%, remaining_time=0:00:18.543360, arrival_time=2021-04-15 03:58:26.906680, cost_time=0:00:36.524797 2021-04-15 03:58:11,164 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.56ms, fps=914 images/s, loss=0.4838, top1-acc=83.27%, top5-acc=99.19%, remaining_time=0:00:15.730568, arrival_time=2021-04-15 03:58:26.895468, cost_time=0:00:39.326370 2021-04-15 03:58:13,956 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.4828, top1-acc=83.34%, top5-acc=99.20%, remaining_time=0:00:12.916202, arrival_time=2021-04-15 03:58:26.872724, cost_time=0:00:42.117989 2021-04-15 03:58:16,750 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.4827, top1-acc=83.30%, top5-acc=99.22%, remaining_time=0:00:10.105128, arrival_time=2021-04-15 03:58:26.855275, cost_time=0:00:44.911607 2021-04-15 03:58:19,546 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.4820, top1-acc=83.36%, top5-acc=99.22%, remaining_time=0:00:07.296536, arrival_time=2021-04-15 03:58:26.843221, cost_time=0:00:47.708150 2021-04-15 03:58:22,343 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.4817, top1-acc=83.44%, top5-acc=99.24%, remaining_time=0:00:04.489296, arrival_time=2021-04-15 03:58:26.832412, cost_time=0:00:50.504590 2021-04-15 03:58:25,145 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.4799, top1-acc=83.48%, top5-acc=99.23%, remaining_time=0:00:01.683366, arrival_time=2021-04-15 03:58:26.828514, cost_time=0:00:53.306575 2021-04-15 03:58:26,652 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.27ms, fps=903 images/s, loss=0.4793, top1-acc=83.51%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:26.652352, cost_time=0:00:54.813802 2021-04-15 03:58:27,536 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.20ms, fps=2902 images/s, loss=0.6165, top1-acc=79.53%, top5-acc=98.91%, remaining_time=0:00:02.646780, arrival_time=2021-04-15 03:58:30.183213, cost_time=0:00:00.882260 2021-04-15 03:58:28,314 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.27ms, fps=3290 images/s, loss=0.6220, top1-acc=78.57%, top5-acc=98.96%, remaining_time=0:00:01.660680, arrival_time=2021-04-15 03:58:29.975539, cost_time=0:00:01.660689 2021-04-15 03:58:29,091 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.76ms, fps=3296 images/s, loss=0.6169, top1-acc=78.41%, top5-acc=99.01%, remaining_time=0:00:00.812560, arrival_time=2021-04-15 03:58:29.904425, cost_time=0:00:02.437687 2021-04-15 03:58:29,801 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.08ms, fps=3270 images/s, loss=0.6056, top1-acc=78.81%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-15 03:58:29.801675, cost_time=0:00:03.147528 2021-04-15 03:58:30,632 INFO : Epoch=0009 complete, best val top1-acc=78.81%, top5-acc=98.97% (epoch=9), remaining_time=3:07:02.838738, arrival_time=2021-04-15 07:05:33.470876, cost_time=0:08:48.824860 2021-04-15 03:58:30,633 INFO : Train start, epoch=0010, lr=0.099501 2021-04-15 03:58:33,593 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.31ms, fps=865 images/s, loss=0.4341, top1-acc=85.86%, top5-acc=99.34%, remaining_time=0:00:55.048188, arrival_time=2021-04-15 03:59:28.641273, cost_time=0:00:02.959576 2021-04-15 03:58:36,389 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.4450, top1-acc=85.08%, top5-acc=99.32%, remaining_time=0:00:50.655440, arrival_time=2021-04-15 03:59:27.045258, cost_time=0:00:05.756300 2021-04-15 03:58:39,187 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.4501, top1-acc=84.90%, top5-acc=99.35%, remaining_time=0:00:47.332410, arrival_time=2021-04-15 03:59:26.519960, cost_time=0:00:08.554039 2021-04-15 03:58:41,981 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.54ms, fps=916 images/s, loss=0.4548, top1-acc=84.79%, top5-acc=99.32%, remaining_time=0:00:44.259072, arrival_time=2021-04-15 03:59:26.241020, cost_time=0:00:11.348499 2021-04-15 03:58:44,785 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.46ms, fps=913 images/s, loss=0.4493, top1-acc=85.02%, top5-acc=99.30%, remaining_time=0:00:41.322526, arrival_time=2021-04-15 03:59:26.107580, cost_time=0:00:14.151557 2021-04-15 03:58:47,597 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.73ms, fps=910 images/s, loss=0.4518, top1-acc=84.90%, top5-acc=99.33%, remaining_time=0:00:38.451008, arrival_time=2021-04-15 03:59:26.048333, cost_time=0:00:16.963704 2021-04-15 03:58:50,397 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.4558, top1-acc=84.71%, top5-acc=99.30%, remaining_time=0:00:35.574462, arrival_time=2021-04-15 03:59:25.971590, cost_time=0:00:19.763616 2021-04-15 03:58:53,203 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.46ms, fps=913 images/s, loss=0.4540, top1-acc=84.67%, top5-acc=99.30%, remaining_time=0:00:32.725804, arrival_time=2021-04-15 03:59:25.928896, cost_time=0:00:22.569502 2021-04-15 03:58:56,006 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.4513, top1-acc=84.69%, top5-acc=99.31%, remaining_time=0:00:29.883414, arrival_time=2021-04-15 03:59:25.889588, cost_time=0:00:25.372696 2021-04-15 03:58:58,804 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=1.47ms, fps=915 images/s, loss=0.4552, top1-acc=84.58%, top5-acc=99.29%, remaining_time=0:00:27.044064, arrival_time=2021-04-15 03:59:25.848537, cost_time=0:00:28.170946 2021-04-15 03:59:01,599 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.4540, top1-acc=84.58%, top5-acc=99.31%, remaining_time=0:00:24.209774, arrival_time=2021-04-15 03:59:25.809220, cost_time=0:00:30.966007 2021-04-15 03:59:04,395 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.85ms, fps=916 images/s, loss=0.4531, top1-acc=84.64%, top5-acc=99.30%, remaining_time=0:00:21.382220, arrival_time=2021-04-15 03:59:25.777143, cost_time=0:00:33.761420 2021-04-15 03:59:07,190 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.4511, top1-acc=84.71%, top5-acc=99.30%, remaining_time=0:00:18.559728, arrival_time=2021-04-15 03:59:25.750242, cost_time=0:00:36.557067 2021-04-15 03:59:09,986 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.72ms, fps=916 images/s, loss=0.4499, top1-acc=84.73%, top5-acc=99.31%, remaining_time=0:00:15.741040, arrival_time=2021-04-15 03:59:25.727110, cost_time=0:00:39.352625 2021-04-15 03:59:12,785 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.4491, top1-acc=84.72%, top5-acc=99.32%, remaining_time=0:00:12.926690, arrival_time=2021-04-15 03:59:25.712487, cost_time=0:00:42.152276 2021-04-15 03:59:15,590 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.4488, top1-acc=84.71%, top5-acc=99.32%, remaining_time=0:00:10.115208, arrival_time=2021-04-15 03:59:25.705213, cost_time=0:00:44.956495 2021-04-15 03:59:18,387 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.45ms, fps=915 images/s, loss=0.4471, top1-acc=84.76%, top5-acc=99.31%, remaining_time=0:00:07.303556, arrival_time=2021-04-15 03:59:25.691087, cost_time=0:00:47.754007 2021-04-15 03:59:21,197 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.38ms, fps=911 images/s, loss=0.4467, top1-acc=84.79%, top5-acc=99.30%, remaining_time=0:00:04.494608, arrival_time=2021-04-15 03:59:25.692403, cost_time=0:00:50.564344 2021-04-15 03:59:24,003 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.24ms, fps=913 images/s, loss=0.4462, top1-acc=84.78%, top5-acc=99.31%, remaining_time=0:00:01.685376, arrival_time=2021-04-15 03:59:25.689034, cost_time=0:00:53.370164 2021-04-15 03:59:25,514 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.27ms, fps=900 images/s, loss=0.4453, top1-acc=84.81%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-15 03:59:25.514671, cost_time=0:00:54.881205 2021-04-15 03:59:26,399 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=1.31ms, fps=2900 images/s, loss=0.5463, top1-acc=81.91%, top5-acc=98.75%, remaining_time=0:00:02.648370, arrival_time=2021-04-15 03:59:29.047728, cost_time=0:00:00.882787 2021-04-15 03:59:27,173 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.37ms, fps=3308 images/s, loss=0.5546, top1-acc=81.37%, top5-acc=98.81%, remaining_time=0:00:01.657020, arrival_time=2021-04-15 03:59:28.830593, cost_time=0:00:01.657020 2021-04-15 03:59:27,946 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.35ms, fps=3312 images/s, loss=0.5545, top1-acc=81.39%, top5-acc=98.74%, remaining_time=0:00:00.810100, arrival_time=2021-04-15 03:59:28.756938, cost_time=0:00:02.430288 2021-04-15 03:59:28,654 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=3281 images/s, loss=0.5544, top1-acc=81.12%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-15 03:59:28.654206, cost_time=0:00:03.137688 2021-04-15 03:59:29,578 INFO : Epoch=0010 complete, best val top1-acc=81.12%, top5-acc=98.78% (epoch=10), remaining_time=3:06:07.661160, arrival_time=2021-04-15 07:05:37.240085, cost_time=0:09:47.771643 2021-04-15 03:59:29,580 INFO : Train start, epoch=0011, lr=0.099384 2021-04-15 03:59:32,528 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.80ms, fps=868 images/s, loss=0.4385, top1-acc=85.20%, top5-acc=99.41%, remaining_time=0:00:54.829080, arrival_time=2021-04-15 04:00:27.357197, cost_time=0:00:02.947795 2021-04-15 03:59:35,346 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.4117, top1-acc=86.04%, top5-acc=99.51%, remaining_time=0:00:50.743264, arrival_time=2021-04-15 04:00:26.089992, cost_time=0:00:05.766288 2021-04-15 03:59:38,143 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.44ms, fps=915 images/s, loss=0.4153, top1-acc=85.82%, top5-acc=99.45%, remaining_time=0:00:47.385198, arrival_time=2021-04-15 04:00:25.529059, cost_time=0:00:08.563601 2021-04-15 03:59:40,937 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.4193, top1-acc=85.64%, top5-acc=99.41%, remaining_time=0:00:44.294484, arrival_time=2021-04-15 04:00:25.232304, cost_time=0:00:11.357570 2021-04-15 03:59:43,734 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.4149, top1-acc=85.70%, top5-acc=99.41%, remaining_time=0:00:41.330264, arrival_time=2021-04-15 04:00:25.064757, cost_time=0:00:14.154181 2021-04-15 03:59:46,534 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.4148, top1-acc=85.77%, top5-acc=99.43%, remaining_time=0:00:38.428840, arrival_time=2021-04-15 04:00:24.962991, cost_time=0:00:16.953894 2021-04-15 03:59:49,325 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.4159, top1-acc=85.65%, top5-acc=99.46%, remaining_time=0:00:35.542206, arrival_time=2021-04-15 04:00:24.868143, cost_time=0:00:19.745695 2021-04-15 03:59:52,119 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.4166, top1-acc=85.62%, top5-acc=99.45%, remaining_time=0:00:32.681492, arrival_time=2021-04-15 04:00:24.800673, cost_time=0:00:22.538933 2021-04-15 03:59:54,915 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.83ms, fps=916 images/s, loss=0.4162, top1-acc=85.59%, top5-acc=99.46%, remaining_time=0:00:29.839212, arrival_time=2021-04-15 04:00:24.754642, cost_time=0:00:25.335142 2021-04-15 03:59:57,717 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.48ms, fps=914 images/s, loss=0.4150, top1-acc=85.61%, top5-acc=99.47%, remaining_time=0:00:27.011904, arrival_time=2021-04-15 04:00:24.729666, cost_time=0:00:28.137447 2021-04-15 04:00:00,538 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.69ms, fps=908 images/s, loss=0.4163, top1-acc=85.65%, top5-acc=99.49%, remaining_time=0:00:24.203238, arrival_time=2021-04-15 04:00:24.741360, cost_time=0:00:30.957609 2021-04-15 04:00:03,358 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.58ms, fps=908 images/s, loss=0.4146, top1-acc=85.67%, top5-acc=99.46%, remaining_time=0:00:21.392632, arrival_time=2021-04-15 04:00:24.750992, cost_time=0:00:33.777810 2021-04-15 04:00:06,170 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.55ms, fps=911 images/s, loss=0.4159, top1-acc=85.59%, top5-acc=99.47%, remaining_time=0:00:18.576492, arrival_time=2021-04-15 04:00:24.747006, cost_time=0:00:36.590125 2021-04-15 04:00:08,981 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.84ms, fps=911 images/s, loss=0.4190, top1-acc=85.46%, top5-acc=99.46%, remaining_time=0:00:15.760360, arrival_time=2021-04-15 04:00:24.741669, cost_time=0:00:39.400962 2021-04-15 04:00:11,795 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.56ms, fps=910 images/s, loss=0.4179, top1-acc=85.51%, top5-acc=99.47%, remaining_time=0:00:12.945872, arrival_time=2021-04-15 04:00:24.741069, cost_time=0:00:42.214789 2021-04-15 04:00:14,598 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.55ms, fps=913 images/s, loss=0.4204, top1-acc=85.46%, top5-acc=99.45%, remaining_time=0:00:10.129068, arrival_time=2021-04-15 04:00:24.727456, cost_time=0:00:45.018136 2021-04-15 04:00:17,416 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.59ms, fps=909 images/s, loss=0.4211, top1-acc=85.47%, top5-acc=99.44%, remaining_time=0:00:07.316036, arrival_time=2021-04-15 04:00:24.732092, cost_time=0:00:47.835703 2021-04-15 04:00:20,226 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.07ms, fps=911 images/s, loss=0.4206, top1-acc=85.49%, top5-acc=99.45%, remaining_time=0:00:04.501920, arrival_time=2021-04-15 04:00:24.728796, cost_time=0:00:50.646627 2021-04-15 04:00:23,034 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.4199, top1-acc=85.55%, top5-acc=99.43%, remaining_time=0:00:01.688028, arrival_time=2021-04-15 04:00:24.722535, cost_time=0:00:53.454136 2021-04-15 04:00:24,550 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.35ms, fps=897 images/s, loss=0.4215, top1-acc=85.51%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:24.550733, cost_time=0:00:54.970458 2021-04-15 04:00:25,462 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.20ms, fps=2814 images/s, loss=0.5411, top1-acc=81.99%, top5-acc=98.79%, remaining_time=0:00:02.729340, arrival_time=2021-04-15 04:00:28.191928, cost_time=0:00:00.909783 2021-04-15 04:00:26,248 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=1.81ms, fps=3260 images/s, loss=0.5625, top1-acc=81.15%, top5-acc=98.91%, remaining_time=0:00:01.695640, arrival_time=2021-04-15 04:00:27.944077, cost_time=0:00:01.695643 2021-04-15 04:00:27,032 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.89ms, fps=3268 images/s, loss=0.5548, top1-acc=81.12%, top5-acc=98.91%, remaining_time=0:00:00.826460, arrival_time=2021-04-15 04:00:27.858764, cost_time=0:00:02.479392 2021-04-15 04:00:27,756 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.09ms, fps=3205 images/s, loss=0.5586, top1-acc=81.15%, top5-acc=98.95%, remaining_time=0:00:00, arrival_time=2021-04-15 04:00:27.756675, cost_time=0:00:03.203941 2021-04-15 04:00:28,801 INFO : Epoch=0011 complete, best val top1-acc=81.15%, top5-acc=98.95% (epoch=11), remaining_time=3:05:16.530936, arrival_time=2021-04-15 07:05:45.332143, cost_time=0:10:46.993868 2021-04-15 04:00:28,804 INFO : Train start, epoch=0012, lr=0.099255 2021-04-15 04:00:31,790 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.93ms, fps=857 images/s, loss=0.3852, top1-acc=86.64%, top5-acc=99.45%, remaining_time=0:00:55.539042, arrival_time=2021-04-15 04:01:27.329233, cost_time=0:00:02.985970 2021-04-15 04:00:34,605 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.11ms, fps=910 images/s, loss=0.3873, top1-acc=86.74%, top5-acc=99.45%, remaining_time=0:00:51.049856, arrival_time=2021-04-15 04:01:25.655230, cost_time=0:00:05.801122 2021-04-15 04:00:37,414 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.47ms, fps=911 images/s, loss=0.3962, top1-acc=86.25%, top5-acc=99.45%, remaining_time=0:00:47.645320, arrival_time=2021-04-15 04:01:25.060118, cost_time=0:00:08.610604 2021-04-15 04:00:40,228 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=2.35ms, fps=910 images/s, loss=0.3987, top1-acc=86.08%, top5-acc=99.46%, remaining_time=0:00:44.553912, arrival_time=2021-04-15 04:01:24.782194, cost_time=0:00:11.424060 2021-04-15 04:00:43,039 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.63ms, fps=911 images/s, loss=0.4007, top1-acc=86.20%, top5-acc=99.37%, remaining_time=0:00:41.565908, arrival_time=2021-04-15 04:01:24.605113, cost_time=0:00:14.234917 2021-04-15 04:00:45,860 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.47ms, fps=908 images/s, loss=0.3969, top1-acc=86.37%, top5-acc=99.41%, remaining_time=0:00:38.659632, arrival_time=2021-04-15 04:01:24.519567, cost_time=0:00:17.055726 2021-04-15 04:00:48,675 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.54ms, fps=909 images/s, loss=0.3984, top1-acc=86.40%, top5-acc=99.43%, remaining_time=0:00:35.768376, arrival_time=2021-04-15 04:01:24.443946, cost_time=0:00:19.871342 2021-04-15 04:00:51,489 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.3993, top1-acc=86.30%, top5-acc=99.45%, remaining_time=0:00:32.893772, arrival_time=2021-04-15 04:01:24.383372, cost_time=0:00:22.685390 2021-04-15 04:00:54,310 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.56ms, fps=908 images/s, loss=0.3976, top1-acc=86.37%, top5-acc=99.48%, remaining_time=0:00:30.040506, arrival_time=2021-04-15 04:01:24.350953, cost_time=0:00:25.506120 2021-04-15 04:00:57,133 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.94ms, fps=907 images/s, loss=0.4007, top1-acc=86.23%, top5-acc=99.47%, remaining_time=0:00:27.196128, arrival_time=2021-04-15 04:01:24.329644, cost_time=0:00:28.329269 2021-04-15 04:00:59,941 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.77ms, fps=912 images/s, loss=0.4001, top1-acc=86.22%, top5-acc=99.46%, remaining_time=0:00:24.343762, arrival_time=2021-04-15 04:01:24.285300, cost_time=0:00:31.137344 2021-04-15 04:01:02,755 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.95ms, fps=910 images/s, loss=0.4003, top1-acc=86.18%, top5-acc=99.46%, remaining_time=0:00:21.502680, arrival_time=2021-04-15 04:01:24.258434, cost_time=0:00:33.951546 2021-04-15 04:01:05,578 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.48ms, fps=907 images/s, loss=0.4033, top1-acc=86.12%, top5-acc=99.44%, remaining_time=0:00:18.669750, arrival_time=2021-04-15 04:01:24.247831, cost_time=0:00:36.773814 2021-04-15 04:01:08,399 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.70ms, fps=908 images/s, loss=0.4022, top1-acc=86.22%, top5-acc=99.44%, remaining_time=0:00:15.837920, arrival_time=2021-04-15 04:01:24.237064, cost_time=0:00:39.594846 2021-04-15 04:01:11,220 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=2.53ms, fps=908 images/s, loss=0.4030, top1-acc=86.20%, top5-acc=99.43%, remaining_time=0:00:13.007512, arrival_time=2021-04-15 04:01:24.227487, cost_time=0:00:42.415748 2021-04-15 04:01:14,031 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.77ms, fps=911 images/s, loss=0.4035, top1-acc=86.22%, top5-acc=99.42%, remaining_time=0:00:10.175976, arrival_time=2021-04-15 04:01:24.206899, cost_time=0:00:45.226632 2021-04-15 04:01:16,854 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.89ms, fps=907 images/s, loss=0.4042, top1-acc=86.19%, top5-acc=99.41%, remaining_time=0:00:07.348796, arrival_time=2021-04-15 04:01:24.202894, cost_time=0:00:48.049863 2021-04-15 04:01:19,669 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.83ms, fps=910 images/s, loss=0.4049, top1-acc=86.16%, top5-acc=99.41%, remaining_time=0:00:04.521312, arrival_time=2021-04-15 04:01:24.190272, cost_time=0:00:50.864706 2021-04-15 04:01:22,484 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.35ms, fps=909 images/s, loss=0.4047, top1-acc=86.13%, top5-acc=99.41%, remaining_time=0:00:01.695174, arrival_time=2021-04-15 04:01:24.179829, cost_time=0:00:53.680434 2021-04-15 04:01:23,996 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.34ms, fps=900 images/s, loss=0.4052, top1-acc=86.12%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:23.996234, cost_time=0:00:55.192061 2021-04-15 04:01:24,908 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.20ms, fps=2813 images/s, loss=0.5959, top1-acc=79.65%, top5-acc=98.91%, remaining_time=0:00:02.730330, arrival_time=2021-04-15 04:01:27.638559, cost_time=0:00:00.910106 2021-04-15 04:01:25,687 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.41ms, fps=3289 images/s, loss=0.5669, top1-acc=80.49%, top5-acc=99.02%, remaining_time=0:00:01.688860, arrival_time=2021-04-15 04:01:27.375865, cost_time=0:00:01.688863 2021-04-15 04:01:26,468 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.32ms, fps=3277 images/s, loss=0.5665, top1-acc=80.56%, top5-acc=99.11%, remaining_time=0:00:00.823480, arrival_time=2021-04-15 04:01:27.292101, cost_time=0:00:02.470440 2021-04-15 04:01:27,181 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.08ms, fps=3255 images/s, loss=0.5640, top1-acc=80.35%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 04:01:27.181689, cost_time=0:00:03.183575 2021-04-15 04:01:27,612 INFO : Epoch=0012 complete, best val top1-acc=81.15%, top5-acc=98.95% (epoch=11), remaining_time=3:04:17.616492, arrival_time=2021-04-15 07:05:45.229095, cost_time=0:11:45.805310 2021-04-15 04:01:27,614 INFO : Train start, epoch=0013, lr=0.099114 2021-04-15 04:01:30,603 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.71ms, fps=857 images/s, loss=0.3820, top1-acc=86.80%, top5-acc=99.57%, remaining_time=0:00:55.591680, arrival_time=2021-04-15 04:02:26.195453, cost_time=0:00:02.988805 2021-04-15 04:01:33,416 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.52ms, fps=910 images/s, loss=0.3824, top1-acc=86.91%, top5-acc=99.47%, remaining_time=0:00:51.055488, arrival_time=2021-04-15 04:02:24.472059, cost_time=0:00:05.801752 2021-04-15 04:01:36,229 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.99ms, fps=910 images/s, loss=0.3824, top1-acc=87.19%, top5-acc=99.49%, remaining_time=0:00:47.666402, arrival_time=2021-04-15 04:02:23.895630, cost_time=0:00:08.614408 2021-04-15 04:01:39,053 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.85ms, fps=907 images/s, loss=0.3826, top1-acc=87.01%, top5-acc=99.52%, remaining_time=0:00:44.610852, arrival_time=2021-04-15 04:02:23.664367, cost_time=0:00:11.438689 2021-04-15 04:01:41,876 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=2.04ms, fps=907 images/s, loss=0.3798, top1-acc=87.08%, top5-acc=99.55%, remaining_time=0:00:41.643142, arrival_time=2021-04-15 04:02:23.519283, cost_time=0:00:14.261348 2021-04-15 04:01:44,714 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.95ms, fps=902 images/s, loss=0.3855, top1-acc=86.90%, top5-acc=99.54%, remaining_time=0:00:38.758504, arrival_time=2021-04-15 04:02:23.472739, cost_time=0:00:17.099360 2021-04-15 04:01:47,535 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.42ms, fps=908 images/s, loss=0.3839, top1-acc=86.99%, top5-acc=99.50%, remaining_time=0:00:35.856954, arrival_time=2021-04-15 04:02:23.392291, cost_time=0:00:19.920523 2021-04-15 04:01:50,340 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.61ms, fps=913 images/s, loss=0.3859, top1-acc=86.92%, top5-acc=99.51%, remaining_time=0:00:32.951656, arrival_time=2021-04-15 04:02:23.291736, cost_time=0:00:22.725276 2021-04-15 04:01:53,165 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.20ms, fps=906 images/s, loss=0.3868, top1-acc=86.87%, top5-acc=99.55%, remaining_time=0:00:30.092976, arrival_time=2021-04-15 04:02:23.258395, cost_time=0:00:25.550604 2021-04-15 04:01:55,985 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.75ms, fps=908 images/s, loss=0.3924, top1-acc=86.67%, top5-acc=99.52%, remaining_time=0:00:27.235488, arrival_time=2021-04-15 04:02:23.221286, cost_time=0:00:28.370341 2021-04-15 04:01:58,802 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.47ms, fps=909 images/s, loss=0.3955, top1-acc=86.53%, top5-acc=99.50%, remaining_time=0:00:24.383064, arrival_time=2021-04-15 04:02:23.185468, cost_time=0:00:31.187594 2021-04-15 04:02:01,626 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.63ms, fps=907 images/s, loss=0.3939, top1-acc=86.51%, top5-acc=99.51%, remaining_time=0:00:21.540300, arrival_time=2021-04-15 04:02:23.166217, cost_time=0:00:34.011023 2021-04-15 04:02:04,436 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.95ms, fps=911 images/s, loss=0.3922, top1-acc=86.59%, top5-acc=99.50%, remaining_time=0:00:18.694170, arrival_time=2021-04-15 04:02:23.130868, cost_time=0:00:36.821857 2021-04-15 04:02:07,253 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.43ms, fps=909 images/s, loss=0.3914, top1-acc=86.68%, top5-acc=99.51%, remaining_time=0:00:15.855504, arrival_time=2021-04-15 04:02:23.109219, cost_time=0:00:39.638820 2021-04-15 04:02:10,069 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.57ms, fps=909 images/s, loss=0.3927, top1-acc=86.64%, top5-acc=99.51%, remaining_time=0:00:13.019472, arrival_time=2021-04-15 04:02:23.089125, cost_time=0:00:42.454843 2021-04-15 04:02:12,880 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.57ms, fps=911 images/s, loss=0.3924, top1-acc=86.61%, top5-acc=99.51%, remaining_time=0:00:10.184796, arrival_time=2021-04-15 04:02:23.065395, cost_time=0:00:45.265766 2021-04-15 04:02:15,699 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.58ms, fps=908 images/s, loss=0.3927, top1-acc=86.64%, top5-acc=99.52%, remaining_time=0:00:07.354074, arrival_time=2021-04-15 04:02:23.053152, cost_time=0:00:48.084264 2021-04-15 04:02:18,520 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.64ms, fps=908 images/s, loss=0.3909, top1-acc=86.73%, top5-acc=99.52%, remaining_time=0:00:04.524928, arrival_time=2021-04-15 04:02:23.045165, cost_time=0:00:50.905404 2021-04-15 04:02:21,329 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.78ms, fps=911 images/s, loss=0.3913, top1-acc=86.70%, top5-acc=99.52%, remaining_time=0:00:01.696260, arrival_time=2021-04-15 04:02:23.025996, cost_time=0:00:53.714928 2021-04-15 04:02:22,844 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.80ms, fps=899 images/s, loss=0.3922, top1-acc=86.65%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:22.843928, cost_time=0:00:55.229164 2021-04-15 04:02:23,736 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.30ms, fps=2875 images/s, loss=0.5523, top1-acc=81.25%, top5-acc=98.91%, remaining_time=0:00:02.671050, arrival_time=2021-04-15 04:02:26.407237, cost_time=0:00:00.890349 2021-04-15 04:02:24,521 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.26ms, fps=3261 images/s, loss=0.5528, top1-acc=81.13%, top5-acc=98.91%, remaining_time=0:00:01.675840, arrival_time=2021-04-15 04:02:26.197587, cost_time=0:00:01.675839 2021-04-15 04:02:25,309 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.55ms, fps=3253 images/s, loss=0.5594, top1-acc=81.02%, top5-acc=98.92%, remaining_time=0:00:00.821130, arrival_time=2021-04-15 04:02:26.130400, cost_time=0:00:02.463382 2021-04-15 04:02:26,029 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.06ms, fps=3222 images/s, loss=0.5661, top1-acc=81.05%, top5-acc=98.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:02:26.029823, cost_time=0:00:03.184024 2021-04-15 04:02:26,763 INFO : Epoch=0013 complete, best val top1-acc=81.15%, top5-acc=98.95% (epoch=11), remaining_time=3:03:23.595185, arrival_time=2021-04-15 07:05:50.358319, cost_time=0:12:44.955820 2021-04-15 04:02:26,765 INFO : Train start, epoch=0014, lr=0.098961 2021-04-15 04:02:29,782 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.40ms, fps=848 images/s, loss=0.3663, top1-acc=87.85%, top5-acc=99.84%, remaining_time=0:00:56.118060, arrival_time=2021-04-15 04:03:25.900418, cost_time=0:00:03.017098 2021-04-15 04:02:32,593 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.94ms, fps=911 images/s, loss=0.3605, top1-acc=88.03%, top5-acc=99.73%, remaining_time=0:00:51.283056, arrival_time=2021-04-15 04:03:23.875962, cost_time=0:00:05.827626 2021-04-15 04:02:35,414 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=2.70ms, fps=907 images/s, loss=0.3583, top1-acc=87.85%, top5-acc=99.66%, remaining_time=0:00:47.859626, arrival_time=2021-04-15 04:03:23.274267, cost_time=0:00:08.649337 2021-04-15 04:02:38,221 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.55ms, fps=912 images/s, loss=0.3643, top1-acc=87.69%, top5-acc=99.65%, remaining_time=0:00:44.678088, arrival_time=2021-04-15 04:03:22.899264, cost_time=0:00:11.455917 2021-04-15 04:02:41,034 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.40ms, fps=910 images/s, loss=0.3666, top1-acc=87.51%, top5-acc=99.59%, remaining_time=0:00:41.666794, arrival_time=2021-04-15 04:03:22.701581, cost_time=0:00:14.269432 2021-04-15 04:02:43,837 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.3695, top1-acc=87.29%, top5-acc=99.57%, remaining_time=0:00:38.694992, arrival_time=2021-04-15 04:03:22.531846, cost_time=0:00:17.071317 2021-04-15 04:02:46,636 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.31ms, fps=915 images/s, loss=0.3686, top1-acc=87.33%, top5-acc=99.58%, remaining_time=0:00:35.768250, arrival_time=2021-04-15 04:03:22.404706, cost_time=0:00:19.871218 2021-04-15 04:02:49,442 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.44ms, fps=913 images/s, loss=0.3692, top1-acc=87.34%, top5-acc=99.59%, remaining_time=0:00:32.881940, arrival_time=2021-04-15 04:03:22.324392, cost_time=0:00:22.677202 2021-04-15 04:02:52,239 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.86ms, fps=915 images/s, loss=0.3677, top1-acc=87.37%, top5-acc=99.57%, remaining_time=0:00:30.002982, arrival_time=2021-04-15 04:03:22.242495, cost_time=0:00:25.474254 2021-04-15 04:02:55,048 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.93ms, fps=912 images/s, loss=0.3681, top1-acc=87.30%, top5-acc=99.59%, remaining_time=0:00:27.151776, arrival_time=2021-04-15 04:03:22.200130, cost_time=0:00:28.283147 2021-04-15 04:02:57,848 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.3698, top1-acc=87.35%, top5-acc=99.57%, remaining_time=0:00:24.301708, arrival_time=2021-04-15 04:03:22.150403, cost_time=0:00:31.083531 2021-04-15 04:03:00,647 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=2.16ms, fps=915 images/s, loss=0.3700, top1-acc=87.35%, top5-acc=99.56%, remaining_time=0:00:21.458828, arrival_time=2021-04-15 04:03:22.106371, cost_time=0:00:33.882301 2021-04-15 04:03:03,443 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.3684, top1-acc=87.42%, top5-acc=99.56%, remaining_time=0:00:18.621042, arrival_time=2021-04-15 04:03:22.064092, cost_time=0:00:36.677858 2021-04-15 04:03:06,244 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.57ms, fps=914 images/s, loss=0.3668, top1-acc=87.44%, top5-acc=99.56%, remaining_time=0:00:15.791776, arrival_time=2021-04-15 04:03:22.036439, cost_time=0:00:39.479415 2021-04-15 04:03:09,038 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.3676, top1-acc=87.37%, top5-acc=99.56%, remaining_time=0:00:12.963858, arrival_time=2021-04-15 04:03:22.002408, cost_time=0:00:42.273392 2021-04-15 04:03:11,837 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.60ms, fps=915 images/s, loss=0.3700, top1-acc=87.27%, top5-acc=99.55%, remaining_time=0:00:10.141164, arrival_time=2021-04-15 04:03:21.978230, cost_time=0:00:45.071828 2021-04-15 04:03:14,631 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.3704, top1-acc=87.23%, top5-acc=99.55%, remaining_time=0:00:07.320768, arrival_time=2021-04-15 04:03:21.952607, cost_time=0:00:47.866518 2021-04-15 04:03:17,437 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.92ms, fps=913 images/s, loss=0.3704, top1-acc=87.24%, top5-acc=99.57%, remaining_time=0:00:04.504224, arrival_time=2021-04-15 04:03:21.941975, cost_time=0:00:50.672503 2021-04-15 04:03:20,254 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.45ms, fps=909 images/s, loss=0.3714, top1-acc=87.25%, top5-acc=99.55%, remaining_time=0:00:01.689114, arrival_time=2021-04-15 04:03:21.943086, cost_time=0:00:53.488563 2021-04-15 04:03:21,765 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.29ms, fps=900 images/s, loss=0.3719, top1-acc=87.20%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:21.765770, cost_time=0:00:55.000589 2021-04-15 04:03:22,658 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.26ms, fps=2875 images/s, loss=0.7616, top1-acc=75.59%, top5-acc=98.91%, remaining_time=0:00:02.671530, arrival_time=2021-04-15 04:03:25.329736, cost_time=0:00:00.890513 2021-04-15 04:03:23,438 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.46ms, fps=3285 images/s, loss=0.7386, top1-acc=76.41%, top5-acc=98.46%, remaining_time=0:00:01.670380, arrival_time=2021-04-15 04:03:25.108441, cost_time=0:00:01.670389 2021-04-15 04:03:24,212 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.44ms, fps=3307 images/s, loss=0.7412, top1-acc=76.56%, top5-acc=98.44%, remaining_time=0:00:00.815010, arrival_time=2021-04-15 04:03:25.027785, cost_time=0:00:02.445034 2021-04-15 04:03:24,919 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=3283 images/s, loss=0.7286, top1-acc=76.83%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-15 04:03:24.919945, cost_time=0:00:03.152341 2021-04-15 04:03:25,398 INFO : Epoch=0014 complete, best val top1-acc=81.15%, top5-acc=98.95% (epoch=11), remaining_time=3:02:21.991260, arrival_time=2021-04-15 07:05:47.389325, cost_time=0:13:43.590745 2021-04-15 04:03:25,399 INFO : Train start, epoch=0015, lr=0.098796 2021-04-15 04:03:28,360 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.96ms, fps=865 images/s, loss=0.3406, top1-acc=88.55%, top5-acc=99.49%, remaining_time=0:00:55.053768, arrival_time=2021-04-15 04:04:23.413701, cost_time=0:00:02.959885 2021-04-15 04:03:31,159 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=1.57ms, fps=915 images/s, loss=0.3409, top1-acc=88.42%, top5-acc=99.45%, remaining_time=0:00:50.682192, arrival_time=2021-04-15 04:04:21.841544, cost_time=0:00:05.759347 2021-04-15 04:03:33,959 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.3398, top1-acc=88.54%, top5-acc=99.45%, remaining_time=0:00:47.363286, arrival_time=2021-04-15 04:04:21.322932, cost_time=0:00:08.559630 2021-04-15 04:03:36,757 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.76ms, fps=915 images/s, loss=0.3456, top1-acc=88.29%, top5-acc=99.46%, remaining_time=0:00:44.292612, arrival_time=2021-04-15 04:04:21.049713, cost_time=0:00:11.357067 2021-04-15 04:03:39,550 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.3509, top1-acc=88.05%, top5-acc=99.48%, remaining_time=0:00:41.320920, arrival_time=2021-04-15 04:04:20.871849, cost_time=0:00:14.150990 2021-04-15 04:03:42,351 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.66ms, fps=914 images/s, loss=0.3574, top1-acc=87.79%, top5-acc=99.50%, remaining_time=0:00:38.422448, arrival_time=2021-04-15 04:04:20.773544, cost_time=0:00:16.951098 2021-04-15 04:03:45,152 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.3582, top1-acc=87.78%, top5-acc=99.53%, remaining_time=0:00:35.553546, arrival_time=2021-04-15 04:04:20.705480, cost_time=0:00:19.751968 2021-04-15 04:03:47,949 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.55ms, fps=915 images/s, loss=0.3605, top1-acc=87.64%, top5-acc=99.54%, remaining_time=0:00:32.696224, arrival_time=2021-04-15 04:04:20.645271, cost_time=0:00:22.549104 2021-04-15 04:03:50,752 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.3610, top1-acc=87.55%, top5-acc=99.52%, remaining_time=0:00:29.859352, arrival_time=2021-04-15 04:04:20.611536, cost_time=0:00:25.352239 2021-04-15 04:03:53,546 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.55ms, fps=916 images/s, loss=0.3614, top1-acc=87.56%, top5-acc=99.50%, remaining_time=0:00:27.020928, arrival_time=2021-04-15 04:04:20.567624, cost_time=0:00:28.146763 2021-04-15 04:03:56,342 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.3601, top1-acc=87.57%, top5-acc=99.50%, remaining_time=0:00:24.191026, arrival_time=2021-04-15 04:04:20.533073, cost_time=0:00:30.942054 2021-04-15 04:03:59,137 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.3594, top1-acc=87.59%, top5-acc=99.51%, remaining_time=0:00:21.367096, arrival_time=2021-04-15 04:04:20.504532, cost_time=0:00:33.737468 2021-04-15 04:04:01,933 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.3588, top1-acc=87.62%, top5-acc=99.52%, remaining_time=0:00:18.547716, arrival_time=2021-04-15 04:04:20.481101, cost_time=0:00:36.533428 2021-04-15 04:04:04,724 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.3592, top1-acc=87.60%, top5-acc=99.53%, remaining_time=0:00:15.729896, arrival_time=2021-04-15 04:04:20.454556, cost_time=0:00:39.324718 2021-04-15 04:04:07,518 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.3599, top1-acc=87.56%, top5-acc=99.53%, remaining_time=0:00:12.916294, arrival_time=2021-04-15 04:04:20.434531, cost_time=0:00:42.118302 2021-04-15 04:04:10,317 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.63ms, fps=915 images/s, loss=0.3598, top1-acc=87.56%, top5-acc=99.55%, remaining_time=0:00:10.106388, arrival_time=2021-04-15 04:04:20.423631, cost_time=0:00:44.917302 2021-04-15 04:04:13,115 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.3598, top1-acc=87.53%, top5-acc=99.55%, remaining_time=0:00:07.297732, arrival_time=2021-04-15 04:04:20.413610, cost_time=0:00:47.715944 2021-04-15 04:04:15,908 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.3600, top1-acc=87.55%, top5-acc=99.56%, remaining_time=0:00:04.489648, arrival_time=2021-04-15 04:04:20.398104, cost_time=0:00:50.508519 2021-04-15 04:04:18,706 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.3610, top1-acc=87.53%, top5-acc=99.57%, remaining_time=0:00:01.683354, arrival_time=2021-04-15 04:04:20.389417, cost_time=0:00:53.306128 2021-04-15 04:04:20,209 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.20ms, fps=905 images/s, loss=0.3622, top1-acc=87.50%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:20.209179, cost_time=0:00:54.809260 2021-04-15 04:04:21,098 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=1.47ms, fps=2883 images/s, loss=0.4811, top1-acc=83.91%, top5-acc=99.30%, remaining_time=0:00:02.663520, arrival_time=2021-04-15 04:04:23.762239, cost_time=0:00:00.887842 2021-04-15 04:04:21,871 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.39ms, fps=3315 images/s, loss=0.5075, top1-acc=82.58%, top5-acc=99.20%, remaining_time=0:00:01.660560, arrival_time=2021-04-15 04:04:23.531965, cost_time=0:00:01.660569 2021-04-15 04:04:22,648 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.36ms, fps=3296 images/s, loss=0.5252, top1-acc=82.10%, top5-acc=99.11%, remaining_time=0:00:00.812540, arrival_time=2021-04-15 04:04:23.460994, cost_time=0:00:02.437611 2021-04-15 04:04:23,358 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.06ms, fps=3271 images/s, loss=0.5241, top1-acc=82.07%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-15 04:04:23.358086, cost_time=0:00:03.147285 2021-04-15 04:04:24,286 INFO : Epoch=0015 complete, best val top1-acc=82.07%, top5-acc=99.12% (epoch=15), remaining_time=3:01:23.906865, arrival_time=2021-04-15 07:05:48.193144, cost_time=0:14:42.478942 2021-04-15 04:04:24,288 INFO : Train start, epoch=0016, lr=0.098618 2021-04-15 04:04:27,251 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.35ms, fps=864 images/s, loss=0.3493, top1-acc=87.81%, top5-acc=99.53%, remaining_time=0:00:55.104546, arrival_time=2021-04-15 04:05:22.356031, cost_time=0:00:02.962610 2021-04-15 04:04:30,046 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.3466, top1-acc=87.99%, top5-acc=99.51%, remaining_time=0:00:50.670224, arrival_time=2021-04-15 04:05:20.716961, cost_time=0:00:05.757988 2021-04-15 04:04:32,849 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.73ms, fps=914 images/s, loss=0.3503, top1-acc=87.89%, top5-acc=99.53%, remaining_time=0:00:47.369760, arrival_time=2021-04-15 04:05:20.219395, cost_time=0:00:08.560802 2021-04-15 04:04:35,654 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.3526, top1-acc=87.77%, top5-acc=99.54%, remaining_time=0:00:44.326932, arrival_time=2021-04-15 04:05:19.981629, cost_time=0:00:11.365896 2021-04-15 04:04:38,469 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.48ms, fps=910 images/s, loss=0.3479, top1-acc=87.96%, top5-acc=99.55%, remaining_time=0:00:41.407060, arrival_time=2021-04-15 04:05:19.876359, cost_time=0:00:14.180506 2021-04-15 04:04:41,262 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.3480, top1-acc=87.87%, top5-acc=99.58%, remaining_time=0:00:38.473584, arrival_time=2021-04-15 04:05:19.736016, cost_time=0:00:16.973628 2021-04-15 04:04:44,063 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.63ms, fps=914 images/s, loss=0.3478, top1-acc=87.89%, top5-acc=99.59%, remaining_time=0:00:35.594496, arrival_time=2021-04-15 04:05:19.658038, cost_time=0:00:19.774730 2021-04-15 04:04:46,859 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.3541, top1-acc=87.69%, top5-acc=99.57%, remaining_time=0:00:32.727196, arrival_time=2021-04-15 04:05:19.586362, cost_time=0:00:22.570443 2021-04-15 04:04:49,654 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.55ms, fps=916 images/s, loss=0.3485, top1-acc=87.90%, top5-acc=99.59%, remaining_time=0:00:29.875464, arrival_time=2021-04-15 04:05:19.530243, cost_time=0:00:25.366005 2021-04-15 04:04:52,449 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.3466, top1-acc=87.93%, top5-acc=99.60%, remaining_time=0:00:27.034272, arrival_time=2021-04-15 04:05:19.483874, cost_time=0:00:28.160721 2021-04-15 04:04:55,258 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.70ms, fps=912 images/s, loss=0.3432, top1-acc=87.98%, top5-acc=99.62%, remaining_time=0:00:24.212870, arrival_time=2021-04-15 04:05:19.471710, cost_time=0:00:30.969963 2021-04-15 04:04:58,058 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.63ms, fps=915 images/s, loss=0.3421, top1-acc=88.03%, top5-acc=99.64%, remaining_time=0:00:21.387616, arrival_time=2021-04-15 04:05:19.446291, cost_time=0:00:33.769885 2021-04-15 04:05:00,855 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.64ms, fps=916 images/s, loss=0.3442, top1-acc=88.02%, top5-acc=99.62%, remaining_time=0:00:18.564546, arrival_time=2021-04-15 04:05:19.419769, cost_time=0:00:36.566468 2021-04-15 04:05:03,650 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.3454, top1-acc=87.98%, top5-acc=99.62%, remaining_time=0:00:15.744736, arrival_time=2021-04-15 04:05:19.395343, cost_time=0:00:39.361839 2021-04-15 04:05:06,446 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.3458, top1-acc=87.96%, top5-acc=99.61%, remaining_time=0:00:12.928346, arrival_time=2021-04-15 04:05:19.374679, cost_time=0:00:42.157625 2021-04-15 04:05:09,243 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.3469, top1-acc=87.97%, top5-acc=99.61%, remaining_time=0:00:10.114884, arrival_time=2021-04-15 04:05:19.358667, cost_time=0:00:44.954983 2021-04-15 04:05:12,044 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.3471, top1-acc=87.96%, top5-acc=99.60%, remaining_time=0:00:07.303764, arrival_time=2021-04-15 04:05:19.347940, cost_time=0:00:47.755454 2021-04-15 04:05:14,834 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.62ms, fps=918 images/s, loss=0.3473, top1-acc=87.98%, top5-acc=99.61%, remaining_time=0:00:04.492960, arrival_time=2021-04-15 04:05:19.327414, cost_time=0:00:50.545729 2021-04-15 04:05:17,628 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.3466, top1-acc=88.02%, top5-acc=99.60%, remaining_time=0:00:01.684398, arrival_time=2021-04-15 04:05:19.312441, cost_time=0:00:53.339325 2021-04-15 04:05:19,129 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.23ms, fps=906 images/s, loss=0.3476, top1-acc=88.00%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:19.129511, cost_time=0:00:54.840816 2021-04-15 04:05:20,014 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.83ms, fps=2899 images/s, loss=0.5430, top1-acc=82.19%, top5-acc=99.37%, remaining_time=0:00:02.649360, arrival_time=2021-04-15 04:05:22.663686, cost_time=0:00:00.883125 2021-04-15 04:05:20,791 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.48ms, fps=3294 images/s, loss=0.5241, top1-acc=82.64%, top5-acc=99.36%, remaining_time=0:00:01.660600, arrival_time=2021-04-15 04:05:22.452413, cost_time=0:00:01.660606 2021-04-15 04:05:21,566 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=1.29ms, fps=3307 images/s, loss=0.5235, top1-acc=82.63%, top5-acc=99.39%, remaining_time=0:00:00.811750, arrival_time=2021-04-15 04:05:22.378169, cost_time=0:00:02.435261 2021-04-15 04:05:22,275 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=3272 images/s, loss=0.5245, top1-acc=82.58%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 04:05:22.275818, cost_time=0:00:03.144604 2021-04-15 04:05:23,082 INFO : Epoch=0016 complete, best val top1-acc=82.58%, top5-acc=99.36% (epoch=16), remaining_time=3:00:24.658360, arrival_time=2021-04-15 07:05:47.740301, cost_time=0:15:41.274633 2021-04-15 04:05:23,083 INFO : Train start, epoch=0017, lr=0.098429 2021-04-15 04:05:26,065 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.38ms, fps=858 images/s, loss=0.3565, top1-acc=87.30%, top5-acc=99.77%, remaining_time=0:00:55.466874, arrival_time=2021-04-15 04:06:21.532430, cost_time=0:00:02.982094 2021-04-15 04:05:28,861 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.3479, top1-acc=87.79%, top5-acc=99.69%, remaining_time=0:00:50.845872, arrival_time=2021-04-15 04:06:19.707192, cost_time=0:00:05.777941 2021-04-15 04:05:31,656 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.3448, top1-acc=88.05%, top5-acc=99.58%, remaining_time=0:00:47.436326, arrival_time=2021-04-15 04:06:19.092599, cost_time=0:00:08.572834 2021-04-15 04:05:34,453 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.3463, top1-acc=88.05%, top5-acc=99.60%, remaining_time=0:00:44.345028, arrival_time=2021-04-15 04:06:18.798922, cost_time=0:00:11.370535 2021-04-15 04:05:37,246 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.3438, top1-acc=88.17%, top5-acc=99.59%, remaining_time=0:00:41.357274, arrival_time=2021-04-15 04:06:18.604176, cost_time=0:00:14.163461 2021-04-15 04:05:40,045 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.3429, top1-acc=88.22%, top5-acc=99.54%, remaining_time=0:00:38.447336, arrival_time=2021-04-15 04:06:18.492775, cost_time=0:00:16.962065 2021-04-15 04:05:42,844 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.3397, top1-acc=88.36%, top5-acc=99.56%, remaining_time=0:00:35.569296, arrival_time=2021-04-15 04:06:18.413387, cost_time=0:00:19.760724 2021-04-15 04:05:45,634 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.46ms, fps=918 images/s, loss=0.3334, top1-acc=88.50%, top5-acc=99.60%, remaining_time=0:00:32.699008, arrival_time=2021-04-15 04:06:18.333386, cost_time=0:00:22.551011 2021-04-15 04:05:48,430 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.3357, top1-acc=88.38%, top5-acc=99.61%, remaining_time=0:00:29.853522, arrival_time=2021-04-15 04:06:18.284252, cost_time=0:00:25.347307 2021-04-15 04:05:51,227 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.3372, top1-acc=88.35%, top5-acc=99.60%, remaining_time=0:00:27.017760, arrival_time=2021-04-15 04:06:18.244763, cost_time=0:00:28.143475 2021-04-15 04:05:54,022 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.3367, top1-acc=88.39%, top5-acc=99.61%, remaining_time=0:00:24.188532, arrival_time=2021-04-15 04:06:18.210755, cost_time=0:00:30.938824 2021-04-15 04:05:56,822 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.3371, top1-acc=88.34%, top5-acc=99.62%, remaining_time=0:00:21.367932, arrival_time=2021-04-15 04:06:18.190233, cost_time=0:00:33.738856 2021-04-15 04:05:59,616 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.3399, top1-acc=88.25%, top5-acc=99.61%, remaining_time=0:00:18.547452, arrival_time=2021-04-15 04:06:18.163691, cost_time=0:00:36.532870 2021-04-15 04:06:02,417 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.55ms, fps=914 images/s, loss=0.3402, top1-acc=88.25%, top5-acc=99.62%, remaining_time=0:00:15.733480, arrival_time=2021-04-15 04:06:18.150582, cost_time=0:00:39.333654 2021-04-15 04:06:05,208 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.3411, top1-acc=88.22%, top5-acc=99.61%, remaining_time=0:00:12.918410, arrival_time=2021-04-15 04:06:18.126991, cost_time=0:00:42.125205 2021-04-15 04:06:08,000 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.3409, top1-acc=88.20%, top5-acc=99.60%, remaining_time=0:00:10.106352, arrival_time=2021-04-15 04:06:18.106881, cost_time=0:00:44.917159 2021-04-15 04:06:10,801 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.3416, top1-acc=88.16%, top5-acc=99.59%, remaining_time=0:00:07.297992, arrival_time=2021-04-15 04:06:18.099066, cost_time=0:00:47.717709 2021-04-15 04:06:13,592 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.3417, top1-acc=88.19%, top5-acc=99.60%, remaining_time=0:00:04.489744, arrival_time=2021-04-15 04:06:18.082658, cost_time=0:00:50.509550 2021-04-15 04:06:16,390 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.3408, top1-acc=88.21%, top5-acc=99.60%, remaining_time=0:00:01.683384, arrival_time=2021-04-15 04:06:18.074067, cost_time=0:00:53.307250 2021-04-15 04:06:17,889 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.19ms, fps=907 images/s, loss=0.3405, top1-acc=88.21%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 04:06:17.889873, cost_time=0:00:54.806532 2021-04-15 04:06:18,777 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.22ms, fps=2890 images/s, loss=0.7350, top1-acc=76.45%, top5-acc=98.95%, remaining_time=0:00:02.657460, arrival_time=2021-04-15 04:06:21.434702, cost_time=0:00:00.885819 2021-04-15 04:06:19,549 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.23ms, fps=3315 images/s, loss=0.7494, top1-acc=76.33%, top5-acc=98.91%, remaining_time=0:00:01.658320, arrival_time=2021-04-15 04:06:21.208068, cost_time=0:00:01.658310 2021-04-15 04:06:20,321 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.53ms, fps=3320 images/s, loss=0.7611, top1-acc=76.17%, top5-acc=98.80%, remaining_time=0:00:00.809910, arrival_time=2021-04-15 04:06:21.131063, cost_time=0:00:02.429731 2021-04-15 04:06:21,026 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.7483, top1-acc=76.62%, top5-acc=98.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:06:21.026695, cost_time=0:00:03.135298 2021-04-15 04:06:21,416 INFO : Epoch=0017 complete, best val top1-acc=82.58%, top5-acc=99.36% (epoch=16), remaining_time=2:59:20.496441, arrival_time=2021-04-15 07:05:41.912673, cost_time=0:16:39.608957 2021-04-15 04:06:21,417 INFO : Train start, epoch=0018, lr=0.098228 2021-04-15 04:06:24,378 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.42ms, fps=865 images/s, loss=0.3093, top1-acc=89.34%, top5-acc=99.65%, remaining_time=0:00:55.071996, arrival_time=2021-04-15 04:07:19.450544, cost_time=0:00:02.960860 2021-04-15 04:06:27,184 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.90ms, fps=913 images/s, loss=0.3164, top1-acc=88.91%, top5-acc=99.65%, remaining_time=0:00:50.748720, arrival_time=2021-04-15 04:07:17.933203, cost_time=0:00:05.766909 2021-04-15 04:06:29,990 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.3146, top1-acc=89.02%, top5-acc=99.69%, remaining_time=0:00:47.436326, arrival_time=2021-04-15 04:07:17.426773, cost_time=0:00:08.572833 2021-04-15 04:06:32,784 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.3117, top1-acc=89.22%, top5-acc=99.71%, remaining_time=0:00:44.330208, arrival_time=2021-04-15 04:07:17.114459, cost_time=0:00:11.366707 2021-04-15 04:06:35,574 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.56ms, fps=918 images/s, loss=0.3106, top1-acc=89.30%, top5-acc=99.70%, remaining_time=0:00:41.337272, arrival_time=2021-04-15 04:07:16.911500, cost_time=0:00:14.156607 2021-04-15 04:06:38,372 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.3112, top1-acc=89.42%, top5-acc=99.65%, remaining_time=0:00:38.432104, arrival_time=2021-04-15 04:07:16.804962, cost_time=0:00:16.955316 2021-04-15 04:06:41,164 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.3123, top1-acc=89.37%, top5-acc=99.66%, remaining_time=0:00:35.544852, arrival_time=2021-04-15 04:07:16.709517, cost_time=0:00:19.747112 2021-04-15 04:06:43,960 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.3122, top1-acc=89.42%, top5-acc=99.66%, remaining_time=0:00:32.686596, arrival_time=2021-04-15 04:07:16.646601, cost_time=0:00:22.542467 2021-04-15 04:06:46,756 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.3144, top1-acc=89.38%, top5-acc=99.67%, remaining_time=0:00:29.843028, arrival_time=2021-04-15 04:07:16.599007, cost_time=0:00:25.338436 2021-04-15 04:06:49,549 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.3173, top1-acc=89.32%, top5-acc=99.64%, remaining_time=0:00:27.006528, arrival_time=2021-04-15 04:07:16.555978, cost_time=0:00:28.131756 2021-04-15 04:06:52,348 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.3195, top1-acc=89.23%, top5-acc=99.65%, remaining_time=0:00:24.182340, arrival_time=2021-04-15 04:07:16.530760, cost_time=0:00:30.930846 2021-04-15 04:06:55,147 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.3208, top1-acc=89.15%, top5-acc=99.64%, remaining_time=0:00:21.361928, arrival_time=2021-04-15 04:07:16.508862, cost_time=0:00:33.729316 2021-04-15 04:06:57,943 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.3239, top1-acc=89.08%, top5-acc=99.62%, remaining_time=0:00:18.544152, arrival_time=2021-04-15 04:07:16.488017, cost_time=0:00:36.526330 2021-04-15 04:07:00,739 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.3236, top1-acc=89.08%, top5-acc=99.63%, remaining_time=0:00:15.728664, arrival_time=2021-04-15 04:07:16.467946, cost_time=0:00:39.321662 2021-04-15 04:07:03,532 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.3253, top1-acc=89.03%, top5-acc=99.62%, remaining_time=0:00:12.915144, arrival_time=2021-04-15 04:07:16.447295, cost_time=0:00:42.114601 2021-04-15 04:07:06,326 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.3261, top1-acc=88.97%, top5-acc=99.62%, remaining_time=0:00:10.104408, arrival_time=2021-04-15 04:07:16.430460, cost_time=0:00:44.908512 2021-04-15 04:07:09,116 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.3271, top1-acc=88.94%, top5-acc=99.62%, remaining_time=0:00:07.295080, arrival_time=2021-04-15 04:07:16.411204, cost_time=0:00:47.698584 2021-04-15 04:07:11,906 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.3285, top1-acc=88.92%, top5-acc=99.62%, remaining_time=0:00:04.487920, arrival_time=2021-04-15 04:07:16.394542, cost_time=0:00:50.489085 2021-04-15 04:07:14,701 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.15ms, fps=916 images/s, loss=0.3289, top1-acc=88.88%, top5-acc=99.62%, remaining_time=0:00:01.682640, arrival_time=2021-04-15 04:07:16.383889, cost_time=0:00:53.283639 2021-04-15 04:07:16,203 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.21ms, fps=906 images/s, loss=0.3299, top1-acc=88.87%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:16.203613, cost_time=0:00:54.786088 2021-04-15 04:07:17,089 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=0.18ms, fps=2895 images/s, loss=0.5691, top1-acc=81.72%, top5-acc=98.91%, remaining_time=0:00:02.652930, arrival_time=2021-04-15 04:07:19.742509, cost_time=0:00:00.884310 2021-04-15 04:07:17,860 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.27ms, fps=3321 images/s, loss=0.5840, top1-acc=80.92%, top5-acc=98.75%, remaining_time=0:00:01.655580, arrival_time=2021-04-15 04:07:19.516458, cost_time=0:00:01.655587 2021-04-15 04:07:18,633 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.23ms, fps=3316 images/s, loss=0.5780, top1-acc=80.85%, top5-acc=98.87%, remaining_time=0:00:00.809340, arrival_time=2021-04-15 04:07:19.442653, cost_time=0:00:02.428022 2021-04-15 04:07:19,340 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=3284 images/s, loss=0.5797, top1-acc=80.63%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:07:19.340174, cost_time=0:00:03.134918 2021-04-15 04:07:19,807 INFO : Epoch=0018 complete, best val top1-acc=82.58%, top5-acc=99.36% (epoch=16), remaining_time=2:58:17.554322, arrival_time=2021-04-15 07:05:37.361474, cost_time=0:17:37.999870 2021-04-15 04:07:19,808 INFO : Train start, epoch=0019, lr=0.098015 2021-04-15 04:07:22,769 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.36ms, fps=865 images/s, loss=0.3600, top1-acc=87.50%, top5-acc=99.77%, remaining_time=0:00:55.078692, arrival_time=2021-04-15 04:08:17.848586, cost_time=0:00:02.961215 2021-04-15 04:07:25,575 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.3530, top1-acc=87.91%, top5-acc=99.71%, remaining_time=0:00:50.748192, arrival_time=2021-04-15 04:08:16.323713, cost_time=0:00:05.766835 2021-04-15 04:07:28,371 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.3448, top1-acc=88.27%, top5-acc=99.71%, remaining_time=0:00:47.378392, arrival_time=2021-04-15 04:08:15.749460, cost_time=0:00:08.562369 2021-04-15 04:07:31,161 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.3396, top1-acc=88.42%, top5-acc=99.73%, remaining_time=0:00:44.276856, arrival_time=2021-04-15 04:08:15.438503, cost_time=0:00:11.353046 2021-04-15 04:07:33,959 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.3286, top1-acc=88.82%, top5-acc=99.70%, remaining_time=0:00:41.320190, arrival_time=2021-04-15 04:08:15.279573, cost_time=0:00:14.150736 2021-04-15 04:07:36,755 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.65ms, fps=916 images/s, loss=0.3332, top1-acc=88.65%, top5-acc=99.68%, remaining_time=0:00:38.411840, arrival_time=2021-04-15 04:08:15.166857, cost_time=0:00:16.946382 2021-04-15 04:07:39,547 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.3306, top1-acc=88.73%, top5-acc=99.70%, remaining_time=0:00:35.529606, arrival_time=2021-04-15 04:08:15.076861, cost_time=0:00:19.738659 2021-04-15 04:07:42,340 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.3308, top1-acc=88.70%, top5-acc=99.70%, remaining_time=0:00:32.670472, arrival_time=2021-04-15 04:08:15.010441, cost_time=0:00:22.531371 2021-04-15 04:07:45,131 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.3299, top1-acc=88.73%, top5-acc=99.67%, remaining_time=0:00:29.825114, arrival_time=2021-04-15 04:08:14.956874, cost_time=0:00:25.323170 2021-04-15 04:07:47,930 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.3285, top1-acc=88.77%, top5-acc=99.69%, remaining_time=0:00:26.997024, arrival_time=2021-04-15 04:08:14.927641, cost_time=0:00:28.121949 2021-04-15 04:07:50,727 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.82ms, fps=915 images/s, loss=0.3276, top1-acc=88.83%, top5-acc=99.68%, remaining_time=0:00:24.172880, arrival_time=2021-04-15 04:08:14.900339, cost_time=0:00:30.918854 2021-04-15 04:07:53,523 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.3273, top1-acc=88.79%, top5-acc=99.69%, remaining_time=0:00:21.352504, arrival_time=2021-04-15 04:08:14.875599, cost_time=0:00:33.714491 2021-04-15 04:07:56,312 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.3275, top1-acc=88.80%, top5-acc=99.70%, remaining_time=0:00:18.532866, arrival_time=2021-04-15 04:08:14.845632, cost_time=0:00:36.504165 2021-04-15 04:07:59,109 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.08ms, fps=915 images/s, loss=0.3262, top1-acc=88.80%, top5-acc=99.69%, remaining_time=0:00:15.720488, arrival_time=2021-04-15 04:08:14.830377, cost_time=0:00:39.301288 2021-04-15 04:08:01,910 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.3270, top1-acc=88.78%, top5-acc=99.68%, remaining_time=0:00:12.911234, arrival_time=2021-04-15 04:08:14.821692, cost_time=0:00:42.101859 2021-04-15 04:08:04,701 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.3269, top1-acc=88.79%, top5-acc=99.68%, remaining_time=0:00:10.100988, arrival_time=2021-04-15 04:08:14.802924, cost_time=0:00:44.893336 2021-04-15 04:08:07,495 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.3263, top1-acc=88.79%, top5-acc=99.67%, remaining_time=0:00:07.293312, arrival_time=2021-04-15 04:08:14.789025, cost_time=0:00:47.687110 2021-04-15 04:08:10,299 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.78ms, fps=913 images/s, loss=0.3250, top1-acc=88.83%, top5-acc=99.68%, remaining_time=0:00:04.488096, arrival_time=2021-04-15 04:08:14.787910, cost_time=0:00:50.491076 2021-04-15 04:08:13,106 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.3268, top1-acc=88.79%, top5-acc=99.67%, remaining_time=0:00:01.683096, arrival_time=2021-04-15 04:08:14.789790, cost_time=0:00:53.298016 2021-04-15 04:08:14,613 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.24ms, fps=903 images/s, loss=0.3264, top1-acc=88.77%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 04:08:14.613744, cost_time=0:00:54.805152 2021-04-15 04:08:15,498 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.37ms, fps=2899 images/s, loss=0.5117, top1-acc=82.89%, top5-acc=98.95%, remaining_time=0:00:02.648880, arrival_time=2021-04-15 04:08:18.147643, cost_time=0:00:00.882965 2021-04-15 04:08:16,271 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.47ms, fps=3315 images/s, loss=0.5111, top1-acc=83.20%, top5-acc=98.75%, remaining_time=0:00:01.655720, arrival_time=2021-04-15 04:08:17.927213, cost_time=0:00:01.655730 2021-04-15 04:08:17,046 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.29ms, fps=3305 images/s, loss=0.5022, top1-acc=83.29%, top5-acc=98.91%, remaining_time=0:00:00.810230, arrival_time=2021-04-15 04:08:17.856663, cost_time=0:00:02.430676 2021-04-15 04:08:17,753 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.06ms, fps=3284 images/s, loss=0.4888, top1-acc=83.60%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:08:17.753173, cost_time=0:00:03.137461 2021-04-15 04:08:18,604 INFO : Epoch=0019 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:57:18.966963, arrival_time=2021-04-15 07:05:37.571901, cost_time=0:18:36.797646 2021-04-15 04:08:18,606 INFO : Train start, epoch=0020, lr=0.097790 2021-04-15 04:08:21,573 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.44ms, fps=863 images/s, loss=0.3114, top1-acc=89.80%, top5-acc=99.65%, remaining_time=0:00:55.197360, arrival_time=2021-04-15 04:09:16.771300, cost_time=0:00:02.967602 2021-04-15 04:08:24,364 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.3041, top1-acc=89.75%, top5-acc=99.67%, remaining_time=0:00:50.671456, arrival_time=2021-04-15 04:09:15.036033, cost_time=0:00:05.758117 2021-04-15 04:08:27,160 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.2916, top1-acc=90.26%, top5-acc=99.69%, remaining_time=0:00:47.333904, arrival_time=2021-04-15 04:09:14.494641, cost_time=0:00:08.554331 2021-04-15 04:08:29,953 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2949, top1-acc=90.00%, top5-acc=99.66%, remaining_time=0:00:44.254548, arrival_time=2021-04-15 04:09:14.208232, cost_time=0:00:11.347338 2021-04-15 04:08:32,751 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.2975, top1-acc=89.95%, top5-acc=99.64%, remaining_time=0:00:41.302524, arrival_time=2021-04-15 04:09:14.053550, cost_time=0:00:14.144694 2021-04-15 04:08:35,548 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.2983, top1-acc=89.85%, top5-acc=99.64%, remaining_time=0:00:38.403000, arrival_time=2021-04-15 04:09:13.951874, cost_time=0:00:16.942526 2021-04-15 04:08:38,345 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.49ms, fps=915 images/s, loss=0.2978, top1-acc=89.89%, top5-acc=99.63%, remaining_time=0:00:35.530614, arrival_time=2021-04-15 04:09:13.876217, cost_time=0:00:19.739211 2021-04-15 04:08:41,141 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2985, top1-acc=89.82%, top5-acc=99.63%, remaining_time=0:00:32.676388, arrival_time=2021-04-15 04:09:13.818230, cost_time=0:00:22.535461 2021-04-15 04:08:43,935 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.2993, top1-acc=89.83%, top5-acc=99.64%, remaining_time=0:00:29.832428, arrival_time=2021-04-15 04:09:13.768245, cost_time=0:00:25.329463 2021-04-15 04:08:46,730 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.3011, top1-acc=89.70%, top5-acc=99.65%, remaining_time=0:00:26.998944, arrival_time=2021-04-15 04:09:13.729182, cost_time=0:00:28.123892 2021-04-15 04:08:49,524 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.3034, top1-acc=89.58%, top5-acc=99.65%, remaining_time=0:00:24.172622, arrival_time=2021-04-15 04:09:13.697430, cost_time=0:00:30.918461 2021-04-15 04:08:52,322 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.51ms, fps=915 images/s, loss=0.3041, top1-acc=89.59%, top5-acc=99.65%, remaining_time=0:00:21.353568, arrival_time=2021-04-15 04:09:13.676100, cost_time=0:00:33.716186 2021-04-15 04:08:55,123 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=2.89ms, fps=914 images/s, loss=0.3045, top1-acc=89.56%, top5-acc=99.65%, remaining_time=0:00:18.539334, arrival_time=2021-04-15 04:09:13.662568, cost_time=0:00:36.516809 2021-04-15 04:08:57,921 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.53ms, fps=915 images/s, loss=0.3065, top1-acc=89.44%, top5-acc=99.66%, remaining_time=0:00:15.726088, arrival_time=2021-04-15 04:09:13.647690, cost_time=0:00:39.315235 2021-04-15 04:09:00,719 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.3086, top1-acc=89.32%, top5-acc=99.66%, remaining_time=0:00:12.914684, arrival_time=2021-04-15 04:09:13.634150, cost_time=0:00:42.113038 2021-04-15 04:09:03,515 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.3111, top1-acc=89.23%, top5-acc=99.66%, remaining_time=0:00:10.104552, arrival_time=2021-04-15 04:09:13.619984, cost_time=0:00:44.909091 2021-04-15 04:09:06,307 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.62ms, fps=917 images/s, loss=0.3122, top1-acc=89.20%, top5-acc=99.65%, remaining_time=0:00:07.295496, arrival_time=2021-04-15 04:09:13.603312, cost_time=0:00:47.701390 2021-04-15 04:09:09,102 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.3116, top1-acc=89.21%, top5-acc=99.65%, remaining_time=0:00:04.488496, arrival_time=2021-04-15 04:09:13.590506, cost_time=0:00:50.495652 2021-04-15 04:09:11,893 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.3126, top1-acc=89.18%, top5-acc=99.64%, remaining_time=0:00:01.682766, arrival_time=2021-04-15 04:09:13.576646, cost_time=0:00:53.287544 2021-04-15 04:09:13,396 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.28ms, fps=905 images/s, loss=0.3132, top1-acc=89.16%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:13.396655, cost_time=0:00:54.790274 2021-04-15 04:09:14,280 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.17ms, fps=2907 images/s, loss=0.5141, top1-acc=82.62%, top5-acc=98.95%, remaining_time=0:00:02.642010, arrival_time=2021-04-15 04:09:16.922200, cost_time=0:00:00.880673 2021-04-15 04:09:15,054 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.25ms, fps=3308 images/s, loss=0.5034, top1-acc=82.44%, top5-acc=99.12%, remaining_time=0:00:01.654860, arrival_time=2021-04-15 04:09:16.709254, cost_time=0:00:01.654858 2021-04-15 04:09:15,825 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.16ms, fps=3323 images/s, loss=0.5097, top1-acc=82.55%, top5-acc=99.11%, remaining_time=0:00:00.808540, arrival_time=2021-04-15 04:09:16.633679, cost_time=0:00:02.425605 2021-04-15 04:09:16,529 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=3296 images/s, loss=0.5130, top1-acc=82.73%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-15 04:09:16.529395, cost_time=0:00:03.129894 2021-04-15 04:09:16,989 INFO : Epoch=0020 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:56:16.637820, arrival_time=2021-04-15 07:05:33.627091, cost_time=0:19:35.181982 2021-04-15 04:09:16,990 INFO : Train start, epoch=0021, lr=0.097553 2021-04-15 04:09:19,966 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.63ms, fps=860 images/s, loss=0.3156, top1-acc=89.34%, top5-acc=99.57%, remaining_time=0:00:55.350066, arrival_time=2021-04-15 04:10:15.316593, cost_time=0:00:02.975808 2021-04-15 04:09:22,761 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.75ms, fps=916 images/s, loss=0.3187, top1-acc=89.55%, top5-acc=99.55%, remaining_time=0:00:50.779696, arrival_time=2021-04-15 04:10:13.540769, cost_time=0:00:05.770411 2021-04-15 04:09:25,551 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.3111, top1-acc=89.62%, top5-acc=99.62%, remaining_time=0:00:47.372250, arrival_time=2021-04-15 04:10:12.924135, cost_time=0:00:08.561241 2021-04-15 04:09:28,345 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.3100, top1-acc=89.71%, top5-acc=99.59%, remaining_time=0:00:44.282784, arrival_time=2021-04-15 04:10:12.627948, cost_time=0:00:11.354563 2021-04-15 04:09:31,144 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.3025, top1-acc=89.93%, top5-acc=99.65%, remaining_time=0:00:41.328512, arrival_time=2021-04-15 04:10:12.472810, cost_time=0:00:14.153620 2021-04-15 04:09:33,933 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.3021, top1-acc=89.77%, top5-acc=99.69%, remaining_time=0:00:38.403680, arrival_time=2021-04-15 04:10:12.337145, cost_time=0:00:16.942803 2021-04-15 04:09:36,730 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.3046, top1-acc=89.75%, top5-acc=99.70%, remaining_time=0:00:35.530992, arrival_time=2021-04-15 04:10:12.261136, cost_time=0:00:19.739453 2021-04-15 04:09:39,525 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.3071, top1-acc=89.56%, top5-acc=99.72%, remaining_time=0:00:32.675228, arrival_time=2021-04-15 04:10:12.200541, cost_time=0:00:22.534620 2021-04-15 04:09:42,324 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.47ms, fps=915 images/s, loss=0.3086, top1-acc=89.50%, top5-acc=99.70%, remaining_time=0:00:29.837516, arrival_time=2021-04-15 04:10:12.162021, cost_time=0:00:25.333700 2021-04-15 04:09:45,124 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=2.04ms, fps=915 images/s, loss=0.3083, top1-acc=89.48%, top5-acc=99.71%, remaining_time=0:00:27.008256, arrival_time=2021-04-15 04:10:12.132541, cost_time=0:00:28.133631 2021-04-15 04:09:47,924 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.3099, top1-acc=89.38%, top5-acc=99.71%, remaining_time=0:00:24.184662, arrival_time=2021-04-15 04:10:12.109313, cost_time=0:00:30.933887 2021-04-15 04:09:50,722 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.3100, top1-acc=89.39%, top5-acc=99.71%, remaining_time=0:00:21.363448, arrival_time=2021-04-15 04:10:12.085928, cost_time=0:00:33.731805 2021-04-15 04:09:53,526 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.87ms, fps=913 images/s, loss=0.3104, top1-acc=89.32%, top5-acc=99.71%, remaining_time=0:00:18.548838, arrival_time=2021-04-15 04:10:12.075156, cost_time=0:00:36.535610 2021-04-15 04:09:56,325 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.3123, top1-acc=89.26%, top5-acc=99.70%, remaining_time=0:00:15.734096, arrival_time=2021-04-15 04:10:12.059960, cost_time=0:00:39.335245 2021-04-15 04:09:59,125 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.3121, top1-acc=89.21%, top5-acc=99.71%, remaining_time=0:00:12.921308, arrival_time=2021-04-15 04:10:12.046735, cost_time=0:00:42.134731 2021-04-15 04:10:01,929 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.3113, top1-acc=89.23%, top5-acc=99.71%, remaining_time=0:00:10.111212, arrival_time=2021-04-15 04:10:12.040599, cost_time=0:00:44.938778 2021-04-15 04:10:04,724 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.64ms, fps=916 images/s, loss=0.3140, top1-acc=89.12%, top5-acc=99.69%, remaining_time=0:00:07.300410, arrival_time=2021-04-15 04:10:12.024520, cost_time=0:00:47.733424 2021-04-15 04:10:07,517 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.3157, top1-acc=89.10%, top5-acc=99.69%, remaining_time=0:00:04.491248, arrival_time=2021-04-15 04:10:12.008387, cost_time=0:00:50.526521 2021-04-15 04:10:10,309 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.3153, top1-acc=89.12%, top5-acc=99.68%, remaining_time=0:00:01.683768, arrival_time=2021-04-15 04:10:11.993683, cost_time=0:00:53.319306 2021-04-15 04:10:11,809 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.22ms, fps=907 images/s, loss=0.3147, top1-acc=89.14%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 04:10:11.809651, cost_time=0:00:54.819050 2021-04-15 04:10:12,693 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.24ms, fps=2901 images/s, loss=0.5045, top1-acc=82.11%, top5-acc=99.37%, remaining_time=0:00:02.647080, arrival_time=2021-04-15 04:10:15.340893, cost_time=0:00:00.882359 2021-04-15 04:10:13,486 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.60ms, fps=3233 images/s, loss=0.5249, top1-acc=81.78%, top5-acc=99.10%, remaining_time=0:00:01.674660, arrival_time=2021-04-15 04:10:15.160814, cost_time=0:00:01.674668 2021-04-15 04:10:14,261 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.39ms, fps=3305 images/s, loss=0.5251, top1-acc=81.97%, top5-acc=99.19%, remaining_time=0:00:00.816580, arrival_time=2021-04-15 04:10:15.077753, cost_time=0:00:02.449740 2021-04-15 04:10:14,972 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.07ms, fps=3264 images/s, loss=0.5172, top1-acc=82.02%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-15 04:10:14.972414, cost_time=0:00:03.160955 2021-04-15 04:10:15,429 INFO : Epoch=0021 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:55:15.156668, arrival_time=2021-04-15 07:05:30.585687, cost_time=0:20:33.621725 2021-04-15 04:10:15,430 INFO : Train start, epoch=0022, lr=0.097304 2021-04-15 04:10:18,405 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.75ms, fps=860 images/s, loss=0.2744, top1-acc=90.27%, top5-acc=99.69%, remaining_time=0:00:55.341324, arrival_time=2021-04-15 04:11:13.747194, cost_time=0:00:02.975339 2021-04-15 04:10:21,200 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2956, top1-acc=89.84%, top5-acc=99.73%, remaining_time=0:00:50.777936, arrival_time=2021-04-15 04:11:11.978599, cost_time=0:00:05.770222 2021-04-15 04:10:23,991 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.2960, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:47.371586, arrival_time=2021-04-15 04:11:11.363300, cost_time=0:00:08.561116 2021-04-15 04:10:26,784 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2902, top1-acc=90.02%, top5-acc=99.74%, remaining_time=0:00:44.277948, arrival_time=2021-04-15 04:11:11.061864, cost_time=0:00:11.353322 2021-04-15 04:10:29,585 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.63ms, fps=914 images/s, loss=0.2898, top1-acc=90.02%, top5-acc=99.75%, remaining_time=0:00:41.331578, arrival_time=2021-04-15 04:11:10.916721, cost_time=0:00:14.154642 2021-04-15 04:10:32,381 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2905, top1-acc=89.95%, top5-acc=99.72%, remaining_time=0:00:38.423128, arrival_time=2021-04-15 04:11:10.805001, cost_time=0:00:16.951354 2021-04-15 04:10:35,182 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.59ms, fps=914 images/s, loss=0.2932, top1-acc=89.88%, top5-acc=99.71%, remaining_time=0:00:35.553042, arrival_time=2021-04-15 04:11:10.735161, cost_time=0:00:19.751679 2021-04-15 04:10:37,974 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2944, top1-acc=89.82%, top5-acc=99.70%, remaining_time=0:00:32.689380, arrival_time=2021-04-15 04:11:10.664169, cost_time=0:00:22.544367 2021-04-15 04:10:40,774 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.2942, top1-acc=89.84%, top5-acc=99.70%, remaining_time=0:00:29.849600, arrival_time=2021-04-15 04:11:10.624158, cost_time=0:00:25.344037 2021-04-15 04:10:43,572 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.2925, top1-acc=89.90%, top5-acc=99.73%, remaining_time=0:00:27.015840, arrival_time=2021-04-15 04:11:10.587838, cost_time=0:00:28.141510 2021-04-15 04:10:46,365 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.2937, top1-acc=89.82%, top5-acc=99.73%, remaining_time=0:00:24.185866, arrival_time=2021-04-15 04:11:10.551678, cost_time=0:00:30.935372 2021-04-15 04:10:49,160 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.2937, top1-acc=89.82%, top5-acc=99.73%, remaining_time=0:00:21.362232, arrival_time=2021-04-15 04:11:10.522502, cost_time=0:00:33.729836 2021-04-15 04:10:51,955 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2956, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:18.543228, arrival_time=2021-04-15 04:11:10.498278, cost_time=0:00:36.524566 2021-04-15 04:10:54,746 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2988, top1-acc=89.63%, top5-acc=99.72%, remaining_time=0:00:15.726536, arrival_time=2021-04-15 04:11:10.473343, cost_time=0:00:39.316344 2021-04-15 04:10:57,543 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.3019, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:12.914546, arrival_time=2021-04-15 04:11:10.457614, cost_time=0:00:42.112618 2021-04-15 04:11:00,350 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.57ms, fps=912 images/s, loss=0.3036, top1-acc=89.44%, top5-acc=99.71%, remaining_time=0:00:10.107000, arrival_time=2021-04-15 04:11:10.457510, cost_time=0:00:44.920062 2021-04-15 04:11:03,160 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.42ms, fps=911 images/s, loss=0.3038, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:07.299916, arrival_time=2021-04-15 04:11:10.460509, cost_time=0:00:47.730164 2021-04-15 04:11:05,967 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.58ms, fps=912 images/s, loss=0.3052, top1-acc=89.44%, top5-acc=99.70%, remaining_time=0:00:04.492160, arrival_time=2021-04-15 04:11:10.459460, cost_time=0:00:50.536886 2021-04-15 04:11:08,760 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.17ms, fps=917 images/s, loss=0.3057, top1-acc=89.42%, top5-acc=99.70%, remaining_time=0:00:01.684104, arrival_time=2021-04-15 04:11:10.444599, cost_time=0:00:53.330051 2021-04-15 04:11:10,264 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.24ms, fps=905 images/s, loss=0.3063, top1-acc=89.39%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:10.264106, cost_time=0:00:54.833695 2021-04-15 04:11:11,161 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.25ms, fps=2859 images/s, loss=0.6553, top1-acc=77.19%, top5-acc=98.16%, remaining_time=0:00:02.686500, arrival_time=2021-04-15 04:11:13.847669, cost_time=0:00:00.895505 2021-04-15 04:11:11,934 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.45ms, fps=3313 images/s, loss=0.6560, top1-acc=78.22%, top5-acc=98.18%, remaining_time=0:00:01.668640, arrival_time=2021-04-15 04:11:13.602943, cost_time=0:00:01.668637 2021-04-15 04:11:12,706 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.23ms, fps=3316 images/s, loss=0.6294, top1-acc=79.22%, top5-acc=98.31%, remaining_time=0:00:00.813680, arrival_time=2021-04-15 04:11:13.520379, cost_time=0:00:02.441039 2021-04-15 04:11:13,413 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.06ms, fps=3283 images/s, loss=0.6144, top1-acc=79.57%, top5-acc=98.39%, remaining_time=0:00:00, arrival_time=2021-04-15 04:11:13.413703, cost_time=0:00:03.148066 2021-04-15 04:11:13,851 INFO : Epoch=0022 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:54:13.808458, arrival_time=2021-04-15 07:05:27.659476, cost_time=0:21:32.043734 2021-04-15 04:11:13,852 INFO : Train start, epoch=0023, lr=0.097044 2021-04-15 04:11:16,826 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.45ms, fps=861 images/s, loss=0.3133, top1-acc=89.49%, top5-acc=99.80%, remaining_time=0:00:55.310820, arrival_time=2021-04-15 04:12:12.136941, cost_time=0:00:02.973700 2021-04-15 04:11:19,623 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.67ms, fps=915 images/s, loss=0.2928, top1-acc=90.29%, top5-acc=99.80%, remaining_time=0:00:50.783040, arrival_time=2021-04-15 04:12:10.406299, cost_time=0:00:05.770809 2021-04-15 04:11:22,426 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.2924, top1-acc=90.12%, top5-acc=99.77%, remaining_time=0:00:47.445788, arrival_time=2021-04-15 04:12:09.872672, cost_time=0:00:08.574529 2021-04-15 04:11:25,239 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.46ms, fps=910 images/s, loss=0.2872, top1-acc=90.43%, top5-acc=99.74%, remaining_time=0:00:44.410548, arrival_time=2021-04-15 04:12:09.650197, cost_time=0:00:11.387303 2021-04-15 04:11:28,045 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.60ms, fps=912 images/s, loss=0.2854, top1-acc=90.34%, top5-acc=99.77%, remaining_time=0:00:41.444290, arrival_time=2021-04-15 04:12:09.489949, cost_time=0:00:14.193239 2021-04-15 04:11:30,836 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.2862, top1-acc=90.33%, top5-acc=99.75%, remaining_time=0:00:38.498200, arrival_time=2021-04-15 04:12:09.335031, cost_time=0:00:16.984481 2021-04-15 04:11:33,634 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.2897, top1-acc=90.17%, top5-acc=99.77%, remaining_time=0:00:35.607096, arrival_time=2021-04-15 04:12:09.241172, cost_time=0:00:19.781719 2021-04-15 04:11:36,433 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.2922, top1-acc=90.04%, top5-acc=99.74%, remaining_time=0:00:32.742160, arrival_time=2021-04-15 04:12:09.175332, cost_time=0:00:22.580836 2021-04-15 04:11:39,231 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.49ms, fps=915 images/s, loss=0.2940, top1-acc=89.98%, top5-acc=99.75%, remaining_time=0:00:29.891152, arrival_time=2021-04-15 04:12:09.122797, cost_time=0:00:25.379304 2021-04-15 04:11:42,026 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2953, top1-acc=89.88%, top5-acc=99.73%, remaining_time=0:00:27.047136, arrival_time=2021-04-15 04:12:09.073709, cost_time=0:00:28.174145 2021-04-15 04:11:44,821 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.76ms, fps=916 images/s, loss=0.2962, top1-acc=89.85%, top5-acc=99.72%, remaining_time=0:00:24.211924, arrival_time=2021-04-15 04:12:09.032962, cost_time=0:00:30.968699 2021-04-15 04:11:47,613 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2984, top1-acc=89.78%, top5-acc=99.72%, remaining_time=0:00:21.381840, arrival_time=2021-04-15 04:12:08.995027, cost_time=0:00:33.760835 2021-04-15 04:11:50,407 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2991, top1-acc=89.71%, top5-acc=99.72%, remaining_time=0:00:18.558606, arrival_time=2021-04-15 04:12:08.965758, cost_time=0:00:36.554819 2021-04-15 04:11:53,208 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.2982, top1-acc=89.71%, top5-acc=99.73%, remaining_time=0:00:15.742552, arrival_time=2021-04-15 04:12:08.951329, cost_time=0:00:39.356435 2021-04-15 04:11:56,001 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2974, top1-acc=89.76%, top5-acc=99.73%, remaining_time=0:00:12.925816, arrival_time=2021-04-15 04:12:08.927632, cost_time=0:00:42.149473 2021-04-15 04:11:58,797 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.2994, top1-acc=89.64%, top5-acc=99.73%, remaining_time=0:00:10.112544, arrival_time=2021-04-15 04:12:08.909529, cost_time=0:00:44.944638 2021-04-15 04:12:01,590 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.3014, top1-acc=89.60%, top5-acc=99.72%, remaining_time=0:00:07.301112, arrival_time=2021-04-15 04:12:08.891461, cost_time=0:00:47.738013 2021-04-15 04:12:04,383 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.3028, top1-acc=89.55%, top5-acc=99.72%, remaining_time=0:00:04.491632, arrival_time=2021-04-15 04:12:08.874776, cost_time=0:00:50.530803 2021-04-15 04:12:07,181 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.3026, top1-acc=89.57%, top5-acc=99.71%, remaining_time=0:00:01.684086, arrival_time=2021-04-15 04:12:08.865836, cost_time=0:00:53.329358 2021-04-15 04:12:08,686 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.25ms, fps=904 images/s, loss=0.3028, top1-acc=89.57%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:08.686141, cost_time=0:00:54.833763 2021-04-15 04:12:09,583 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=1.41ms, fps=2862 images/s, loss=0.7636, top1-acc=76.68%, top5-acc=98.55%, remaining_time=0:00:02.683770, arrival_time=2021-04-15 04:12:12.267352, cost_time=0:00:00.894592 2021-04-15 04:12:10,360 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=1.42ms, fps=3298 images/s, loss=0.7305, top1-acc=77.52%, top5-acc=98.71%, remaining_time=0:00:01.671380, arrival_time=2021-04-15 04:12:12.031743, cost_time=0:00:01.671376 2021-04-15 04:12:11,138 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.53ms, fps=3292 images/s, loss=0.7132, top1-acc=77.79%, top5-acc=98.83%, remaining_time=0:00:00.816510, arrival_time=2021-04-15 04:12:11.955084, cost_time=0:00:02.449534 2021-04-15 04:12:11,850 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.05ms, fps=3261 images/s, loss=0.6968, top1-acc=78.14%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:12:11.850360, cost_time=0:00:03.161435 2021-04-15 04:12:12,317 INFO : Epoch=0023 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:53:13.053786, arrival_time=2021-04-15 07:05:25.370882, cost_time=0:22:30.509808 2021-04-15 04:12:12,318 INFO : Train start, epoch=0024, lr=0.096772 2021-04-15 04:12:15,291 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.59ms, fps=861 images/s, loss=0.2959, top1-acc=89.26%, top5-acc=99.73%, remaining_time=0:00:55.294452, arrival_time=2021-04-15 04:13:10.585873, cost_time=0:00:02.972822 2021-04-15 04:12:18,102 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.45ms, fps=911 images/s, loss=0.2973, top1-acc=89.43%, top5-acc=99.71%, remaining_time=0:00:50.896208, arrival_time=2021-04-15 04:13:08.998490, cost_time=0:00:05.783668 2021-04-15 04:12:20,909 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.54ms, fps=912 images/s, loss=0.2894, top1-acc=89.77%, top5-acc=99.73%, remaining_time=0:00:47.534100, arrival_time=2021-04-15 04:13:08.443185, cost_time=0:00:08.590509 2021-04-15 04:12:23,712 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.2904, top1-acc=89.71%, top5-acc=99.74%, remaining_time=0:00:44.435196, arrival_time=2021-04-15 04:13:08.147393, cost_time=0:00:11.393622 2021-04-15 04:12:26,512 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.2874, top1-acc=89.79%, top5-acc=99.73%, remaining_time=0:00:41.446042, arrival_time=2021-04-15 04:13:07.958403, cost_time=0:00:14.193857 2021-04-15 04:12:29,310 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.81ms, fps=915 images/s, loss=0.2837, top1-acc=89.96%, top5-acc=99.73%, remaining_time=0:00:38.516016, arrival_time=2021-04-15 04:13:07.826896, cost_time=0:00:16.992332 2021-04-15 04:12:32,104 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.2833, top1-acc=89.95%, top5-acc=99.73%, remaining_time=0:00:35.614152, arrival_time=2021-04-15 04:13:07.718348, cost_time=0:00:19.785655 2021-04-15 04:12:34,900 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2810, top1-acc=90.01%, top5-acc=99.73%, remaining_time=0:00:32.744132, arrival_time=2021-04-15 04:13:07.644809, cost_time=0:00:22.582179 2021-04-15 04:12:37,690 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.2816, top1-acc=90.05%, top5-acc=99.74%, remaining_time=0:00:29.882672, arrival_time=2021-04-15 04:13:07.573258, cost_time=0:00:25.372088 2021-04-15 04:12:40,483 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2816, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:27.038496, arrival_time=2021-04-15 04:13:07.522064, cost_time=0:00:28.165069 2021-04-15 04:12:43,283 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.31ms, fps=915 images/s, loss=0.2854, top1-acc=90.01%, top5-acc=99.72%, remaining_time=0:00:24.208656, arrival_time=2021-04-15 04:13:07.491821, cost_time=0:00:30.964615 2021-04-15 04:12:46,074 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.2847, top1-acc=90.07%, top5-acc=99.71%, remaining_time=0:00:21.378876, arrival_time=2021-04-15 04:13:07.453506, cost_time=0:00:33.756100 2021-04-15 04:12:48,877 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.2848, top1-acc=90.10%, top5-acc=99.72%, remaining_time=0:00:18.560586, arrival_time=2021-04-15 04:13:07.437922, cost_time=0:00:36.558745 2021-04-15 04:12:51,681 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.2848, top1-acc=90.11%, top5-acc=99.72%, remaining_time=0:00:15.745184, arrival_time=2021-04-15 04:13:07.426649, cost_time=0:00:39.362966 2021-04-15 04:12:54,479 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.2854, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:12.929496, arrival_time=2021-04-15 04:13:07.409377, cost_time=0:00:42.161379 2021-04-15 04:12:57,275 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.64ms, fps=916 images/s, loss=0.2883, top1-acc=89.95%, top5-acc=99.71%, remaining_time=0:00:10.115280, arrival_time=2021-04-15 04:13:07.390630, cost_time=0:00:44.956863 2021-04-15 04:13:00,069 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.2903, top1-acc=89.89%, top5-acc=99.71%, remaining_time=0:00:07.303062, arrival_time=2021-04-15 04:13:07.372419, cost_time=0:00:47.750862 2021-04-15 04:13:02,868 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.54ms, fps=915 images/s, loss=0.2917, top1-acc=89.84%, top5-acc=99.72%, remaining_time=0:00:04.493296, arrival_time=2021-04-15 04:13:07.361407, cost_time=0:00:50.549616 2021-04-15 04:13:05,663 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.21ms, fps=916 images/s, loss=0.2928, top1-acc=89.84%, top5-acc=99.71%, remaining_time=0:00:01.684572, arrival_time=2021-04-15 04:13:07.347890, cost_time=0:00:53.344820 2021-04-15 04:13:07,165 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.21ms, fps=906 images/s, loss=0.2933, top1-acc=89.82%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:07.165074, cost_time=0:00:54.846598 2021-04-15 04:13:08,088 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.18ms, fps=2777 images/s, loss=0.5556, top1-acc=82.27%, top5-acc=98.87%, remaining_time=0:00:02.765190, arrival_time=2021-04-15 04:13:10.853697, cost_time=0:00:00.921730 2021-04-15 04:13:08,862 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.89ms, fps=3311 images/s, loss=0.5645, top1-acc=82.36%, top5-acc=98.93%, remaining_time=0:00:01.695400, arrival_time=2021-04-15 04:13:10.557585, cost_time=0:00:01.695405 2021-04-15 04:13:09,640 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.92ms, fps=3291 images/s, loss=0.5567, top1-acc=82.40%, top5-acc=99.05%, remaining_time=0:00:00.824630, arrival_time=2021-04-15 04:13:10.465258, cost_time=0:00:02.473887 2021-04-15 04:13:10,350 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.07ms, fps=3272 images/s, loss=0.5619, top1-acc=82.51%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-15 04:13:10.350070, cost_time=0:00:03.183376 2021-04-15 04:13:10,812 INFO : Epoch=0024 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:52:12.703216, arrival_time=2021-04-15 07:05:23.515474, cost_time=0:23:29.004976 2021-04-15 04:13:10,813 INFO : Train start, epoch=0025, lr=0.096489 2021-04-15 04:13:13,844 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.56ms, fps=845 images/s, loss=0.2850, top1-acc=90.82%, top5-acc=99.77%, remaining_time=0:00:56.379576, arrival_time=2021-04-15 04:14:10.224448, cost_time=0:00:03.031159 2021-04-15 04:13:16,640 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.94ms, fps=916 images/s, loss=0.2856, top1-acc=90.49%, top5-acc=99.73%, remaining_time=0:00:51.278832, arrival_time=2021-04-15 04:14:07.919665, cost_time=0:00:05.827132 2021-04-15 04:13:19,432 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.2797, top1-acc=90.61%, top5-acc=99.73%, remaining_time=0:00:47.689974, arrival_time=2021-04-15 04:14:07.122277, cost_time=0:00:08.618668 2021-04-15 04:13:22,226 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2743, top1-acc=90.81%, top5-acc=99.76%, remaining_time=0:00:44.509920, arrival_time=2021-04-15 04:14:06.736355, cost_time=0:00:11.412810 2021-04-15 04:13:25,032 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.69ms, fps=912 images/s, loss=0.2739, top1-acc=90.73%, top5-acc=99.77%, remaining_time=0:00:41.519042, arrival_time=2021-04-15 04:14:06.551610, cost_time=0:00:14.218854 2021-04-15 04:13:27,839 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.44ms, fps=912 images/s, loss=0.2785, top1-acc=90.46%, top5-acc=99.75%, remaining_time=0:00:38.591088, arrival_time=2021-04-15 04:14:06.430218, cost_time=0:00:17.025499 2021-04-15 04:13:30,634 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.51ms, fps=916 images/s, loss=0.2804, top1-acc=90.43%, top5-acc=99.75%, remaining_time=0:00:35.677026, arrival_time=2021-04-15 04:14:06.311240, cost_time=0:00:19.820591 2021-04-15 04:13:33,436 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.2804, top1-acc=90.44%, top5-acc=99.77%, remaining_time=0:00:32.802364, arrival_time=2021-04-15 04:14:06.238401, cost_time=0:00:22.622332 2021-04-15 04:13:36,229 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2838, top1-acc=90.29%, top5-acc=99.76%, remaining_time=0:00:29.933764, arrival_time=2021-04-15 04:14:06.162882, cost_time=0:00:25.415481 2021-04-15 04:13:39,023 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2856, top1-acc=90.21%, top5-acc=99.76%, remaining_time=0:00:27.081408, arrival_time=2021-04-15 04:14:06.104898, cost_time=0:00:28.209786 2021-04-15 04:13:41,820 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.65ms, fps=915 images/s, loss=0.2873, top1-acc=90.16%, top5-acc=99.75%, remaining_time=0:00:24.241594, arrival_time=2021-04-15 04:14:06.061867, cost_time=0:00:31.006655 2021-04-15 04:13:44,615 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2877, top1-acc=90.15%, top5-acc=99.75%, remaining_time=0:00:21.408060, arrival_time=2021-04-15 04:14:06.023965, cost_time=0:00:33.802217 2021-04-15 04:13:47,411 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2888, top1-acc=90.10%, top5-acc=99.74%, remaining_time=0:00:18.580254, arrival_time=2021-04-15 04:14:05.991335, cost_time=0:00:36.597455 2021-04-15 04:13:50,203 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.59ms, fps=917 images/s, loss=0.2898, top1-acc=90.09%, top5-acc=99.75%, remaining_time=0:00:15.755768, arrival_time=2021-04-15 04:14:05.958870, cost_time=0:00:39.389486 2021-04-15 04:13:52,998 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.2899, top1-acc=90.09%, top5-acc=99.76%, remaining_time=0:00:12.936810, arrival_time=2021-04-15 04:14:05.935688, cost_time=0:00:42.185260 2021-04-15 04:13:55,793 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.81ms, fps=916 images/s, loss=0.2897, top1-acc=90.07%, top5-acc=99.75%, remaining_time=0:00:10.120356, arrival_time=2021-04-15 04:14:05.913390, cost_time=0:00:44.979372 2021-04-15 04:13:58,590 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.45ms, fps=915 images/s, loss=0.2903, top1-acc=90.03%, top5-acc=99.76%, remaining_time=0:00:07.307040, arrival_time=2021-04-15 04:14:05.897545, cost_time=0:00:47.776861 2021-04-15 04:14:01,384 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.28ms, fps=916 images/s, loss=0.2902, top1-acc=90.03%, top5-acc=99.74%, remaining_time=0:00:04.495200, arrival_time=2021-04-15 04:14:05.879824, cost_time=0:00:50.570993 2021-04-15 04:14:04,193 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.15ms, fps=912 images/s, loss=0.2904, top1-acc=90.01%, top5-acc=99.74%, remaining_time=0:00:01.685664, arrival_time=2021-04-15 04:14:05.878731, cost_time=0:00:53.379445 2021-04-15 04:14:05,706 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.28ms, fps=899 images/s, loss=0.2903, top1-acc=90.04%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:05.706293, cost_time=0:00:54.892608 2021-04-15 04:14:06,592 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.44ms, fps=2896 images/s, loss=0.9378, top1-acc=72.85%, top5-acc=97.97%, remaining_time=0:00:02.651730, arrival_time=2021-04-15 04:14:09.243888, cost_time=0:00:00.883914 2021-04-15 04:14:07,368 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.30ms, fps=3302 images/s, loss=0.9494, top1-acc=72.75%, top5-acc=97.87%, remaining_time=0:00:01.659820, arrival_time=2021-04-15 04:14:09.027792, cost_time=0:00:01.659813 2021-04-15 04:14:08,141 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.27ms, fps=3313 images/s, loss=0.9570, top1-acc=72.47%, top5-acc=97.86%, remaining_time=0:00:00.810960, arrival_time=2021-04-15 04:14:08.952000, cost_time=0:00:02.432894 2021-04-15 04:14:08,848 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=3283 images/s, loss=0.9565, top1-acc=72.65%, top5-acc=97.89%, remaining_time=0:00:00, arrival_time=2021-04-15 04:14:08.848027, cost_time=0:00:03.139907 2021-04-15 04:14:09,288 INFO : Epoch=0025 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:51:12.367350, arrival_time=2021-04-15 07:05:21.655688, cost_time=0:24:27.481053 2021-04-15 04:14:09,289 INFO : Train start, epoch=0026, lr=0.096194 2021-04-15 04:14:12,278 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.40ms, fps=857 images/s, loss=0.2997, top1-acc=89.45%, top5-acc=99.73%, remaining_time=0:00:55.584612, arrival_time=2021-04-15 04:15:07.862855, cost_time=0:00:02.988415 2021-04-15 04:14:15,073 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.59ms, fps=916 images/s, loss=0.3077, top1-acc=89.16%, top5-acc=99.77%, remaining_time=0:00:50.893392, arrival_time=2021-04-15 04:15:05.966560, cost_time=0:00:05.783335 2021-04-15 04:14:17,873 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.64ms, fps=914 images/s, loss=0.3085, top1-acc=89.18%, top5-acc=99.75%, remaining_time=0:00:47.495256, arrival_time=2021-04-15 04:15:05.368582, cost_time=0:00:08.583481 2021-04-15 04:14:20,676 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.3021, top1-acc=89.58%, top5-acc=99.77%, remaining_time=0:00:44.409612, arrival_time=2021-04-15 04:15:05.086525, cost_time=0:00:11.387084 2021-04-15 04:14:23,467 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.3001, top1-acc=89.77%, top5-acc=99.75%, remaining_time=0:00:41.397716, arrival_time=2021-04-15 04:15:04.864785, cost_time=0:00:14.177310 2021-04-15 04:14:26,258 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2960, top1-acc=89.86%, top5-acc=99.76%, remaining_time=0:00:38.463112, arrival_time=2021-04-15 04:15:04.721986, cost_time=0:00:16.968995 2021-04-15 04:14:29,052 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.2908, top1-acc=89.99%, top5-acc=99.76%, remaining_time=0:00:35.573454, arrival_time=2021-04-15 04:15:04.626291, cost_time=0:00:19.763061 2021-04-15 04:14:31,855 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.53ms, fps=914 images/s, loss=0.2876, top1-acc=90.11%, top5-acc=99.76%, remaining_time=0:00:32.720004, arrival_time=2021-04-15 04:15:04.575315, cost_time=0:00:22.565545 2021-04-15 04:14:34,650 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.2866, top1-acc=90.14%, top5-acc=99.75%, remaining_time=0:00:29.869528, arrival_time=2021-04-15 04:15:04.520169, cost_time=0:00:25.360881 2021-04-15 04:14:37,446 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.56ms, fps=916 images/s, loss=0.2880, top1-acc=90.10%, top5-acc=99.74%, remaining_time=0:00:27.030720, arrival_time=2021-04-15 04:15:04.477486, cost_time=0:00:28.157017 2021-04-15 04:14:40,240 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2882, top1-acc=90.09%, top5-acc=99.74%, remaining_time=0:00:24.197648, arrival_time=2021-04-15 04:15:04.437835, cost_time=0:00:30.950431 2021-04-15 04:14:43,038 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.62ms, fps=915 images/s, loss=0.2869, top1-acc=90.15%, top5-acc=99.73%, remaining_time=0:00:21.373860, arrival_time=2021-04-15 04:15:04.411857, cost_time=0:00:33.748169 2021-04-15 04:14:45,832 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2875, top1-acc=90.15%, top5-acc=99.72%, remaining_time=0:00:18.552732, arrival_time=2021-04-15 04:15:04.385679, cost_time=0:00:36.543195 2021-04-15 04:14:48,632 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.65ms, fps=915 images/s, loss=0.2895, top1-acc=90.09%, top5-acc=99.73%, remaining_time=0:00:15.736952, arrival_time=2021-04-15 04:15:04.369106, cost_time=0:00:39.342392 2021-04-15 04:14:51,425 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2904, top1-acc=90.04%, top5-acc=99.73%, remaining_time=0:00:12.921676, arrival_time=2021-04-15 04:15:04.347291, cost_time=0:00:42.135865 2021-04-15 04:14:54,217 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2914, top1-acc=90.02%, top5-acc=99.73%, remaining_time=0:00:10.108728, arrival_time=2021-04-15 04:15:04.326131, cost_time=0:00:44.927651 2021-04-15 04:14:57,012 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.2931, top1-acc=89.99%, top5-acc=99.73%, remaining_time=0:00:07.298694, arrival_time=2021-04-15 04:15:04.310681, cost_time=0:00:47.722239 2021-04-15 04:14:59,808 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.2927, top1-acc=90.03%, top5-acc=99.72%, remaining_time=0:00:04.490592, arrival_time=2021-04-15 04:15:04.299461, cost_time=0:00:50.519115 2021-04-15 04:15:02,605 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.2929, top1-acc=90.03%, top5-acc=99.72%, remaining_time=0:00:01.683654, arrival_time=2021-04-15 04:15:04.289154, cost_time=0:00:53.315749 2021-04-15 04:15:04,109 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.26ms, fps=904 images/s, loss=0.2926, top1-acc=90.03%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 04:15:04.109540, cost_time=0:00:54.819799 2021-04-15 04:15:05,024 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=1.56ms, fps=2802 images/s, loss=0.5488, top1-acc=83.05%, top5-acc=99.18%, remaining_time=0:00:02.741220, arrival_time=2021-04-15 04:15:07.766135, cost_time=0:00:00.913736 2021-04-15 04:15:05,797 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.28ms, fps=3314 images/s, loss=0.5607, top1-acc=82.50%, top5-acc=99.08%, remaining_time=0:00:01.686640, arrival_time=2021-04-15 04:15:07.484470, cost_time=0:00:01.686646 2021-04-15 04:15:06,570 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=1.43ms, fps=3315 images/s, loss=0.5495, top1-acc=82.67%, top5-acc=99.18%, remaining_time=0:00:00.819710, arrival_time=2021-04-15 04:15:07.390028, cost_time=0:00:02.459133 2021-04-15 04:15:07,277 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.07ms, fps=3282 images/s, loss=0.5476, top1-acc=82.77%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-15 04:15:07.277468, cost_time=0:00:03.166261 2021-04-15 04:15:07,707 INFO : Epoch=0026 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:50:11.794128, arrival_time=2021-04-15 07:05:19.501683, cost_time=0:25:25.900277 2021-04-15 04:15:07,708 INFO : Train start, epoch=0027, lr=0.095888 2021-04-15 04:15:10,671 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.35ms, fps=864 images/s, loss=0.2814, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:55.095060, arrival_time=2021-04-15 04:16:05.766176, cost_time=0:00:02.962103 2021-04-15 04:15:13,475 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.46ms, fps=913 images/s, loss=0.2748, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:50.740800, arrival_time=2021-04-15 04:16:04.215768, cost_time=0:00:05.765993 2021-04-15 04:15:16,276 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.2757, top1-acc=90.72%, top5-acc=99.71%, remaining_time=0:00:47.405782, arrival_time=2021-04-15 04:16:03.682056, cost_time=0:00:08.567312 2021-04-15 04:15:19,089 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.47ms, fps=910 images/s, loss=0.2715, top1-acc=90.86%, top5-acc=99.73%, remaining_time=0:00:44.385120, arrival_time=2021-04-15 04:16:03.474891, cost_time=0:00:11.380796 2021-04-15 04:15:21,889 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.2723, top1-acc=90.62%, top5-acc=99.76%, remaining_time=0:00:41.407790, arrival_time=2021-04-15 04:16:03.297516, cost_time=0:00:14.180755 2021-04-15 04:15:24,685 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2733, top1-acc=90.58%, top5-acc=99.77%, remaining_time=0:00:38.480656, arrival_time=2021-04-15 04:16:03.166379, cost_time=0:00:16.976762 2021-04-15 04:15:27,479 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.2760, top1-acc=90.51%, top5-acc=99.77%, remaining_time=0:00:35.586684, arrival_time=2021-04-15 04:16:03.066018, cost_time=0:00:19.770371 2021-04-15 04:15:30,276 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.2775, top1-acc=90.40%, top5-acc=99.76%, remaining_time=0:00:32.722556, arrival_time=2021-04-15 04:16:02.998974, cost_time=0:00:22.567270 2021-04-15 04:15:33,075 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2797, top1-acc=90.34%, top5-acc=99.77%, remaining_time=0:00:29.875888, arrival_time=2021-04-15 04:16:02.951228, cost_time=0:00:25.366341 2021-04-15 04:15:35,871 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.2774, top1-acc=90.48%, top5-acc=99.76%, remaining_time=0:00:27.035904, arrival_time=2021-04-15 04:16:02.907313, cost_time=0:00:28.162366 2021-04-15 04:15:38,665 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.2760, top1-acc=90.54%, top5-acc=99.77%, remaining_time=0:00:24.202034, arrival_time=2021-04-15 04:16:02.867097, cost_time=0:00:30.956102 2021-04-15 04:15:41,463 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.2768, top1-acc=90.51%, top5-acc=99.77%, remaining_time=0:00:21.377812, arrival_time=2021-04-15 04:16:02.841319, cost_time=0:00:33.754454 2021-04-15 04:15:44,256 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.2775, top1-acc=90.51%, top5-acc=99.77%, remaining_time=0:00:18.554646, arrival_time=2021-04-15 04:16:02.810708, cost_time=0:00:36.547091 2021-04-15 04:15:47,061 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.69ms, fps=913 images/s, loss=0.2781, top1-acc=90.45%, top5-acc=99.76%, remaining_time=0:00:15.741152, arrival_time=2021-04-15 04:16:02.803009, cost_time=0:00:39.352882 2021-04-15 04:15:49,866 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.2785, top1-acc=90.42%, top5-acc=99.76%, remaining_time=0:00:12.928392, arrival_time=2021-04-15 04:16:02.795141, cost_time=0:00:42.157787 2021-04-15 04:15:52,673 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.53ms, fps=912 images/s, loss=0.2797, top1-acc=90.37%, top5-acc=99.76%, remaining_time=0:00:10.117008, arrival_time=2021-04-15 04:16:02.790454, cost_time=0:00:44.964476 2021-04-15 04:15:55,477 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.2792, top1-acc=90.40%, top5-acc=99.75%, remaining_time=0:00:07.305714, arrival_time=2021-04-15 04:16:02.782821, cost_time=0:00:47.768069 2021-04-15 04:15:58,281 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.61ms, fps=913 images/s, loss=0.2792, top1-acc=90.38%, top5-acc=99.75%, remaining_time=0:00:04.495312, arrival_time=2021-04-15 04:16:02.776517, cost_time=0:00:50.572204 2021-04-15 04:16:01,089 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.2803, top1-acc=90.30%, top5-acc=99.75%, remaining_time=0:00:01.685694, arrival_time=2021-04-15 04:16:02.774952, cost_time=0:00:53.380292 2021-04-15 04:16:02,597 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.32ms, fps=902 images/s, loss=0.2804, top1-acc=90.29%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:02.597582, cost_time=0:00:54.888625 2021-04-15 04:16:03,506 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=1.31ms, fps=2822 images/s, loss=0.5463, top1-acc=82.62%, top5-acc=99.14%, remaining_time=0:00:02.721360, arrival_time=2021-04-15 04:16:06.227908, cost_time=0:00:00.907117 2021-04-15 04:16:04,280 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.29ms, fps=3311 images/s, loss=0.5535, top1-acc=82.34%, top5-acc=98.95%, remaining_time=0:00:01.680520, arrival_time=2021-04-15 04:16:05.960486, cost_time=0:00:01.680526 2021-04-15 04:16:05,052 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.33ms, fps=3313 images/s, loss=0.5672, top1-acc=81.90%, top5-acc=98.78%, remaining_time=0:00:00.817840, arrival_time=2021-04-15 04:16:05.870771, cost_time=0:00:02.453511 2021-04-15 04:16:05,759 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.06ms, fps=3283 images/s, loss=0.5832, top1-acc=81.68%, top5-acc=98.72%, remaining_time=0:00:00, arrival_time=2021-04-15 04:16:05.759909, cost_time=0:00:03.160505 2021-04-15 04:16:06,187 INFO : Epoch=0027 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:49:11.767155, arrival_time=2021-04-15 07:05:17.954269, cost_time=0:26:24.379833 2021-04-15 04:16:06,188 INFO : Train start, epoch=0028, lr=0.095570 2021-04-15 04:16:09,144 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.81ms, fps=866 images/s, loss=0.2870, top1-acc=90.23%, top5-acc=99.69%, remaining_time=0:00:54.975462, arrival_time=2021-04-15 04:17:04.119655, cost_time=0:00:02.955673 2021-04-15 04:16:11,940 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.51ms, fps=916 images/s, loss=0.2900, top1-acc=90.51%, top5-acc=99.67%, remaining_time=0:00:50.618832, arrival_time=2021-04-15 04:17:02.559462, cost_time=0:00:05.752144 2021-04-15 04:16:14,736 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.64ms, fps=916 images/s, loss=0.2834, top1-acc=90.57%, top5-acc=99.65%, remaining_time=0:00:47.297052, arrival_time=2021-04-15 04:17:02.033196, cost_time=0:00:08.547655 2021-04-15 04:16:17,530 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2823, top1-acc=90.62%, top5-acc=99.68%, remaining_time=0:00:44.233176, arrival_time=2021-04-15 04:17:01.763442, cost_time=0:00:11.341856 2021-04-15 04:16:20,321 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.2745, top1-acc=90.92%, top5-acc=99.73%, remaining_time=0:00:41.268506, arrival_time=2021-04-15 04:17:01.590095, cost_time=0:00:14.133046 2021-04-15 04:16:23,115 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.64ms, fps=916 images/s, loss=0.2697, top1-acc=90.98%, top5-acc=99.72%, remaining_time=0:00:38.368592, arrival_time=2021-04-15 04:17:01.484346, cost_time=0:00:16.927294 2021-04-15 04:16:25,923 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.62ms, fps=912 images/s, loss=0.2678, top1-acc=91.03%, top5-acc=99.72%, remaining_time=0:00:35.522676, arrival_time=2021-04-15 04:17:01.445984, cost_time=0:00:19.734796 2021-04-15 04:16:28,728 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.54ms, fps=913 images/s, loss=0.2668, top1-acc=91.00%, top5-acc=99.74%, remaining_time=0:00:32.683232, arrival_time=2021-04-15 04:17:01.411896, cost_time=0:00:22.540177 2021-04-15 04:16:31,537 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2683, top1-acc=90.86%, top5-acc=99.76%, remaining_time=0:00:29.855854, arrival_time=2021-04-15 04:17:01.393661, cost_time=0:00:25.349339 2021-04-15 04:16:34,332 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2723, top1-acc=90.74%, top5-acc=99.72%, remaining_time=0:00:27.018432, arrival_time=2021-04-15 04:17:01.351109, cost_time=0:00:28.144199 2021-04-15 04:16:37,138 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.48ms, fps=913 images/s, loss=0.2748, top1-acc=90.64%, top5-acc=99.71%, remaining_time=0:00:24.197218, arrival_time=2021-04-15 04:17:01.335714, cost_time=0:00:30.949970 2021-04-15 04:16:39,945 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.79ms, fps=912 images/s, loss=0.2756, top1-acc=90.62%, top5-acc=99.71%, remaining_time=0:00:21.379104, arrival_time=2021-04-15 04:17:01.324173, cost_time=0:00:33.756493 2021-04-15 04:16:42,744 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.2766, top1-acc=90.56%, top5-acc=99.71%, remaining_time=0:00:18.559002, arrival_time=2021-04-15 04:17:01.303164, cost_time=0:00:36.555658 2021-04-15 04:16:45,539 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.80ms, fps=916 images/s, loss=0.2776, top1-acc=90.57%, top5-acc=99.72%, remaining_time=0:00:15.740480, arrival_time=2021-04-15 04:17:01.280151, cost_time=0:00:39.351204 2021-04-15 04:16:48,332 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.2776, top1-acc=90.58%, top5-acc=99.72%, remaining_time=0:00:12.924252, arrival_time=2021-04-15 04:17:01.256983, cost_time=0:00:42.144294 2021-04-15 04:16:51,136 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.2779, top1-acc=90.55%, top5-acc=99.72%, remaining_time=0:00:10.113300, arrival_time=2021-04-15 04:17:01.249723, cost_time=0:00:44.948027 2021-04-15 04:16:53,931 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2765, top1-acc=90.61%, top5-acc=99.72%, remaining_time=0:00:07.301892, arrival_time=2021-04-15 04:17:01.233560, cost_time=0:00:47.743182 2021-04-15 04:16:56,724 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.2775, top1-acc=90.56%, top5-acc=99.73%, remaining_time=0:00:04.492048, arrival_time=2021-04-15 04:17:01.215997, cost_time=0:00:50.535529 2021-04-15 04:16:59,529 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.2777, top1-acc=90.53%, top5-acc=99.73%, remaining_time=0:00:01.684440, arrival_time=2021-04-15 04:17:01.213462, cost_time=0:00:53.340545 2021-04-15 04:17:01,030 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.44ms, fps=906 images/s, loss=0.2791, top1-acc=90.48%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:01.030498, cost_time=0:00:54.842026 2021-04-15 04:17:01,916 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=1.65ms, fps=2894 images/s, loss=0.5887, top1-acc=80.27%, top5-acc=98.83%, remaining_time=0:00:02.653800, arrival_time=2021-04-15 04:17:04.570720, cost_time=0:00:00.884599 2021-04-15 04:17:02,696 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.37ms, fps=3287 images/s, loss=0.5923, top1-acc=80.80%, top5-acc=98.73%, remaining_time=0:00:01.663860, arrival_time=2021-04-15 04:17:04.360045, cost_time=0:00:01.663868 2021-04-15 04:17:03,471 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=2.07ms, fps=3303 images/s, loss=0.5790, top1-acc=81.18%, top5-acc=98.75%, remaining_time=0:00:00.813050, arrival_time=2021-04-15 04:17:04.284636, cost_time=0:00:02.439147 2021-04-15 04:17:04,182 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.05ms, fps=3267 images/s, loss=0.5831, top1-acc=80.89%, top5-acc=98.76%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:04.182178, cost_time=0:00:03.149892 2021-04-15 04:17:04,614 INFO : Epoch=0028 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:48:11.532056, arrival_time=2021-04-15 07:05:16.146905, cost_time=0:27:22.807550 2021-04-15 04:17:04,616 INFO : Train start, epoch=0029, lr=0.095241 2021-04-15 04:17:07,600 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.33ms, fps=858 images/s, loss=0.2992, top1-acc=89.96%, top5-acc=99.73%, remaining_time=0:00:55.497378, arrival_time=2021-04-15 04:18:03.097547, cost_time=0:00:02.983728 2021-04-15 04:17:10,395 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.2836, top1-acc=90.57%, top5-acc=99.71%, remaining_time=0:00:50.858192, arrival_time=2021-04-15 04:18:01.253969, cost_time=0:00:05.779334 2021-04-15 04:17:13,190 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.88ms, fps=916 images/s, loss=0.2807, top1-acc=90.48%, top5-acc=99.70%, remaining_time=0:00:47.444460, arrival_time=2021-04-15 04:18:00.635181, cost_time=0:00:08.574289 2021-04-15 04:17:15,983 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.2731, top1-acc=90.70%, top5-acc=99.71%, remaining_time=0:00:44.333640, arrival_time=2021-04-15 04:18:00.317593, cost_time=0:00:11.367595 2021-04-15 04:17:18,787 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.60ms, fps=913 images/s, loss=0.2770, top1-acc=90.50%, top5-acc=99.71%, remaining_time=0:00:41.378298, arrival_time=2021-04-15 04:18:00.165408, cost_time=0:00:14.170649 2021-04-15 04:17:21,581 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.72ms, fps=916 images/s, loss=0.2770, top1-acc=90.42%, top5-acc=99.73%, remaining_time=0:00:38.454680, arrival_time=2021-04-15 04:18:00.036364, cost_time=0:00:16.965316 2021-04-15 04:17:24,378 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.57ms, fps=915 images/s, loss=0.2752, top1-acc=90.46%, top5-acc=99.74%, remaining_time=0:00:35.572068, arrival_time=2021-04-15 04:17:59.950686, cost_time=0:00:19.762255 2021-04-15 04:17:27,173 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2736, top1-acc=90.61%, top5-acc=99.74%, remaining_time=0:00:32.707244, arrival_time=2021-04-15 04:17:59.880329, cost_time=0:00:22.556686 2021-04-15 04:17:29,979 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.2762, top1-acc=90.46%, top5-acc=99.72%, remaining_time=0:00:29.872496, arrival_time=2021-04-15 04:17:59.852309, cost_time=0:00:25.363451 2021-04-15 04:17:32,783 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.51ms, fps=913 images/s, loss=0.2757, top1-acc=90.51%, top5-acc=99.72%, remaining_time=0:00:27.039840, arrival_time=2021-04-15 04:17:59.822793, cost_time=0:00:28.166500 2021-04-15 04:17:35,576 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.2777, top1-acc=90.44%, top5-acc=99.69%, remaining_time=0:00:24.204872, arrival_time=2021-04-15 04:17:59.780894, cost_time=0:00:30.959667 2021-04-15 04:17:38,372 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2776, top1-acc=90.44%, top5-acc=99.68%, remaining_time=0:00:21.378572, arrival_time=2021-04-15 04:17:59.750536, cost_time=0:00:33.755597 2021-04-15 04:17:41,164 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.2788, top1-acc=90.41%, top5-acc=99.68%, remaining_time=0:00:18.555240, arrival_time=2021-04-15 04:17:59.719783, cost_time=0:00:36.548181 2021-04-15 04:17:43,971 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.2794, top1-acc=90.35%, top5-acc=99.68%, remaining_time=0:00:15.742160, arrival_time=2021-04-15 04:17:59.713941, cost_time=0:00:39.355421 2021-04-15 04:17:46,778 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.2795, top1-acc=90.37%, top5-acc=99.68%, remaining_time=0:00:12.929726, arrival_time=2021-04-15 04:17:59.708182, cost_time=0:00:42.162094 2021-04-15 04:17:49,575 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.2784, top1-acc=90.42%, top5-acc=99.69%, remaining_time=0:00:10.115748, arrival_time=2021-04-15 04:17:59.690912, cost_time=0:00:44.958803 2021-04-15 04:17:52,373 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.2784, top1-acc=90.37%, top5-acc=99.70%, remaining_time=0:00:07.303998, arrival_time=2021-04-15 04:17:59.677348, cost_time=0:00:47.756990 2021-04-15 04:17:55,170 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.2772, top1-acc=90.41%, top5-acc=99.69%, remaining_time=0:00:04.493696, arrival_time=2021-04-15 04:17:59.664195, cost_time=0:00:50.554134 2021-04-15 04:17:57,966 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.2774, top1-acc=90.39%, top5-acc=99.70%, remaining_time=0:00:01.684722, arrival_time=2021-04-15 04:17:59.650765, cost_time=0:00:53.349615 2021-04-15 04:17:59,472 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.23ms, fps=903 images/s, loss=0.2778, top1-acc=90.38%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 04:17:59.472616, cost_time=0:00:54.856265 2021-04-15 04:18:00,376 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.42ms, fps=2839 images/s, loss=0.6241, top1-acc=79.96%, top5-acc=98.55%, remaining_time=0:00:02.705310, arrival_time=2021-04-15 04:18:03.081385, cost_time=0:00:00.901768 2021-04-15 04:18:01,148 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.29ms, fps=3316 images/s, loss=0.5927, top1-acc=81.02%, top5-acc=98.69%, remaining_time=0:00:01.674040, arrival_time=2021-04-15 04:18:02.822380, cost_time=0:00:01.674041 2021-04-15 04:18:01,923 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.38ms, fps=3303 images/s, loss=0.5970, top1-acc=81.04%, top5-acc=98.62%, remaining_time=0:00:00.816480, arrival_time=2021-04-15 04:18:02.740239, cost_time=0:00:02.449439 2021-04-15 04:18:02,631 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.09ms, fps=3279 images/s, loss=0.5928, top1-acc=80.74%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:02.631670, cost_time=0:00:03.157389 2021-04-15 04:18:03,116 INFO : Epoch=0029 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:47:11.858982, arrival_time=2021-04-15 07:05:14.975680, cost_time=0:28:21.309414 2021-04-15 04:18:03,117 INFO : Train start, epoch=0030, lr=0.094901 2021-04-15 04:18:06,079 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.43ms, fps=864 images/s, loss=0.2779, top1-acc=90.27%, top5-acc=99.77%, remaining_time=0:00:55.084458, arrival_time=2021-04-15 04:19:01.163991, cost_time=0:00:02.961532 2021-04-15 04:18:08,876 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.2864, top1-acc=90.06%, top5-acc=99.80%, remaining_time=0:00:50.678496, arrival_time=2021-04-15 04:18:59.555426, cost_time=0:00:05.758924 2021-04-15 04:18:11,678 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.2805, top1-acc=90.27%, top5-acc=99.82%, remaining_time=0:00:47.366440, arrival_time=2021-04-15 04:18:59.044637, cost_time=0:00:08.560189 2021-04-15 04:18:14,472 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2766, top1-acc=90.45%, top5-acc=99.79%, remaining_time=0:00:44.282472, arrival_time=2021-04-15 04:18:58.754960, cost_time=0:00:11.354482 2021-04-15 04:18:17,265 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.2702, top1-acc=90.68%, top5-acc=99.77%, remaining_time=0:00:41.310408, arrival_time=2021-04-15 04:18:58.575823, cost_time=0:00:14.147395 2021-04-15 04:18:20,058 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.2680, top1-acc=90.77%, top5-acc=99.77%, remaining_time=0:00:38.398784, arrival_time=2021-04-15 04:18:58.457407, cost_time=0:00:16.940618 2021-04-15 04:18:22,850 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2658, top1-acc=90.82%, top5-acc=99.78%, remaining_time=0:00:35.517762, arrival_time=2021-04-15 04:18:58.367846, cost_time=0:00:19.732075 2021-04-15 04:18:25,640 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2652, top1-acc=90.88%, top5-acc=99.79%, remaining_time=0:00:32.657828, arrival_time=2021-04-15 04:18:58.298502, cost_time=0:00:22.522664 2021-04-15 04:18:28,433 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.2671, top1-acc=90.85%, top5-acc=99.80%, remaining_time=0:00:29.816422, arrival_time=2021-04-15 04:18:58.250250, cost_time=0:00:25.315824 2021-04-15 04:18:31,226 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.2662, top1-acc=90.86%, top5-acc=99.79%, remaining_time=0:00:26.984064, arrival_time=2021-04-15 04:18:58.210509, cost_time=0:00:28.108440 2021-04-15 04:18:34,017 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2676, top1-acc=90.80%, top5-acc=99.78%, remaining_time=0:00:24.157916, arrival_time=2021-04-15 04:18:58.175638, cost_time=0:00:30.899702 2021-04-15 04:18:36,811 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2687, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:21.339204, arrival_time=2021-04-15 04:18:58.150699, cost_time=0:00:33.693441 2021-04-15 04:18:39,602 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2708, top1-acc=90.73%, top5-acc=99.77%, remaining_time=0:00:18.522834, arrival_time=2021-04-15 04:18:58.125258, cost_time=0:00:36.484410 2021-04-15 04:18:42,397 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2714, top1-acc=90.73%, top5-acc=99.77%, remaining_time=0:00:15.711696, arrival_time=2021-04-15 04:18:58.108923, cost_time=0:00:39.279192 2021-04-15 04:18:45,190 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2724, top1-acc=90.70%, top5-acc=99.76%, remaining_time=0:00:12.902172, arrival_time=2021-04-15 04:18:58.092455, cost_time=0:00:42.072274 2021-04-15 04:18:47,980 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.2709, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:10.094148, arrival_time=2021-04-15 04:18:58.074971, cost_time=0:00:44.862803 2021-04-15 04:18:50,770 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.2703, top1-acc=90.78%, top5-acc=99.76%, remaining_time=0:00:07.288086, arrival_time=2021-04-15 04:18:58.058959, cost_time=0:00:47.652857 2021-04-15 04:18:53,561 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.2707, top1-acc=90.80%, top5-acc=99.75%, remaining_time=0:00:04.483872, arrival_time=2021-04-15 04:18:58.045450, cost_time=0:00:50.443566 2021-04-15 04:18:56,354 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.2710, top1-acc=90.80%, top5-acc=99.76%, remaining_time=0:00:01.681158, arrival_time=2021-04-15 04:18:58.035798, cost_time=0:00:53.236637 2021-04-15 04:18:57,861 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.18ms, fps=903 images/s, loss=0.2720, top1-acc=90.76%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 04:18:57.861568, cost_time=0:00:54.743586 2021-04-15 04:18:58,779 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=1.31ms, fps=2793 images/s, loss=0.5535, top1-acc=82.15%, top5-acc=99.02%, remaining_time=0:00:02.749230, arrival_time=2021-04-15 04:19:01.528757, cost_time=0:00:00.916406 2021-04-15 04:18:59,552 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.34ms, fps=3312 images/s, loss=0.5645, top1-acc=81.66%, top5-acc=98.93%, remaining_time=0:00:01.689620, arrival_time=2021-04-15 04:19:01.242406, cost_time=0:00:01.689625 2021-04-15 04:19:00,330 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.33ms, fps=3292 images/s, loss=0.5600, top1-acc=81.77%, top5-acc=99.08%, remaining_time=0:00:00.822540, arrival_time=2021-04-15 04:19:01.153311, cost_time=0:00:02.467633 2021-04-15 04:19:01,042 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.06ms, fps=3261 images/s, loss=0.5729, top1-acc=81.90%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:01.042473, cost_time=0:00:03.179374 2021-04-15 04:19:01,503 INFO : Epoch=0030 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:46:11.613840, arrival_time=2021-04-15 07:05:13.117692, cost_time=0:29:19.696565 2021-04-15 04:19:01,505 INFO : Train start, epoch=0031, lr=0.094550 2021-04-15 04:19:04,485 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.35ms, fps=859 images/s, loss=0.2947, top1-acc=89.57%, top5-acc=99.92%, remaining_time=0:00:55.435068, arrival_time=2021-04-15 04:19:59.920628, cost_time=0:00:02.980385 2021-04-15 04:19:07,279 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2664, top1-acc=90.49%, top5-acc=99.90%, remaining_time=0:00:50.810672, arrival_time=2021-04-15 04:19:58.089860, cost_time=0:00:05.773938 2021-04-15 04:19:10,074 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2699, top1-acc=90.39%, top5-acc=99.90%, remaining_time=0:00:47.413584, arrival_time=2021-04-15 04:19:57.487573, cost_time=0:00:08.568734 2021-04-15 04:19:12,870 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2663, top1-acc=90.69%, top5-acc=99.87%, remaining_time=0:00:44.323344, arrival_time=2021-04-15 04:19:57.193589, cost_time=0:00:11.364980 2021-04-15 04:19:15,663 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2638, top1-acc=90.79%, top5-acc=99.87%, remaining_time=0:00:41.343112, arrival_time=2021-04-15 04:19:57.006883, cost_time=0:00:14.158593 2021-04-15 04:19:18,457 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2615, top1-acc=90.89%, top5-acc=99.84%, remaining_time=0:00:38.425440, arrival_time=2021-04-15 04:19:56.883091, cost_time=0:00:16.952422 2021-04-15 04:19:21,253 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2622, top1-acc=90.88%, top5-acc=99.82%, remaining_time=0:00:35.546994, arrival_time=2021-04-15 04:19:56.800499, cost_time=0:00:19.748300 2021-04-15 04:19:24,052 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.2613, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:32.694020, arrival_time=2021-04-15 04:19:56.746817, cost_time=0:00:22.547624 2021-04-15 04:19:26,846 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2616, top1-acc=90.94%, top5-acc=99.78%, remaining_time=0:00:29.845996, arrival_time=2021-04-15 04:19:56.692084, cost_time=0:00:25.340911 2021-04-15 04:19:29,645 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.52ms, fps=915 images/s, loss=0.2605, top1-acc=90.99%, top5-acc=99.78%, remaining_time=0:00:27.014208, arrival_time=2021-04-15 04:19:56.659182, cost_time=0:00:28.139799 2021-04-15 04:19:32,436 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.2622, top1-acc=90.99%, top5-acc=99.77%, remaining_time=0:00:24.182856, arrival_time=2021-04-15 04:19:56.619709, cost_time=0:00:30.931592 2021-04-15 04:19:35,245 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.2623, top1-acc=90.94%, top5-acc=99.78%, remaining_time=0:00:21.368996, arrival_time=2021-04-15 04:19:56.614769, cost_time=0:00:33.740525 2021-04-15 04:19:38,040 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2644, top1-acc=90.82%, top5-acc=99.78%, remaining_time=0:00:18.548442, arrival_time=2021-04-15 04:19:56.588581, cost_time=0:00:36.534870 2021-04-15 04:19:40,842 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.2642, top1-acc=90.86%, top5-acc=99.78%, remaining_time=0:00:15.734824, arrival_time=2021-04-15 04:19:56.577011, cost_time=0:00:39.336995 2021-04-15 04:19:43,633 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2658, top1-acc=90.80%, top5-acc=99.78%, remaining_time=0:00:12.919284, arrival_time=2021-04-15 04:19:56.552536, cost_time=0:00:42.128084 2021-04-15 04:19:46,425 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2666, top1-acc=90.78%, top5-acc=99.78%, remaining_time=0:00:10.107108, arrival_time=2021-04-15 04:19:56.532897, cost_time=0:00:44.920537 2021-04-15 04:19:49,217 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2670, top1-acc=90.76%, top5-acc=99.77%, remaining_time=0:00:07.297160, arrival_time=2021-04-15 04:19:56.514471, cost_time=0:00:47.712132 2021-04-15 04:19:52,009 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2689, top1-acc=90.72%, top5-acc=99.76%, remaining_time=0:00:04.489312, arrival_time=2021-04-15 04:19:56.499217, cost_time=0:00:50.504729 2021-04-15 04:19:54,800 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.14ms, fps=917 images/s, loss=0.2696, top1-acc=90.69%, top5-acc=99.76%, remaining_time=0:00:01.683018, arrival_time=2021-04-15 04:19:56.483801, cost_time=0:00:53.295604 2021-04-15 04:19:56,302 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.22ms, fps=906 images/s, loss=0.2699, top1-acc=90.69%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:56.302779, cost_time=0:00:54.797630 2021-04-15 04:19:57,219 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.23ms, fps=2798 images/s, loss=0.5231, top1-acc=83.12%, top5-acc=98.95%, remaining_time=0:00:02.745240, arrival_time=2021-04-15 04:19:59.964694, cost_time=0:00:00.915079 2021-04-15 04:19:57,990 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.35ms, fps=3322 images/s, loss=0.5186, top1-acc=83.26%, top5-acc=98.96%, remaining_time=0:00:01.686120, arrival_time=2021-04-15 04:19:59.676564, cost_time=0:00:01.686122 2021-04-15 04:19:58,764 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.26ms, fps=3311 images/s, loss=0.5227, top1-acc=83.16%, top5-acc=98.89%, remaining_time=0:00:00.819850, arrival_time=2021-04-15 04:19:59.583770, cost_time=0:00:02.459550 2021-04-15 04:19:59,469 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.06ms, fps=3289 images/s, loss=0.5191, top1-acc=83.05%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-15 04:19:59.469810, cost_time=0:00:03.165513 2021-04-15 04:19:59,915 INFO : Epoch=0031 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:45:11.621512, arrival_time=2021-04-15 07:05:11.536875, cost_time=0:30:18.108073 2021-04-15 04:19:59,916 INFO : Train start, epoch=0032, lr=0.094188 2021-04-15 04:20:02,901 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.61ms, fps=858 images/s, loss=0.2519, top1-acc=90.82%, top5-acc=99.84%, remaining_time=0:00:55.511514, arrival_time=2021-04-15 04:20:58.413019, cost_time=0:00:02.984491 2021-04-15 04:20:05,694 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2614, top1-acc=90.86%, top5-acc=99.79%, remaining_time=0:00:50.841472, arrival_time=2021-04-15 04:20:56.535920, cost_time=0:00:05.777439 2021-04-15 04:20:08,486 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2624, top1-acc=91.03%, top5-acc=99.80%, remaining_time=0:00:47.418232, arrival_time=2021-04-15 04:20:55.904808, cost_time=0:00:08.569560 2021-04-15 04:20:11,277 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.2657, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:44.305560, arrival_time=2021-04-15 04:20:55.582974, cost_time=0:00:11.360404 2021-04-15 04:20:14,070 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2631, top1-acc=90.92%, top5-acc=99.77%, remaining_time=0:00:41.327198, arrival_time=2021-04-15 04:20:55.397359, cost_time=0:00:14.153156 2021-04-15 04:20:16,864 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.2591, top1-acc=91.05%, top5-acc=99.79%, remaining_time=0:00:38.415240, arrival_time=2021-04-15 04:20:55.280130, cost_time=0:00:16.947887 2021-04-15 04:20:19,658 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.2562, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:35.534016, arrival_time=2021-04-15 04:20:55.192118, cost_time=0:00:19.741095 2021-04-15 04:20:22,451 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2575, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:32.674648, arrival_time=2021-04-15 04:20:55.125868, cost_time=0:00:22.534213 2021-04-15 04:20:25,240 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.2585, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:00:29.825326, arrival_time=2021-04-15 04:20:55.065739, cost_time=0:00:25.323406 2021-04-15 04:20:28,033 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2596, top1-acc=90.96%, top5-acc=99.79%, remaining_time=0:00:26.992224, arrival_time=2021-04-15 04:20:55.026158, cost_time=0:00:28.116927 2021-04-15 04:20:30,825 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.2601, top1-acc=90.97%, top5-acc=99.79%, remaining_time=0:00:24.164452, arrival_time=2021-04-15 04:20:54.989530, cost_time=0:00:30.908031 2021-04-15 04:20:33,618 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2602, top1-acc=90.90%, top5-acc=99.80%, remaining_time=0:00:21.344524, arrival_time=2021-04-15 04:20:54.963354, cost_time=0:00:33.701831 2021-04-15 04:20:36,412 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2628, top1-acc=90.85%, top5-acc=99.80%, remaining_time=0:00:18.528180, arrival_time=2021-04-15 04:20:54.940111, cost_time=0:00:36.494897 2021-04-15 04:20:39,204 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.2633, top1-acc=90.83%, top5-acc=99.80%, remaining_time=0:00:15.714832, arrival_time=2021-04-15 04:20:54.918895, cost_time=0:00:39.287050 2021-04-15 04:20:42,004 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.2647, top1-acc=90.81%, top5-acc=99.79%, remaining_time=0:00:12.906680, arrival_time=2021-04-15 04:20:54.910662, cost_time=0:00:42.086973 2021-04-15 04:20:44,801 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.2676, top1-acc=90.72%, top5-acc=99.78%, remaining_time=0:00:10.099044, arrival_time=2021-04-15 04:20:54.900680, cost_time=0:00:44.884583 2021-04-15 04:20:47,594 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.2680, top1-acc=90.70%, top5-acc=99.78%, remaining_time=0:00:07.291856, arrival_time=2021-04-15 04:20:54.886430, cost_time=0:00:47.677565 2021-04-15 04:20:50,392 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2686, top1-acc=90.67%, top5-acc=99.78%, remaining_time=0:00:04.486736, arrival_time=2021-04-15 04:20:54.879469, cost_time=0:00:50.475727 2021-04-15 04:20:53,193 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.20ms, fps=914 images/s, loss=0.2672, top1-acc=90.75%, top5-acc=99.78%, remaining_time=0:00:01.682400, arrival_time=2021-04-15 04:20:54.875476, cost_time=0:00:53.276062 2021-04-15 04:20:54,704 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.27ms, fps=900 images/s, loss=0.2691, top1-acc=90.70%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:54.704889, cost_time=0:00:54.787887 2021-04-15 04:20:55,633 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.20ms, fps=2761 images/s, loss=0.6951, top1-acc=78.83%, top5-acc=98.40%, remaining_time=0:00:02.781180, arrival_time=2021-04-15 04:20:58.414907, cost_time=0:00:00.927062 2021-04-15 04:20:56,406 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.35ms, fps=3312 images/s, loss=0.6576, top1-acc=79.71%, top5-acc=98.57%, remaining_time=0:00:01.700280, arrival_time=2021-04-15 04:20:58.107232, cost_time=0:00:01.700283 2021-04-15 04:20:57,182 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.23ms, fps=3304 images/s, loss=0.6552, top1-acc=79.83%, top5-acc=98.65%, remaining_time=0:00:00.825130, arrival_time=2021-04-15 04:20:58.007179, cost_time=0:00:02.475387 2021-04-15 04:20:57,889 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.09ms, fps=3282 images/s, loss=0.6536, top1-acc=79.68%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:20:57.889281, cost_time=0:00:03.182635 2021-04-15 04:20:58,315 INFO : Epoch=0032 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:44:11.670528, arrival_time=2021-04-15 07:05:09.986473, cost_time=0:31:16.508664 2021-04-15 04:20:58,317 INFO : Train start, epoch=0033, lr=0.093815 2021-04-15 04:21:01,299 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.44ms, fps=858 images/s, loss=0.2892, top1-acc=90.00%, top5-acc=99.65%, remaining_time=0:00:55.469292, arrival_time=2021-04-15 04:21:56.768834, cost_time=0:00:02.982223 2021-04-15 04:21:04,091 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.67ms, fps=917 images/s, loss=0.2763, top1-acc=90.61%, top5-acc=99.65%, remaining_time=0:00:50.812256, arrival_time=2021-04-15 04:21:54.903733, cost_time=0:00:05.774116 2021-04-15 04:21:06,890 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.2705, top1-acc=90.74%, top5-acc=99.71%, remaining_time=0:00:47.437156, arrival_time=2021-04-15 04:21:54.327474, cost_time=0:00:08.572987 2021-04-15 04:21:09,698 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.49ms, fps=912 images/s, loss=0.2653, top1-acc=90.88%, top5-acc=99.76%, remaining_time=0:00:44.384964, arrival_time=2021-04-15 04:21:54.083099, cost_time=0:00:11.380779 2021-04-15 04:21:12,500 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.2625, top1-acc=91.01%, top5-acc=99.77%, remaining_time=0:00:41.415966, arrival_time=2021-04-15 04:21:53.916823, cost_time=0:00:14.183535 2021-04-15 04:21:15,307 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.2609, top1-acc=91.07%, top5-acc=99.78%, remaining_time=0:00:38.511392, arrival_time=2021-04-15 04:21:53.819069, cost_time=0:00:16.990337 2021-04-15 04:21:18,103 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2592, top1-acc=91.21%, top5-acc=99.75%, remaining_time=0:00:35.615664, arrival_time=2021-04-15 04:21:53.719464, cost_time=0:00:19.786482 2021-04-15 04:21:20,894 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.2591, top1-acc=91.15%, top5-acc=99.75%, remaining_time=0:00:32.736476, arrival_time=2021-04-15 04:21:53.630699, cost_time=0:00:22.576897 2021-04-15 04:21:23,691 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.2589, top1-acc=91.18%, top5-acc=99.75%, remaining_time=0:00:29.885110, arrival_time=2021-04-15 04:21:53.576545, cost_time=0:00:25.374122 2021-04-15 04:21:26,485 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.2608, top1-acc=91.12%, top5-acc=99.77%, remaining_time=0:00:27.041472, arrival_time=2021-04-15 04:21:53.527014, cost_time=0:00:28.168219 2021-04-15 04:21:29,282 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.2602, top1-acc=91.10%, top5-acc=99.77%, remaining_time=0:00:24.208914, arrival_time=2021-04-15 04:21:53.491105, cost_time=0:00:30.964867 2021-04-15 04:21:32,080 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.2606, top1-acc=91.06%, top5-acc=99.76%, remaining_time=0:00:21.383132, arrival_time=2021-04-15 04:21:53.463255, cost_time=0:00:33.762799 2021-04-15 04:21:34,873 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.2616, top1-acc=91.03%, top5-acc=99.77%, remaining_time=0:00:18.559200, arrival_time=2021-04-15 04:21:53.432494, cost_time=0:00:36.555969 2021-04-15 04:21:37,665 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.2610, top1-acc=91.03%, top5-acc=99.75%, remaining_time=0:00:15.739416, arrival_time=2021-04-15 04:21:53.405294, cost_time=0:00:39.348517 2021-04-15 04:21:40,467 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.2598, top1-acc=91.09%, top5-acc=99.76%, remaining_time=0:00:12.925954, arrival_time=2021-04-15 04:21:53.393195, cost_time=0:00:42.149915 2021-04-15 04:21:43,265 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.85ms, fps=915 images/s, loss=0.2581, top1-acc=91.13%, top5-acc=99.76%, remaining_time=0:00:10.113192, arrival_time=2021-04-15 04:21:53.378174, cost_time=0:00:44.947470 2021-04-15 04:21:46,061 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2587, top1-acc=91.11%, top5-acc=99.76%, remaining_time=0:00:07.302074, arrival_time=2021-04-15 04:21:53.363720, cost_time=0:00:47.744322 2021-04-15 04:21:48,866 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=1.74ms, fps=913 images/s, loss=0.2603, top1-acc=91.04%, top5-acc=99.76%, remaining_time=0:00:04.493296, arrival_time=2021-04-15 04:21:53.360197, cost_time=0:00:50.549562 2021-04-15 04:21:51,664 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.24ms, fps=915 images/s, loss=0.2606, top1-acc=91.02%, top5-acc=99.76%, remaining_time=0:00:01.684650, arrival_time=2021-04-15 04:21:53.349399, cost_time=0:00:53.347330 2021-04-15 04:21:53,167 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.24ms, fps=905 images/s, loss=0.2608, top1-acc=91.01%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:53.167710, cost_time=0:00:54.850387 2021-04-15 04:21:54,047 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.19ms, fps=2915 images/s, loss=1.2962, top1-acc=65.74%, top5-acc=97.50%, remaining_time=0:00:02.634690, arrival_time=2021-04-15 04:21:56.682451, cost_time=0:00:00.878230 2021-04-15 04:21:54,820 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.17ms, fps=3315 images/s, loss=1.2406, top1-acc=66.89%, top5-acc=97.50%, remaining_time=0:00:01.650700, arrival_time=2021-04-15 04:21:56.471000, cost_time=0:00:01.650696 2021-04-15 04:21:55,594 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.46ms, fps=3307 images/s, loss=1.2485, top1-acc=66.55%, top5-acc=97.54%, remaining_time=0:00:00.808420, arrival_time=2021-04-15 04:21:56.403217, cost_time=0:00:02.425255 2021-04-15 04:21:56,302 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=1.2487, top1-acc=66.37%, top5-acc=97.44%, remaining_time=0:00:00, arrival_time=2021-04-15 04:21:56.302413, cost_time=0:00:03.132916 2021-04-15 04:21:56,694 INFO : Epoch=0033 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:43:11.699143, arrival_time=2021-04-15 07:05:08.393111, cost_time=0:32:14.886671 2021-04-15 04:21:56,695 INFO : Train start, epoch=0034, lr=0.093432 2021-04-15 04:21:59,685 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.38ms, fps=856 images/s, loss=0.2721, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:55.613628, arrival_time=2021-04-15 04:22:55.299015, cost_time=0:00:02.989976 2021-04-15 04:22:02,480 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2640, top1-acc=91.11%, top5-acc=99.80%, remaining_time=0:00:50.905360, arrival_time=2021-04-15 04:22:53.385567, cost_time=0:00:05.784699 2021-04-15 04:22:05,271 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2607, top1-acc=91.11%, top5-acc=99.86%, remaining_time=0:00:47.455084, arrival_time=2021-04-15 04:22:52.726709, cost_time=0:00:08.576232 2021-04-15 04:22:08,065 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.2596, top1-acc=90.95%, top5-acc=99.86%, remaining_time=0:00:44.344716, arrival_time=2021-04-15 04:22:52.410549, cost_time=0:00:11.370431 2021-04-15 04:22:10,859 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.2601, top1-acc=90.91%, top5-acc=99.87%, remaining_time=0:00:41.359756, arrival_time=2021-04-15 04:22:52.219440, cost_time=0:00:14.164291 2021-04-15 04:22:13,655 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.2550, top1-acc=91.07%, top5-acc=99.86%, remaining_time=0:00:38.442984, arrival_time=2021-04-15 04:22:52.098548, cost_time=0:00:16.960115 2021-04-15 04:22:16,451 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2594, top1-acc=90.89%, top5-acc=99.82%, remaining_time=0:00:35.560476, arrival_time=2021-04-15 04:22:52.011691, cost_time=0:00:19.755792 2021-04-15 04:22:19,244 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2587, top1-acc=90.95%, top5-acc=99.84%, remaining_time=0:00:32.696804, arrival_time=2021-04-15 04:22:51.941746, cost_time=0:00:22.549535 2021-04-15 04:22:22,039 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2610, top1-acc=90.85%, top5-acc=99.84%, remaining_time=0:00:29.849494, arrival_time=2021-04-15 04:22:51.888813, cost_time=0:00:25.343923 2021-04-15 04:22:24,831 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.2607, top1-acc=90.86%, top5-acc=99.84%, remaining_time=0:00:27.011040, arrival_time=2021-04-15 04:22:51.842941, cost_time=0:00:28.136500 2021-04-15 04:22:27,631 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.2587, top1-acc=90.99%, top5-acc=99.84%, remaining_time=0:00:24.186726, arrival_time=2021-04-15 04:22:51.818641, cost_time=0:00:30.936515 2021-04-15 04:22:30,430 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.54ms, fps=915 images/s, loss=0.2597, top1-acc=90.96%, top5-acc=99.83%, remaining_time=0:00:21.365728, arrival_time=2021-04-15 04:22:51.796482, cost_time=0:00:33.735348 2021-04-15 04:22:33,238 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.44ms, fps=912 images/s, loss=0.2596, top1-acc=90.97%, top5-acc=99.83%, remaining_time=0:00:18.552732, arrival_time=2021-04-15 04:22:51.791357, cost_time=0:00:36.543226 2021-04-15 04:22:36,032 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2597, top1-acc=90.97%, top5-acc=99.80%, remaining_time=0:00:15.734936, arrival_time=2021-04-15 04:22:51.767740, cost_time=0:00:39.337405 2021-04-15 04:22:38,829 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2606, top1-acc=90.93%, top5-acc=99.80%, remaining_time=0:00:12.921032, arrival_time=2021-04-15 04:22:51.750299, cost_time=0:00:42.133730 2021-04-15 04:22:41,625 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2608, top1-acc=90.95%, top5-acc=99.79%, remaining_time=0:00:10.109232, arrival_time=2021-04-15 04:22:51.734508, cost_time=0:00:44.929880 2021-04-15 04:22:44,421 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.2623, top1-acc=90.91%, top5-acc=99.79%, remaining_time=0:00:07.299266, arrival_time=2021-04-15 04:22:51.720694, cost_time=0:00:47.726006 2021-04-15 04:22:47,215 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.2631, top1-acc=90.92%, top5-acc=99.79%, remaining_time=0:00:04.490672, arrival_time=2021-04-15 04:22:51.706221, cost_time=0:00:50.520100 2021-04-15 04:22:50,016 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.58ms, fps=914 images/s, loss=0.2630, top1-acc=90.93%, top5-acc=99.78%, remaining_time=0:00:01.683822, arrival_time=2021-04-15 04:22:51.700412, cost_time=0:00:53.321070 2021-04-15 04:22:51,519 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.23ms, fps=905 images/s, loss=0.2636, top1-acc=90.90%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:51.519289, cost_time=0:00:54.823886 2021-04-15 04:22:52,405 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.29ms, fps=2895 images/s, loss=0.6215, top1-acc=80.62%, top5-acc=97.97%, remaining_time=0:00:02.652360, arrival_time=2021-04-15 04:22:55.057679, cost_time=0:00:00.884125 2021-04-15 04:22:53,181 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=1.28ms, fps=3302 images/s, loss=0.6268, top1-acc=80.04%, top5-acc=98.28%, remaining_time=0:00:01.659860, arrival_time=2021-04-15 04:22:54.840996, cost_time=0:00:01.659858 2021-04-15 04:22:53,953 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.25ms, fps=3315 images/s, loss=0.6334, top1-acc=79.79%, top5-acc=98.26%, remaining_time=0:00:00.810880, arrival_time=2021-04-15 04:22:54.764728, cost_time=0:00:02.432645 2021-04-15 04:22:54,664 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.06ms, fps=3267 images/s, loss=0.6154, top1-acc=80.24%, top5-acc=98.45%, remaining_time=0:00:00, arrival_time=2021-04-15 04:22:54.664326, cost_time=0:00:03.143020 2021-04-15 04:22:55,067 INFO : Epoch=0034 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:42:11.801626, arrival_time=2021-04-15 07:05:06.869513, cost_time=0:33:13.260559 2021-04-15 04:22:55,070 INFO : Train start, epoch=0035, lr=0.093037 2021-04-15 04:22:58,070 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.32ms, fps=853 images/s, loss=0.2426, top1-acc=91.72%, top5-acc=99.80%, remaining_time=0:00:55.795536, arrival_time=2021-04-15 04:23:53.865898, cost_time=0:00:02.999758 2021-04-15 04:23:00,865 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2483, top1-acc=91.62%, top5-acc=99.77%, remaining_time=0:00:50.997408, arrival_time=2021-04-15 04:23:51.863170, cost_time=0:00:05.795166 2021-04-15 04:23:03,659 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2393, top1-acc=91.97%, top5-acc=99.79%, remaining_time=0:00:47.525302, arrival_time=2021-04-15 04:23:51.184815, cost_time=0:00:08.588906 2021-04-15 04:23:06,454 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2447, top1-acc=91.63%, top5-acc=99.81%, remaining_time=0:00:44.399160, arrival_time=2021-04-15 04:23:50.854095, cost_time=0:00:11.384410 2021-04-15 04:23:09,249 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2434, top1-acc=91.59%, top5-acc=99.82%, remaining_time=0:00:41.401512, arrival_time=2021-04-15 04:23:50.650750, cost_time=0:00:14.178623 2021-04-15 04:23:12,044 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2426, top1-acc=91.58%, top5-acc=99.82%, remaining_time=0:00:38.473312, arrival_time=2021-04-15 04:23:50.517367, cost_time=0:00:16.973512 2021-04-15 04:23:14,843 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.2425, top1-acc=91.65%, top5-acc=99.82%, remaining_time=0:00:35.590464, arrival_time=2021-04-15 04:23:50.433464, cost_time=0:00:19.772468 2021-04-15 04:23:17,643 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.2440, top1-acc=91.57%, top5-acc=99.81%, remaining_time=0:00:32.730792, arrival_time=2021-04-15 04:23:50.374246, cost_time=0:00:22.572936 2021-04-15 04:23:20,443 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.48ms, fps=914 images/s, loss=0.2442, top1-acc=91.55%, top5-acc=99.80%, remaining_time=0:00:29.883520, arrival_time=2021-04-15 04:23:50.326849, cost_time=0:00:25.372807 2021-04-15 04:23:23,241 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.73ms, fps=915 images/s, loss=0.2450, top1-acc=91.51%, top5-acc=99.82%, remaining_time=0:00:27.044256, arrival_time=2021-04-15 04:23:50.285958, cost_time=0:00:28.171104 2021-04-15 04:23:26,033 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.2464, top1-acc=91.53%, top5-acc=99.81%, remaining_time=0:00:24.207624, arrival_time=2021-04-15 04:23:50.241348, cost_time=0:00:30.963203 2021-04-15 04:23:28,829 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.2473, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:21.380700, arrival_time=2021-04-15 04:23:50.210240, cost_time=0:00:33.759001 2021-04-15 04:23:31,636 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.56ms, fps=912 images/s, loss=0.2480, top1-acc=91.46%, top5-acc=99.79%, remaining_time=0:00:18.564480, arrival_time=2021-04-15 04:23:50.201368, cost_time=0:00:36.566368 2021-04-15 04:23:34,440 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.65ms, fps=913 images/s, loss=0.2498, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:15.748096, arrival_time=2021-04-15 04:23:50.188844, cost_time=0:00:39.370228 2021-04-15 04:23:37,240 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.29ms, fps=914 images/s, loss=0.2512, top1-acc=91.31%, top5-acc=99.79%, remaining_time=0:00:12.932256, arrival_time=2021-04-15 04:23:50.173121, cost_time=0:00:42.170333 2021-04-15 04:23:40,039 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.2513, top1-acc=91.31%, top5-acc=99.79%, remaining_time=0:00:10.118052, arrival_time=2021-04-15 04:23:50.157777, cost_time=0:00:44.969197 2021-04-15 04:23:42,844 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.2515, top1-acc=91.30%, top5-acc=99.79%, remaining_time=0:00:07.306520, arrival_time=2021-04-15 04:23:50.150519, cost_time=0:00:47.773477 2021-04-15 04:23:45,643 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.44ms, fps=915 images/s, loss=0.2515, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:04.495392, arrival_time=2021-04-15 04:23:50.139024, cost_time=0:00:50.573111 2021-04-15 04:23:48,442 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.24ms, fps=915 images/s, loss=0.2524, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:01.685412, arrival_time=2021-04-15 04:23:50.127355, cost_time=0:00:53.371341 2021-04-15 04:23:49,945 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.22ms, fps=905 images/s, loss=0.2526, top1-acc=91.28%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:49.945046, cost_time=0:00:54.874519 2021-04-15 04:23:50,833 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.40ms, fps=2887 images/s, loss=0.6142, top1-acc=80.94%, top5-acc=98.83%, remaining_time=0:00:02.660040, arrival_time=2021-04-15 04:23:53.493732, cost_time=0:00:00.886678 2021-04-15 04:23:51,607 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.24ms, fps=3310 images/s, loss=0.6460, top1-acc=80.00%, top5-acc=98.61%, remaining_time=0:00:01.660460, arrival_time=2021-04-15 04:23:53.267934, cost_time=0:00:01.660459 2021-04-15 04:23:52,379 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.21ms, fps=3318 images/s, loss=0.6263, top1-acc=80.27%, top5-acc=98.63%, remaining_time=0:00:00.810770, arrival_time=2021-04-15 04:23:53.190094, cost_time=0:00:02.432300 2021-04-15 04:23:53,086 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.07ms, fps=3281 images/s, loss=0.6377, top1-acc=80.37%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-15 04:23:53.086856, cost_time=0:00:03.139866 2021-04-15 04:23:53,533 INFO : Epoch=0035 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:41:12.423255, arrival_time=2021-04-15 07:05:05.956669, cost_time=0:34:11.726129 2021-04-15 04:23:53,534 INFO : Train start, epoch=0036, lr=0.092632 2021-04-15 04:23:56,532 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.39ms, fps=854 images/s, loss=0.2509, top1-acc=91.05%, top5-acc=99.84%, remaining_time=0:00:55.764102, arrival_time=2021-04-15 04:24:52.296917, cost_time=0:00:02.998073 2021-04-15 04:23:59,328 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.2618, top1-acc=91.13%, top5-acc=99.75%, remaining_time=0:00:50.988080, arrival_time=2021-04-15 04:24:50.316926, cost_time=0:00:05.794104 2021-04-15 04:24:02,122 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.2526, top1-acc=91.43%, top5-acc=99.77%, remaining_time=0:00:47.518828, arrival_time=2021-04-15 04:24:49.641322, cost_time=0:00:08.587754 2021-04-15 04:24:04,914 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.2486, top1-acc=91.52%, top5-acc=99.79%, remaining_time=0:00:44.379192, arrival_time=2021-04-15 04:24:49.293200, cost_time=0:00:11.379274 2021-04-15 04:24:07,714 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.2507, top1-acc=91.45%, top5-acc=99.73%, remaining_time=0:00:41.406184, arrival_time=2021-04-15 04:24:49.121105, cost_time=0:00:14.180175 2021-04-15 04:24:10,510 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.2501, top1-acc=91.53%, top5-acc=99.72%, remaining_time=0:00:38.478480, arrival_time=2021-04-15 04:24:48.989043, cost_time=0:00:16.975813 2021-04-15 04:24:13,310 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.2527, top1-acc=91.40%, top5-acc=99.71%, remaining_time=0:00:35.596638, arrival_time=2021-04-15 04:24:48.907279, cost_time=0:00:19.775894 2021-04-15 04:24:16,104 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.96ms, fps=917 images/s, loss=0.2531, top1-acc=91.38%, top5-acc=99.71%, remaining_time=0:00:32.725572, arrival_time=2021-04-15 04:24:48.829717, cost_time=0:00:22.569357 2021-04-15 04:24:18,902 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.2503, top1-acc=91.47%, top5-acc=99.73%, remaining_time=0:00:29.877054, arrival_time=2021-04-15 04:24:48.779236, cost_time=0:00:25.367270 2021-04-15 04:24:21,699 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.2522, top1-acc=91.37%, top5-acc=99.72%, remaining_time=0:00:27.037536, arrival_time=2021-04-15 04:24:48.736629, cost_time=0:00:28.164142 2021-04-15 04:24:24,491 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.2532, top1-acc=91.34%, top5-acc=99.72%, remaining_time=0:00:24.202292, arrival_time=2021-04-15 04:24:48.693557, cost_time=0:00:30.956439 2021-04-15 04:24:27,293 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.2533, top1-acc=91.30%, top5-acc=99.72%, remaining_time=0:00:21.380700, arrival_time=2021-04-15 04:24:48.674478, cost_time=0:00:33.759038 2021-04-15 04:24:30,087 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.2542, top1-acc=91.33%, top5-acc=99.71%, remaining_time=0:00:18.557550, arrival_time=2021-04-15 04:24:48.645106, cost_time=0:00:36.552733 2021-04-15 04:24:32,881 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.2548, top1-acc=91.32%, top5-acc=99.73%, remaining_time=0:00:15.738856, arrival_time=2021-04-15 04:24:48.620800, cost_time=0:00:39.347186 2021-04-15 04:24:35,671 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.2528, top1-acc=91.40%, top5-acc=99.72%, remaining_time=0:00:12.921860, arrival_time=2021-04-15 04:24:48.593089, cost_time=0:00:42.136483 2021-04-15 04:24:38,464 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.2536, top1-acc=91.37%, top5-acc=99.71%, remaining_time=0:00:10.109088, arrival_time=2021-04-15 04:24:48.573087, cost_time=0:00:44.929256 2021-04-15 04:24:41,255 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2524, top1-acc=91.43%, top5-acc=99.72%, remaining_time=0:00:07.298512, arrival_time=2021-04-15 04:24:48.554232, cost_time=0:00:47.720976 2021-04-15 04:24:44,050 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2524, top1-acc=91.40%, top5-acc=99.72%, remaining_time=0:00:04.490304, arrival_time=2021-04-15 04:24:48.541098, cost_time=0:00:50.515967 2021-04-15 04:24:46,848 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.2532, top1-acc=91.34%, top5-acc=99.73%, remaining_time=0:00:01.683606, arrival_time=2021-04-15 04:24:48.532499, cost_time=0:00:53.314148 2021-04-15 04:24:48,353 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.20ms, fps=904 images/s, loss=0.2543, top1-acc=91.32%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 04:24:48.353901, cost_time=0:00:54.819155 2021-04-15 04:24:49,235 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.32ms, fps=2911 images/s, loss=0.6007, top1-acc=81.09%, top5-acc=98.79%, remaining_time=0:00:02.638020, arrival_time=2021-04-15 04:24:51.873120, cost_time=0:00:00.879336 2021-04-15 04:24:50,006 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.34ms, fps=3319 images/s, loss=0.6082, top1-acc=81.13%, top5-acc=98.89%, remaining_time=0:00:01.651040, arrival_time=2021-04-15 04:24:51.657871, cost_time=0:00:01.651049 2021-04-15 04:24:50,780 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=1.42ms, fps=3313 images/s, loss=0.6144, top1-acc=81.05%, top5-acc=98.79%, remaining_time=0:00:00.808070, arrival_time=2021-04-15 04:24:51.588043, cost_time=0:00:02.424217 2021-04-15 04:24:51,486 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.07ms, fps=3286 images/s, loss=0.6234, top1-acc=81.21%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-15 04:24:51.486266, cost_time=0:00:03.130524 2021-04-15 04:24:51,987 INFO : Epoch=0036 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:40:13.041220, arrival_time=2021-04-15 07:05:05.028278, cost_time=0:35:10.179774 2021-04-15 04:24:51,988 INFO : Train start, epoch=0037, lr=0.092216 2021-04-15 04:24:54,984 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.64ms, fps=854 images/s, loss=0.2622, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:55.724298, arrival_time=2021-04-15 04:25:50.708684, cost_time=0:00:02.995934 2021-04-15 04:24:57,797 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.2516, top1-acc=91.13%, top5-acc=99.80%, remaining_time=0:00:51.117088, arrival_time=2021-04-15 04:25:48.914274, cost_time=0:00:05.808751 2021-04-15 04:25:00,592 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2482, top1-acc=91.58%, top5-acc=99.80%, remaining_time=0:00:47.608468, arrival_time=2021-04-15 04:25:48.200869, cost_time=0:00:08.603947 2021-04-15 04:25:03,383 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.2463, top1-acc=91.78%, top5-acc=99.79%, remaining_time=0:00:44.440188, arrival_time=2021-04-15 04:25:47.823499, cost_time=0:00:11.394932 2021-04-15 04:25:06,179 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.91ms, fps=916 images/s, loss=0.2463, top1-acc=91.69%, top5-acc=99.78%, remaining_time=0:00:41.436406, arrival_time=2021-04-15 04:25:47.615375, cost_time=0:00:14.190536 2021-04-15 04:25:08,973 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.2520, top1-acc=91.41%, top5-acc=99.78%, remaining_time=0:00:38.499560, arrival_time=2021-04-15 04:25:47.473074, cost_time=0:00:16.985109 2021-04-15 04:25:11,770 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.2525, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:35.608104, arrival_time=2021-04-15 04:25:47.378757, cost_time=0:00:19.782285 2021-04-15 04:25:14,568 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2553, top1-acc=91.22%, top5-acc=99.79%, remaining_time=0:00:32.740652, arrival_time=2021-04-15 04:25:47.308751, cost_time=0:00:22.579724 2021-04-15 04:25:17,362 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2546, top1-acc=91.24%, top5-acc=99.79%, remaining_time=0:00:29.885216, arrival_time=2021-04-15 04:25:47.247807, cost_time=0:00:25.374218 2021-04-15 04:25:20,158 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2528, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:27.043200, arrival_time=2021-04-15 04:25:47.201598, cost_time=0:00:28.169965 2021-04-15 04:25:22,949 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.2512, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:24.205474, arrival_time=2021-04-15 04:25:47.154399, cost_time=0:00:30.960531 2021-04-15 04:25:25,739 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.2513, top1-acc=91.38%, top5-acc=99.80%, remaining_time=0:00:21.375760, arrival_time=2021-04-15 04:25:47.115318, cost_time=0:00:33.751182 2021-04-15 04:25:28,539 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.2506, top1-acc=91.41%, top5-acc=99.78%, remaining_time=0:00:18.556494, arrival_time=2021-04-15 04:25:47.095519, cost_time=0:00:36.550656 2021-04-15 04:25:31,330 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.2512, top1-acc=91.41%, top5-acc=99.79%, remaining_time=0:00:15.737008, arrival_time=2021-04-15 04:25:47.067864, cost_time=0:00:39.342484 2021-04-15 04:25:34,128 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.44ms, fps=915 images/s, loss=0.2524, top1-acc=91.38%, top5-acc=99.79%, remaining_time=0:00:12.922872, arrival_time=2021-04-15 04:25:47.051043, cost_time=0:00:42.139793 2021-04-15 04:25:36,929 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.2531, top1-acc=91.37%, top5-acc=99.79%, remaining_time=0:00:10.111716, arrival_time=2021-04-15 04:25:47.040979, cost_time=0:00:44.940896 2021-04-15 04:25:39,723 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2530, top1-acc=91.37%, top5-acc=99.80%, remaining_time=0:00:07.300592, arrival_time=2021-04-15 04:25:47.023679, cost_time=0:00:47.734683 2021-04-15 04:25:42,521 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.58ms, fps=915 images/s, loss=0.2517, top1-acc=91.40%, top5-acc=99.80%, remaining_time=0:00:04.491792, arrival_time=2021-04-15 04:25:47.012759, cost_time=0:00:50.532600 2021-04-15 04:25:45,323 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.80ms, fps=914 images/s, loss=0.2515, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:01.684254, arrival_time=2021-04-15 04:25:47.007419, cost_time=0:00:53.334713 2021-04-15 04:25:46,825 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.37ms, fps=905 images/s, loss=0.2530, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:46.825571, cost_time=0:00:54.837217 2021-04-15 04:25:47,711 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=2.38ms, fps=2896 images/s, loss=0.4759, top1-acc=84.30%, top5-acc=99.30%, remaining_time=0:00:02.652060, arrival_time=2021-04-15 04:25:50.363255, cost_time=0:00:00.884023 2021-04-15 04:25:48,481 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.19ms, fps=3324 images/s, loss=0.5105, top1-acc=83.16%, top5-acc=99.24%, remaining_time=0:00:01.654520, arrival_time=2021-04-15 04:25:50.136215, cost_time=0:00:01.654514 2021-04-15 04:25:49,254 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.46ms, fps=3315 images/s, loss=0.5012, top1-acc=83.20%, top5-acc=99.35%, remaining_time=0:00:00.809020, arrival_time=2021-04-15 04:25:50.063273, cost_time=0:00:02.427075 2021-04-15 04:25:49,961 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=3283 images/s, loss=0.5132, top1-acc=83.32%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 04:25:49.961311, cost_time=0:00:03.134149 2021-04-15 04:25:50,440 INFO : Epoch=0037 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:39:13.708567, arrival_time=2021-04-15 07:05:04.149100, cost_time=0:36:08.633238 2021-04-15 04:25:50,441 INFO : Train start, epoch=0038, lr=0.091790 2021-04-15 04:25:53,423 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.32ms, fps=859 images/s, loss=0.2595, top1-acc=90.59%, top5-acc=99.73%, remaining_time=0:00:55.462224, arrival_time=2021-04-15 04:26:48.885973, cost_time=0:00:02.981835 2021-04-15 04:25:56,220 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2488, top1-acc=91.33%, top5-acc=99.79%, remaining_time=0:00:50.847632, arrival_time=2021-04-15 04:26:47.067764, cost_time=0:00:05.778135 2021-04-15 04:25:59,025 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=0.2403, top1-acc=91.63%, top5-acc=99.78%, remaining_time=0:00:47.496750, arrival_time=2021-04-15 04:26:46.522497, cost_time=0:00:08.583755 2021-04-15 04:26:01,829 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.57ms, fps=913 images/s, loss=0.2449, top1-acc=91.50%, top5-acc=99.80%, remaining_time=0:00:44.409144, arrival_time=2021-04-15 04:26:46.238083, cost_time=0:00:11.386947 2021-04-15 04:26:04,632 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.45ms, fps=913 images/s, loss=0.2374, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:41.435676, arrival_time=2021-04-15 04:26:46.067899, cost_time=0:00:14.190292 2021-04-15 04:26:07,431 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.86ms, fps=915 images/s, loss=0.2373, top1-acc=91.75%, top5-acc=99.84%, remaining_time=0:00:38.509216, arrival_time=2021-04-15 04:26:45.940599, cost_time=0:00:16.989352 2021-04-15 04:26:10,230 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.59ms, fps=915 images/s, loss=0.2410, top1-acc=91.72%, top5-acc=99.82%, remaining_time=0:00:35.619696, arrival_time=2021-04-15 04:26:45.850423, cost_time=0:00:19.788728 2021-04-15 04:26:13,028 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.2427, top1-acc=91.69%, top5-acc=99.80%, remaining_time=0:00:32.749816, arrival_time=2021-04-15 04:26:45.777988, cost_time=0:00:22.586111 2021-04-15 04:26:15,823 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2425, top1-acc=91.71%, top5-acc=99.81%, remaining_time=0:00:29.894120, arrival_time=2021-04-15 04:26:45.717867, cost_time=0:00:25.381803 2021-04-15 04:26:18,616 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.2411, top1-acc=91.75%, top5-acc=99.81%, remaining_time=0:00:27.047328, arrival_time=2021-04-15 04:26:45.663507, cost_time=0:00:28.174269 2021-04-15 04:26:21,421 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.2437, top1-acc=91.67%, top5-acc=99.82%, remaining_time=0:00:24.220008, arrival_time=2021-04-15 04:26:45.641132, cost_time=0:00:30.979132 2021-04-15 04:26:24,234 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.94ms, fps=910 images/s, loss=0.2434, top1-acc=91.70%, top5-acc=99.81%, remaining_time=0:00:21.401600, arrival_time=2021-04-15 04:26:45.635596, cost_time=0:00:33.792056 2021-04-15 04:26:27,034 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.45ms, fps=914 images/s, loss=0.2437, top1-acc=91.71%, top5-acc=99.80%, remaining_time=0:00:18.577944, arrival_time=2021-04-15 04:26:45.612813, cost_time=0:00:36.592950 2021-04-15 04:26:29,839 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.2459, top1-acc=91.64%, top5-acc=99.79%, remaining_time=0:00:15.759072, arrival_time=2021-04-15 04:26:45.598621, cost_time=0:00:39.397631 2021-04-15 04:26:32,633 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.2482, top1-acc=91.52%, top5-acc=99.79%, remaining_time=0:00:12.938604, arrival_time=2021-04-15 04:26:45.571792, cost_time=0:00:42.191140 2021-04-15 04:26:35,428 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2497, top1-acc=91.46%, top5-acc=99.79%, remaining_time=0:00:10.121904, arrival_time=2021-04-15 04:26:45.550025, cost_time=0:00:44.986182 2021-04-15 04:26:38,219 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.2504, top1-acc=91.44%, top5-acc=99.79%, remaining_time=0:00:07.307118, arrival_time=2021-04-15 04:26:45.526441, cost_time=0:00:47.777393 2021-04-15 04:26:41,010 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2514, top1-acc=91.43%, top5-acc=99.78%, remaining_time=0:00:04.495008, arrival_time=2021-04-15 04:26:45.505853, cost_time=0:00:50.568927 2021-04-15 04:26:43,806 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.17ms, fps=916 images/s, loss=0.2513, top1-acc=91.44%, top5-acc=99.79%, remaining_time=0:00:01.685190, arrival_time=2021-04-15 04:26:45.491532, cost_time=0:00:53.364423 2021-04-15 04:26:45,308 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.27ms, fps=906 images/s, loss=0.2523, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 04:26:45.307995, cost_time=0:00:54.866078 2021-04-15 04:26:46,210 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.20ms, fps=2842 images/s, loss=0.5024, top1-acc=83.83%, top5-acc=98.67%, remaining_time=0:00:02.702760, arrival_time=2021-04-15 04:26:48.913391, cost_time=0:00:00.900916 2021-04-15 04:26:46,982 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.29ms, fps=3318 images/s, loss=0.5277, top1-acc=82.91%, top5-acc=98.59%, remaining_time=0:00:01.672780, arrival_time=2021-04-15 04:26:48.655286, cost_time=0:00:01.672771 2021-04-15 04:26:47,755 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.29ms, fps=3313 images/s, loss=0.5320, top1-acc=82.77%, top5-acc=98.55%, remaining_time=0:00:00.815260, arrival_time=2021-04-15 04:26:48.570756, cost_time=0:00:02.445783 2021-04-15 04:26:48,460 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.05ms, fps=3291 images/s, loss=0.5526, top1-acc=82.67%, top5-acc=98.53%, remaining_time=0:00:00, arrival_time=2021-04-15 04:26:48.460826, cost_time=0:00:03.151126 2021-04-15 04:26:48,916 INFO : Epoch=0038 complete, best val top1-acc=83.60%, top5-acc=98.99% (epoch=19), remaining_time=2:38:14.519166, arrival_time=2021-04-15 07:05:03.435881, cost_time=0:37:07.109428 2021-04-15 04:26:48,917 INFO : Train start, epoch=0039, lr=0.091354 2021-04-15 04:26:51,949 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.39ms, fps=844 images/s, loss=0.2660, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:56.384226, arrival_time=2021-04-15 04:27:48.333656, cost_time=0:00:03.031408 2021-04-15 04:26:54,738 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.2535, top1-acc=91.41%, top5-acc=99.79%, remaining_time=0:00:51.217760, arrival_time=2021-04-15 04:27:45.955983, cost_time=0:00:05.820202 2021-04-15 04:26:57,529 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.2510, top1-acc=91.33%, top5-acc=99.80%, remaining_time=0:00:47.651296, arrival_time=2021-04-15 04:27:45.181014, cost_time=0:00:08.611693 2021-04-15 04:27:00,338 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.2477, top1-acc=91.47%, top5-acc=99.78%, remaining_time=0:00:44.540028, arrival_time=2021-04-15 04:27:44.878582, cost_time=0:00:11.420519 2021-04-15 04:27:03,141 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.2454, top1-acc=91.54%, top5-acc=99.78%, remaining_time=0:00:41.532474, arrival_time=2021-04-15 04:27:44.674023, cost_time=0:00:14.223467 2021-04-15 04:27:05,946 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.53ms, fps=913 images/s, loss=0.2442, top1-acc=91.58%, top5-acc=99.77%, remaining_time=0:00:38.598704, arrival_time=2021-04-15 04:27:44.545569, cost_time=0:00:17.028830 2021-04-15 04:27:08,749 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.2410, top1-acc=91.71%, top5-acc=99.78%, remaining_time=0:00:35.696304, arrival_time=2021-04-15 04:27:44.445635, cost_time=0:00:19.831305 2021-04-15 04:27:11,555 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.46ms, fps=912 images/s, loss=0.2402, top1-acc=91.75%, top5-acc=99.78%, remaining_time=0:00:32.824056, arrival_time=2021-04-15 04:27:44.379406, cost_time=0:00:22.637288 2021-04-15 04:27:14,362 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.30ms, fps=912 images/s, loss=0.2412, top1-acc=91.72%, top5-acc=99.77%, remaining_time=0:00:29.968426, arrival_time=2021-04-15 04:27:44.331367, cost_time=0:00:25.444916 2021-04-15 04:27:17,160 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.56ms, fps=915 images/s, loss=0.2402, top1-acc=91.76%, top5-acc=99.77%, remaining_time=0:00:27.112800, arrival_time=2021-04-15 04:27:44.273340, cost_time=0:00:28.242512 2021-04-15 04:27:19,956 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2415, top1-acc=91.65%, top5-acc=99.77%, remaining_time=0:00:24.266276, arrival_time=2021-04-15 04:27:44.222571, cost_time=0:00:31.038278 2021-04-15 04:27:22,748 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.2425, top1-acc=91.59%, top5-acc=99.78%, remaining_time=0:00:21.425844, arrival_time=2021-04-15 04:27:44.174196, cost_time=0:00:33.830293 2021-04-15 04:27:25,542 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.58ms, fps=916 images/s, loss=0.2414, top1-acc=91.59%, top5-acc=99.79%, remaining_time=0:00:18.594180, arrival_time=2021-04-15 04:27:44.137052, cost_time=0:00:36.624846 2021-04-15 04:27:28,344 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.2409, top1-acc=91.64%, top5-acc=99.78%, remaining_time=0:00:15.770664, arrival_time=2021-04-15 04:27:44.115314, cost_time=0:00:39.426614 2021-04-15 04:27:31,150 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.54ms, fps=913 images/s, loss=0.2441, top1-acc=91.51%, top5-acc=99.78%, remaining_time=0:00:12.951162, arrival_time=2021-04-15 04:27:44.101281, cost_time=0:00:42.232097 2021-04-15 04:27:33,943 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.2452, top1-acc=91.48%, top5-acc=99.77%, remaining_time=0:00:10.130652, arrival_time=2021-04-15 04:27:44.073839, cost_time=0:00:45.025173 2021-04-15 04:27:36,732 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.2446, top1-acc=91.51%, top5-acc=99.77%, remaining_time=0:00:07.312864, arrival_time=2021-04-15 04:27:44.045728, cost_time=0:00:47.814837 2021-04-15 04:27:39,526 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.56ms, fps=916 images/s, loss=0.2460, top1-acc=91.46%, top5-acc=99.77%, remaining_time=0:00:04.498544, arrival_time=2021-04-15 04:27:44.025167, cost_time=0:00:50.608607 2021-04-15 04:27:42,326 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.2463, top1-acc=91.48%, top5-acc=99.78%, remaining_time=0:00:01.686576, arrival_time=2021-04-15 04:27:44.012909, cost_time=0:00:53.408240 2021-04-15 04:27:43,828 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.28ms, fps=906 images/s, loss=0.2483, top1-acc=91.42%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:43.828260, cost_time=0:00:54.910248 2021-04-15 04:27:44,733 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.21ms, fps=2832 images/s, loss=0.4868, top1-acc=84.73%, top5-acc=98.87%, remaining_time=0:00:02.711880, arrival_time=2021-04-15 04:27:47.445776, cost_time=0:00:00.903955 2021-04-15 04:27:45,507 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.59ms, fps=3310 images/s, loss=0.4871, top1-acc=84.47%, top5-acc=99.14%, remaining_time=0:00:01.677680, arrival_time=2021-04-15 04:27:47.185308, cost_time=0:00:01.677673 2021-04-15 04:27:46,280 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.21ms, fps=3313 images/s, loss=0.4939, top1-acc=84.37%, top5-acc=99.19%, remaining_time=0:00:00.816910, arrival_time=2021-04-15 04:27:47.097589, cost_time=0:00:02.450735 2021-04-15 04:27:46,987 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.06ms, fps=3282 images/s, loss=0.5020, top1-acc=84.47%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 04:27:46.987838, cost_time=0:00:03.157920 2021-04-15 04:27:47,832 INFO : Epoch=0039 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:37:17.181796, arrival_time=2021-04-15 07:05:05.014501, cost_time=0:38:06.025387 2021-04-15 04:27:47,834 INFO : Train start, epoch=0040, lr=0.090907 2021-04-15 04:27:50,800 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.38ms, fps=863 images/s, loss=0.2325, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:55.154394, arrival_time=2021-04-15 04:28:45.954655, cost_time=0:00:02.965290 2021-04-15 04:27:53,608 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.49ms, fps=912 images/s, loss=0.2367, top1-acc=91.80%, top5-acc=99.88%, remaining_time=0:00:50.808208, arrival_time=2021-04-15 04:28:44.416750, cost_time=0:00:05.773662 2021-04-15 04:27:56,406 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.61ms, fps=915 images/s, loss=0.2300, top1-acc=92.04%, top5-acc=99.87%, remaining_time=0:00:47.431014, arrival_time=2021-04-15 04:28:43.837757, cost_time=0:00:08.571860 2021-04-15 04:27:59,200 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.2284, top1-acc=92.05%, top5-acc=99.87%, remaining_time=0:00:44.327244, arrival_time=2021-04-15 04:28:43.528016, cost_time=0:00:11.365979 2021-04-15 04:28:01,993 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.2274, top1-acc=91.95%, top5-acc=99.87%, remaining_time=0:00:41.344134, arrival_time=2021-04-15 04:28:43.337847, cost_time=0:00:14.158930 2021-04-15 04:28:04,784 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.2316, top1-acc=91.81%, top5-acc=99.86%, remaining_time=0:00:38.420000, arrival_time=2021-04-15 04:28:43.204839, cost_time=0:00:16.949973 2021-04-15 04:28:07,583 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.2338, top1-acc=91.77%, top5-acc=99.88%, remaining_time=0:00:35.546994, arrival_time=2021-04-15 04:28:43.130134, cost_time=0:00:19.748349 2021-04-15 04:28:10,379 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2349, top1-acc=91.79%, top5-acc=99.89%, remaining_time=0:00:32.689612, arrival_time=2021-04-15 04:28:43.068935, cost_time=0:00:22.544547 2021-04-15 04:28:13,172 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.58ms, fps=916 images/s, loss=0.2355, top1-acc=91.83%, top5-acc=99.87%, remaining_time=0:00:29.842710, arrival_time=2021-04-15 04:28:43.015625, cost_time=0:00:25.338132 2021-04-15 04:28:15,971 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.2357, top1-acc=91.78%, top5-acc=99.87%, remaining_time=0:00:27.010752, arrival_time=2021-04-15 04:28:42.981849, cost_time=0:00:28.136188 2021-04-15 04:28:18,768 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.2348, top1-acc=91.81%, top5-acc=99.86%, remaining_time=0:00:24.184576, arrival_time=2021-04-15 04:28:42.953164, cost_time=0:00:30.933775 2021-04-15 04:28:21,565 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2358, top1-acc=91.77%, top5-acc=99.86%, remaining_time=0:00:21.362612, arrival_time=2021-04-15 04:28:42.927801, cost_time=0:00:33.730392 2021-04-15 04:28:24,366 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.2388, top1-acc=91.67%, top5-acc=99.84%, remaining_time=0:00:18.546924, arrival_time=2021-04-15 04:28:42.913466, cost_time=0:00:36.531760 2021-04-15 04:28:27,166 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.2422, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:15.732528, arrival_time=2021-04-15 04:28:42.898653, cost_time=0:00:39.331343 2021-04-15 04:28:29,961 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.2443, top1-acc=91.54%, top5-acc=99.80%, remaining_time=0:00:12.918732, arrival_time=2021-04-15 04:28:42.879836, cost_time=0:00:42.126325 2021-04-15 04:28:32,755 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2445, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:10.107072, arrival_time=2021-04-15 04:28:42.862102, cost_time=0:00:44.920243 2021-04-15 04:28:35,547 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2449, top1-acc=91.56%, top5-acc=99.80%, remaining_time=0:00:07.297238, arrival_time=2021-04-15 04:28:42.844803, cost_time=0:00:47.712779 2021-04-15 04:28:38,345 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.2450, top1-acc=91.60%, top5-acc=99.80%, remaining_time=0:00:04.489808, arrival_time=2021-04-15 04:28:42.834997, cost_time=0:00:50.510410 2021-04-15 04:28:41,142 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.26ms, fps=915 images/s, loss=0.2450, top1-acc=91.60%, top5-acc=99.79%, remaining_time=0:00:01.683396, arrival_time=2021-04-15 04:28:42.825640, cost_time=0:00:53.307464 2021-04-15 04:28:42,645 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.24ms, fps=905 images/s, loss=0.2449, top1-acc=91.61%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:28:42.645075, cost_time=0:00:54.810248 2021-04-15 04:28:43,529 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=1.36ms, fps=2901 images/s, loss=0.5812, top1-acc=82.03%, top5-acc=99.26%, remaining_time=0:00:02.647590, arrival_time=2021-04-15 04:28:46.176844, cost_time=0:00:00.882531 2021-04-15 04:28:44,306 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.90ms, fps=3294 images/s, loss=0.5456, top1-acc=82.70%, top5-acc=99.18%, remaining_time=0:00:01.660200, arrival_time=2021-04-15 04:28:45.967069, cost_time=0:00:01.660191 2021-04-15 04:28:45,084 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.58ms, fps=3293 images/s, loss=0.5492, top1-acc=82.51%, top5-acc=99.02%, remaining_time=0:00:00.812670, arrival_time=2021-04-15 04:28:45.897408, cost_time=0:00:02.438007 2021-04-15 04:28:45,795 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.06ms, fps=3266 images/s, loss=0.5431, top1-acc=82.37%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 04:28:45.795417, cost_time=0:00:03.148762 2021-04-15 04:28:46,249 INFO : Epoch=0040 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:36:17.767200, arrival_time=2021-04-15 07:05:04.016303, cost_time=0:39:04.441812 2021-04-15 04:28:46,250 INFO : Train start, epoch=0041, lr=0.090451 2021-04-15 04:28:49,242 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.66ms, fps=856 images/s, loss=0.2342, top1-acc=91.80%, top5-acc=99.77%, remaining_time=0:00:55.651572, arrival_time=2021-04-15 04:29:44.894181, cost_time=0:00:02.992025 2021-04-15 04:28:52,046 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.69ms, fps=913 images/s, loss=0.2291, top1-acc=92.15%, top5-acc=99.84%, remaining_time=0:00:51.006032, arrival_time=2021-04-15 04:29:43.052830, cost_time=0:00:05.796132 2021-04-15 04:28:54,856 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.2365, top1-acc=91.84%, top5-acc=99.79%, remaining_time=0:00:47.617100, arrival_time=2021-04-15 04:29:42.473306, cost_time=0:00:08.605512 2021-04-15 04:28:57,665 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.2333, top1-acc=91.92%, top5-acc=99.81%, remaining_time=0:00:44.519748, arrival_time=2021-04-15 04:29:42.185660, cost_time=0:00:11.415324 2021-04-15 04:29:00,472 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.2399, top1-acc=91.74%, top5-acc=99.79%, remaining_time=0:00:41.528532, arrival_time=2021-04-15 04:29:42.001349, cost_time=0:00:14.222107 2021-04-15 04:29:03,266 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2396, top1-acc=91.78%, top5-acc=99.79%, remaining_time=0:00:38.570144, arrival_time=2021-04-15 04:29:41.836986, cost_time=0:00:17.016249 2021-04-15 04:29:06,060 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2390, top1-acc=91.83%, top5-acc=99.80%, remaining_time=0:00:35.658504, arrival_time=2021-04-15 04:29:41.719342, cost_time=0:00:19.810259 2021-04-15 04:29:08,858 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.68ms, fps=915 images/s, loss=0.2409, top1-acc=91.75%, top5-acc=99.79%, remaining_time=0:00:32.781020, arrival_time=2021-04-15 04:29:41.639236, cost_time=0:00:22.607582 2021-04-15 04:29:11,652 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.2436, top1-acc=91.65%, top5-acc=99.79%, remaining_time=0:00:29.917334, arrival_time=2021-04-15 04:29:41.569443, cost_time=0:00:25.401496 2021-04-15 04:29:14,458 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.2440, top1-acc=91.67%, top5-acc=99.80%, remaining_time=0:00:27.079488, arrival_time=2021-04-15 04:29:41.537873, cost_time=0:00:28.207793 2021-04-15 04:29:17,257 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.2424, top1-acc=91.68%, top5-acc=99.81%, remaining_time=0:00:24.241594, arrival_time=2021-04-15 04:29:41.498932, cost_time=0:00:31.006705 2021-04-15 04:29:20,057 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.2414, top1-acc=91.76%, top5-acc=99.81%, remaining_time=0:00:21.411100, arrival_time=2021-04-15 04:29:41.468746, cost_time=0:00:33.806989 2021-04-15 04:29:22,864 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.2402, top1-acc=91.80%, top5-acc=99.81%, remaining_time=0:00:18.588702, arrival_time=2021-04-15 04:29:41.453499, cost_time=0:00:36.614117 2021-04-15 04:29:25,677 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.2407, top1-acc=91.76%, top5-acc=99.81%, remaining_time=0:00:15.770720, arrival_time=2021-04-15 04:29:41.448176, cost_time=0:00:39.426770 2021-04-15 04:29:28,484 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.89ms, fps=912 images/s, loss=0.2392, top1-acc=91.83%, top5-acc=99.81%, remaining_time=0:00:12.951668, arrival_time=2021-04-15 04:29:41.435977, cost_time=0:00:42.233679 2021-04-15 04:29:31,289 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=0.2387, top1-acc=91.85%, top5-acc=99.81%, remaining_time=0:00:10.133748, arrival_time=2021-04-15 04:29:41.423273, cost_time=0:00:45.038907 2021-04-15 04:29:34,080 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.2388, top1-acc=91.86%, top5-acc=99.79%, remaining_time=0:00:07.315152, arrival_time=2021-04-15 04:29:41.395660, cost_time=0:00:47.829924 2021-04-15 04:29:36,884 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.64ms, fps=913 images/s, loss=0.2391, top1-acc=91.85%, top5-acc=99.80%, remaining_time=0:00:04.500800, arrival_time=2021-04-15 04:29:41.385520, cost_time=0:00:50.634045 2021-04-15 04:29:39,690 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.2400, top1-acc=91.82%, top5-acc=99.79%, remaining_time=0:00:01.687566, arrival_time=2021-04-15 04:29:41.377731, cost_time=0:00:53.439584 2021-04-15 04:29:41,195 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.31ms, fps=904 images/s, loss=0.2412, top1-acc=91.78%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:41.195433, cost_time=0:00:54.944871 2021-04-15 04:29:42,101 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=0.20ms, fps=2832 images/s, loss=0.7636, top1-acc=78.01%, top5-acc=98.09%, remaining_time=0:00:02.711370, arrival_time=2021-04-15 04:29:44.812327, cost_time=0:00:00.903790 2021-04-15 04:29:42,875 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=1.37ms, fps=3308 images/s, loss=0.7436, top1-acc=78.65%, top5-acc=98.16%, remaining_time=0:00:01.677940, arrival_time=2021-04-15 04:29:44.553042, cost_time=0:00:01.677937 2021-04-15 04:29:43,648 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.18ms, fps=3313 images/s, loss=0.7454, top1-acc=78.67%, top5-acc=98.16%, remaining_time=0:00:00.816980, arrival_time=2021-04-15 04:29:44.465092, cost_time=0:00:02.450945 2021-04-15 04:29:44,353 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.06ms, fps=3290 images/s, loss=0.7521, top1-acc=78.59%, top5-acc=98.15%, remaining_time=0:00:00, arrival_time=2021-04-15 04:29:44.353507, cost_time=0:00:03.156367 2021-04-15 04:29:44,767 INFO : Epoch=0041 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:35:18.795066, arrival_time=2021-04-15 07:05:03.562121, cost_time=0:40:02.959754 2021-04-15 04:29:44,768 INFO : Train start, epoch=0042, lr=0.089984 2021-04-15 04:29:47,742 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.52ms, fps=861 images/s, loss=0.2611, top1-acc=91.05%, top5-acc=99.73%, remaining_time=0:00:55.321050, arrival_time=2021-04-15 04:30:43.063776, cost_time=0:00:02.974249 2021-04-15 04:29:50,537 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2449, top1-acc=91.46%, top5-acc=99.80%, remaining_time=0:00:50.762272, arrival_time=2021-04-15 04:30:41.299280, cost_time=0:00:05.768447 2021-04-15 04:29:53,330 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.2447, top1-acc=91.54%, top5-acc=99.84%, remaining_time=0:00:47.375570, arrival_time=2021-04-15 04:30:40.705847, cost_time=0:00:08.561852 2021-04-15 04:29:56,125 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.60ms, fps=916 images/s, loss=0.2448, top1-acc=91.60%, top5-acc=99.81%, remaining_time=0:00:44.293080, arrival_time=2021-04-15 04:30:40.418790, cost_time=0:00:11.357219 2021-04-15 04:29:58,938 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.50ms, fps=910 images/s, loss=0.2461, top1-acc=91.58%, top5-acc=99.80%, remaining_time=0:00:41.376984, arrival_time=2021-04-15 04:30:40.315657, cost_time=0:00:14.170197 2021-04-15 04:30:01,736 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.2439, top1-acc=91.63%, top5-acc=99.81%, remaining_time=0:00:38.460800, arrival_time=2021-04-15 04:30:40.197293, cost_time=0:00:16.968018 2021-04-15 04:30:04,532 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2441, top1-acc=91.67%, top5-acc=99.81%, remaining_time=0:00:35.575092, arrival_time=2021-04-15 04:30:40.107528, cost_time=0:00:19.763959 2021-04-15 04:30:07,328 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2445, top1-acc=91.61%, top5-acc=99.81%, remaining_time=0:00:32.711652, arrival_time=2021-04-15 04:30:40.039817, cost_time=0:00:22.559775 2021-04-15 04:30:10,123 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2443, top1-acc=91.59%, top5-acc=99.81%, remaining_time=0:00:29.862426, arrival_time=2021-04-15 04:30:39.985786, cost_time=0:00:25.354910 2021-04-15 04:30:12,921 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.2443, top1-acc=91.62%, top5-acc=99.82%, remaining_time=0:00:27.026688, arrival_time=2021-04-15 04:30:39.947902, cost_time=0:00:28.152792 2021-04-15 04:30:15,717 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2417, top1-acc=91.74%, top5-acc=99.82%, remaining_time=0:00:24.196616, arrival_time=2021-04-15 04:30:39.914250, cost_time=0:00:30.949201 2021-04-15 04:30:18,515 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.47ms, fps=915 images/s, loss=0.2411, top1-acc=91.77%, top5-acc=99.81%, remaining_time=0:00:21.372872, arrival_time=2021-04-15 04:30:39.887866, cost_time=0:00:33.746602 2021-04-15 04:30:21,309 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2400, top1-acc=91.78%, top5-acc=99.80%, remaining_time=0:00:18.551808, arrival_time=2021-04-15 04:30:39.861596, cost_time=0:00:36.541400 2021-04-15 04:30:24,120 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.61ms, fps=911 images/s, loss=0.2403, top1-acc=91.80%, top5-acc=99.80%, remaining_time=0:00:15.740928, arrival_time=2021-04-15 04:30:39.861802, cost_time=0:00:39.352326 2021-04-15 04:30:26,933 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.54ms, fps=911 images/s, loss=0.2402, top1-acc=91.80%, top5-acc=99.80%, remaining_time=0:00:12.930462, arrival_time=2021-04-15 04:30:39.863551, cost_time=0:00:42.164579 2021-04-15 04:30:29,738 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.85ms, fps=913 images/s, loss=0.2383, top1-acc=91.88%, top5-acc=99.81%, remaining_time=0:00:10.118160, arrival_time=2021-04-15 04:30:39.856171, cost_time=0:00:44.969537 2021-04-15 04:30:32,537 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.44ms, fps=915 images/s, loss=0.2384, top1-acc=91.85%, top5-acc=99.81%, remaining_time=0:00:07.305870, arrival_time=2021-04-15 04:30:39.843390, cost_time=0:00:47.769074 2021-04-15 04:30:35,328 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.2396, top1-acc=91.84%, top5-acc=99.82%, remaining_time=0:00:04.494256, arrival_time=2021-04-15 04:30:39.823081, cost_time=0:00:50.560387 2021-04-15 04:30:38,132 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.23ms, fps=913 images/s, loss=0.2396, top1-acc=91.83%, top5-acc=99.82%, remaining_time=0:00:01.685172, arrival_time=2021-04-15 04:30:39.817382, cost_time=0:00:53.363743 2021-04-15 04:30:39,637 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.23ms, fps=904 images/s, loss=0.2408, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:39.637728, cost_time=0:00:54.869347 2021-04-15 04:30:40,540 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.29ms, fps=2842 images/s, loss=0.5591, top1-acc=82.42%, top5-acc=98.63%, remaining_time=0:00:02.701890, arrival_time=2021-04-15 04:30:43.241877, cost_time=0:00:00.900631 2021-04-15 04:30:41,315 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.32ms, fps=3304 images/s, loss=0.5345, top1-acc=83.11%, top5-acc=98.81%, remaining_time=0:00:01.675860, arrival_time=2021-04-15 04:30:42.991067, cost_time=0:00:01.675858 2021-04-15 04:30:42,088 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.64ms, fps=3313 images/s, loss=0.5361, top1-acc=83.07%, top5-acc=98.72%, remaining_time=0:00:00.816290, arrival_time=2021-04-15 04:30:42.904502, cost_time=0:00:02.448856 2021-04-15 04:30:42,798 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.07ms, fps=3270 images/s, loss=0.5505, top1-acc=83.00%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-15 04:30:42.798150, cost_time=0:00:03.158745 2021-04-15 04:30:43,192 INFO : Epoch=0042 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:34:19.497096, arrival_time=2021-04-15 07:05:02.689703, cost_time=0:41:01.385310 2021-04-15 04:30:43,194 INFO : Train start, epoch=0043, lr=0.089508 2021-04-15 04:30:46,211 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=7.22ms, fps=849 images/s, loss=0.2317, top1-acc=91.02%, top5-acc=99.84%, remaining_time=0:00:56.114154, arrival_time=2021-04-15 04:31:42.325249, cost_time=0:00:03.016892 2021-04-15 04:30:49,016 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.2449, top1-acc=91.13%, top5-acc=99.77%, remaining_time=0:00:51.235888, arrival_time=2021-04-15 04:31:40.252465, cost_time=0:00:05.822259 2021-04-15 04:30:51,811 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.2465, top1-acc=91.37%, top5-acc=99.78%, remaining_time=0:00:47.681674, arrival_time=2021-04-15 04:31:39.493038, cost_time=0:00:08.617179 2021-04-15 04:30:54,607 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.59ms, fps=916 images/s, loss=0.2427, top1-acc=91.51%, top5-acc=99.79%, remaining_time=0:00:44.512416, arrival_time=2021-04-15 04:31:39.120015, cost_time=0:00:11.413437 2021-04-15 04:30:57,401 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.2421, top1-acc=91.54%, top5-acc=99.80%, remaining_time=0:00:41.483856, arrival_time=2021-04-15 04:31:38.884791, cost_time=0:00:14.206803 2021-04-15 04:31:00,193 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.2349, top1-acc=91.85%, top5-acc=99.82%, remaining_time=0:00:38.531656, arrival_time=2021-04-15 04:31:38.724986, cost_time=0:00:16.999235 2021-04-15 04:31:02,988 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2368, top1-acc=91.84%, top5-acc=99.83%, remaining_time=0:00:35.629650, arrival_time=2021-04-15 04:31:38.618109, cost_time=0:00:19.794283 2021-04-15 04:31:05,786 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.2383, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:32.758400, arrival_time=2021-04-15 04:31:38.544534, cost_time=0:00:22.592028 2021-04-15 04:31:08,575 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.2378, top1-acc=91.78%, top5-acc=99.83%, remaining_time=0:00:29.893696, arrival_time=2021-04-15 04:31:38.469243, cost_time=0:00:25.381447 2021-04-15 04:31:11,370 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2362, top1-acc=91.86%, top5-acc=99.83%, remaining_time=0:00:27.049344, arrival_time=2021-04-15 04:31:38.419868, cost_time=0:00:28.176428 2021-04-15 04:31:14,165 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.2369, top1-acc=91.83%, top5-acc=99.83%, remaining_time=0:00:24.213558, arrival_time=2021-04-15 04:31:38.378550, cost_time=0:00:30.970833 2021-04-15 04:31:16,960 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2351, top1-acc=91.88%, top5-acc=99.84%, remaining_time=0:00:21.385184, arrival_time=2021-04-15 04:31:38.345364, cost_time=0:00:33.766058 2021-04-15 04:31:19,760 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.2359, top1-acc=91.88%, top5-acc=99.84%, remaining_time=0:00:18.564150, arrival_time=2021-04-15 04:31:38.324173, cost_time=0:00:36.565791 2021-04-15 04:31:22,559 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.62ms, fps=915 images/s, loss=0.2347, top1-acc=91.93%, top5-acc=99.84%, remaining_time=0:00:15.745968, arrival_time=2021-04-15 04:31:38.305009, cost_time=0:00:39.364863 2021-04-15 04:31:25,358 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.64ms, fps=915 images/s, loss=0.2348, top1-acc=91.93%, top5-acc=99.84%, remaining_time=0:00:12.930232, arrival_time=2021-04-15 04:31:38.288209, cost_time=0:00:42.163837 2021-04-15 04:31:28,155 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.2366, top1-acc=91.86%, top5-acc=99.84%, remaining_time=0:00:10.116252, arrival_time=2021-04-15 04:31:38.271528, cost_time=0:00:44.961142 2021-04-15 04:31:30,957 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.70ms, fps=914 images/s, loss=0.2378, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:07.304960, arrival_time=2021-04-15 04:31:38.262358, cost_time=0:00:47.763166 2021-04-15 04:31:33,766 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.2382, top1-acc=91.79%, top5-acc=99.84%, remaining_time=0:00:04.495296, arrival_time=2021-04-15 04:31:38.261595, cost_time=0:00:50.572093 2021-04-15 04:31:36,562 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.2376, top1-acc=91.80%, top5-acc=99.84%, remaining_time=0:00:01.685316, arrival_time=2021-04-15 04:31:38.247753, cost_time=0:00:53.368252 2021-04-15 04:31:38,068 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.43ms, fps=903 images/s, loss=0.2393, top1-acc=91.76%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 04:31:38.068611, cost_time=0:00:54.874521 2021-04-15 04:31:38,987 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.22ms, fps=2791 images/s, loss=0.6011, top1-acc=81.33%, top5-acc=98.83%, remaining_time=0:00:02.751870, arrival_time=2021-04-15 04:31:41.739506, cost_time=0:00:00.917290 2021-04-15 04:31:39,765 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.48ms, fps=3291 images/s, loss=0.6001, top1-acc=81.74%, top5-acc=98.85%, remaining_time=0:00:01.695440, arrival_time=2021-04-15 04:31:41.461281, cost_time=0:00:01.695432 2021-04-15 04:31:40,539 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.51ms, fps=3310 images/s, loss=0.5905, top1-acc=82.11%, top5-acc=98.88%, remaining_time=0:00:00.823110, arrival_time=2021-04-15 04:31:41.362814, cost_time=0:00:02.469344 2021-04-15 04:31:41,248 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=0.6093, top1-acc=82.08%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-15 04:31:41.248348, cost_time=0:00:03.178051 2021-04-15 04:31:41,662 INFO : Epoch=0043 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:33:20.400332, arrival_time=2021-04-15 07:05:02.062555, cost_time=0:41:59.854870 2021-04-15 04:31:41,665 INFO : Train start, epoch=0044, lr=0.089022 2021-04-15 04:31:44,629 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.45ms, fps=864 images/s, loss=0.2164, top1-acc=92.58%, top5-acc=99.92%, remaining_time=0:00:55.120356, arrival_time=2021-04-15 04:32:39.749372, cost_time=0:00:02.963459 2021-04-15 04:31:47,425 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2192, top1-acc=92.48%, top5-acc=99.88%, remaining_time=0:00:50.689760, arrival_time=2021-04-15 04:32:38.115399, cost_time=0:00:05.760204 2021-04-15 04:31:50,224 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.2231, top1-acc=92.17%, top5-acc=99.87%, remaining_time=0:00:47.359136, arrival_time=2021-04-15 04:32:37.583474, cost_time=0:00:08.558865 2021-04-15 04:31:53,020 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.2242, top1-acc=92.29%, top5-acc=99.80%, remaining_time=0:00:44.285592, arrival_time=2021-04-15 04:32:37.306248, cost_time=0:00:11.355260 2021-04-15 04:31:55,824 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.2224, top1-acc=92.32%, top5-acc=99.81%, remaining_time=0:00:41.343842, arrival_time=2021-04-15 04:32:37.168195, cost_time=0:00:14.158870 2021-04-15 04:31:58,618 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2252, top1-acc=92.23%, top5-acc=99.83%, remaining_time=0:00:38.427888, arrival_time=2021-04-15 04:32:37.046784, cost_time=0:00:16.953505 2021-04-15 04:32:01,415 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.2275, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:35.549640, arrival_time=2021-04-15 04:32:36.964856, cost_time=0:00:19.749828 2021-04-15 04:32:04,209 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2288, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:32.689380, arrival_time=2021-04-15 04:32:36.899169, cost_time=0:00:22.544405 2021-04-15 04:32:07,010 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.47ms, fps=914 images/s, loss=0.2312, top1-acc=91.94%, top5-acc=99.84%, remaining_time=0:00:29.850448, arrival_time=2021-04-15 04:32:36.860600, cost_time=0:00:25.344762 2021-04-15 04:32:09,811 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.99ms, fps=914 images/s, loss=0.2324, top1-acc=91.86%, top5-acc=99.85%, remaining_time=0:00:27.019968, arrival_time=2021-04-15 04:32:36.831182, cost_time=0:00:28.145751 2021-04-15 04:32:12,602 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.2343, top1-acc=91.81%, top5-acc=99.84%, remaining_time=0:00:24.187328, arrival_time=2021-04-15 04:32:36.790030, cost_time=0:00:30.937323 2021-04-15 04:32:15,398 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2358, top1-acc=91.77%, top5-acc=99.84%, remaining_time=0:00:21.364512, arrival_time=2021-04-15 04:32:36.763389, cost_time=0:00:33.733468 2021-04-15 04:32:18,199 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.2373, top1-acc=91.75%, top5-acc=99.83%, remaining_time=0:00:18.548178, arrival_time=2021-04-15 04:32:36.747871, cost_time=0:00:36.534305 2021-04-15 04:32:20,997 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.2363, top1-acc=91.79%, top5-acc=99.84%, remaining_time=0:00:15.732752, arrival_time=2021-04-15 04:32:36.730070, cost_time=0:00:39.331919 2021-04-15 04:32:23,792 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.2338, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:12.918824, arrival_time=2021-04-15 04:32:36.710806, cost_time=0:00:42.126594 2021-04-15 04:32:26,592 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.2345, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:10.108548, arrival_time=2021-04-15 04:32:36.700836, cost_time=0:00:44.926894 2021-04-15 04:32:29,391 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.2344, top1-acc=91.92%, top5-acc=99.84%, remaining_time=0:00:07.299240, arrival_time=2021-04-15 04:32:36.690408, cost_time=0:00:47.725776 2021-04-15 04:32:32,181 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.2356, top1-acc=91.90%, top5-acc=99.82%, remaining_time=0:00:04.490352, arrival_time=2021-04-15 04:32:36.672266, cost_time=0:00:50.516523 2021-04-15 04:32:34,978 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.2365, top1-acc=91.88%, top5-acc=99.82%, remaining_time=0:00:01.683570, arrival_time=2021-04-15 04:32:36.662064, cost_time=0:00:53.313063 2021-04-15 04:32:36,481 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.20ms, fps=905 images/s, loss=0.2367, top1-acc=91.89%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:36.481168, cost_time=0:00:54.815778 2021-04-15 04:32:37,381 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=1.24ms, fps=2850 images/s, loss=0.5259, top1-acc=83.24%, top5-acc=98.87%, remaining_time=0:00:02.694720, arrival_time=2021-04-15 04:32:40.075942, cost_time=0:00:00.898241 2021-04-15 04:32:38,152 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.28ms, fps=3322 images/s, loss=0.5548, top1-acc=82.34%, top5-acc=98.85%, remaining_time=0:00:01.669320, arrival_time=2021-04-15 04:32:39.821584, cost_time=0:00:01.669315 2021-04-15 04:32:38,924 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.29ms, fps=3317 images/s, loss=0.5645, top1-acc=82.02%, top5-acc=98.92%, remaining_time=0:00:00.813790, arrival_time=2021-04-15 04:32:39.738122, cost_time=0:00:02.441374 2021-04-15 04:32:39,629 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.06ms, fps=3293 images/s, loss=0.5521, top1-acc=82.06%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-15 04:32:39.629076, cost_time=0:00:03.146156 2021-04-15 04:32:40,049 INFO : Epoch=0044 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:32:21.041676, arrival_time=2021-04-15 07:05:01.091484, cost_time=0:42:58.242522 2021-04-15 04:32:40,051 INFO : Train start, epoch=0045, lr=0.088526 2021-04-15 04:32:43,050 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=2.45ms, fps=853 images/s, loss=0.2381, top1-acc=91.95%, top5-acc=99.77%, remaining_time=0:00:55.789212, arrival_time=2021-04-15 04:33:38.839855, cost_time=0:00:02.999420 2021-04-15 04:32:45,861 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.2532, top1-acc=91.41%, top5-acc=99.77%, remaining_time=0:00:51.129232, arrival_time=2021-04-15 04:33:36.990579, cost_time=0:00:05.810132 2021-04-15 04:32:48,653 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2424, top1-acc=91.84%, top5-acc=99.79%, remaining_time=0:00:47.599006, arrival_time=2021-04-15 04:33:36.252470, cost_time=0:00:08.602239 2021-04-15 04:32:51,446 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2382, top1-acc=91.94%, top5-acc=99.79%, remaining_time=0:00:44.441436, arrival_time=2021-04-15 04:33:35.887812, cost_time=0:00:11.395235 2021-04-15 04:32:54,239 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2381, top1-acc=91.85%, top5-acc=99.80%, remaining_time=0:00:41.431004, arrival_time=2021-04-15 04:33:35.670821, cost_time=0:00:14.188682 2021-04-15 04:32:57,035 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2351, top1-acc=92.03%, top5-acc=99.80%, remaining_time=0:00:38.496568, arrival_time=2021-04-15 04:33:35.531546, cost_time=0:00:16.983767 2021-04-15 04:32:59,831 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.2315, top1-acc=92.14%, top5-acc=99.82%, remaining_time=0:00:35.605332, arrival_time=2021-04-15 04:33:35.437243, cost_time=0:00:19.780769 2021-04-15 04:33:02,627 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.2285, top1-acc=92.27%, top5-acc=99.82%, remaining_time=0:00:32.736012, arrival_time=2021-04-15 04:33:35.363736, cost_time=0:00:22.576598 2021-04-15 04:33:05,424 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2275, top1-acc=92.34%, top5-acc=99.82%, remaining_time=0:00:29.883838, arrival_time=2021-04-15 04:33:35.308025, cost_time=0:00:25.373057 2021-04-15 04:33:08,223 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.2267, top1-acc=92.36%, top5-acc=99.81%, remaining_time=0:00:27.045216, arrival_time=2021-04-15 04:33:35.268543, cost_time=0:00:28.172137 2021-04-15 04:33:11,023 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.2290, top1-acc=92.22%, top5-acc=99.81%, remaining_time=0:00:24.214762, arrival_time=2021-04-15 04:33:35.238261, cost_time=0:00:30.972338 2021-04-15 04:33:13,828 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.31ms, fps=913 images/s, loss=0.2334, top1-acc=92.06%, top5-acc=99.81%, remaining_time=0:00:21.392176, arrival_time=2021-04-15 04:33:35.220397, cost_time=0:00:33.777070 2021-04-15 04:33:16,622 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2337, top1-acc=92.06%, top5-acc=99.81%, remaining_time=0:00:18.567054, arrival_time=2021-04-15 04:33:35.189704, cost_time=0:00:36.571519 2021-04-15 04:33:19,420 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.2320, top1-acc=92.14%, top5-acc=99.81%, remaining_time=0:00:15.747760, arrival_time=2021-04-15 04:33:35.168279, cost_time=0:00:39.369371 2021-04-15 04:33:22,214 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.2316, top1-acc=92.16%, top5-acc=99.82%, remaining_time=0:00:12.930140, arrival_time=2021-04-15 04:33:35.144771, cost_time=0:00:42.163503 2021-04-15 04:33:25,008 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2318, top1-acc=92.14%, top5-acc=99.81%, remaining_time=0:00:10.115352, arrival_time=2021-04-15 04:33:35.123574, cost_time=0:00:44.957087 2021-04-15 04:33:27,803 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2317, top1-acc=92.12%, top5-acc=99.81%, remaining_time=0:00:07.303322, arrival_time=2021-04-15 04:33:35.106875, cost_time=0:00:47.752417 2021-04-15 04:33:30,599 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.58ms, fps=916 images/s, loss=0.2322, top1-acc=92.10%, top5-acc=99.81%, remaining_time=0:00:04.493152, arrival_time=2021-04-15 04:33:35.092301, cost_time=0:00:50.548015 2021-04-15 04:33:33,393 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.64ms, fps=916 images/s, loss=0.2312, top1-acc=92.13%, top5-acc=99.81%, remaining_time=0:00:01.684482, arrival_time=2021-04-15 04:33:35.077636, cost_time=0:00:53.341965 2021-04-15 04:33:34,895 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.41ms, fps=905 images/s, loss=0.2319, top1-acc=92.11%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 04:33:34.895737, cost_time=0:00:54.844628 2021-04-15 04:33:35,776 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=1.29ms, fps=2912 images/s, loss=0.5851, top1-acc=81.99%, top5-acc=98.40%, remaining_time=0:00:02.637240, arrival_time=2021-04-15 04:33:38.413634, cost_time=0:00:00.879078 2021-04-15 04:33:36,552 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.31ms, fps=3302 images/s, loss=0.5864, top1-acc=81.78%, top5-acc=98.44%, remaining_time=0:00:01.654640, arrival_time=2021-04-15 04:33:38.206612, cost_time=0:00:01.654647 2021-04-15 04:33:37,327 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.50ms, fps=3304 images/s, loss=0.5826, top1-acc=81.84%, top5-acc=98.53%, remaining_time=0:00:00.809920, arrival_time=2021-04-15 04:33:38.137038, cost_time=0:00:02.429768 2021-04-15 04:33:38,035 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.07ms, fps=3275 images/s, loss=0.6046, top1-acc=81.74%, top5-acc=98.58%, remaining_time=0:00:00, arrival_time=2021-04-15 04:33:38.035864, cost_time=0:00:03.138576 2021-04-15 04:33:38,475 INFO : Epoch=0045 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:31:21.856875, arrival_time=2021-04-15 07:05:00.332296, cost_time=0:43:56.668138 2021-04-15 04:33:38,476 INFO : Train start, epoch=0046, lr=0.088020 2021-04-15 04:33:41,466 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=1.35ms, fps=856 images/s, loss=0.2344, top1-acc=91.72%, top5-acc=99.96%, remaining_time=0:00:55.601910, arrival_time=2021-04-15 04:34:37.068040, cost_time=0:00:02.989350 2021-04-15 04:33:44,271 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.2268, top1-acc=92.07%, top5-acc=99.96%, remaining_time=0:00:50.991248, arrival_time=2021-04-15 04:34:35.262498, cost_time=0:00:05.794457 2021-04-15 04:33:47,079 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.2315, top1-acc=91.87%, top5-acc=99.91%, remaining_time=0:00:47.600666, arrival_time=2021-04-15 04:34:34.679974, cost_time=0:00:08.602528 2021-04-15 04:33:49,882 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.54ms, fps=913 images/s, loss=0.2300, top1-acc=92.02%, top5-acc=99.90%, remaining_time=0:00:44.481840, arrival_time=2021-04-15 04:34:34.364240, cost_time=0:00:11.405618 2021-04-15 04:33:52,691 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.34ms, fps=911 images/s, loss=0.2301, top1-acc=92.08%, top5-acc=99.88%, remaining_time=0:00:41.506486, arrival_time=2021-04-15 04:34:34.197823, cost_time=0:00:14.214554 2021-04-15 04:33:55,496 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.52ms, fps=913 images/s, loss=0.2303, top1-acc=92.02%, top5-acc=99.88%, remaining_time=0:00:38.578712, arrival_time=2021-04-15 04:34:34.075537, cost_time=0:00:17.020045 2021-04-15 04:33:58,304 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.2256, top1-acc=92.24%, top5-acc=99.88%, remaining_time=0:00:35.690004, arrival_time=2021-04-15 04:34:33.994592, cost_time=0:00:19.827794 2021-04-15 04:34:01,102 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.55ms, fps=915 images/s, loss=0.2250, top1-acc=92.24%, top5-acc=99.88%, remaining_time=0:00:32.806888, arrival_time=2021-04-15 04:34:33.909088, cost_time=0:00:22.625418 2021-04-15 04:34:03,894 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.2263, top1-acc=92.17%, top5-acc=99.87%, remaining_time=0:00:29.936944, arrival_time=2021-04-15 04:34:33.831845, cost_time=0:00:25.418128 2021-04-15 04:34:06,688 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.2272, top1-acc=92.16%, top5-acc=99.87%, remaining_time=0:00:27.082944, arrival_time=2021-04-15 04:34:33.771163, cost_time=0:00:28.211434 2021-04-15 04:34:09,484 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.2303, top1-acc=92.11%, top5-acc=99.86%, remaining_time=0:00:24.242626, arrival_time=2021-04-15 04:34:33.727463, cost_time=0:00:31.008041 2021-04-15 04:34:12,284 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.2308, top1-acc=92.03%, top5-acc=99.86%, remaining_time=0:00:21.411860, arrival_time=2021-04-15 04:34:33.696813, cost_time=0:00:33.808172 2021-04-15 04:34:15,093 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.43ms, fps=912 images/s, loss=0.2336, top1-acc=91.96%, top5-acc=99.86%, remaining_time=0:00:18.589956, arrival_time=2021-04-15 04:34:33.683317, cost_time=0:00:36.616579 2021-04-15 04:34:17,906 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.49ms, fps=910 images/s, loss=0.2338, top1-acc=91.99%, top5-acc=99.84%, remaining_time=0:00:15.771840, arrival_time=2021-04-15 04:34:33.678335, cost_time=0:00:39.429662 2021-04-15 04:34:20,711 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.54ms, fps=913 images/s, loss=0.2345, top1-acc=91.97%, top5-acc=99.84%, remaining_time=0:00:12.951806, arrival_time=2021-04-15 04:34:33.662775, cost_time=0:00:42.234193 2021-04-15 04:34:23,517 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=0.2342, top1-acc=91.93%, top5-acc=99.84%, remaining_time=0:00:10.134252, arrival_time=2021-04-15 04:34:33.652145, cost_time=0:00:45.041089 2021-04-15 04:34:26,321 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.41ms, fps=913 images/s, loss=0.2348, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:07.317414, arrival_time=2021-04-15 04:34:33.638876, cost_time=0:00:47.844692 2021-04-15 04:34:29,122 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.2350, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:04.501872, arrival_time=2021-04-15 04:34:33.624709, cost_time=0:00:50.646053 2021-04-15 04:34:31,924 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.20ms, fps=914 images/s, loss=0.2344, top1-acc=91.96%, top5-acc=99.84%, remaining_time=0:00:01.687830, arrival_time=2021-04-15 04:34:33.612606, cost_time=0:00:53.447989 2021-04-15 04:34:33,429 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.31ms, fps=904 images/s, loss=0.2336, top1-acc=91.98%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:33.429578, cost_time=0:00:54.952811 2021-04-15 04:34:34,314 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.20ms, fps=2899 images/s, loss=0.5484, top1-acc=82.27%, top5-acc=99.18%, remaining_time=0:00:02.648820, arrival_time=2021-04-15 04:34:36.963118, cost_time=0:00:00.882936 2021-04-15 04:34:35,086 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.32ms, fps=3318 images/s, loss=0.5441, top1-acc=82.89%, top5-acc=99.10%, remaining_time=0:00:01.654900, arrival_time=2021-04-15 04:34:36.741150, cost_time=0:00:01.654900 2021-04-15 04:34:35,858 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.27ms, fps=3316 images/s, loss=0.5246, top1-acc=83.45%, top5-acc=99.06%, remaining_time=0:00:00.809040, arrival_time=2021-04-15 04:34:36.667541, cost_time=0:00:02.427126 2021-04-15 04:34:36,565 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=3284 images/s, loss=0.5189, top1-acc=83.43%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-15 04:34:36.565192, cost_time=0:00:03.133840 2021-04-15 04:34:37,036 INFO : Epoch=0046 complete, best val top1-acc=84.47%, top5-acc=99.26% (epoch=39), remaining_time=2:30:23.157528, arrival_time=2021-04-15 07:05:00.193702, cost_time=0:44:55.228895 2021-04-15 04:34:37,037 INFO : Train start, epoch=0047, lr=0.087506 2021-04-15 04:34:40,000 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.24ms, fps=864 images/s, loss=0.1963, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:55.106406, arrival_time=2021-04-15 04:35:35.106566, cost_time=0:00:02.962706 2021-04-15 04:34:42,802 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.88ms, fps=914 images/s, loss=0.2030, top1-acc=93.14%, top5-acc=99.86%, remaining_time=0:00:50.733408, arrival_time=2021-04-15 04:35:33.536145, cost_time=0:00:05.765165 2021-04-15 04:34:45,608 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.56ms, fps=912 images/s, loss=0.2062, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:47.428690, arrival_time=2021-04-15 04:35:33.037603, cost_time=0:00:08.571447 2021-04-15 04:34:48,411 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.2054, top1-acc=92.99%, top5-acc=99.86%, remaining_time=0:00:44.356416, arrival_time=2021-04-15 04:35:32.767406, cost_time=0:00:11.373460 2021-04-15 04:34:51,206 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2065, top1-acc=92.92%, top5-acc=99.85%, remaining_time=0:00:41.374502, arrival_time=2021-04-15 04:35:32.581293, cost_time=0:00:14.169333 2021-04-15 04:34:54,011 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.60ms, fps=913 images/s, loss=0.2079, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:38.474400, arrival_time=2021-04-15 04:35:32.485917, cost_time=0:00:16.973984 2021-04-15 04:34:56,809 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.56ms, fps=915 images/s, loss=0.2150, top1-acc=92.72%, top5-acc=99.83%, remaining_time=0:00:35.589204, arrival_time=2021-04-15 04:35:32.398492, cost_time=0:00:19.771783 2021-04-15 04:34:59,613 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.51ms, fps=913 images/s, loss=0.2169, top1-acc=92.64%, top5-acc=99.83%, remaining_time=0:00:32.735664, arrival_time=2021-04-15 04:35:32.349453, cost_time=0:00:22.576330 2021-04-15 04:35:02,412 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.2170, top1-acc=92.55%, top5-acc=99.84%, remaining_time=0:00:29.886064, arrival_time=2021-04-15 04:35:32.298472, cost_time=0:00:25.374960 2021-04-15 04:35:05,206 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2177, top1-acc=92.52%, top5-acc=99.84%, remaining_time=0:00:27.042432, arrival_time=2021-04-15 04:35:32.249054, cost_time=0:00:28.169160 2021-04-15 04:35:08,007 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.71ms, fps=914 images/s, loss=0.2174, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:24.212612, arrival_time=2021-04-15 04:35:32.219745, cost_time=0:00:30.969605 2021-04-15 04:35:10,810 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.2187, top1-acc=92.43%, top5-acc=99.83%, remaining_time=0:00:21.389820, arrival_time=2021-04-15 04:35:32.200659, cost_time=0:00:33.773379 2021-04-15 04:35:13,604 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2205, top1-acc=92.38%, top5-acc=99.82%, remaining_time=0:00:18.564744, arrival_time=2021-04-15 04:35:32.169142, cost_time=0:00:36.566935 2021-04-15 04:35:16,398 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2222, top1-acc=92.34%, top5-acc=99.81%, remaining_time=0:00:15.744568, arrival_time=2021-04-15 04:35:32.143392, cost_time=0:00:39.361375 2021-04-15 04:35:19,194 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2236, top1-acc=92.33%, top5-acc=99.81%, remaining_time=0:00:12.928116, arrival_time=2021-04-15 04:35:32.122544, cost_time=0:00:42.156970 2021-04-15 04:35:21,989 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.2250, top1-acc=92.29%, top5-acc=99.81%, remaining_time=0:00:10.114236, arrival_time=2021-04-15 04:35:32.103875, cost_time=0:00:44.952189 2021-04-15 04:35:24,785 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2271, top1-acc=92.23%, top5-acc=99.80%, remaining_time=0:00:07.302646, arrival_time=2021-04-15 04:35:32.088130, cost_time=0:00:47.748029 2021-04-15 04:35:27,579 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2281, top1-acc=92.18%, top5-acc=99.81%, remaining_time=0:00:04.492656, arrival_time=2021-04-15 04:35:32.072565, cost_time=0:00:50.542458 2021-04-15 04:35:30,379 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.19ms, fps=915 images/s, loss=0.2287, top1-acc=92.15%, top5-acc=99.81%, remaining_time=0:00:01.684482, arrival_time=2021-04-15 04:35:32.063909, cost_time=0:00:53.341972 2021-04-15 04:35:31,883 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.23ms, fps=904 images/s, loss=0.2285, top1-acc=92.18%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 04:35:31.883884, cost_time=0:00:54.846382 2021-04-15 04:35:32,778 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=1.74ms, fps=2867 images/s, loss=0.4564, top1-acc=86.41%, top5-acc=99.61%, remaining_time=0:00:02.678520, arrival_time=2021-04-15 04:35:35.456895, cost_time=0:00:00.892844 2021-04-15 04:35:33,553 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.44ms, fps=3305 images/s, loss=0.4528, top1-acc=85.98%, top5-acc=99.45%, remaining_time=0:00:01.667980, arrival_time=2021-04-15 04:35:35.221441, cost_time=0:00:01.667972 2021-04-15 04:35:34,338 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.38ms, fps=3261 images/s, loss=0.4509, top1-acc=85.77%, top5-acc=99.43%, remaining_time=0:00:00.817760, arrival_time=2021-04-15 04:35:35.156515, cost_time=0:00:02.453266 2021-04-15 04:35:35,045 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=3283 images/s, loss=0.4593, top1-acc=85.59%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 04:35:35.045863, cost_time=0:00:03.160363 2021-04-15 04:35:35,933 INFO : Epoch=0047 complete, best val top1-acc=85.59%, top5-acc=99.39% (epoch=47), remaining_time=2:29:25.558260, arrival_time=2021-04-15 07:05:01.491321, cost_time=0:45:54.125761 2021-04-15 04:35:35,934 INFO : Train start, epoch=0048, lr=0.086982 2021-04-15 04:35:38,920 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.94ms, fps=857 images/s, loss=0.1978, top1-acc=93.28%, top5-acc=99.84%, remaining_time=0:00:55.543506, arrival_time=2021-04-15 04:36:34.464225, cost_time=0:00:02.986207 2021-04-15 04:35:41,722 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.2187, top1-acc=92.56%, top5-acc=99.82%, remaining_time=0:00:50.930880, arrival_time=2021-04-15 04:36:32.652878, cost_time=0:00:05.787590 2021-04-15 04:35:44,513 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2203, top1-acc=92.46%, top5-acc=99.84%, remaining_time=0:00:47.468032, arrival_time=2021-04-15 04:36:31.981077, cost_time=0:00:08.578570 2021-04-15 04:35:47,309 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.2153, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:44.363904, arrival_time=2021-04-15 04:36:31.673706, cost_time=0:00:11.375365 2021-04-15 04:35:50,106 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.2106, top1-acc=92.83%, top5-acc=99.86%, remaining_time=0:00:41.381364, arrival_time=2021-04-15 04:36:31.487525, cost_time=0:00:14.171689 2021-04-15 04:35:52,901 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2094, top1-acc=92.85%, top5-acc=99.86%, remaining_time=0:00:38.458080, arrival_time=2021-04-15 04:36:31.359311, cost_time=0:00:16.966778 2021-04-15 04:35:55,696 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2108, top1-acc=92.83%, top5-acc=99.86%, remaining_time=0:00:35.571816, arrival_time=2021-04-15 04:36:31.268395, cost_time=0:00:19.762134 2021-04-15 04:35:58,493 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.68ms, fps=916 images/s, loss=0.2108, top1-acc=92.81%, top5-acc=99.87%, remaining_time=0:00:32.710028, arrival_time=2021-04-15 04:36:31.203064, cost_time=0:00:22.558604 2021-04-15 04:36:01,295 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.50ms, fps=914 images/s, loss=0.2120, top1-acc=92.77%, top5-acc=99.87%, remaining_time=0:00:29.870058, arrival_time=2021-04-15 04:36:31.165783, cost_time=0:00:25.361329 2021-04-15 04:36:04,092 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.51ms, fps=915 images/s, loss=0.2139, top1-acc=92.72%, top5-acc=99.84%, remaining_time=0:00:27.032064, arrival_time=2021-04-15 04:36:31.124944, cost_time=0:00:28.158402 2021-04-15 04:36:06,885 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2145, top1-acc=92.69%, top5-acc=99.84%, remaining_time=0:00:24.197906, arrival_time=2021-04-15 04:36:31.083108, cost_time=0:00:30.950764 2021-04-15 04:36:09,689 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.41ms, fps=913 images/s, loss=0.2162, top1-acc=92.57%, top5-acc=99.84%, remaining_time=0:00:21.378040, arrival_time=2021-04-15 04:36:31.067245, cost_time=0:00:33.754740 2021-04-15 04:36:12,497 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.43ms, fps=912 images/s, loss=0.2165, top1-acc=92.55%, top5-acc=99.83%, remaining_time=0:00:18.562962, arrival_time=2021-04-15 04:36:31.060720, cost_time=0:00:36.563347 2021-04-15 04:36:15,299 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.2175, top1-acc=92.52%, top5-acc=99.84%, remaining_time=0:00:15.746024, arrival_time=2021-04-15 04:36:31.045482, cost_time=0:00:39.365052 2021-04-15 04:36:18,109 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.39ms, fps=911 images/s, loss=0.2188, top1-acc=92.46%, top5-acc=99.85%, remaining_time=0:00:12.933820, arrival_time=2021-04-15 04:36:31.043712, cost_time=0:00:42.175481 2021-04-15 04:36:20,914 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.2199, top1-acc=92.42%, top5-acc=99.85%, remaining_time=0:00:10.120536, arrival_time=2021-04-15 04:36:31.035174, cost_time=0:00:44.980240 2021-04-15 04:36:23,711 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2200, top1-acc=92.38%, top5-acc=99.86%, remaining_time=0:00:07.307040, arrival_time=2021-04-15 04:36:31.018162, cost_time=0:00:47.776730 2021-04-15 04:36:26,501 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.2204, top1-acc=92.38%, top5-acc=99.85%, remaining_time=0:00:04.494864, arrival_time=2021-04-15 04:36:30.996555, cost_time=0:00:50.567291 2021-04-15 04:36:29,298 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.2203, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:01.685172, arrival_time=2021-04-15 04:36:30.983320, cost_time=0:00:53.363703 2021-04-15 04:36:30,805 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.20ms, fps=903 images/s, loss=0.2206, top1-acc=92.40%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:30.805097, cost_time=0:00:54.870651 2021-04-15 04:36:31,689 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=1.29ms, fps=2901 images/s, loss=0.5260, top1-acc=83.20%, top5-acc=99.26%, remaining_time=0:00:02.647230, arrival_time=2021-04-15 04:36:34.336722, cost_time=0:00:00.882406 2021-04-15 04:36:32,466 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=1.21ms, fps=3298 images/s, loss=0.5293, top1-acc=83.69%, top5-acc=99.20%, remaining_time=0:00:01.659000, arrival_time=2021-04-15 04:36:34.125088, cost_time=0:00:01.659000 2021-04-15 04:36:33,240 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.58ms, fps=3306 images/s, loss=0.5287, top1-acc=84.09%, top5-acc=99.15%, remaining_time=0:00:00.811260, arrival_time=2021-04-15 04:36:34.052128, cost_time=0:00:02.433772 2021-04-15 04:36:33,950 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.07ms, fps=3273 images/s, loss=0.5075, top1-acc=84.24%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-15 04:36:33.950035, cost_time=0:00:03.142972 2021-04-15 04:36:34,402 INFO : Epoch=0048 complete, best val top1-acc=85.59%, top5-acc=99.39% (epoch=47), remaining_time=2:28:26.550808, arrival_time=2021-04-15 07:05:00.953106, cost_time=0:46:52.595011 2021-04-15 04:36:34,403 INFO : Train start, epoch=0049, lr=0.086448 2021-04-15 04:36:37,361 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.50ms, fps=866 images/s, loss=0.2242, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:55.008198, arrival_time=2021-04-15 04:37:32.369296, cost_time=0:00:02.957431 2021-04-15 04:36:40,152 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2248, top1-acc=92.40%, top5-acc=99.84%, remaining_time=0:00:50.588032, arrival_time=2021-04-15 04:37:30.740338, cost_time=0:00:05.748634 2021-04-15 04:36:42,950 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.55ms, fps=915 images/s, loss=0.2329, top1-acc=91.84%, top5-acc=99.86%, remaining_time=0:00:47.289748, arrival_time=2021-04-15 04:37:30.239823, cost_time=0:00:08.546355 2021-04-15 04:36:45,744 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2299, top1-acc=91.93%, top5-acc=99.85%, remaining_time=0:00:44.228184, arrival_time=2021-04-15 04:37:29.972336, cost_time=0:00:11.340559 2021-04-15 04:36:48,542 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.86ms, fps=915 images/s, loss=0.2245, top1-acc=92.12%, top5-acc=99.84%, remaining_time=0:00:41.285734, arrival_time=2021-04-15 04:37:29.828318, cost_time=0:00:14.138938 2021-04-15 04:36:51,337 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2189, top1-acc=92.32%, top5-acc=99.85%, remaining_time=0:00:38.384096, arrival_time=2021-04-15 04:37:29.721877, cost_time=0:00:16.934156 2021-04-15 04:36:54,133 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.78ms, fps=916 images/s, loss=0.2197, top1-acc=92.28%, top5-acc=99.85%, remaining_time=0:00:35.512974, arrival_time=2021-04-15 04:37:29.646027, cost_time=0:00:19.729429 2021-04-15 04:36:56,950 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=3.40ms, fps=909 images/s, loss=0.2171, top1-acc=92.48%, top5-acc=99.85%, remaining_time=0:00:32.692048, arrival_time=2021-04-15 04:37:29.642157, cost_time=0:00:22.546264 2021-04-15 04:36:59,787 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=4.02ms, fps=903 images/s, loss=0.2163, top1-acc=92.51%, top5-acc=99.86%, remaining_time=0:00:29.896134, arrival_time=2021-04-15 04:37:29.683433, cost_time=0:00:25.383542 2021-04-15 04:37:02,600 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.86ms, fps=910 images/s, loss=0.2161, top1-acc=92.53%, top5-acc=99.86%, remaining_time=0:00:27.068352, arrival_time=2021-04-15 04:37:29.668258, cost_time=0:00:28.196204 2021-04-15 04:37:05,414 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.38ms, fps=910 images/s, loss=0.2157, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:24.244432, arrival_time=2021-04-15 04:37:29.658630, cost_time=0:00:31.010318 2021-04-15 04:37:08,224 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.93ms, fps=911 images/s, loss=0.2148, top1-acc=92.62%, top5-acc=99.85%, remaining_time=0:00:21.420068, arrival_time=2021-04-15 04:37:29.644918, cost_time=0:00:33.821201 2021-04-15 04:37:11,032 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.2152, top1-acc=92.61%, top5-acc=99.85%, remaining_time=0:00:18.596226, arrival_time=2021-04-15 04:37:29.628806, cost_time=0:00:36.628951 2021-04-15 04:37:13,845 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.35ms, fps=910 images/s, loss=0.2165, top1-acc=92.54%, top5-acc=99.84%, remaining_time=0:00:15.776656, arrival_time=2021-04-15 04:37:29.621922, cost_time=0:00:39.441666 2021-04-15 04:37:16,640 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2185, top1-acc=92.47%, top5-acc=99.84%, remaining_time=0:00:12.952680, arrival_time=2021-04-15 04:37:29.593321, cost_time=0:00:42.236973 2021-04-15 04:37:19,440 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2214, top1-acc=92.40%, top5-acc=99.83%, remaining_time=0:00:10.133244, arrival_time=2021-04-15 04:37:29.573463, cost_time=0:00:45.036596 2021-04-15 04:37:22,234 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2221, top1-acc=92.36%, top5-acc=99.83%, remaining_time=0:00:07.315308, arrival_time=2021-04-15 04:37:29.549764, cost_time=0:00:47.830869 2021-04-15 04:37:25,037 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.85ms, fps=913 images/s, loss=0.2220, top1-acc=92.37%, top5-acc=99.83%, remaining_time=0:00:04.500768, arrival_time=2021-04-15 04:37:29.538114, cost_time=0:00:50.633653 2021-04-15 04:37:27,845 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.22ms, fps=912 images/s, loss=0.2225, top1-acc=92.37%, top5-acc=99.83%, remaining_time=0:00:01.687620, arrival_time=2021-04-15 04:37:29.532648, cost_time=0:00:53.441368 2021-04-15 04:37:29,349 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.39ms, fps=904 images/s, loss=0.2228, top1-acc=92.32%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:37:29.349722, cost_time=0:00:54.946063 2021-04-15 04:37:30,260 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=1.53ms, fps=2816 images/s, loss=0.5269, top1-acc=83.91%, top5-acc=99.18%, remaining_time=0:00:02.727480, arrival_time=2021-04-15 04:37:32.988186, cost_time=0:00:00.909155 2021-04-15 04:37:31,037 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.40ms, fps=3296 images/s, loss=0.5226, top1-acc=83.81%, top5-acc=99.28%, remaining_time=0:00:01.686140, arrival_time=2021-04-15 04:37:32.723873, cost_time=0:00:01.686137 2021-04-15 04:37:31,821 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.60ms, fps=3269 images/s, loss=0.5220, top1-acc=83.72%, top5-acc=99.23%, remaining_time=0:00:00.823220, arrival_time=2021-04-15 04:37:32.644577, cost_time=0:00:02.469675 2021-04-15 04:37:32,530 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.07ms, fps=3272 images/s, loss=0.5282, top1-acc=83.65%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-15 04:37:32.530902, cost_time=0:00:03.179374 2021-04-15 04:37:32,940 INFO : Epoch=0049 complete, best val top1-acc=85.59%, top5-acc=99.39% (epoch=47), remaining_time=2:27:27.777956, arrival_time=2021-04-15 07:05:00.718515, cost_time=0:47:51.133258 2021-04-15 04:37:32,941 INFO : Train start, epoch=0050, lr=0.085906 2021-04-15 04:37:35,895 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.37ms, fps=867 images/s, loss=0.2251, top1-acc=92.46%, top5-acc=99.77%, remaining_time=0:00:54.935844, arrival_time=2021-04-15 04:38:30.831463, cost_time=0:00:02.953536 2021-04-15 04:37:38,690 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.99ms, fps=916 images/s, loss=0.2152, top1-acc=92.64%, top5-acc=99.86%, remaining_time=0:00:50.585744, arrival_time=2021-04-15 04:38:29.276179, cost_time=0:00:05.748386 2021-04-15 04:37:41,483 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2172, top1-acc=92.43%, top5-acc=99.90%, remaining_time=0:00:47.264184, arrival_time=2021-04-15 04:38:28.747905, cost_time=0:00:08.541709 2021-04-15 04:37:44,280 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.2150, top1-acc=92.42%, top5-acc=99.87%, remaining_time=0:00:44.220228, arrival_time=2021-04-15 04:38:28.500723, cost_time=0:00:11.338503 2021-04-15 04:37:47,079 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.2184, top1-acc=92.31%, top5-acc=99.87%, remaining_time=0:00:41.281208, arrival_time=2021-04-15 04:38:28.360646, cost_time=0:00:14.137376 2021-04-15 04:37:49,870 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2195, top1-acc=92.33%, top5-acc=99.86%, remaining_time=0:00:38.371040, arrival_time=2021-04-15 04:38:28.241436, cost_time=0:00:16.928411 2021-04-15 04:37:52,662 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.2220, top1-acc=92.14%, top5-acc=99.85%, remaining_time=0:00:35.497476, arrival_time=2021-04-15 04:38:28.160287, cost_time=0:00:19.720833 2021-04-15 04:37:55,455 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.2198, top1-acc=92.27%, top5-acc=99.85%, remaining_time=0:00:32.644488, arrival_time=2021-04-15 04:38:28.099884, cost_time=0:00:22.513415 2021-04-15 04:37:58,255 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=2.13ms, fps=914 images/s, loss=0.2211, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:29.813878, arrival_time=2021-04-15 04:38:28.069720, cost_time=0:00:25.313686 2021-04-15 04:38:01,067 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.81ms, fps=911 images/s, loss=0.2198, top1-acc=92.28%, top5-acc=99.85%, remaining_time=0:00:27.000096, arrival_time=2021-04-15 04:38:28.067267, cost_time=0:00:28.125106 2021-04-15 04:38:03,871 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.62ms, fps=913 images/s, loss=0.2211, top1-acc=92.27%, top5-acc=99.85%, remaining_time=0:00:24.180964, arrival_time=2021-04-15 04:38:28.052151, cost_time=0:00:30.929099 2021-04-15 04:38:06,675 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.45ms, fps=913 images/s, loss=0.2195, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:21.364512, arrival_time=2021-04-15 04:38:28.039893, cost_time=0:00:33.733386 2021-04-15 04:38:09,466 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.2189, top1-acc=92.40%, top5-acc=99.85%, remaining_time=0:00:18.543162, arrival_time=2021-04-15 04:38:28.009565, cost_time=0:00:36.524424 2021-04-15 04:38:12,266 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.2181, top1-acc=92.39%, top5-acc=99.85%, remaining_time=0:00:15.729896, arrival_time=2021-04-15 04:38:27.996634, cost_time=0:00:39.324673 2021-04-15 04:38:15,065 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.2181, top1-acc=92.36%, top5-acc=99.85%, remaining_time=0:00:12.917996, arrival_time=2021-04-15 04:38:27.983934, cost_time=0:00:42.123947 2021-04-15 04:38:17,859 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2175, top1-acc=92.41%, top5-acc=99.85%, remaining_time=0:00:10.106532, arrival_time=2021-04-15 04:38:27.966369, cost_time=0:00:44.917849 2021-04-15 04:38:20,654 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2179, top1-acc=92.41%, top5-acc=99.84%, remaining_time=0:00:07.297238, arrival_time=2021-04-15 04:38:27.952019, cost_time=0:00:47.712786 2021-04-15 04:38:23,456 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.80ms, fps=914 images/s, loss=0.2188, top1-acc=92.40%, top5-acc=99.85%, remaining_time=0:00:04.490176, arrival_time=2021-04-15 04:38:27.946704, cost_time=0:00:50.514472 2021-04-15 04:38:26,259 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.42ms, fps=914 images/s, loss=0.2203, top1-acc=92.35%, top5-acc=99.85%, remaining_time=0:00:01.683696, arrival_time=2021-04-15 04:38:27.942668, cost_time=0:00:53.316961 2021-04-15 04:38:27,768 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.19ms, fps=901 images/s, loss=0.2201, top1-acc=92.34%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:27.768506, cost_time=0:00:54.826530 2021-04-15 04:38:28,668 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.22ms, fps=2849 images/s, loss=0.6717, top1-acc=79.53%, top5-acc=99.02%, remaining_time=0:00:02.695680, arrival_time=2021-04-15 04:38:31.364343, cost_time=0:00:00.898555 2021-04-15 04:38:29,443 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.47ms, fps=3307 images/s, loss=0.6618, top1-acc=80.16%, top5-acc=98.83%, remaining_time=0:00:01.673100, arrival_time=2021-04-15 04:38:31.116306, cost_time=0:00:01.673098 2021-04-15 04:38:30,214 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.42ms, fps=3319 images/s, loss=0.6564, top1-acc=80.20%, top5-acc=98.93%, remaining_time=0:00:00.814950, arrival_time=2021-04-15 04:38:31.029900, cost_time=0:00:02.444838 2021-04-15 04:38:30,921 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.05ms, fps=3286 images/s, loss=0.6610, top1-acc=80.47%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-15 04:38:30.921214, cost_time=0:00:03.151135 2021-04-15 04:38:31,380 INFO : Epoch=0050 complete, best val top1-acc=85.59%, top5-acc=99.39% (epoch=47), remaining_time=2:26:28.719750, arrival_time=2021-04-15 07:05:00.100299, cost_time=0:48:49.573265 2021-04-15 04:38:31,381 INFO : Train start, epoch=0051, lr=0.085355 2021-04-15 04:38:34,336 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.32ms, fps=867 images/s, loss=0.2142, top1-acc=93.36%, top5-acc=99.65%, remaining_time=0:00:54.938448, arrival_time=2021-04-15 04:39:29.274379, cost_time=0:00:02.953679 2021-04-15 04:38:37,133 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.2110, top1-acc=93.22%, top5-acc=99.79%, remaining_time=0:00:50.611968, arrival_time=2021-04-15 04:39:27.745435, cost_time=0:00:05.751350 2021-04-15 04:38:39,931 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.2098, top1-acc=92.99%, top5-acc=99.84%, remaining_time=0:00:47.306348, arrival_time=2021-04-15 04:39:27.237854, cost_time=0:00:08.549334 2021-04-15 04:38:42,735 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.55ms, fps=913 images/s, loss=0.2073, top1-acc=93.02%, top5-acc=99.85%, remaining_time=0:00:44.276700, arrival_time=2021-04-15 04:39:27.011793, cost_time=0:00:11.353007 2021-04-15 04:38:45,542 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.45ms, fps=912 images/s, loss=0.2101, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:41.346908, arrival_time=2021-04-15 04:39:26.888980, cost_time=0:00:14.159895 2021-04-15 04:38:48,349 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.2085, top1-acc=92.81%, top5-acc=99.84%, remaining_time=0:00:38.458216, arrival_time=2021-04-15 04:39:26.807209, cost_time=0:00:16.966882 2021-04-15 04:38:51,148 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.43ms, fps=914 images/s, loss=0.2077, top1-acc=92.80%, top5-acc=99.84%, remaining_time=0:00:35.580258, arrival_time=2021-04-15 04:39:26.729166, cost_time=0:00:19.766815 2021-04-15 04:38:53,949 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.2072, top1-acc=92.79%, top5-acc=99.85%, remaining_time=0:00:32.722556, arrival_time=2021-04-15 04:39:26.671955, cost_time=0:00:22.567317 2021-04-15 04:38:56,743 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.2091, top1-acc=92.76%, top5-acc=99.84%, remaining_time=0:00:29.869846, arrival_time=2021-04-15 04:39:26.613112, cost_time=0:00:25.361186 2021-04-15 04:38:59,537 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.65ms, fps=916 images/s, loss=0.2092, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:00:27.029280, arrival_time=2021-04-15 04:39:26.566949, cost_time=0:00:28.155500 2021-04-15 04:39:02,333 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.2097, top1-acc=92.77%, top5-acc=99.83%, remaining_time=0:00:24.198078, arrival_time=2021-04-15 04:39:26.531157, cost_time=0:00:30.950995 2021-04-15 04:39:05,131 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.2089, top1-acc=92.76%, top5-acc=99.84%, remaining_time=0:00:21.374544, arrival_time=2021-04-15 04:39:26.505917, cost_time=0:00:33.749263 2021-04-15 04:39:07,922 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2101, top1-acc=92.72%, top5-acc=99.83%, remaining_time=0:00:18.551478, arrival_time=2021-04-15 04:39:26.474414, cost_time=0:00:36.540852 2021-04-15 04:39:10,718 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2102, top1-acc=92.72%, top5-acc=99.84%, remaining_time=0:00:15.734432, arrival_time=2021-04-15 04:39:26.452604, cost_time=0:00:39.336086 2021-04-15 04:39:13,512 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2134, top1-acc=92.63%, top5-acc=99.84%, remaining_time=0:00:12.920066, arrival_time=2021-04-15 04:39:26.432883, cost_time=0:00:42.130653 2021-04-15 04:39:16,307 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2136, top1-acc=92.60%, top5-acc=99.84%, remaining_time=0:00:10.108260, arrival_time=2021-04-15 04:39:26.416002, cost_time=0:00:44.925658 2021-04-15 04:39:19,102 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2151, top1-acc=92.59%, top5-acc=99.83%, remaining_time=0:00:07.298408, arrival_time=2021-04-15 04:39:26.400933, cost_time=0:00:47.720429 2021-04-15 04:39:21,895 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.2158, top1-acc=92.53%, top5-acc=99.84%, remaining_time=0:00:04.490112, arrival_time=2021-04-15 04:39:26.385869, cost_time=0:00:50.513672 2021-04-15 04:39:24,689 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.2179, top1-acc=92.46%, top5-acc=99.83%, remaining_time=0:00:01.683390, arrival_time=2021-04-15 04:39:26.372782, cost_time=0:00:53.307304 2021-04-15 04:39:26,189 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.41ms, fps=907 images/s, loss=0.2183, top1-acc=92.44%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 04:39:26.189195, cost_time=0:00:54.807136 2021-04-15 04:39:27,073 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.29ms, fps=2899 images/s, loss=0.6379, top1-acc=80.82%, top5-acc=98.63%, remaining_time=0:00:02.649360, arrival_time=2021-04-15 04:39:29.723199, cost_time=0:00:00.883119 2021-04-15 04:39:27,847 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.46ms, fps=3309 images/s, loss=0.6205, top1-acc=81.23%, top5-acc=98.61%, remaining_time=0:00:01.657020, arrival_time=2021-04-15 04:39:29.504763, cost_time=0:00:01.657018 2021-04-15 04:39:28,620 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.41ms, fps=3313 images/s, loss=0.6336, top1-acc=81.02%, top5-acc=98.36%, remaining_time=0:00:00.810050, arrival_time=2021-04-15 04:39:29.430920, cost_time=0:00:02.430150 2021-04-15 04:39:29,328 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=0.6298, top1-acc=80.75%, top5-acc=98.41%, remaining_time=0:00:00, arrival_time=2021-04-15 04:39:29.328903, cost_time=0:00:03.138210 2021-04-15 04:39:29,792 INFO : Epoch=0051 complete, best val top1-acc=85.59%, top5-acc=99.39% (epoch=47), remaining_time=2:25:29.604550, arrival_time=2021-04-15 07:04:59.397271, cost_time=0:49:47.985440 2021-04-15 04:39:29,793 INFO : Train start, epoch=0052, lr=0.084796 2021-04-15 04:39:32,735 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=1.45ms, fps=870 images/s, loss=0.2201, top1-acc=92.66%, top5-acc=99.80%, remaining_time=0:00:54.707064, arrival_time=2021-04-15 04:40:27.442388, cost_time=0:00:02.941235 2021-04-15 04:39:35,528 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.2092, top1-acc=92.77%, top5-acc=99.82%, remaining_time=0:00:50.456912, arrival_time=2021-04-15 04:40:25.984825, cost_time=0:00:05.733746 2021-04-15 04:39:38,323 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.2032, top1-acc=93.01%, top5-acc=99.86%, remaining_time=0:00:47.194630, arrival_time=2021-04-15 04:40:25.517779, cost_time=0:00:08.529145 2021-04-15 04:39:41,118 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1993, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:44.164380, arrival_time=2021-04-15 04:40:25.282577, cost_time=0:00:11.324199 2021-04-15 04:39:43,920 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.48ms, fps=914 images/s, loss=0.2017, top1-acc=93.05%, top5-acc=99.87%, remaining_time=0:00:41.247920, arrival_time=2021-04-15 04:40:25.167979, cost_time=0:00:14.125991 2021-04-15 04:39:46,713 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.2038, top1-acc=92.95%, top5-acc=99.88%, remaining_time=0:00:38.350640, arrival_time=2021-04-15 04:40:25.064037, cost_time=0:00:16.919387 2021-04-15 04:39:49,506 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.2050, top1-acc=92.91%, top5-acc=99.85%, remaining_time=0:00:35.481852, arrival_time=2021-04-15 04:40:24.987974, cost_time=0:00:19.712118 2021-04-15 04:39:52,298 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.2079, top1-acc=92.84%, top5-acc=99.84%, remaining_time=0:00:32.631148, arrival_time=2021-04-15 04:40:24.929351, cost_time=0:00:22.504201 2021-04-15 04:39:55,091 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2088, top1-acc=92.81%, top5-acc=99.84%, remaining_time=0:00:29.794162, arrival_time=2021-04-15 04:40:24.885116, cost_time=0:00:25.296898 2021-04-15 04:39:57,882 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.2095, top1-acc=92.78%, top5-acc=99.84%, remaining_time=0:00:26.964480, arrival_time=2021-04-15 04:40:24.846483, cost_time=0:00:28.087976 2021-04-15 04:40:00,678 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2090, top1-acc=92.76%, top5-acc=99.84%, remaining_time=0:00:24.145790, arrival_time=2021-04-15 04:40:24.823998, cost_time=0:00:30.884202 2021-04-15 04:40:03,468 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.51ms, fps=918 images/s, loss=0.2085, top1-acc=92.77%, top5-acc=99.84%, remaining_time=0:00:21.327120, arrival_time=2021-04-15 04:40:24.795578, cost_time=0:00:33.674453 2021-04-15 04:40:06,264 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.2090, top1-acc=92.73%, top5-acc=99.83%, remaining_time=0:00:18.516036, arrival_time=2021-04-15 04:40:24.780973, cost_time=0:00:36.470944 2021-04-15 04:40:09,059 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.2087, top1-acc=92.77%, top5-acc=99.84%, remaining_time=0:00:15.706096, arrival_time=2021-04-15 04:40:24.765367, cost_time=0:00:39.265264 2021-04-15 04:40:11,856 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.49ms, fps=915 images/s, loss=0.2086, top1-acc=92.78%, top5-acc=99.84%, remaining_time=0:00:12.899044, arrival_time=2021-04-15 04:40:24.755158, cost_time=0:00:42.062111 2021-04-15 04:40:14,654 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.84ms, fps=915 images/s, loss=0.2112, top1-acc=92.70%, top5-acc=99.83%, remaining_time=0:00:10.093572, arrival_time=2021-04-15 04:40:24.747830, cost_time=0:00:44.860261 2021-04-15 04:40:17,453 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2119, top1-acc=92.68%, top5-acc=99.83%, remaining_time=0:00:07.289152, arrival_time=2021-04-15 04:40:24.742928, cost_time=0:00:47.659778 2021-04-15 04:40:20,244 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.2134, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:04.484448, arrival_time=2021-04-15 04:40:24.728661, cost_time=0:00:50.450063 2021-04-15 04:40:23,036 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.2148, top1-acc=92.59%, top5-acc=99.84%, remaining_time=0:00:01.681338, arrival_time=2021-04-15 04:40:24.717675, cost_time=0:00:53.242335 2021-04-15 04:40:24,537 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.22ms, fps=906 images/s, loss=0.2151, top1-acc=92.60%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:40:24.537391, cost_time=0:00:54.743387 2021-04-15 04:40:25,419 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=1.32ms, fps=2907 images/s, loss=0.3965, top1-acc=87.50%, top5-acc=99.26%, remaining_time=0:00:02.641830, arrival_time=2021-04-15 04:40:28.061548, cost_time=0:00:00.880611 2021-04-15 04:40:26,191 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.31ms, fps=3319 images/s, loss=0.3934, top1-acc=87.40%, top5-acc=99.41%, remaining_time=0:00:01.652220, arrival_time=2021-04-15 04:40:27.843555, cost_time=0:00:01.652228 2021-04-15 04:40:26,963 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.48ms, fps=3316 images/s, loss=0.4030, top1-acc=86.99%, top5-acc=99.41%, remaining_time=0:00:00.808200, arrival_time=2021-04-15 04:40:27.771901, cost_time=0:00:02.424611 2021-04-15 04:40:27,669 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=3290 images/s, loss=0.4000, top1-acc=86.93%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 04:40:27.669213, cost_time=0:00:03.130138 2021-04-15 04:40:28,530 INFO : Epoch=0052 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:24:31.442840, arrival_time=2021-04-15 07:04:59.973289, cost_time=0:50:46.723157 2021-04-15 04:40:28,531 INFO : Train start, epoch=0053, lr=0.084227 2021-04-15 04:40:31,497 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.55ms, fps=863 images/s, loss=0.2048, top1-acc=92.46%, top5-acc=100.00%, remaining_time=0:00:55.155882, arrival_time=2021-04-15 04:41:26.653427, cost_time=0:00:02.965373 2021-04-15 04:40:34,291 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.2245, top1-acc=92.11%, top5-acc=99.92%, remaining_time=0:00:50.683952, arrival_time=2021-04-15 04:41:24.975504, cost_time=0:00:05.759535 2021-04-15 04:40:37,086 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.51ms, fps=916 images/s, loss=0.2177, top1-acc=92.36%, top5-acc=99.95%, remaining_time=0:00:47.333406, arrival_time=2021-04-15 04:41:24.419703, cost_time=0:00:08.554228 2021-04-15 04:40:39,886 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.2144, top1-acc=92.46%, top5-acc=99.92%, remaining_time=0:00:44.282004, arrival_time=2021-04-15 04:41:24.168348, cost_time=0:00:11.354355 2021-04-15 04:40:42,684 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.52ms, fps=915 images/s, loss=0.2094, top1-acc=92.69%, top5-acc=99.92%, remaining_time=0:00:41.323694, arrival_time=2021-04-15 04:41:24.007677, cost_time=0:00:14.151946 2021-04-15 04:40:45,481 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2115, top1-acc=92.68%, top5-acc=99.90%, remaining_time=0:00:38.417688, arrival_time=2021-04-15 04:41:23.898675, cost_time=0:00:16.948984 2021-04-15 04:40:48,273 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.2111, top1-acc=92.66%, top5-acc=99.91%, remaining_time=0:00:35.534142, arrival_time=2021-04-15 04:41:23.807291, cost_time=0:00:19.741162 2021-04-15 04:40:51,066 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.2134, top1-acc=92.55%, top5-acc=99.89%, remaining_time=0:00:32.675576, arrival_time=2021-04-15 04:41:23.742446, cost_time=0:00:22.534881 2021-04-15 04:40:53,861 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.55ms, fps=916 images/s, loss=0.2150, top1-acc=92.52%, top5-acc=99.89%, remaining_time=0:00:29.832428, arrival_time=2021-04-15 04:41:23.693805, cost_time=0:00:25.329400 2021-04-15 04:40:56,651 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.2164, top1-acc=92.46%, top5-acc=99.89%, remaining_time=0:00:26.994624, arrival_time=2021-04-15 04:41:23.646186, cost_time=0:00:28.119443 2021-04-15 04:40:59,447 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.54ms, fps=916 images/s, loss=0.2152, top1-acc=92.52%, top5-acc=99.89%, remaining_time=0:00:24.170386, arrival_time=2021-04-15 04:41:23.617972, cost_time=0:00:30.915576 2021-04-15 04:41:02,249 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.60ms, fps=914 images/s, loss=0.2154, top1-acc=92.54%, top5-acc=99.90%, remaining_time=0:00:21.354556, arrival_time=2021-04-15 04:41:23.604265, cost_time=0:00:33.717706 2021-04-15 04:41:05,046 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2168, top1-acc=92.45%, top5-acc=99.89%, remaining_time=0:00:18.538014, arrival_time=2021-04-15 04:41:23.584291, cost_time=0:00:36.514298 2021-04-15 04:41:07,840 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2159, top1-acc=92.45%, top5-acc=99.89%, remaining_time=0:00:15.723512, arrival_time=2021-04-15 04:41:23.564330, cost_time=0:00:39.308829 2021-04-15 04:41:10,631 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.2160, top1-acc=92.44%, top5-acc=99.89%, remaining_time=0:00:12.910452, arrival_time=2021-04-15 04:41:23.541773, cost_time=0:00:42.099340 2021-04-15 04:41:13,422 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.2174, top1-acc=92.38%, top5-acc=99.89%, remaining_time=0:00:10.100412, arrival_time=2021-04-15 04:41:23.523101, cost_time=0:00:44.890705 2021-04-15 04:41:16,218 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.2169, top1-acc=92.37%, top5-acc=99.89%, remaining_time=0:00:07.293234, arrival_time=2021-04-15 04:41:23.511834, cost_time=0:00:47.686613 2021-04-15 04:41:19,022 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.2165, top1-acc=92.41%, top5-acc=99.89%, remaining_time=0:00:04.488032, arrival_time=2021-04-15 04:41:23.510361, cost_time=0:00:50.490333 2021-04-15 04:41:21,824 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.2183, top1-acc=92.36%, top5-acc=99.88%, remaining_time=0:00:01.682922, arrival_time=2021-04-15 04:41:23.507373, cost_time=0:00:53.292466 2021-04-15 04:41:23,335 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.44ms, fps=900 images/s, loss=0.2187, top1-acc=92.36%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:23.335202, cost_time=0:00:54.803220 2021-04-15 04:41:24,232 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=1.54ms, fps=2858 images/s, loss=0.6030, top1-acc=81.02%, top5-acc=98.55%, remaining_time=0:00:02.687340, arrival_time=2021-04-15 04:41:26.920148, cost_time=0:00:00.895780 2021-04-15 04:41:25,009 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.40ms, fps=3298 images/s, loss=0.6053, top1-acc=81.27%, top5-acc=98.54%, remaining_time=0:00:01.672680, arrival_time=2021-04-15 04:41:26.682310, cost_time=0:00:01.672681 2021-04-15 04:41:25,785 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.28ms, fps=3300 images/s, loss=0.6138, top1-acc=81.11%, top5-acc=98.40%, remaining_time=0:00:00.816270, arrival_time=2021-04-15 04:41:26.602079, cost_time=0:00:02.448797 2021-04-15 04:41:26,495 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=3272 images/s, loss=0.6465, top1-acc=80.70%, top5-acc=98.32%, remaining_time=0:00:00, arrival_time=2021-04-15 04:41:26.495344, cost_time=0:00:03.158422 2021-04-15 04:41:26,958 INFO : Epoch=0053 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:23:32.401014, arrival_time=2021-04-15 07:04:59.359707, cost_time=0:51:45.151401 2021-04-15 04:41:26,960 INFO : Train start, epoch=0054, lr=0.083651 2021-04-15 04:41:29,912 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=1.78ms, fps=867 images/s, loss=0.2475, top1-acc=91.87%, top5-acc=99.77%, remaining_time=0:00:54.914454, arrival_time=2021-04-15 04:42:24.827034, cost_time=0:00:02.952394 2021-04-15 04:41:32,725 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=4.66ms, fps=910 images/s, loss=0.2247, top1-acc=92.64%, top5-acc=99.84%, remaining_time=0:00:50.737280, arrival_time=2021-04-15 04:42:23.463137, cost_time=0:00:05.765607 2021-04-15 04:41:35,523 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.70ms, fps=915 images/s, loss=0.2125, top1-acc=93.07%, top5-acc=99.87%, remaining_time=0:00:47.384700, arrival_time=2021-04-15 04:42:22.908333, cost_time=0:00:08.563505 2021-04-15 04:41:38,315 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.2088, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:44.284656, arrival_time=2021-04-15 04:42:22.599783, cost_time=0:00:11.355029 2021-04-15 04:41:41,111 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2113, top1-acc=93.06%, top5-acc=99.84%, remaining_time=0:00:41.322234, arrival_time=2021-04-15 04:42:22.433851, cost_time=0:00:14.151441 2021-04-15 04:41:43,900 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.2137, top1-acc=93.00%, top5-acc=99.84%, remaining_time=0:00:38.398104, arrival_time=2021-04-15 04:42:22.298583, cost_time=0:00:16.940361 2021-04-15 04:41:46,694 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.2117, top1-acc=93.02%, top5-acc=99.85%, remaining_time=0:00:35.522424, arrival_time=2021-04-15 04:42:22.217204, cost_time=0:00:19.734684 2021-04-15 04:41:49,489 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.2116, top1-acc=92.94%, top5-acc=99.86%, remaining_time=0:00:32.666992, arrival_time=2021-04-15 04:42:22.156053, cost_time=0:00:22.528973 2021-04-15 04:41:52,286 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.2098, top1-acc=92.98%, top5-acc=99.85%, remaining_time=0:00:29.828612, arrival_time=2021-04-15 04:42:22.114951, cost_time=0:00:25.326185 2021-04-15 04:41:55,079 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2076, top1-acc=93.09%, top5-acc=99.86%, remaining_time=0:00:26.994624, arrival_time=2021-04-15 04:42:22.074176, cost_time=0:00:28.119435 2021-04-15 04:41:57,873 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2072, top1-acc=93.09%, top5-acc=99.86%, remaining_time=0:00:24.168494, arrival_time=2021-04-15 04:42:22.041786, cost_time=0:00:30.913183 2021-04-15 04:42:00,665 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2099, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:21.346576, arrival_time=2021-04-15 04:42:22.011800, cost_time=0:00:33.705128 2021-04-15 04:42:03,457 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.2089, top1-acc=93.05%, top5-acc=99.86%, remaining_time=0:00:18.529302, arrival_time=2021-04-15 04:42:21.986538, cost_time=0:00:36.497146 2021-04-15 04:42:06,248 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.2103, top1-acc=92.97%, top5-acc=99.86%, remaining_time=0:00:15.715336, arrival_time=2021-04-15 04:42:21.963776, cost_time=0:00:39.288351 2021-04-15 04:42:09,041 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.76ms, fps=917 images/s, loss=0.2126, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:12.904886, arrival_time=2021-04-15 04:42:21.946141, cost_time=0:00:42.081166 2021-04-15 04:42:11,845 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.2137, top1-acc=92.83%, top5-acc=99.84%, remaining_time=0:00:10.099116, arrival_time=2021-04-15 04:42:21.944184, cost_time=0:00:44.884973 2021-04-15 04:42:14,641 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.2141, top1-acc=92.78%, top5-acc=99.84%, remaining_time=0:00:07.292454, arrival_time=2021-04-15 04:42:21.934061, cost_time=0:00:47.681507 2021-04-15 04:42:17,439 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.2137, top1-acc=92.78%, top5-acc=99.83%, remaining_time=0:00:04.487024, arrival_time=2021-04-15 04:42:21.926119, cost_time=0:00:50.479007 2021-04-15 04:42:20,235 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.2137, top1-acc=92.75%, top5-acc=99.84%, remaining_time=0:00:01.682388, arrival_time=2021-04-15 04:42:21.918138, cost_time=0:00:53.275600 2021-04-15 04:42:21,737 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.24ms, fps=906 images/s, loss=0.2141, top1-acc=92.74%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:42:21.737894, cost_time=0:00:54.777800 2021-04-15 04:42:22,670 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=1.38ms, fps=2751 images/s, loss=0.6211, top1-acc=81.56%, top5-acc=98.09%, remaining_time=0:00:02.791320, arrival_time=2021-04-15 04:42:25.461343, cost_time=0:00:00.930437 2021-04-15 04:42:23,445 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.50ms, fps=3305 images/s, loss=0.6002, top1-acc=81.60%, top5-acc=98.52%, remaining_time=0:00:01.705400, arrival_time=2021-04-15 04:42:25.150379, cost_time=0:00:01.705390 2021-04-15 04:42:24,220 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.56ms, fps=3302 images/s, loss=0.5858, top1-acc=82.23%, top5-acc=98.66%, remaining_time=0:00:00.827000, arrival_time=2021-04-15 04:42:25.047572, cost_time=0:00:02.480985 2021-04-15 04:42:24,932 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=3262 images/s, loss=0.5960, top1-acc=81.93%, top5-acc=98.69%, remaining_time=0:00:00, arrival_time=2021-04-15 04:42:24.932172, cost_time=0:00:03.192614 2021-04-15 04:42:25,373 INFO : Epoch=0054 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:22:33.345176, arrival_time=2021-04-15 07:04:58.718493, cost_time=0:52:43.566034 2021-04-15 04:42:25,374 INFO : Train start, epoch=0055, lr=0.083066 2021-04-15 04:42:28,355 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.42ms, fps=859 images/s, loss=0.2105, top1-acc=92.73%, top5-acc=99.88%, remaining_time=0:00:55.432092, arrival_time=2021-04-15 04:43:23.787086, cost_time=0:00:02.980217 2021-04-15 04:42:31,148 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.1886, top1-acc=93.57%, top5-acc=99.86%, remaining_time=0:00:50.812432, arrival_time=2021-04-15 04:43:21.961199, cost_time=0:00:05.774132 2021-04-15 04:42:33,941 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1908, top1-acc=93.39%, top5-acc=99.84%, remaining_time=0:00:47.401300, arrival_time=2021-04-15 04:43:21.342490, cost_time=0:00:08.566507 2021-04-15 04:42:36,734 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.1928, top1-acc=93.33%, top5-acc=99.84%, remaining_time=0:00:44.303532, arrival_time=2021-04-15 04:43:21.038003, cost_time=0:00:11.359869 2021-04-15 04:42:39,527 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1922, top1-acc=93.40%, top5-acc=99.84%, remaining_time=0:00:41.327198, arrival_time=2021-04-15 04:43:20.855050, cost_time=0:00:14.153165 2021-04-15 04:42:42,319 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1911, top1-acc=93.40%, top5-acc=99.84%, remaining_time=0:00:38.408032, arrival_time=2021-04-15 04:43:20.727382, cost_time=0:00:16.944739 2021-04-15 04:42:45,116 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.1905, top1-acc=93.47%, top5-acc=99.84%, remaining_time=0:00:35.535276, arrival_time=2021-04-15 04:43:20.651716, cost_time=0:00:19.741845 2021-04-15 04:42:47,907 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1902, top1-acc=93.46%, top5-acc=99.84%, remaining_time=0:00:32.673024, arrival_time=2021-04-15 04:43:20.580728, cost_time=0:00:22.533111 2021-04-15 04:42:50,699 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1913, top1-acc=93.44%, top5-acc=99.85%, remaining_time=0:00:29.826916, arrival_time=2021-04-15 04:43:20.526205, cost_time=0:00:25.324697 2021-04-15 04:42:53,490 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1918, top1-acc=93.46%, top5-acc=99.86%, remaining_time=0:00:26.990880, arrival_time=2021-04-15 04:43:20.481022, cost_time=0:00:28.115474 2021-04-15 04:42:56,284 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.1923, top1-acc=93.38%, top5-acc=99.85%, remaining_time=0:00:24.166172, arrival_time=2021-04-15 04:43:20.450973, cost_time=0:00:30.910211 2021-04-15 04:42:59,077 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1953, top1-acc=93.31%, top5-acc=99.85%, remaining_time=0:00:21.345056, arrival_time=2021-04-15 04:43:20.422397, cost_time=0:00:33.702736 2021-04-15 04:43:01,870 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1974, top1-acc=93.20%, top5-acc=99.85%, remaining_time=0:00:18.528510, arrival_time=2021-04-15 04:43:20.398650, cost_time=0:00:36.495543 2021-04-15 04:43:04,662 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2007, top1-acc=93.12%, top5-acc=99.84%, remaining_time=0:00:15.715000, arrival_time=2021-04-15 04:43:20.377086, cost_time=0:00:39.287493 2021-04-15 04:43:07,458 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.2023, top1-acc=93.09%, top5-acc=99.83%, remaining_time=0:00:12.905714, arrival_time=2021-04-15 04:43:20.364122, cost_time=0:00:42.083788 2021-04-15 04:43:10,251 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.2050, top1-acc=92.98%, top5-acc=99.84%, remaining_time=0:00:10.097352, arrival_time=2021-04-15 04:43:20.349135, cost_time=0:00:44.877187 2021-04-15 04:43:13,052 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.75ms, fps=914 images/s, loss=0.2066, top1-acc=92.95%, top5-acc=99.83%, remaining_time=0:00:07.291986, arrival_time=2021-04-15 04:43:20.344940, cost_time=0:00:47.678358 2021-04-15 04:43:15,850 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.2073, top1-acc=92.95%, top5-acc=99.83%, remaining_time=0:00:04.486752, arrival_time=2021-04-15 04:43:20.337340, cost_time=0:00:50.476000 2021-04-15 04:43:18,650 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.24ms, fps=914 images/s, loss=0.2082, top1-acc=92.91%, top5-acc=99.84%, remaining_time=0:00:01.682400, arrival_time=2021-04-15 04:43:20.332958, cost_time=0:00:53.275911 2021-04-15 04:43:20,152 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.16ms, fps=906 images/s, loss=0.2081, top1-acc=92.92%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:20.152301, cost_time=0:00:54.777730 2021-04-15 04:43:21,039 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=1.34ms, fps=2893 images/s, loss=0.5546, top1-acc=83.28%, top5-acc=99.14%, remaining_time=0:00:02.654910, arrival_time=2021-04-15 04:43:23.693859, cost_time=0:00:00.884968 2021-04-15 04:43:21,812 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.50ms, fps=3313 images/s, loss=0.5644, top1-acc=82.71%, top5-acc=99.20%, remaining_time=0:00:01.658180, arrival_time=2021-04-15 04:43:23.470302, cost_time=0:00:01.658174 2021-04-15 04:43:22,585 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.44ms, fps=3311 images/s, loss=0.5618, top1-acc=82.73%, top5-acc=99.10%, remaining_time=0:00:00.810530, arrival_time=2021-04-15 04:43:23.396091, cost_time=0:00:02.431603 2021-04-15 04:43:23,293 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.05ms, fps=3278 images/s, loss=0.5441, top1-acc=82.83%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-15 04:43:23.293614, cost_time=0:00:03.139686 2021-04-15 04:43:23,751 INFO : Epoch=0055 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:21:34.217595, arrival_time=2021-04-15 07:04:57.969457, cost_time=0:53:41.944579 2021-04-15 04:43:23,753 INFO : Train start, epoch=0056, lr=0.082472 2021-04-15 04:43:26,739 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.57ms, fps=857 images/s, loss=0.2416, top1-acc=91.95%, top5-acc=99.84%, remaining_time=0:00:55.530486, arrival_time=2021-04-15 04:44:22.269551, cost_time=0:00:02.985508 2021-04-15 04:43:29,537 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.2176, top1-acc=92.42%, top5-acc=99.80%, remaining_time=0:00:50.897968, arrival_time=2021-04-15 04:44:20.435283, cost_time=0:00:05.783854 2021-04-15 04:43:32,330 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.2097, top1-acc=92.68%, top5-acc=99.83%, remaining_time=0:00:47.460562, arrival_time=2021-04-15 04:44:19.791235, cost_time=0:00:08.577210 2021-04-15 04:43:35,134 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.44ms, fps=913 images/s, loss=0.2073, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:00:44.384028, arrival_time=2021-04-15 04:44:19.518016, cost_time=0:00:11.380527 2021-04-15 04:43:37,931 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.2060, top1-acc=92.81%, top5-acc=99.87%, remaining_time=0:00:41.400198, arrival_time=2021-04-15 04:44:19.331735, cost_time=0:00:14.178147 2021-04-15 04:43:40,729 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.60ms, fps=915 images/s, loss=0.2052, top1-acc=92.92%, top5-acc=99.86%, remaining_time=0:00:38.479704, arrival_time=2021-04-15 04:44:19.209492, cost_time=0:00:16.976325 2021-04-15 04:43:43,536 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.42ms, fps=912 images/s, loss=0.2028, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:35.610120, arrival_time=2021-04-15 04:44:19.146927, cost_time=0:00:19.783398 2021-04-15 04:43:46,343 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.40ms, fps=912 images/s, loss=0.1994, top1-acc=93.11%, top5-acc=99.88%, remaining_time=0:00:32.756080, arrival_time=2021-04-15 04:44:19.099880, cost_time=0:00:22.590412 2021-04-15 04:43:49,146 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.1979, top1-acc=93.16%, top5-acc=99.88%, remaining_time=0:00:29.907900, arrival_time=2021-04-15 04:44:19.054779, cost_time=0:00:25.393482 2021-04-15 04:43:51,949 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.1998, top1-acc=93.10%, top5-acc=99.88%, remaining_time=0:00:27.067776, arrival_time=2021-04-15 04:44:19.016898, cost_time=0:00:28.195585 2021-04-15 04:43:54,752 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.2018, top1-acc=93.02%, top5-acc=99.88%, remaining_time=0:00:24.235918, arrival_time=2021-04-15 04:44:18.988731, cost_time=0:00:30.999407 2021-04-15 04:43:57,560 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.2033, top1-acc=92.97%, top5-acc=99.88%, remaining_time=0:00:21.410872, arrival_time=2021-04-15 04:44:18.970966, cost_time=0:00:33.806672 2021-04-15 04:44:00,363 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.2026, top1-acc=92.97%, top5-acc=99.89%, remaining_time=0:00:18.586392, arrival_time=2021-04-15 04:44:18.949345, cost_time=0:00:36.609560 2021-04-15 04:44:03,166 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.51ms, fps=913 images/s, loss=0.2035, top1-acc=92.94%, top5-acc=99.89%, remaining_time=0:00:15.765064, arrival_time=2021-04-15 04:44:18.931163, cost_time=0:00:39.412710 2021-04-15 04:44:05,960 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2057, top1-acc=92.85%, top5-acc=99.88%, remaining_time=0:00:12.943434, arrival_time=2021-04-15 04:44:18.903664, cost_time=0:00:42.206844 2021-04-15 04:44:08,750 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.2065, top1-acc=92.82%, top5-acc=99.87%, remaining_time=0:00:10.124352, arrival_time=2021-04-15 04:44:18.874912, cost_time=0:00:44.997177 2021-04-15 04:44:11,548 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.2080, top1-acc=92.78%, top5-acc=99.88%, remaining_time=0:00:07.309874, arrival_time=2021-04-15 04:44:18.858646, cost_time=0:00:47.795383 2021-04-15 04:44:14,337 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.2080, top1-acc=92.76%, top5-acc=99.88%, remaining_time=0:00:04.496400, arrival_time=2021-04-15 04:44:18.834279, cost_time=0:00:50.584498 2021-04-15 04:44:17,131 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.19ms, fps=916 images/s, loss=0.2080, top1-acc=92.75%, top5-acc=99.88%, remaining_time=0:00:01.685628, arrival_time=2021-04-15 04:44:18.817146, cost_time=0:00:53.378129 2021-04-15 04:44:18,634 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.24ms, fps=905 images/s, loss=0.2096, top1-acc=92.72%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:44:18.634160, cost_time=0:00:54.880746 2021-04-15 04:44:19,524 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=1.38ms, fps=2881 images/s, loss=0.5404, top1-acc=83.55%, top5-acc=99.45%, remaining_time=0:00:02.665560, arrival_time=2021-04-15 04:44:22.189838, cost_time=0:00:00.888521 2021-04-15 04:44:20,296 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.29ms, fps=3315 images/s, loss=0.5162, top1-acc=83.91%, top5-acc=99.28%, remaining_time=0:00:01.661160, arrival_time=2021-04-15 04:44:21.958063, cost_time=0:00:01.661158 2021-04-15 04:44:21,070 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.40ms, fps=3309 images/s, loss=0.5015, top1-acc=84.36%, top5-acc=99.23%, remaining_time=0:00:00.811700, arrival_time=2021-04-15 04:44:21.882559, cost_time=0:00:02.435104 2021-04-15 04:44:21,779 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.08ms, fps=3276 images/s, loss=0.4926, top1-acc=84.29%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 04:44:21.779301, cost_time=0:00:03.143527 2021-04-15 04:44:22,211 INFO : Epoch=0056 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:20:35.324736, arrival_time=2021-04-15 07:04:57.536090, cost_time=0:54:40.404065 2021-04-15 04:44:22,212 INFO : Train start, epoch=0057, lr=0.081871 2021-04-15 04:44:25,185 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.08ms, fps=861 images/s, loss=0.2260, top1-acc=92.50%, top5-acc=99.88%, remaining_time=0:00:55.295568, arrival_time=2021-04-15 04:45:20.481106, cost_time=0:00:02.972878 2021-04-15 04:44:27,977 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.2185, top1-acc=92.85%, top5-acc=99.94%, remaining_time=0:00:50.729888, arrival_time=2021-04-15 04:45:18.707386, cost_time=0:00:05.764758 2021-04-15 04:44:30,773 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2112, top1-acc=93.11%, top5-acc=99.87%, remaining_time=0:00:47.370922, arrival_time=2021-04-15 04:45:18.144679, cost_time=0:00:08.561009 2021-04-15 04:44:33,575 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.2013, top1-acc=93.30%, top5-acc=99.86%, remaining_time=0:00:44.314764, arrival_time=2021-04-15 04:45:17.890285, cost_time=0:00:11.362743 2021-04-15 04:44:36,376 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.1988, top1-acc=93.39%, top5-acc=99.87%, remaining_time=0:00:41.358880, arrival_time=2021-04-15 04:45:17.735546, cost_time=0:00:14.164009 2021-04-15 04:44:39,170 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.85ms, fps=917 images/s, loss=0.1968, top1-acc=93.54%, top5-acc=99.86%, remaining_time=0:00:38.436728, arrival_time=2021-04-15 04:45:17.606824, cost_time=0:00:16.957378 2021-04-15 04:44:41,985 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.71ms, fps=910 images/s, loss=0.1977, top1-acc=93.49%, top5-acc=99.88%, remaining_time=0:00:35.590086, arrival_time=2021-04-15 04:45:17.575040, cost_time=0:00:19.772264 2021-04-15 04:44:44,778 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.55ms, fps=917 images/s, loss=0.2010, top1-acc=93.33%, top5-acc=99.89%, remaining_time=0:00:32.720700, arrival_time=2021-04-15 04:45:17.499351, cost_time=0:00:22.565989 2021-04-15 04:44:47,575 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.2007, top1-acc=93.32%, top5-acc=99.89%, remaining_time=0:00:29.872178, arrival_time=2021-04-15 04:45:17.448026, cost_time=0:00:25.363181 2021-04-15 04:44:50,372 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.2017, top1-acc=93.29%, top5-acc=99.88%, remaining_time=0:00:27.033696, arrival_time=2021-04-15 04:45:17.406470, cost_time=0:00:28.160119 2021-04-15 04:44:53,170 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.2029, top1-acc=93.23%, top5-acc=99.88%, remaining_time=0:00:24.203668, arrival_time=2021-04-15 04:45:17.374525, cost_time=0:00:30.958145 2021-04-15 04:44:55,963 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2032, top1-acc=93.20%, top5-acc=99.88%, remaining_time=0:00:21.375456, arrival_time=2021-04-15 04:45:17.338813, cost_time=0:00:33.750667 2021-04-15 04:44:58,758 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.2033, top1-acc=93.18%, top5-acc=99.89%, remaining_time=0:00:18.553986, arrival_time=2021-04-15 04:45:17.312366, cost_time=0:00:36.545717 2021-04-15 04:45:01,556 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.2035, top1-acc=93.16%, top5-acc=99.89%, remaining_time=0:00:15.737680, arrival_time=2021-04-15 04:45:17.294524, cost_time=0:00:39.344182 2021-04-15 04:45:04,352 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.2044, top1-acc=93.10%, top5-acc=99.89%, remaining_time=0:00:12.922780, arrival_time=2021-04-15 04:45:17.274962, cost_time=0:00:42.139528 2021-04-15 04:45:07,145 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.60ms, fps=916 images/s, loss=0.2041, top1-acc=93.11%, top5-acc=99.88%, remaining_time=0:00:10.109952, arrival_time=2021-04-15 04:45:17.255750, cost_time=0:00:44.933146 2021-04-15 04:45:09,938 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.2057, top1-acc=93.07%, top5-acc=99.87%, remaining_time=0:00:07.299188, arrival_time=2021-04-15 04:45:17.237317, cost_time=0:00:47.725472 2021-04-15 04:45:12,734 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2063, top1-acc=93.06%, top5-acc=99.87%, remaining_time=0:00:04.490816, arrival_time=2021-04-15 04:45:17.225214, cost_time=0:00:50.521747 2021-04-15 04:45:15,535 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.2056, top1-acc=93.07%, top5-acc=99.87%, remaining_time=0:00:01.683888, arrival_time=2021-04-15 04:45:17.219754, cost_time=0:00:53.323206 2021-04-15 04:45:17,036 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.30ms, fps=906 images/s, loss=0.2056, top1-acc=93.06%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:17.036741, cost_time=0:00:54.824102 2021-04-15 04:45:17,955 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=1.25ms, fps=2793 images/s, loss=0.5367, top1-acc=83.24%, top5-acc=99.22%, remaining_time=0:00:02.750100, arrival_time=2021-04-15 04:45:20.705129, cost_time=0:00:00.916699 2021-04-15 04:45:18,728 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.37ms, fps=3311 images/s, loss=0.5332, top1-acc=83.14%, top5-acc=99.04%, remaining_time=0:00:01.690220, arrival_time=2021-04-15 04:45:20.418733, cost_time=0:00:01.690213 2021-04-15 04:45:19,499 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.26ms, fps=3320 images/s, loss=0.5238, top1-acc=83.20%, top5-acc=99.10%, remaining_time=0:00:00.820550, arrival_time=2021-04-15 04:45:20.320467, cost_time=0:00:02.461644 2021-04-15 04:45:20,207 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.06ms, fps=3281 images/s, loss=0.5145, top1-acc=83.27%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-15 04:45:20.207258, cost_time=0:00:03.169000 2021-04-15 04:45:20,653 INFO : Epoch=0057 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:19:36.403035, arrival_time=2021-04-15 07:04:57.056259, cost_time=0:55:38.845938 2021-04-15 04:45:20,654 INFO : Train start, epoch=0058, lr=0.081262 2021-04-15 04:45:23,640 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.40ms, fps=857 images/s, loss=0.1808, top1-acc=93.98%, top5-acc=99.92%, remaining_time=0:00:55.538484, arrival_time=2021-04-15 04:46:19.179089, cost_time=0:00:02.985944 2021-04-15 04:45:26,444 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.1790, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:50.947776, arrival_time=2021-04-15 04:46:17.391963, cost_time=0:00:05.789521 2021-04-15 04:45:29,240 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.1746, top1-acc=93.97%, top5-acc=99.92%, remaining_time=0:00:47.508868, arrival_time=2021-04-15 04:46:16.749512, cost_time=0:00:08.585932 2021-04-15 04:45:32,032 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1768, top1-acc=93.84%, top5-acc=99.92%, remaining_time=0:00:44.375604, arrival_time=2021-04-15 04:46:16.408550, cost_time=0:00:11.378342 2021-04-15 04:45:34,825 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1795, top1-acc=93.72%, top5-acc=99.91%, remaining_time=0:00:41.379320, arrival_time=2021-04-15 04:46:16.205055, cost_time=0:00:14.170980 2021-04-15 04:45:37,621 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.1847, top1-acc=93.61%, top5-acc=99.90%, remaining_time=0:00:38.457944, arrival_time=2021-04-15 04:46:16.079259, cost_time=0:00:16.966723 2021-04-15 04:45:40,415 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1847, top1-acc=93.55%, top5-acc=99.89%, remaining_time=0:00:35.569548, arrival_time=2021-04-15 04:46:15.984978, cost_time=0:00:19.760846 2021-04-15 04:45:43,206 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1872, top1-acc=93.44%, top5-acc=99.90%, remaining_time=0:00:32.699704, arrival_time=2021-04-15 04:46:15.905811, cost_time=0:00:22.551526 2021-04-15 04:45:45,994 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.1916, top1-acc=93.31%, top5-acc=99.90%, remaining_time=0:00:29.844936, arrival_time=2021-04-15 04:46:15.839591, cost_time=0:00:25.340072 2021-04-15 04:45:48,790 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.1935, top1-acc=93.26%, top5-acc=99.89%, remaining_time=0:00:27.010464, arrival_time=2021-04-15 04:46:15.801000, cost_time=0:00:28.135867 2021-04-15 04:45:51,585 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.1954, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:24.182340, arrival_time=2021-04-15 04:46:15.767854, cost_time=0:00:30.930928 2021-04-15 04:45:54,380 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.1968, top1-acc=93.18%, top5-acc=99.87%, remaining_time=0:00:21.359420, arrival_time=2021-04-15 04:46:15.739443, cost_time=0:00:33.725427 2021-04-15 04:45:57,175 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.68ms, fps=916 images/s, loss=0.1978, top1-acc=93.10%, top5-acc=99.86%, remaining_time=0:00:18.541446, arrival_time=2021-04-15 04:46:15.717045, cost_time=0:00:36.521009 2021-04-15 04:45:59,971 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2009, top1-acc=93.01%, top5-acc=99.85%, remaining_time=0:00:15.726928, arrival_time=2021-04-15 04:46:15.698843, cost_time=0:00:39.317331 2021-04-15 04:46:02,776 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.2025, top1-acc=92.98%, top5-acc=99.85%, remaining_time=0:00:12.917306, arrival_time=2021-04-15 04:46:15.693551, cost_time=0:00:42.121662 2021-04-15 04:46:05,568 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.2032, top1-acc=92.96%, top5-acc=99.86%, remaining_time=0:00:10.105704, arrival_time=2021-04-15 04:46:15.674526, cost_time=0:00:44.914240 2021-04-15 04:46:08,362 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.2026, top1-acc=92.95%, top5-acc=99.86%, remaining_time=0:00:07.296510, arrival_time=2021-04-15 04:46:15.659003, cost_time=0:00:47.707915 2021-04-15 04:46:11,156 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.2037, top1-acc=92.91%, top5-acc=99.85%, remaining_time=0:00:04.489056, arrival_time=2021-04-15 04:46:15.645510, cost_time=0:00:50.501864 2021-04-15 04:46:13,952 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.2042, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:00:01.683072, arrival_time=2021-04-15 04:46:15.635117, cost_time=0:00:53.297367 2021-04-15 04:46:15,453 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.22ms, fps=906 images/s, loss=0.2057, top1-acc=92.92%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:15.453106, cost_time=0:00:54.798535 2021-04-15 04:46:16,340 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=1.38ms, fps=2891 images/s, loss=0.5682, top1-acc=83.12%, top5-acc=98.44%, remaining_time=0:00:02.656920, arrival_time=2021-04-15 04:46:18.997418, cost_time=0:00:00.885639 2021-04-15 04:46:17,131 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.87ms, fps=3237 images/s, loss=0.5978, top1-acc=82.15%, top5-acc=98.50%, remaining_time=0:00:01.677000, arrival_time=2021-04-15 04:46:18.808825, cost_time=0:00:01.677002 2021-04-15 04:46:17,904 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.34ms, fps=3314 images/s, loss=0.5994, top1-acc=81.86%, top5-acc=98.61%, remaining_time=0:00:00.816620, arrival_time=2021-04-15 04:46:18.721311, cost_time=0:00:02.449875 2021-04-15 04:46:18,612 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.06ms, fps=3281 images/s, loss=0.5862, top1-acc=82.22%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-15 04:46:18.612258, cost_time=0:00:03.157507 2021-04-15 04:46:19,056 INFO : Epoch=0058 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:18:37.402494, arrival_time=2021-04-15 07:04:56.458747, cost_time=0:56:37.248900 2021-04-15 04:46:19,058 INFO : Train start, epoch=0059, lr=0.080645 2021-04-15 04:46:22,028 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.78ms, fps=862 images/s, loss=0.2298, top1-acc=91.68%, top5-acc=99.80%, remaining_time=0:00:55.239768, arrival_time=2021-04-15 04:47:17.267969, cost_time=0:00:02.969885 2021-04-15 04:46:24,819 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.2124, top1-acc=92.25%, top5-acc=99.86%, remaining_time=0:00:50.699264, arrival_time=2021-04-15 04:47:15.518811, cost_time=0:00:05.761284 2021-04-15 04:46:27,623 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.28ms, fps=913 images/s, loss=0.2000, top1-acc=92.86%, top5-acc=99.86%, remaining_time=0:00:47.393332, arrival_time=2021-04-15 04:47:15.016717, cost_time=0:00:08.565067 2021-04-15 04:46:30,413 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1944, top1-acc=93.13%, top5-acc=99.88%, remaining_time=0:00:44.285280, arrival_time=2021-04-15 04:47:14.698682, cost_time=0:00:11.355180 2021-04-15 04:46:33,209 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.1889, top1-acc=93.34%, top5-acc=99.89%, remaining_time=0:00:41.321066, arrival_time=2021-04-15 04:47:14.530401, cost_time=0:00:14.151044 2021-04-15 04:46:36,016 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.79ms, fps=912 images/s, loss=0.1917, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:38.438360, arrival_time=2021-04-15 04:47:14.454767, cost_time=0:00:16.958095 2021-04-15 04:46:38,812 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.1958, top1-acc=93.05%, top5-acc=99.90%, remaining_time=0:00:35.556444, arrival_time=2021-04-15 04:47:14.368366, cost_time=0:00:19.753608 2021-04-15 04:46:41,609 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.51ms, fps=915 images/s, loss=0.1952, top1-acc=93.06%, top5-acc=99.91%, remaining_time=0:00:32.698428, arrival_time=2021-04-15 04:47:14.307367, cost_time=0:00:22.550638 2021-04-15 04:46:44,399 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.1962, top1-acc=93.03%, top5-acc=99.90%, remaining_time=0:00:29.846632, arrival_time=2021-04-15 04:47:14.246320, cost_time=0:00:25.341458 2021-04-15 04:46:47,192 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.1961, top1-acc=93.06%, top5-acc=99.91%, remaining_time=0:00:27.008256, arrival_time=2021-04-15 04:47:14.200244, cost_time=0:00:28.133635 2021-04-15 04:46:49,988 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.1958, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:24.181480, arrival_time=2021-04-15 04:47:14.169532, cost_time=0:00:30.929790 2021-04-15 04:46:52,783 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.65ms, fps=916 images/s, loss=0.1976, top1-acc=93.02%, top5-acc=99.90%, remaining_time=0:00:21.359496, arrival_time=2021-04-15 04:47:14.143191, cost_time=0:00:33.725469 2021-04-15 04:46:55,581 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.1995, top1-acc=92.98%, top5-acc=99.90%, remaining_time=0:00:18.542766, arrival_time=2021-04-15 04:47:14.124584, cost_time=0:00:36.523594 2021-04-15 04:46:58,374 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.2009, top1-acc=92.94%, top5-acc=99.91%, remaining_time=0:00:15.726368, arrival_time=2021-04-15 04:47:14.100499, cost_time=0:00:39.315908 2021-04-15 04:47:01,170 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.2017, top1-acc=92.90%, top5-acc=99.91%, remaining_time=0:00:12.914454, arrival_time=2021-04-15 04:47:14.085048, cost_time=0:00:42.112324 2021-04-15 04:47:03,971 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.2036, top1-acc=92.86%, top5-acc=99.90%, remaining_time=0:00:10.105524, arrival_time=2021-04-15 04:47:14.077160, cost_time=0:00:44.913391 2021-04-15 04:47:06,763 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.2032, top1-acc=92.89%, top5-acc=99.90%, remaining_time=0:00:07.296068, arrival_time=2021-04-15 04:47:14.059414, cost_time=0:00:47.705104 2021-04-15 04:47:09,558 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.2032, top1-acc=92.85%, top5-acc=99.90%, remaining_time=0:00:04.488944, arrival_time=2021-04-15 04:47:14.047762, cost_time=0:00:50.500589 2021-04-15 04:47:12,353 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.2026, top1-acc=92.86%, top5-acc=99.90%, remaining_time=0:00:01.683000, arrival_time=2021-04-15 04:47:14.036252, cost_time=0:00:53.295032 2021-04-15 04:47:13,856 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.24ms, fps=905 images/s, loss=0.2028, top1-acc=92.89%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:13.856920, cost_time=0:00:54.798719 2021-04-15 04:47:14,762 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.21ms, fps=2834 images/s, loss=1.0338, top1-acc=71.56%, top5-acc=98.71%, remaining_time=0:00:02.710200, arrival_time=2021-04-15 04:47:17.472250, cost_time=0:00:00.903402 2021-04-15 04:47:15,536 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.25ms, fps=3307 images/s, loss=1.0722, top1-acc=70.98%, top5-acc=98.24%, remaining_time=0:00:01.677760, arrival_time=2021-04-15 04:47:17.214163, cost_time=0:00:01.677750 2021-04-15 04:47:16,309 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.25ms, fps=3314 images/s, loss=1.0732, top1-acc=70.96%, top5-acc=98.16%, remaining_time=0:00:00.816860, arrival_time=2021-04-15 04:47:17.126086, cost_time=0:00:02.450576 2021-04-15 04:47:17,017 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.06ms, fps=3279 images/s, loss=1.0602, top1-acc=70.85%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-15 04:47:17.017083, cost_time=0:00:03.158469 2021-04-15 04:47:17,441 INFO : Epoch=0059 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:17:38.380575, arrival_time=2021-04-15 07:04:55.822264, cost_time=0:57:35.634408 2021-04-15 04:47:17,442 INFO : Train start, epoch=0060, lr=0.080021 2021-04-15 04:47:20,381 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.32ms, fps=871 images/s, loss=0.1942, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:54.656658, arrival_time=2021-04-15 04:48:15.038262, cost_time=0:00:02.938533 2021-04-15 04:47:23,177 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.1988, top1-acc=92.83%, top5-acc=99.86%, remaining_time=0:00:50.458320, arrival_time=2021-04-15 04:48:13.635299, cost_time=0:00:05.733908 2021-04-15 04:47:25,973 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1987, top1-acc=92.86%, top5-acc=99.88%, remaining_time=0:00:47.198614, arrival_time=2021-04-15 04:48:13.171590, cost_time=0:00:08.529872 2021-04-15 04:47:28,764 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.1942, top1-acc=93.07%, top5-acc=99.91%, remaining_time=0:00:44.155332, arrival_time=2021-04-15 04:48:12.920214, cost_time=0:00:11.321896 2021-04-15 04:47:31,557 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.65ms, fps=917 images/s, loss=0.1934, top1-acc=93.24%, top5-acc=99.88%, remaining_time=0:00:41.214048, arrival_time=2021-04-15 04:48:12.771495, cost_time=0:00:14.114400 2021-04-15 04:47:34,352 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.1951, top1-acc=93.27%, top5-acc=99.90%, remaining_time=0:00:38.327248, arrival_time=2021-04-15 04:48:12.679380, cost_time=0:00:16.909057 2021-04-15 04:47:37,156 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.1989, top1-acc=93.11%, top5-acc=99.89%, remaining_time=0:00:35.483742, arrival_time=2021-04-15 04:48:12.639936, cost_time=0:00:19.713217 2021-04-15 04:47:39,962 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.78ms, fps=913 images/s, loss=0.2010, top1-acc=93.02%, top5-acc=99.89%, remaining_time=0:00:32.652376, arrival_time=2021-04-15 04:48:12.614323, cost_time=0:00:22.518877 2021-04-15 04:47:42,771 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.70ms, fps=911 images/s, loss=0.2002, top1-acc=93.09%, top5-acc=99.89%, remaining_time=0:00:29.831368, arrival_time=2021-04-15 04:48:12.602933, cost_time=0:00:25.328503 2021-04-15 04:47:45,583 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.68ms, fps=911 images/s, loss=0.2009, top1-acc=93.09%, top5-acc=99.88%, remaining_time=0:00:27.014784, arrival_time=2021-04-15 04:48:12.598269, cost_time=0:00:28.140404 2021-04-15 04:47:48,388 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.1992, top1-acc=93.14%, top5-acc=99.88%, remaining_time=0:00:24.193950, arrival_time=2021-04-15 04:48:12.582726, cost_time=0:00:30.945770 2021-04-15 04:47:51,196 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.82ms, fps=912 images/s, loss=0.1983, top1-acc=93.19%, top5-acc=99.87%, remaining_time=0:00:21.377356, arrival_time=2021-04-15 04:48:12.574240, cost_time=0:00:33.753666 2021-04-15 04:47:54,007 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.33ms, fps=911 images/s, loss=0.1988, top1-acc=93.19%, top5-acc=99.86%, remaining_time=0:00:18.563358, arrival_time=2021-04-15 04:48:12.570561, cost_time=0:00:36.564166 2021-04-15 04:47:56,812 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.48ms, fps=913 images/s, loss=0.1998, top1-acc=93.17%, top5-acc=99.86%, remaining_time=0:00:15.747928, arrival_time=2021-04-15 04:48:12.560736, cost_time=0:00:39.369828 2021-04-15 04:47:59,611 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.1997, top1-acc=93.14%, top5-acc=99.86%, remaining_time=0:00:12.931520, arrival_time=2021-04-15 04:48:12.542541, cost_time=0:00:42.168027 2021-04-15 04:48:02,406 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.2004, top1-acc=93.14%, top5-acc=99.86%, remaining_time=0:00:10.116864, arrival_time=2021-04-15 04:48:12.523738, cost_time=0:00:44.963808 2021-04-15 04:48:05,218 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.44ms, fps=911 images/s, loss=0.2006, top1-acc=93.15%, top5-acc=99.86%, remaining_time=0:00:07.306754, arrival_time=2021-04-15 04:48:12.524680, cost_time=0:00:47.774866 2021-04-15 04:48:08,025 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=2.29ms, fps=912 images/s, loss=0.2029, top1-acc=93.07%, top5-acc=99.85%, remaining_time=0:00:04.496224, arrival_time=2021-04-15 04:48:12.521796, cost_time=0:00:50.582505 2021-04-15 04:48:10,822 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.2041, top1-acc=93.05%, top5-acc=99.84%, remaining_time=0:00:01.685670, arrival_time=2021-04-15 04:48:12.508225, cost_time=0:00:53.379572 2021-04-15 04:48:12,326 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.23ms, fps=905 images/s, loss=0.2044, top1-acc=93.04%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:12.326056, cost_time=0:00:54.883099 2021-04-15 04:48:13,252 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.19ms, fps=2769 images/s, loss=0.5448, top1-acc=83.01%, top5-acc=99.22%, remaining_time=0:00:02.773290, arrival_time=2021-04-15 04:48:16.025452, cost_time=0:00:00.924427 2021-04-15 04:48:14,025 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.32ms, fps=3311 images/s, loss=0.5351, top1-acc=83.03%, top5-acc=99.22%, remaining_time=0:00:01.698060, arrival_time=2021-04-15 04:48:15.723775, cost_time=0:00:01.698051 2021-04-15 04:48:14,798 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.38ms, fps=3314 images/s, loss=0.5329, top1-acc=83.19%, top5-acc=99.22%, remaining_time=0:00:00.823630, arrival_time=2021-04-15 04:48:15.622139, cost_time=0:00:02.470879 2021-04-15 04:48:15,507 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=3273 images/s, loss=0.5325, top1-acc=83.32%, top5-acc=99.13%, remaining_time=0:00:00, arrival_time=2021-04-15 04:48:15.507684, cost_time=0:00:03.180083 2021-04-15 04:48:15,968 INFO : Epoch=0060 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:16:39.709140, arrival_time=2021-04-15 07:04:55.677532, cost_time=0:58:34.161058 2021-04-15 04:48:15,970 INFO : Train start, epoch=0061, lr=0.079389 2021-04-15 04:48:18,974 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.36ms, fps=852 images/s, loss=0.2011, top1-acc=92.89%, top5-acc=99.96%, remaining_time=0:00:55.861008, arrival_time=2021-04-15 04:49:14.835305, cost_time=0:00:03.003275 2021-04-15 04:48:21,769 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.1998, top1-acc=92.95%, top5-acc=99.96%, remaining_time=0:00:51.024864, arrival_time=2021-04-15 04:49:12.794079, cost_time=0:00:05.798288 2021-04-15 04:48:24,564 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.1971, top1-acc=92.97%, top5-acc=99.95%, remaining_time=0:00:47.551364, arrival_time=2021-04-15 04:49:12.116016, cost_time=0:00:08.593624 2021-04-15 04:48:27,356 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.2010, top1-acc=92.85%, top5-acc=99.93%, remaining_time=0:00:44.402748, arrival_time=2021-04-15 04:49:11.758972, cost_time=0:00:11.385329 2021-04-15 04:48:30,156 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.58ms, fps=914 images/s, loss=0.1984, top1-acc=92.94%, top5-acc=99.93%, remaining_time=0:00:41.421660, arrival_time=2021-04-15 04:49:11.578150, cost_time=0:00:14.185508 2021-04-15 04:48:32,951 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.2000, top1-acc=92.84%, top5-acc=99.93%, remaining_time=0:00:38.489360, arrival_time=2021-04-15 04:49:11.440871, cost_time=0:00:16.980606 2021-04-15 04:48:35,751 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.85ms, fps=915 images/s, loss=0.1990, top1-acc=92.90%, top5-acc=99.93%, remaining_time=0:00:35.604576, arrival_time=2021-04-15 04:49:11.355876, cost_time=0:00:19.780309 2021-04-15 04:48:38,544 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.2015, top1-acc=92.80%, top5-acc=99.92%, remaining_time=0:00:32.731952, arrival_time=2021-04-15 04:49:11.276724, cost_time=0:00:22.573799 2021-04-15 04:48:41,346 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.43ms, fps=914 images/s, loss=0.2033, top1-acc=92.68%, top5-acc=99.90%, remaining_time=0:00:29.886170, arrival_time=2021-04-15 04:49:11.232187, cost_time=0:00:25.375028 2021-04-15 04:48:44,141 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.2027, top1-acc=92.69%, top5-acc=99.91%, remaining_time=0:00:27.043968, arrival_time=2021-04-15 04:49:11.185703, cost_time=0:00:28.170841 2021-04-15 04:48:46,935 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.2047, top1-acc=92.67%, top5-acc=99.90%, remaining_time=0:00:24.208484, arrival_time=2021-04-15 04:49:11.143669, cost_time=0:00:30.964291 2021-04-15 04:48:49,731 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.2038, top1-acc=92.71%, top5-acc=99.90%, remaining_time=0:00:21.381536, arrival_time=2021-04-15 04:49:11.112769, cost_time=0:00:33.760262 2021-04-15 04:48:52,529 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.2028, top1-acc=92.76%, top5-acc=99.90%, remaining_time=0:00:18.560322, arrival_time=2021-04-15 04:49:11.089412, cost_time=0:00:36.558199 2021-04-15 04:48:55,324 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.2025, top1-acc=92.81%, top5-acc=99.90%, remaining_time=0:00:15.741544, arrival_time=2021-04-15 04:49:11.066274, cost_time=0:00:39.353832 2021-04-15 04:48:58,119 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.56ms, fps=916 images/s, loss=0.2019, top1-acc=92.88%, top5-acc=99.89%, remaining_time=0:00:12.925586, arrival_time=2021-04-15 04:49:11.045069, cost_time=0:00:42.148594 2021-04-15 04:49:00,917 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.2028, top1-acc=92.87%, top5-acc=99.89%, remaining_time=0:00:10.112940, arrival_time=2021-04-15 04:49:11.030254, cost_time=0:00:44.946361 2021-04-15 04:49:03,712 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.2018, top1-acc=92.91%, top5-acc=99.89%, remaining_time=0:00:07.301632, arrival_time=2021-04-15 04:49:11.014042, cost_time=0:00:47.741496 2021-04-15 04:49:06,508 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.2016, top1-acc=92.91%, top5-acc=99.89%, remaining_time=0:00:04.492224, arrival_time=2021-04-15 04:49:11.000676, cost_time=0:00:50.537560 2021-04-15 04:49:09,302 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.2021, top1-acc=92.91%, top5-acc=99.89%, remaining_time=0:00:01.684152, arrival_time=2021-04-15 04:49:10.986602, cost_time=0:00:53.331565 2021-04-15 04:49:10,806 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.41ms, fps=905 images/s, loss=0.2027, top1-acc=92.88%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 04:49:10.806020, cost_time=0:00:54.835159 2021-04-15 04:49:11,690 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=1.25ms, fps=2899 images/s, loss=0.6211, top1-acc=80.90%, top5-acc=99.06%, remaining_time=0:00:02.649180, arrival_time=2021-04-15 04:49:14.339821, cost_time=0:00:00.883059 2021-04-15 04:49:12,462 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.32ms, fps=3316 images/s, loss=0.5932, top1-acc=81.74%, top5-acc=99.16%, remaining_time=0:00:01.655340, arrival_time=2021-04-15 04:49:14.118262, cost_time=0:00:01.655342 2021-04-15 04:49:13,235 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.27ms, fps=3314 images/s, loss=0.5847, top1-acc=81.89%, top5-acc=99.13%, remaining_time=0:00:00.809380, arrival_time=2021-04-15 04:49:14.045099, cost_time=0:00:02.428138 2021-04-15 04:49:13,942 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.05ms, fps=3285 images/s, loss=0.5675, top1-acc=82.09%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 04:49:13.942161, cost_time=0:00:03.134608 2021-04-15 04:49:14,395 INFO : Epoch=0061 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:15:40.814668, arrival_time=2021-04-15 07:04:55.209670, cost_time=0:59:32.587713 2021-04-15 04:49:14,396 INFO : Train start, epoch=0062, lr=0.078750 2021-04-15 04:49:17,330 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.40ms, fps=873 images/s, loss=0.1954, top1-acc=93.24%, top5-acc=99.92%, remaining_time=0:00:54.530364, arrival_time=2021-04-15 04:50:11.858771, cost_time=0:00:02.931737 2021-04-15 04:49:20,124 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1995, top1-acc=93.30%, top5-acc=99.86%, remaining_time=0:00:50.404816, arrival_time=2021-04-15 04:50:10.529318, cost_time=0:00:05.727814 2021-04-15 04:49:22,921 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.67ms, fps=916 images/s, loss=0.1904, top1-acc=93.54%, top5-acc=99.87%, remaining_time=0:00:47.169232, arrival_time=2021-04-15 04:50:10.090475, cost_time=0:00:08.524561 2021-04-15 04:49:25,711 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1928, top1-acc=93.52%, top5-acc=99.88%, remaining_time=0:00:44.127408, arrival_time=2021-04-15 04:50:09.838725, cost_time=0:00:11.314719 2021-04-15 04:49:28,508 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.1904, top1-acc=93.58%, top5-acc=99.88%, remaining_time=0:00:41.205142, arrival_time=2021-04-15 04:50:09.713167, cost_time=0:00:14.111370 2021-04-15 04:49:31,303 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1895, top1-acc=93.63%, top5-acc=99.89%, remaining_time=0:00:38.321944, arrival_time=2021-04-15 04:50:09.625312, cost_time=0:00:16.906735 2021-04-15 04:49:34,093 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.1898, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:35.454510, arrival_time=2021-04-15 04:50:09.548071, cost_time=0:00:19.696956 2021-04-15 04:49:36,885 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1911, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:32.609340, arrival_time=2021-04-15 04:50:09.495147, cost_time=0:00:22.489212 2021-04-15 04:49:39,679 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.1941, top1-acc=93.38%, top5-acc=99.87%, remaining_time=0:00:29.777944, arrival_time=2021-04-15 04:50:09.457715, cost_time=0:00:25.283169 2021-04-15 04:49:42,473 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.1966, top1-acc=93.29%, top5-acc=99.86%, remaining_time=0:00:26.953920, arrival_time=2021-04-15 04:50:09.427559, cost_time=0:00:28.076950 2021-04-15 04:49:45,271 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.53ms, fps=915 images/s, loss=0.1991, top1-acc=93.22%, top5-acc=99.86%, remaining_time=0:00:24.138738, arrival_time=2021-04-15 04:50:09.410451, cost_time=0:00:30.875101 2021-04-15 04:49:48,062 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.2017, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:21.321420, arrival_time=2021-04-15 04:50:09.383426, cost_time=0:00:33.665408 2021-04-15 04:49:50,891 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.47ms, fps=905 images/s, loss=0.2016, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:18.528312, arrival_time=2021-04-15 04:50:09.420089, cost_time=0:00:36.495181 2021-04-15 04:49:53,684 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.2019, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:15.715336, arrival_time=2021-04-15 04:50:09.400282, cost_time=0:00:39.288352 2021-04-15 04:49:56,475 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.47ms, fps=918 images/s, loss=0.2022, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:12.904196, arrival_time=2021-04-15 04:50:09.379655, cost_time=0:00:42.078875 2021-04-15 04:49:59,267 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.2023, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:10.095876, arrival_time=2021-04-15 04:50:09.363080, cost_time=0:00:44.870610 2021-04-15 04:50:02,059 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.2022, top1-acc=93.11%, top5-acc=99.86%, remaining_time=0:00:07.289568, arrival_time=2021-04-15 04:50:09.348656, cost_time=0:00:47.662499 2021-04-15 04:50:04,847 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.2017, top1-acc=93.08%, top5-acc=99.87%, remaining_time=0:00:04.484528, arrival_time=2021-04-15 04:50:09.332142, cost_time=0:00:50.451022 2021-04-15 04:50:07,639 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.08ms, fps=917 images/s, loss=0.2015, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:01.681350, arrival_time=2021-04-15 04:50:09.320748, cost_time=0:00:53.242776 2021-04-15 04:50:09,136 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.05ms, fps=908 images/s, loss=0.2015, top1-acc=93.09%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:09.136828, cost_time=0:00:54.740238 2021-04-15 04:50:10,048 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.21ms, fps=2814 images/s, loss=0.5307, top1-acc=84.18%, top5-acc=99.10%, remaining_time=0:00:02.729280, arrival_time=2021-04-15 04:50:12.777474, cost_time=0:00:00.909764 2021-04-15 04:50:10,820 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.25ms, fps=3316 images/s, loss=0.5084, top1-acc=84.12%, top5-acc=99.18%, remaining_time=0:00:01.681980, arrival_time=2021-04-15 04:50:12.502388, cost_time=0:00:01.681972 2021-04-15 04:50:11,593 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.40ms, fps=3314 images/s, loss=0.5138, top1-acc=83.88%, top5-acc=99.22%, remaining_time=0:00:00.818290, arrival_time=2021-04-15 04:50:12.411598, cost_time=0:00:02.454871 2021-04-15 04:50:12,300 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=0.5115, top1-acc=83.99%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 04:50:12.300881, cost_time=0:00:03.162464 2021-04-15 04:50:12,759 INFO : Epoch=0062 complete, best val top1-acc=86.93%, top5-acc=99.40% (epoch=52), remaining_time=2:14:41.797500, arrival_time=2021-04-15 07:04:54.557279, cost_time=1:00:30.952492 2021-04-15 04:50:12,761 INFO : Train start, epoch=0063, lr=0.078104 2021-04-15 04:50:15,722 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.42ms, fps=864 images/s, loss=0.1795, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:55.085574, arrival_time=2021-04-15 04:51:10.808424, cost_time=0:00:02.961589 2021-04-15 04:50:18,524 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.41ms, fps=914 images/s, loss=0.1881, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:50.715104, arrival_time=2021-04-15 04:51:09.239351, cost_time=0:00:05.763089 2021-04-15 04:50:21,330 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.1867, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:47.416406, arrival_time=2021-04-15 04:51:08.746837, cost_time=0:00:08.569240 2021-04-15 04:50:24,132 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.1912, top1-acc=93.31%, top5-acc=99.91%, remaining_time=0:00:44.349396, arrival_time=2021-04-15 04:51:08.482102, cost_time=0:00:11.371623 2021-04-15 04:50:26,928 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.1909, top1-acc=93.34%, top5-acc=99.93%, remaining_time=0:00:41.368808, arrival_time=2021-04-15 04:51:08.297405, cost_time=0:00:14.167413 2021-04-15 04:50:29,718 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.47ms, fps=918 images/s, loss=0.1917, top1-acc=93.36%, top5-acc=99.93%, remaining_time=0:00:38.437000, arrival_time=2021-04-15 04:51:08.155629, cost_time=0:00:16.957497 2021-04-15 04:50:32,515 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1909, top1-acc=93.43%, top5-acc=99.92%, remaining_time=0:00:35.557578, arrival_time=2021-04-15 04:51:08.072862, cost_time=0:00:19.754188 2021-04-15 04:50:35,310 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1894, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:32.696224, arrival_time=2021-04-15 04:51:08.006431, cost_time=0:00:22.549113 2021-04-15 04:50:38,105 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1884, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:00:29.849600, arrival_time=2021-04-15 04:51:07.954752, cost_time=0:00:25.344043 2021-04-15 04:50:40,900 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.56ms, fps=916 images/s, loss=0.1885, top1-acc=93.50%, top5-acc=99.91%, remaining_time=0:00:27.013632, arrival_time=2021-04-15 04:51:07.914061, cost_time=0:00:28.139247 2021-04-15 04:50:43,690 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.1877, top1-acc=93.52%, top5-acc=99.91%, remaining_time=0:00:24.180964, arrival_time=2021-04-15 04:51:07.871148, cost_time=0:00:30.929100 2021-04-15 04:50:46,482 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1878, top1-acc=93.51%, top5-acc=99.90%, remaining_time=0:00:21.356988, arrival_time=2021-04-15 04:51:07.839669, cost_time=0:00:33.721566 2021-04-15 04:50:49,272 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1904, top1-acc=93.39%, top5-acc=99.89%, remaining_time=0:00:18.536430, arrival_time=2021-04-15 04:51:07.808631, cost_time=0:00:36.511107 2021-04-15 04:50:52,063 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1914, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:15.720880, arrival_time=2021-04-15 04:51:07.784189, cost_time=0:00:39.302216 2021-04-15 04:50:54,854 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1916, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:12.908612, arrival_time=2021-04-15 04:51:07.762980, cost_time=0:00:42.093268 2021-04-15 04:50:57,642 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1929, top1-acc=93.30%, top5-acc=99.90%, remaining_time=0:00:10.098288, arrival_time=2021-04-15 04:51:07.740690, cost_time=0:00:44.881304 2021-04-15 04:51:00,432 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.1947, top1-acc=93.24%, top5-acc=99.90%, remaining_time=0:00:07.290868, arrival_time=2021-04-15 04:51:07.722963, cost_time=0:00:47.670991 2021-04-15 04:51:03,231 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.1956, top1-acc=93.22%, top5-acc=99.89%, remaining_time=0:00:04.486256, arrival_time=2021-04-15 04:51:07.717729, cost_time=0:00:50.470373 2021-04-15 04:51:06,022 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.09ms, fps=917 images/s, loss=0.1953, top1-acc=93.26%, top5-acc=99.89%, remaining_time=0:00:01.681932, arrival_time=2021-04-15 04:51:07.704198, cost_time=0:00:53.261134 2021-04-15 04:51:07,525 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.30ms, fps=905 images/s, loss=0.1954, top1-acc=93.27%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 04:51:07.524966, cost_time=0:00:54.763885 2021-04-15 04:51:08,408 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=1.22ms, fps=2902 images/s, loss=0.3781, top1-acc=87.50%, top5-acc=99.61%, remaining_time=0:00:02.646540, arrival_time=2021-04-15 04:51:11.055368, cost_time=0:00:00.882182 2021-04-15 04:51:09,179 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.22ms, fps=3324 images/s, loss=0.3872, top1-acc=87.44%, top5-acc=99.57%, remaining_time=0:00:01.652760, arrival_time=2021-04-15 04:51:10.832134, cost_time=0:00:01.652751 2021-04-15 04:51:09,949 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.21ms, fps=3326 images/s, loss=0.3919, top1-acc=87.32%, top5-acc=99.49%, remaining_time=0:00:00.807540, arrival_time=2021-04-15 04:51:10.756796, cost_time=0:00:02.422617 2021-04-15 04:51:10,654 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=3293 images/s, loss=0.3836, top1-acc=87.33%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 04:51:10.653997, cost_time=0:00:03.127387 2021-04-15 04:51:11,515 INFO : Epoch=0063 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:13:43.651737, arrival_time=2021-04-15 07:04:55.167482, cost_time=1:01:29.708446 2021-04-15 04:51:11,516 INFO : Train start, epoch=0064, lr=0.077451 2021-04-15 04:51:14,472 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.31ms, fps=866 images/s, loss=0.1846, top1-acc=94.02%, top5-acc=100.00%, remaining_time=0:00:54.958722, arrival_time=2021-04-15 04:52:09.430647, cost_time=0:00:02.954769 2021-04-15 04:51:17,272 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.1935, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:50.643648, arrival_time=2021-04-15 04:52:07.915756, cost_time=0:00:05.754960 2021-04-15 04:51:20,065 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1968, top1-acc=93.27%, top5-acc=99.90%, remaining_time=0:00:47.302198, arrival_time=2021-04-15 04:52:07.367983, cost_time=0:00:08.548598 2021-04-15 04:51:22,859 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1988, top1-acc=93.10%, top5-acc=99.90%, remaining_time=0:00:44.235360, arrival_time=2021-04-15 04:52:07.094828, cost_time=0:00:11.342396 2021-04-15 04:51:25,649 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.71ms, fps=918 images/s, loss=0.1935, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:41.267776, arrival_time=2021-04-15 04:52:06.917670, cost_time=0:00:14.132783 2021-04-15 04:51:28,440 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1907, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:38.360024, arrival_time=2021-04-15 04:52:06.800655, cost_time=0:00:16.923524 2021-04-15 04:51:31,232 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1898, top1-acc=93.48%, top5-acc=99.90%, remaining_time=0:00:35.487018, arrival_time=2021-04-15 04:52:06.719121, cost_time=0:00:19.715036 2021-04-15 04:51:34,021 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.1901, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:00:32.631960, arrival_time=2021-04-15 04:52:06.653799, cost_time=0:00:22.504771 2021-04-15 04:51:36,813 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1904, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:29.793208, arrival_time=2021-04-15 04:52:06.606397, cost_time=0:00:25.296118 2021-04-15 04:51:39,609 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1885, top1-acc=93.51%, top5-acc=99.90%, remaining_time=0:00:26.968704, arrival_time=2021-04-15 04:52:06.578253, cost_time=0:00:28.092416 2021-04-15 04:51:42,405 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.24ms, fps=916 images/s, loss=0.1876, top1-acc=93.57%, top5-acc=99.89%, remaining_time=0:00:24.148886, arrival_time=2021-04-15 04:52:06.554051, cost_time=0:00:30.888078 2021-04-15 04:51:45,195 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1868, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:21.329856, arrival_time=2021-04-15 04:52:06.525686, cost_time=0:00:33.678764 2021-04-15 04:51:47,985 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.1875, top1-acc=93.59%, top5-acc=99.89%, remaining_time=0:00:18.514584, arrival_time=2021-04-15 04:52:06.499820, cost_time=0:00:36.468171 2021-04-15 04:51:50,774 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1886, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:15.703016, arrival_time=2021-04-15 04:52:06.477611, cost_time=0:00:39.257521 2021-04-15 04:51:53,566 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1884, top1-acc=93.57%, top5-acc=99.89%, remaining_time=0:00:12.894996, arrival_time=2021-04-15 04:52:06.461103, cost_time=0:00:42.048925 2021-04-15 04:51:56,363 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.1890, top1-acc=93.55%, top5-acc=99.89%, remaining_time=0:00:10.090368, arrival_time=2021-04-15 04:52:06.453446, cost_time=0:00:44.846006 2021-04-15 04:51:59,153 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1903, top1-acc=93.50%, top5-acc=99.89%, remaining_time=0:00:07.285538, arrival_time=2021-04-15 04:52:06.438736, cost_time=0:00:47.636128 2021-04-15 04:52:01,952 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.1909, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:04.483104, arrival_time=2021-04-15 04:52:06.435104, cost_time=0:00:50.434929 2021-04-15 04:52:04,747 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.17ms, fps=916 images/s, loss=0.1913, top1-acc=93.49%, top5-acc=99.89%, remaining_time=0:00:01.680942, arrival_time=2021-04-15 04:52:06.427920, cost_time=0:00:53.229859 2021-04-15 04:52:06,248 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.18ms, fps=906 images/s, loss=0.1913, top1-acc=93.50%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:06.248352, cost_time=0:00:54.731285 2021-04-15 04:52:07,131 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.48ms, fps=2905 images/s, loss=0.5032, top1-acc=84.88%, top5-acc=99.37%, remaining_time=0:00:02.644020, arrival_time=2021-04-15 04:52:09.775361, cost_time=0:00:00.881342 2021-04-15 04:52:07,905 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.35ms, fps=3308 images/s, loss=0.5313, top1-acc=84.08%, top5-acc=99.16%, remaining_time=0:00:01.655460, arrival_time=2021-04-15 04:52:09.560917, cost_time=0:00:01.655463 2021-04-15 04:52:08,680 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.32ms, fps=3305 images/s, loss=0.5361, top1-acc=83.96%, top5-acc=99.11%, remaining_time=0:00:00.810090, arrival_time=2021-04-15 04:52:09.490370, cost_time=0:00:02.430275 2021-04-15 04:52:09,388 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.06ms, fps=3276 images/s, loss=0.5431, top1-acc=83.74%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-15 04:52:09.388743, cost_time=0:00:03.138765 2021-04-15 04:52:09,837 INFO : Epoch=0064 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:12:44.563784, arrival_time=2021-04-15 07:04:54.401071, cost_time=1:02:28.029997 2021-04-15 04:52:09,838 INFO : Train start, epoch=0065, lr=0.076791 2021-04-15 04:52:12,806 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.34ms, fps=863 images/s, loss=0.2089, top1-acc=92.46%, top5-acc=99.92%, remaining_time=0:00:55.202568, arrival_time=2021-04-15 04:53:08.009377, cost_time=0:00:02.967880 2021-04-15 04:52:15,614 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.45ms, fps=912 images/s, loss=0.2042, top1-acc=92.89%, top5-acc=99.92%, remaining_time=0:00:50.825632, arrival_time=2021-04-15 04:53:06.440182, cost_time=0:00:05.775637 2021-04-15 04:52:18,422 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.44ms, fps=912 images/s, loss=0.1948, top1-acc=93.24%, top5-acc=99.91%, remaining_time=0:00:47.496916, arrival_time=2021-04-15 04:53:05.919629, cost_time=0:00:08.583795 2021-04-15 04:52:21,229 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.1927, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:44.423964, arrival_time=2021-04-15 04:53:05.653546, cost_time=0:00:11.390762 2021-04-15 04:52:24,029 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.1873, top1-acc=93.67%, top5-acc=99.91%, remaining_time=0:00:41.435530, arrival_time=2021-04-15 04:53:05.464660, cost_time=0:00:14.190234 2021-04-15 04:52:26,825 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.1857, top1-acc=93.76%, top5-acc=99.90%, remaining_time=0:00:38.503368, arrival_time=2021-04-15 04:53:05.329004, cost_time=0:00:16.986774 2021-04-15 04:52:29,617 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1827, top1-acc=93.78%, top5-acc=99.91%, remaining_time=0:00:35.601300, arrival_time=2021-04-15 04:53:05.218618, cost_time=0:00:19.778484 2021-04-15 04:52:32,408 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1807, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:32.725224, arrival_time=2021-04-15 04:53:05.133185, cost_time=0:00:22.569120 2021-04-15 04:52:35,202 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.1829, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:29.872284, arrival_time=2021-04-15 04:53:05.074379, cost_time=0:00:25.363258 2021-04-15 04:52:38,002 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.1833, top1-acc=93.71%, top5-acc=99.89%, remaining_time=0:00:27.037248, arrival_time=2021-04-15 04:53:05.039972, cost_time=0:00:28.163806 2021-04-15 04:52:40,800 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.1850, top1-acc=93.63%, top5-acc=99.89%, remaining_time=0:00:24.206076, arrival_time=2021-04-15 04:53:05.006128, cost_time=0:00:30.961224 2021-04-15 04:52:43,596 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.1861, top1-acc=93.60%, top5-acc=99.89%, remaining_time=0:00:21.380016, arrival_time=2021-04-15 04:53:04.976756, cost_time=0:00:33.757900 2021-04-15 04:52:46,389 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1864, top1-acc=93.57%, top5-acc=99.89%, remaining_time=0:00:18.556428, arrival_time=2021-04-15 04:53:04.945856, cost_time=0:00:36.550595 2021-04-15 04:52:49,181 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1866, top1-acc=93.58%, top5-acc=99.89%, remaining_time=0:00:15.737120, arrival_time=2021-04-15 04:53:04.918683, cost_time=0:00:39.342732 2021-04-15 04:52:51,977 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.1861, top1-acc=93.61%, top5-acc=99.89%, remaining_time=0:00:12.922642, arrival_time=2021-04-15 04:53:04.900509, cost_time=0:00:42.138980 2021-04-15 04:52:54,776 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.1868, top1-acc=93.61%, top5-acc=99.88%, remaining_time=0:00:10.111032, arrival_time=2021-04-15 04:53:04.887844, cost_time=0:00:44.937978 2021-04-15 04:52:57,578 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=1.72ms, fps=914 images/s, loss=0.1878, top1-acc=93.59%, top5-acc=99.88%, remaining_time=0:00:07.301346, arrival_time=2021-04-15 04:53:04.879894, cost_time=0:00:47.739641 2021-04-15 04:53:00,378 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.52ms, fps=915 images/s, loss=0.1887, top1-acc=93.54%, top5-acc=99.88%, remaining_time=0:00:04.492352, arrival_time=2021-04-15 04:53:04.870356, cost_time=0:00:50.539013 2021-04-15 04:53:03,174 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1893, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:01.684266, arrival_time=2021-04-15 04:53:04.858188, cost_time=0:00:53.335063 2021-04-15 04:53:04,677 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.35ms, fps=905 images/s, loss=0.1914, top1-acc=93.46%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:53:04.677173, cost_time=0:00:54.838303 2021-04-15 04:53:05,579 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=1.32ms, fps=2851 images/s, loss=0.7520, top1-acc=77.50%, top5-acc=98.95%, remaining_time=0:00:02.694090, arrival_time=2021-04-15 04:53:08.273264, cost_time=0:00:00.898030 2021-04-15 04:53:06,350 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.28ms, fps=3321 images/s, loss=0.7495, top1-acc=77.83%, top5-acc=98.95%, remaining_time=0:00:01.669260, arrival_time=2021-04-15 04:53:08.019671, cost_time=0:00:01.669262 2021-04-15 04:53:07,122 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.34ms, fps=3317 images/s, loss=0.7600, top1-acc=77.88%, top5-acc=98.85%, remaining_time=0:00:00.813800, arrival_time=2021-04-15 04:53:07.936393, cost_time=0:00:02.441388 2021-04-15 04:53:07,828 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.05ms, fps=3289 images/s, loss=0.7530, top1-acc=78.04%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 04:53:07.828289, cost_time=0:00:03.147168 2021-04-15 04:53:08,277 INFO : Epoch=0065 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:11:45.745395, arrival_time=2021-04-15 07:04:54.022729, cost_time=1:03:26.470010 2021-04-15 04:53:08,279 INFO : Train start, epoch=0066, lr=0.076125 2021-04-15 04:53:11,267 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.46ms, fps=857 images/s, loss=0.2023, top1-acc=93.05%, top5-acc=99.80%, remaining_time=0:00:55.570104, arrival_time=2021-04-15 04:54:06.837133, cost_time=0:00:02.987636 2021-04-15 04:53:14,060 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1941, top1-acc=93.38%, top5-acc=99.90%, remaining_time=0:00:50.874560, arrival_time=2021-04-15 04:54:04.935145, cost_time=0:00:05.781191 2021-04-15 04:53:16,859 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.1819, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:47.473510, arrival_time=2021-04-15 04:54:04.332422, cost_time=0:00:08.579536 2021-04-15 04:53:19,653 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1843, top1-acc=93.82%, top5-acc=99.93%, remaining_time=0:00:44.358132, arrival_time=2021-04-15 04:54:04.011332, cost_time=0:00:11.373883 2021-04-15 04:53:22,446 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.80ms, fps=917 images/s, loss=0.1795, top1-acc=93.97%, top5-acc=99.92%, remaining_time=0:00:41.366472, arrival_time=2021-04-15 04:54:03.812445, cost_time=0:00:14.166617 2021-04-15 04:53:25,235 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.47ms, fps=918 images/s, loss=0.1872, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:38.434552, arrival_time=2021-04-15 04:54:03.670277, cost_time=0:00:16.956395 2021-04-15 04:53:28,032 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1866, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:35.555310, arrival_time=2021-04-15 04:54:03.587548, cost_time=0:00:19.752940 2021-04-15 04:53:30,824 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1822, top1-acc=93.90%, top5-acc=99.92%, remaining_time=0:00:32.689960, arrival_time=2021-04-15 04:54:03.514098, cost_time=0:00:22.544840 2021-04-15 04:53:33,617 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.1803, top1-acc=94.01%, top5-acc=99.92%, remaining_time=0:00:29.842498, arrival_time=2021-04-15 04:54:03.459773, cost_time=0:00:25.337974 2021-04-15 04:53:36,409 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1782, top1-acc=94.07%, top5-acc=99.92%, remaining_time=0:00:27.005280, arrival_time=2021-04-15 04:54:03.415127, cost_time=0:00:28.130467 2021-04-15 04:53:39,205 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.1781, top1-acc=94.02%, top5-acc=99.92%, remaining_time=0:00:24.178470, arrival_time=2021-04-15 04:54:03.383739, cost_time=0:00:30.925951 2021-04-15 04:53:41,994 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1792, top1-acc=93.99%, top5-acc=99.92%, remaining_time=0:00:21.352808, arrival_time=2021-04-15 04:54:03.347025, cost_time=0:00:33.714917 2021-04-15 04:53:44,790 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1798, top1-acc=93.90%, top5-acc=99.92%, remaining_time=0:00:18.536232, arrival_time=2021-04-15 04:54:03.326298, cost_time=0:00:36.510767 2021-04-15 04:53:47,579 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1825, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:15.720040, arrival_time=2021-04-15 04:54:03.299387, cost_time=0:00:39.300048 2021-04-15 04:53:50,370 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1836, top1-acc=93.76%, top5-acc=99.92%, remaining_time=0:00:12.907922, arrival_time=2021-04-15 04:54:03.278259, cost_time=0:00:42.091036 2021-04-15 04:53:53,163 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1846, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:10.098900, arrival_time=2021-04-15 04:54:03.262283, cost_time=0:00:44.884071 2021-04-15 04:53:55,964 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.1855, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:07.293052, arrival_time=2021-04-15 04:54:03.257706, cost_time=0:00:47.685352 2021-04-15 04:53:58,754 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1861, top1-acc=93.68%, top5-acc=99.91%, remaining_time=0:00:04.486704, arrival_time=2021-04-15 04:54:03.241483, cost_time=0:00:50.475480 2021-04-15 04:54:01,549 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.12ms, fps=916 images/s, loss=0.1873, top1-acc=93.66%, top5-acc=99.91%, remaining_time=0:00:01.682214, arrival_time=2021-04-15 04:54:03.231709, cost_time=0:00:53.270140 2021-04-15 04:54:03,054 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.18ms, fps=904 images/s, loss=0.1890, top1-acc=93.61%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:03.054198, cost_time=0:00:54.774891 2021-04-15 04:54:03,932 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=1.18ms, fps=2919 images/s, loss=0.5390, top1-acc=83.28%, top5-acc=98.95%, remaining_time=0:00:02.630910, arrival_time=2021-04-15 04:54:06.563756, cost_time=0:00:00.876969 2021-04-15 04:54:04,704 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.29ms, fps=3321 images/s, loss=0.5270, top1-acc=83.57%, top5-acc=99.10%, remaining_time=0:00:01.648200, arrival_time=2021-04-15 04:54:06.352278, cost_time=0:00:01.648206 2021-04-15 04:54:05,477 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.34ms, fps=3310 images/s, loss=0.5275, top1-acc=83.85%, top5-acc=99.10%, remaining_time=0:00:00.807300, arrival_time=2021-04-15 04:54:06.285058, cost_time=0:00:02.421891 2021-04-15 04:54:06,183 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.5445, top1-acc=83.52%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-15 04:54:06.183179, cost_time=0:00:03.127329 2021-04-15 04:54:06,645 INFO : Epoch=0066 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:10:46.793172, arrival_time=2021-04-15 07:04:53.438863, cost_time=1:04:24.838406 2021-04-15 04:54:06,646 INFO : Train start, epoch=0067, lr=0.075452 2021-04-15 04:54:09,601 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.26ms, fps=867 images/s, loss=0.1801, top1-acc=93.79%, top5-acc=99.84%, remaining_time=0:00:54.940308, arrival_time=2021-04-15 04:55:04.541305, cost_time=0:00:02.953782 2021-04-15 04:54:12,394 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1700, top1-acc=94.06%, top5-acc=99.90%, remaining_time=0:00:50.579584, arrival_time=2021-04-15 04:55:02.974356, cost_time=0:00:05.747682 2021-04-15 04:54:15,193 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.1742, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:47.289748, arrival_time=2021-04-15 04:55:02.483210, cost_time=0:00:08.546328 2021-04-15 04:54:17,986 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.1836, top1-acc=93.52%, top5-acc=99.90%, remaining_time=0:00:44.222724, arrival_time=2021-04-15 04:55:02.208957, cost_time=0:00:11.339174 2021-04-15 04:54:20,777 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.1829, top1-acc=93.55%, top5-acc=99.90%, remaining_time=0:00:41.259746, arrival_time=2021-04-15 04:55:02.036911, cost_time=0:00:14.130042 2021-04-15 04:54:23,566 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1824, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:38.350232, arrival_time=2021-04-15 04:55:01.916537, cost_time=0:00:16.919236 2021-04-15 04:54:26,357 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.1805, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:35.478324, arrival_time=2021-04-15 04:55:01.835540, cost_time=0:00:19.710161 2021-04-15 04:54:29,147 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1783, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:32.626276, arrival_time=2021-04-15 04:55:01.774187, cost_time=0:00:22.500860 2021-04-15 04:54:31,937 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.1800, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:29.786530, arrival_time=2021-04-15 04:55:01.724075, cost_time=0:00:25.290489 2021-04-15 04:54:34,730 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.1802, top1-acc=93.82%, top5-acc=99.92%, remaining_time=0:00:26.960352, arrival_time=2021-04-15 04:55:01.691170, cost_time=0:00:28.083688 2021-04-15 04:54:37,517 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.1827, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:24.135040, arrival_time=2021-04-15 04:55:01.652510, cost_time=0:00:30.870423 2021-04-15 04:54:40,308 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1839, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:21.319064, arrival_time=2021-04-15 04:55:01.627842, cost_time=0:00:33.661720 2021-04-15 04:54:43,096 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1836, top1-acc=93.75%, top5-acc=99.90%, remaining_time=0:00:18.505278, arrival_time=2021-04-15 04:55:01.602065, cost_time=0:00:36.449730 2021-04-15 04:54:45,886 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1839, top1-acc=93.76%, top5-acc=99.90%, remaining_time=0:00:15.695792, arrival_time=2021-04-15 04:55:01.582364, cost_time=0:00:39.239526 2021-04-15 04:54:48,680 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1836, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:12.890350, arrival_time=2021-04-15 04:55:01.571116, cost_time=0:00:42.033704 2021-04-15 04:54:51,476 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1846, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:10.086660, arrival_time=2021-04-15 04:55:01.563413, cost_time=0:00:44.829634 2021-04-15 04:54:54,274 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.47ms, fps=915 images/s, loss=0.1858, top1-acc=93.61%, top5-acc=99.90%, remaining_time=0:00:07.284264, arrival_time=2021-04-15 04:55:01.559175, cost_time=0:00:47.627857 2021-04-15 04:54:57,067 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1866, top1-acc=93.61%, top5-acc=99.90%, remaining_time=0:00:04.481840, arrival_time=2021-04-15 04:55:01.549606, cost_time=0:00:50.420707 2021-04-15 04:54:59,859 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.1870, top1-acc=93.59%, top5-acc=99.90%, remaining_time=0:00:01.680384, arrival_time=2021-04-15 04:55:01.539647, cost_time=0:00:53.212166 2021-04-15 04:55:01,360 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.22ms, fps=906 images/s, loss=0.1869, top1-acc=93.59%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 04:55:01.360060, cost_time=0:00:54.713008 2021-04-15 04:55:02,250 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.30ms, fps=2879 images/s, loss=0.5484, top1-acc=83.48%, top5-acc=99.45%, remaining_time=0:00:02.667210, arrival_time=2021-04-15 04:55:04.918101, cost_time=0:00:00.889068 2021-04-15 04:55:03,025 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.52ms, fps=3308 images/s, loss=0.5464, top1-acc=83.52%, top5-acc=99.30%, remaining_time=0:00:01.663480, arrival_time=2021-04-15 04:55:04.688743, cost_time=0:00:01.663470 2021-04-15 04:55:03,797 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.25ms, fps=3316 images/s, loss=0.5418, top1-acc=83.24%, top5-acc=99.34%, remaining_time=0:00:00.811930, arrival_time=2021-04-15 04:55:04.609514, cost_time=0:00:02.435776 2021-04-15 04:55:04,504 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.06ms, fps=3285 images/s, loss=0.5547, top1-acc=82.88%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 04:55:04.504162, cost_time=0:00:03.142384 2021-04-15 04:55:04,930 INFO : Epoch=0067 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:09:47.693039, arrival_time=2021-04-15 07:04:52.623880, cost_time=1:05:23.123549 2021-04-15 04:55:04,932 INFO : Train start, epoch=0068, lr=0.074773 2021-04-15 04:55:07,897 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.72ms, fps=863 images/s, loss=0.1823, top1-acc=94.06%, top5-acc=99.96%, remaining_time=0:00:55.146396, arrival_time=2021-04-15 04:56:03.043534, cost_time=0:00:02.964857 2021-04-15 04:55:10,695 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.1910, top1-acc=93.77%, top5-acc=99.88%, remaining_time=0:00:50.716864, arrival_time=2021-04-15 04:56:01.412387, cost_time=0:00:05.763283 2021-04-15 04:55:13,497 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.49ms, fps=914 images/s, loss=0.1842, top1-acc=93.79%, top5-acc=99.88%, remaining_time=0:00:47.395490, arrival_time=2021-04-15 04:56:00.893157, cost_time=0:00:08.565442 2021-04-15 04:55:16,288 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1840, top1-acc=93.73%, top5-acc=99.86%, remaining_time=0:00:44.289960, arrival_time=2021-04-15 04:56:00.578548, cost_time=0:00:11.356418 2021-04-15 04:55:19,083 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.58ms, fps=916 images/s, loss=0.1809, top1-acc=93.81%, top5-acc=99.88%, remaining_time=0:00:41.322088, arrival_time=2021-04-15 04:56:00.405662, cost_time=0:00:14.151417 2021-04-15 04:55:21,878 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1795, top1-acc=93.84%, top5-acc=99.88%, remaining_time=0:00:38.412112, arrival_time=2021-04-15 04:56:00.290854, cost_time=0:00:16.946517 2021-04-15 04:55:24,677 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=1.26ms, fps=915 images/s, loss=0.1786, top1-acc=93.82%, top5-acc=99.90%, remaining_time=0:00:35.541324, arrival_time=2021-04-15 04:56:00.218677, cost_time=0:00:19.745189 2021-04-15 04:55:27,470 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1797, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:32.681260, arrival_time=2021-04-15 04:56:00.152215, cost_time=0:00:22.538808 2021-04-15 04:55:30,263 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1807, top1-acc=93.78%, top5-acc=99.90%, remaining_time=0:00:29.835078, arrival_time=2021-04-15 04:56:00.098858, cost_time=0:00:25.331635 2021-04-15 04:55:33,055 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.1805, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:26.998176, arrival_time=2021-04-15 04:56:00.053492, cost_time=0:00:28.123098 2021-04-15 04:55:35,851 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1821, top1-acc=93.66%, top5-acc=99.90%, remaining_time=0:00:24.172966, arrival_time=2021-04-15 04:56:00.024070, cost_time=0:00:30.918924 2021-04-15 04:55:38,644 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.1806, top1-acc=93.76%, top5-acc=99.91%, remaining_time=0:00:21.350984, arrival_time=2021-04-15 04:55:59.995255, cost_time=0:00:33.712115 2021-04-15 04:55:41,439 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1809, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:18.534648, arrival_time=2021-04-15 04:55:59.974494, cost_time=0:00:36.507693 2021-04-15 04:55:44,231 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1823, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:15.719648, arrival_time=2021-04-15 04:55:59.950972, cost_time=0:00:39.299179 2021-04-15 04:55:47,025 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.1826, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:12.908474, arrival_time=2021-04-15 04:55:59.933505, cost_time=0:00:42.092872 2021-04-15 04:55:49,822 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.1833, top1-acc=93.73%, top5-acc=99.90%, remaining_time=0:00:10.100304, arrival_time=2021-04-15 04:55:59.922722, cost_time=0:00:44.890264 2021-04-15 04:55:52,624 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.1831, top1-acc=93.72%, top5-acc=99.90%, remaining_time=0:00:07.294144, arrival_time=2021-04-15 04:55:59.918791, cost_time=0:00:47.692479 2021-04-15 04:55:55,420 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.1834, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:04.487888, arrival_time=2021-04-15 04:55:59.908840, cost_time=0:00:50.488797 2021-04-15 04:55:58,213 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.16ms, fps=917 images/s, loss=0.1830, top1-acc=93.68%, top5-acc=99.90%, remaining_time=0:00:01.682550, arrival_time=2021-04-15 04:55:59.895605, cost_time=0:00:53.280738 2021-04-15 04:55:59,717 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.27ms, fps=904 images/s, loss=0.1833, top1-acc=93.67%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 04:55:59.717299, cost_time=0:00:54.785170 2021-04-15 04:56:00,618 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.20ms, fps=2847 images/s, loss=0.6378, top1-acc=82.93%, top5-acc=98.28%, remaining_time=0:00:02.697690, arrival_time=2021-04-15 04:56:03.315801, cost_time=0:00:00.899234 2021-04-15 04:56:01,389 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.28ms, fps=3321 images/s, loss=0.6608, top1-acc=82.27%, top5-acc=98.16%, remaining_time=0:00:01.670480, arrival_time=2021-04-15 04:56:03.059820, cost_time=0:00:01.670470 2021-04-15 04:56:02,161 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.43ms, fps=3318 images/s, loss=0.6568, top1-acc=82.04%, top5-acc=98.27%, remaining_time=0:00:00.814080, arrival_time=2021-04-15 04:56:02.975211, cost_time=0:00:02.442243 2021-04-15 04:56:02,867 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.06ms, fps=3287 images/s, loss=0.6531, top1-acc=82.05%, top5-acc=98.27%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:02.867318, cost_time=0:00:03.148464 2021-04-15 04:56:03,320 INFO : Epoch=0068 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:08:48.819384, arrival_time=2021-04-15 07:04:52.139706, cost_time=1:06:21.513039 2021-04-15 04:56:03,321 INFO : Train start, epoch=0069, lr=0.074088 2021-04-15 04:56:06,285 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.72ms, fps=864 images/s, loss=0.1743, top1-acc=93.95%, top5-acc=99.96%, remaining_time=0:00:55.127982, arrival_time=2021-04-15 04:57:01.413555, cost_time=0:00:02.963869 2021-04-15 04:56:09,079 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1757, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:50.672864, arrival_time=2021-04-15 04:56:59.752757, cost_time=0:00:05.758281 2021-04-15 04:56:11,873 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1711, top1-acc=94.05%, top5-acc=99.90%, remaining_time=0:00:47.317470, arrival_time=2021-04-15 04:56:59.190523, cost_time=0:00:08.551362 2021-04-15 04:56:14,664 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.68ms, fps=917 images/s, loss=0.1670, top1-acc=94.14%, top5-acc=99.87%, remaining_time=0:00:44.236296, arrival_time=2021-04-15 04:56:58.900510, cost_time=0:00:11.342620 2021-04-15 04:56:17,457 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1651, top1-acc=94.21%, top5-acc=99.87%, remaining_time=0:00:41.276098, arrival_time=2021-04-15 04:56:58.733444, cost_time=0:00:14.135663 2021-04-15 04:56:20,250 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=2.01ms, fps=917 images/s, loss=0.1645, top1-acc=94.27%, top5-acc=99.89%, remaining_time=0:00:38.372128, arrival_time=2021-04-15 04:56:58.622622, cost_time=0:00:16.928885 2021-04-15 04:56:23,045 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.1657, top1-acc=94.27%, top5-acc=99.90%, remaining_time=0:00:35.503272, arrival_time=2021-04-15 04:56:58.548936, cost_time=0:00:19.724059 2021-04-15 04:56:25,836 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1670, top1-acc=94.25%, top5-acc=99.89%, remaining_time=0:00:32.647040, arrival_time=2021-04-15 04:56:58.483859, cost_time=0:00:22.515221 2021-04-15 04:56:28,629 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1693, top1-acc=94.18%, top5-acc=99.90%, remaining_time=0:00:29.807200, arrival_time=2021-04-15 04:56:58.436814, cost_time=0:00:25.308015 2021-04-15 04:56:31,425 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1714, top1-acc=94.11%, top5-acc=99.90%, remaining_time=0:00:26.979072, arrival_time=2021-04-15 04:56:58.403996, cost_time=0:00:28.103235 2021-04-15 04:56:34,218 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1733, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:00:24.155938, arrival_time=2021-04-15 04:56:58.374749, cost_time=0:00:30.897162 2021-04-15 04:56:37,013 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.1746, top1-acc=93.88%, top5-acc=99.91%, remaining_time=0:00:21.338444, arrival_time=2021-04-15 04:56:58.352281, cost_time=0:00:33.692231 2021-04-15 04:56:39,805 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1746, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:18.522570, arrival_time=2021-04-15 04:56:58.328078, cost_time=0:00:36.483907 2021-04-15 04:56:42,604 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.1769, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:15.713264, arrival_time=2021-04-15 04:56:58.318012, cost_time=0:00:39.283148 2021-04-15 04:56:45,398 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1774, top1-acc=93.78%, top5-acc=99.91%, remaining_time=0:00:12.903598, arrival_time=2021-04-15 04:56:58.302081, cost_time=0:00:42.076877 2021-04-15 04:56:48,189 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.1789, top1-acc=93.71%, top5-acc=99.91%, remaining_time=0:00:10.095228, arrival_time=2021-04-15 04:56:58.284494, cost_time=0:00:44.867663 2021-04-15 04:56:50,984 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.1805, top1-acc=93.64%, top5-acc=99.90%, remaining_time=0:00:07.289594, arrival_time=2021-04-15 04:56:58.273929, cost_time=0:00:47.662728 2021-04-15 04:56:53,775 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1826, top1-acc=93.58%, top5-acc=99.90%, remaining_time=0:00:04.484768, arrival_time=2021-04-15 04:56:58.259989, cost_time=0:00:50.453611 2021-04-15 04:56:56,571 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.1849, top1-acc=93.51%, top5-acc=99.90%, remaining_time=0:00:01.681560, arrival_time=2021-04-15 04:56:58.252582, cost_time=0:00:53.249367 2021-04-15 04:56:58,070 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.39ms, fps=907 images/s, loss=0.1860, top1-acc=93.47%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-15 04:56:58.070601, cost_time=0:00:54.749002 2021-04-15 04:56:58,971 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.18ms, fps=2847 images/s, loss=0.4624, top1-acc=84.69%, top5-acc=99.41%, remaining_time=0:00:02.697900, arrival_time=2021-04-15 04:57:01.669471, cost_time=0:00:00.899302 2021-04-15 04:56:59,743 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.19ms, fps=3320 images/s, loss=0.4638, top1-acc=84.94%, top5-acc=99.43%, remaining_time=0:00:01.670860, arrival_time=2021-04-15 04:57:01.413958, cost_time=0:00:01.670854 2021-04-15 04:57:00,514 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.48ms, fps=3319 images/s, loss=0.4588, top1-acc=85.34%, top5-acc=99.30%, remaining_time=0:00:00.814150, arrival_time=2021-04-15 04:57:01.328846, cost_time=0:00:02.442436 2021-04-15 04:57:01,220 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.06ms, fps=3287 images/s, loss=0.4634, top1-acc=85.25%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 04:57:01.220745, cost_time=0:00:03.148520 2021-04-15 04:57:02,013 INFO : Epoch=0069 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:07:50.536272, arrival_time=2021-04-15 07:04:52.549676, cost_time=1:07:20.206111 2021-04-15 04:57:02,014 INFO : Train start, epoch=0070, lr=0.073396 2021-04-15 04:57:04,982 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.50ms, fps=863 images/s, loss=0.2050, top1-acc=93.16%, top5-acc=99.92%, remaining_time=0:00:55.197360, arrival_time=2021-04-15 04:58:00.179793, cost_time=0:00:02.967597 2021-04-15 04:57:07,777 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1969, top1-acc=93.30%, top5-acc=99.92%, remaining_time=0:00:50.710000, arrival_time=2021-04-15 04:57:58.487320, cost_time=0:00:05.762500 2021-04-15 04:57:10,568 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1849, top1-acc=93.68%, top5-acc=99.93%, remaining_time=0:00:47.327928, arrival_time=2021-04-15 04:57:57.895972, cost_time=0:00:08.553230 2021-04-15 04:57:13,357 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1768, top1-acc=93.95%, top5-acc=99.94%, remaining_time=0:00:44.235048, arrival_time=2021-04-15 04:57:57.592111, cost_time=0:00:11.342311 2021-04-15 04:57:16,150 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1789, top1-acc=93.85%, top5-acc=99.93%, remaining_time=0:00:41.275514, arrival_time=2021-04-15 04:57:57.425671, cost_time=0:00:14.135428 2021-04-15 04:57:18,939 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.1783, top1-acc=93.82%, top5-acc=99.93%, remaining_time=0:00:38.363424, arrival_time=2021-04-15 04:57:57.303262, cost_time=0:00:16.925022 2021-04-15 04:57:21,732 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1778, top1-acc=93.86%, top5-acc=99.93%, remaining_time=0:00:35.491050, arrival_time=2021-04-15 04:57:57.223058, cost_time=0:00:19.717259 2021-04-15 04:57:24,525 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1771, top1-acc=93.88%, top5-acc=99.94%, remaining_time=0:00:32.640544, arrival_time=2021-04-15 04:57:57.166003, cost_time=0:00:22.510736 2021-04-15 04:57:27,312 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.23ms, fps=919 images/s, loss=0.1760, top1-acc=93.93%, top5-acc=99.93%, remaining_time=0:00:29.795646, arrival_time=2021-04-15 04:57:57.108571, cost_time=0:00:25.298189 2021-04-15 04:57:30,103 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1772, top1-acc=93.90%, top5-acc=99.93%, remaining_time=0:00:26.964768, arrival_time=2021-04-15 04:57:57.067841, cost_time=0:00:28.088287 2021-04-15 04:57:32,894 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1787, top1-acc=93.83%, top5-acc=99.93%, remaining_time=0:00:24.142264, arrival_time=2021-04-15 04:57:57.036629, cost_time=0:00:30.879611 2021-04-15 04:57:35,687 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.1789, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:21.325828, arrival_time=2021-04-15 04:57:57.012935, cost_time=0:00:33.672355 2021-04-15 04:57:38,476 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1782, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:18.511482, arrival_time=2021-04-15 04:57:56.988214, cost_time=0:00:36.462012 2021-04-15 04:57:41,267 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1776, top1-acc=93.90%, top5-acc=99.92%, remaining_time=0:00:15.701056, arrival_time=2021-04-15 04:57:56.968434, cost_time=0:00:39.252643 2021-04-15 04:57:44,061 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1774, top1-acc=93.89%, top5-acc=99.92%, remaining_time=0:00:12.894214, arrival_time=2021-04-15 04:57:56.955315, cost_time=0:00:42.046382 2021-04-15 04:57:46,851 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1771, top1-acc=93.88%, top5-acc=99.92%, remaining_time=0:00:10.088172, arrival_time=2021-04-15 04:57:56.939224, cost_time=0:00:44.836321 2021-04-15 04:57:49,645 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1770, top1-acc=93.88%, top5-acc=99.92%, remaining_time=0:00:07.284680, arrival_time=2021-04-15 04:57:56.930080, cost_time=0:00:47.630671 2021-04-15 04:57:52,434 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1786, top1-acc=93.84%, top5-acc=99.92%, remaining_time=0:00:04.481744, arrival_time=2021-04-15 04:57:56.916152, cost_time=0:00:50.419687 2021-04-15 04:57:55,227 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.02ms, fps=917 images/s, loss=0.1795, top1-acc=93.81%, top5-acc=99.92%, remaining_time=0:00:01.680396, arrival_time=2021-04-15 04:57:56.907777, cost_time=0:00:53.212509 2021-04-15 04:57:56,727 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.10ms, fps=907 images/s, loss=0.1789, top1-acc=93.83%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 04:57:56.727648, cost_time=0:00:54.712937 2021-04-15 04:57:57,635 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.17ms, fps=2825 images/s, loss=0.5044, top1-acc=84.61%, top5-acc=99.45%, remaining_time=0:00:02.718090, arrival_time=2021-04-15 04:58:00.353362, cost_time=0:00:00.906030 2021-04-15 04:57:58,406 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=1.27ms, fps=3321 images/s, loss=0.5165, top1-acc=84.39%, top5-acc=99.18%, remaining_time=0:00:01.677300, arrival_time=2021-04-15 04:58:00.083830, cost_time=0:00:01.677296 2021-04-15 04:57:59,177 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.29ms, fps=3324 images/s, loss=0.5036, top1-acc=84.84%, top5-acc=99.17%, remaining_time=0:00:00.815920, arrival_time=2021-04-15 04:57:59.992925, cost_time=0:00:02.447769 2021-04-15 04:57:59,883 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.05ms, fps=3284 images/s, loss=0.5140, top1-acc=84.85%, top5-acc=99.11%, remaining_time=0:00:00, arrival_time=2021-04-15 04:57:59.883717, cost_time=0:00:03.154491 2021-04-15 04:58:00,418 INFO : Epoch=0070 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:06:51.707220, arrival_time=2021-04-15 07:04:52.126092, cost_time=1:08:18.611581 2021-04-15 04:58:00,420 INFO : Train start, epoch=0071, lr=0.072700 2021-04-15 04:58:03,350 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.39ms, fps=874 images/s, loss=0.1750, top1-acc=94.10%, top5-acc=99.88%, remaining_time=0:00:54.496884, arrival_time=2021-04-15 04:58:57.847108, cost_time=0:00:02.929938 2021-04-15 04:58:06,140 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1707, top1-acc=94.08%, top5-acc=99.92%, remaining_time=0:00:50.340224, arrival_time=2021-04-15 04:58:56.481042, cost_time=0:00:05.720474 2021-04-15 04:58:08,932 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1765, top1-acc=93.80%, top5-acc=99.92%, remaining_time=0:00:47.098516, arrival_time=2021-04-15 04:58:56.030520, cost_time=0:00:08.511767 2021-04-15 04:58:11,725 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1801, top1-acc=93.65%, top5-acc=99.91%, remaining_time=0:00:44.089188, arrival_time=2021-04-15 04:58:55.814316, cost_time=0:00:11.304922 2021-04-15 04:58:14,518 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1760, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:00:41.165284, arrival_time=2021-04-15 04:58:55.683270, cost_time=0:00:14.097724 2021-04-15 04:58:17,310 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.1711, top1-acc=93.89%, top5-acc=99.92%, remaining_time=0:00:38.285088, arrival_time=2021-04-15 04:58:55.595792, cost_time=0:00:16.890494 2021-04-15 04:58:20,100 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.1709, top1-acc=93.84%, top5-acc=99.93%, remaining_time=0:00:35.424774, arrival_time=2021-04-15 04:58:55.525417, cost_time=0:00:19.680447 2021-04-15 04:58:22,891 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1694, top1-acc=93.92%, top5-acc=99.92%, remaining_time=0:00:32.583472, arrival_time=2021-04-15 04:58:55.475016, cost_time=0:00:22.471351 2021-04-15 04:58:25,686 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.72ms, fps=916 images/s, loss=0.1706, top1-acc=93.94%, top5-acc=99.91%, remaining_time=0:00:29.757592, arrival_time=2021-04-15 04:58:55.443695, cost_time=0:00:25.265844 2021-04-15 04:58:28,477 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1741, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:26.935104, arrival_time=2021-04-15 04:58:55.412755, cost_time=0:00:28.057441 2021-04-15 04:58:31,269 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.1755, top1-acc=93.77%, top5-acc=99.92%, remaining_time=0:00:24.118098, arrival_time=2021-04-15 04:58:55.387058, cost_time=0:00:30.848757 2021-04-15 04:58:34,057 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.1757, top1-acc=93.84%, top5-acc=99.92%, remaining_time=0:00:21.303636, arrival_time=2021-04-15 04:58:55.361108, cost_time=0:00:33.637271 2021-04-15 04:58:36,850 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1789, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:18.495180, arrival_time=2021-04-15 04:58:55.345271, cost_time=0:00:36.429897 2021-04-15 04:58:39,639 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.1799, top1-acc=93.70%, top5-acc=99.92%, remaining_time=0:00:15.687896, arrival_time=2021-04-15 04:58:55.327805, cost_time=0:00:39.219706 2021-04-15 04:58:42,428 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1805, top1-acc=93.70%, top5-acc=99.92%, remaining_time=0:00:12.882576, arrival_time=2021-04-15 04:58:55.311232, cost_time=0:00:42.008465 2021-04-15 04:58:45,222 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1807, top1-acc=93.70%, top5-acc=99.92%, remaining_time=0:00:10.080504, arrival_time=2021-04-15 04:58:55.302944, cost_time=0:00:44.802243 2021-04-15 04:58:48,011 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1808, top1-acc=93.70%, top5-acc=99.92%, remaining_time=0:00:07.278596, arrival_time=2021-04-15 04:58:55.289688, cost_time=0:00:47.590891 2021-04-15 04:58:50,805 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1820, top1-acc=93.68%, top5-acc=99.92%, remaining_time=0:00:04.478688, arrival_time=2021-04-15 04:58:55.284205, cost_time=0:00:50.385322 2021-04-15 04:58:53,599 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.08ms, fps=916 images/s, loss=0.1827, top1-acc=93.65%, top5-acc=99.92%, remaining_time=0:00:01.679334, arrival_time=2021-04-15 04:58:55.278554, cost_time=0:00:53.178967 2021-04-15 04:58:55,099 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.14ms, fps=907 images/s, loss=0.1835, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 04:58:55.099439, cost_time=0:00:54.679244 2021-04-15 04:58:56,000 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=1.19ms, fps=2848 images/s, loss=0.4428, top1-acc=86.33%, top5-acc=99.34%, remaining_time=0:00:02.696730, arrival_time=2021-04-15 04:58:58.696761, cost_time=0:00:00.898912 2021-04-15 04:58:56,775 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.39ms, fps=3303 images/s, loss=0.4524, top1-acc=85.86%, top5-acc=99.39%, remaining_time=0:00:01.674480, arrival_time=2021-04-15 04:58:58.450046, cost_time=0:00:01.674481 2021-04-15 04:58:57,547 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.20ms, fps=3316 images/s, loss=0.4474, top1-acc=86.08%, top5-acc=99.36%, remaining_time=0:00:00.815610, arrival_time=2021-04-15 04:58:58.363493, cost_time=0:00:02.446817 2021-04-15 04:58:58,255 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=0.4608, top1-acc=86.04%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 04:58:58.255562, cost_time=0:00:03.154511 2021-04-15 04:58:58,696 INFO : Epoch=0071 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:05:52.657170, arrival_time=2021-04-15 07:04:51.353282, cost_time=1:09:16.888816 2021-04-15 04:58:58,697 INFO : Train start, epoch=0072, lr=0.071997 2021-04-15 04:59:01,696 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.79ms, fps=854 images/s, loss=0.1884, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:55.771170, arrival_time=2021-04-15 04:59:57.467097, cost_time=0:00:02.998454 2021-04-15 04:59:04,487 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.1902, top1-acc=93.44%, top5-acc=99.90%, remaining_time=0:00:50.947600, arrival_time=2021-04-15 04:59:55.434541, cost_time=0:00:05.789502 2021-04-15 04:59:07,288 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.1887, top1-acc=93.41%, top5-acc=99.91%, remaining_time=0:00:47.537254, arrival_time=2021-04-15 04:59:54.825825, cost_time=0:00:08.591074 2021-04-15 04:59:10,078 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1857, top1-acc=93.46%, top5-acc=99.90%, remaining_time=0:00:44.385744, arrival_time=2021-04-15 04:59:54.464131, cost_time=0:00:11.380974 2021-04-15 04:59:12,869 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.1832, top1-acc=93.63%, top5-acc=99.91%, remaining_time=0:00:41.381218, arrival_time=2021-04-15 04:59:54.250337, cost_time=0:00:14.171635 2021-04-15 04:59:15,659 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.1840, top1-acc=93.55%, top5-acc=99.91%, remaining_time=0:00:38.448152, arrival_time=2021-04-15 04:59:54.107968, cost_time=0:00:16.962401 2021-04-15 04:59:18,460 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.1814, top1-acc=93.58%, top5-acc=99.92%, remaining_time=0:00:35.574084, arrival_time=2021-04-15 04:59:54.034913, cost_time=0:00:19.763412 2021-04-15 04:59:21,266 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.63ms, fps=913 images/s, loss=0.1803, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:32.725456, arrival_time=2021-04-15 04:59:53.992111, cost_time=0:00:22.569240 2021-04-15 04:59:24,067 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.28ms, fps=914 images/s, loss=0.1786, top1-acc=93.68%, top5-acc=99.93%, remaining_time=0:00:29.880552, arrival_time=2021-04-15 04:59:53.948230, cost_time=0:00:25.370265 2021-04-15 04:59:26,865 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.1767, top1-acc=93.78%, top5-acc=99.93%, remaining_time=0:00:27.041568, arrival_time=2021-04-15 04:59:53.907361, cost_time=0:00:28.168303 2021-04-15 04:59:29,659 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1762, top1-acc=93.77%, top5-acc=99.93%, remaining_time=0:00:24.206592, arrival_time=2021-04-15 04:59:53.865907, cost_time=0:00:30.961912 2021-04-15 04:59:32,451 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1759, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:21.377280, arrival_time=2021-04-15 04:59:53.828245, cost_time=0:00:33.753541 2021-04-15 04:59:35,243 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1759, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:18.554118, arrival_time=2021-04-15 04:59:53.797551, cost_time=0:00:36.546028 2021-04-15 04:59:38,032 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1758, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:15.733928, arrival_time=2021-04-15 04:59:53.766151, cost_time=0:00:39.334812 2021-04-15 04:59:40,825 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1770, top1-acc=93.81%, top5-acc=99.90%, remaining_time=0:00:12.919192, arrival_time=2021-04-15 04:59:53.744366, cost_time=0:00:42.127770 2021-04-15 04:59:43,617 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1775, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:10.107072, arrival_time=2021-04-15 04:59:53.724790, cost_time=0:00:44.920310 2021-04-15 04:59:46,413 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.1776, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:07.297810, arrival_time=2021-04-15 04:59:53.711721, cost_time=0:00:47.716501 2021-04-15 04:59:49,210 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.1778, top1-acc=93.77%, top5-acc=99.91%, remaining_time=0:00:04.490080, arrival_time=2021-04-15 04:59:53.700959, cost_time=0:00:50.513468 2021-04-15 04:59:52,018 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.1788, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:01.683804, arrival_time=2021-04-15 04:59:53.701725, cost_time=0:00:53.320439 2021-04-15 04:59:53,523 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.21ms, fps=904 images/s, loss=0.1792, top1-acc=93.75%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:53.523003, cost_time=0:00:54.825610 2021-04-15 04:59:54,432 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.24ms, fps=2818 images/s, loss=0.5168, top1-acc=84.02%, top5-acc=99.06%, remaining_time=0:00:02.724930, arrival_time=2021-04-15 04:59:57.157809, cost_time=0:00:00.908311 2021-04-15 04:59:55,205 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.23ms, fps=3315 images/s, loss=0.5096, top1-acc=84.51%, top5-acc=99.18%, remaining_time=0:00:01.680780, arrival_time=2021-04-15 04:59:56.886133, cost_time=0:00:01.680783 2021-04-15 04:59:55,979 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.30ms, fps=3310 images/s, loss=0.4975, top1-acc=84.40%, top5-acc=99.14%, remaining_time=0:00:00.818160, arrival_time=2021-04-15 04:59:56.797217, cost_time=0:00:02.454470 2021-04-15 04:59:56,685 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.05ms, fps=3285 images/s, loss=0.5029, top1-acc=84.24%, top5-acc=99.06%, remaining_time=0:00:00, arrival_time=2021-04-15 04:59:56.685549, cost_time=0:00:03.161001 2021-04-15 04:59:57,204 INFO : Epoch=0072 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:04:54.038656, arrival_time=2021-04-15 07:04:51.242693, cost_time=1:10:15.396751 2021-04-15 04:59:57,205 INFO : Train start, epoch=0073, lr=0.071289 2021-04-15 05:00:00,203 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.34ms, fps=854 images/s, loss=0.1741, top1-acc=94.14%, top5-acc=99.96%, remaining_time=0:00:55.765218, arrival_time=2021-04-15 05:00:55.968708, cost_time=0:00:02.998127 2021-04-15 05:00:02,999 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.68ms, fps=916 images/s, loss=0.1779, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:50.986848, arrival_time=2021-04-15 05:00:53.986279, cost_time=0:00:05.793965 2021-04-15 05:00:05,795 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1794, top1-acc=93.85%, top5-acc=99.93%, remaining_time=0:00:47.529784, arrival_time=2021-04-15 05:00:53.324861, cost_time=0:00:08.589714 2021-04-15 05:00:08,589 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.1781, top1-acc=93.80%, top5-acc=99.94%, remaining_time=0:00:44.396508, arrival_time=2021-04-15 05:00:52.985667, cost_time=0:00:11.383712 2021-04-15 05:00:11,381 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1767, top1-acc=93.91%, top5-acc=99.94%, remaining_time=0:00:41.393336, arrival_time=2021-04-15 05:00:52.774482, cost_time=0:00:14.175790 2021-04-15 05:00:14,173 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1760, top1-acc=94.00%, top5-acc=99.94%, remaining_time=0:00:38.461344, arrival_time=2021-04-15 05:00:52.635044, cost_time=0:00:16.968267 2021-04-15 05:00:16,968 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.56ms, fps=916 images/s, loss=0.1763, top1-acc=93.96%, top5-acc=99.94%, remaining_time=0:00:35.572824, arrival_time=2021-04-15 05:00:52.540907, cost_time=0:00:19.762712 2021-04-15 05:00:19,760 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1754, top1-acc=93.93%, top5-acc=99.93%, remaining_time=0:00:32.704460, arrival_time=2021-04-15 05:00:52.464613, cost_time=0:00:22.554800 2021-04-15 05:00:22,555 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.1756, top1-acc=93.94%, top5-acc=99.92%, remaining_time=0:00:29.856914, arrival_time=2021-04-15 05:00:52.412530, cost_time=0:00:25.350247 2021-04-15 05:00:25,347 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1761, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:27.016128, arrival_time=2021-04-15 05:00:52.363245, cost_time=0:00:28.141758 2021-04-15 05:00:28,140 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1772, top1-acc=93.91%, top5-acc=99.91%, remaining_time=0:00:24.185780, arrival_time=2021-04-15 05:00:52.326473, cost_time=0:00:30.935261 2021-04-15 05:00:30,941 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.1767, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:21.366336, arrival_time=2021-04-15 05:00:52.308102, cost_time=0:00:33.736380 2021-04-15 05:00:33,736 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1757, top1-acc=94.00%, top5-acc=99.92%, remaining_time=0:00:18.546396, arrival_time=2021-04-15 05:00:52.282581, cost_time=0:00:36.530829 2021-04-15 05:00:36,528 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1768, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:15.729168, arrival_time=2021-04-15 05:00:52.257492, cost_time=0:00:39.322954 2021-04-15 05:00:39,319 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1766, top1-acc=93.99%, top5-acc=99.92%, remaining_time=0:00:12.914960, arrival_time=2021-04-15 05:00:52.234341, cost_time=0:00:42.114027 2021-04-15 05:00:42,108 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1757, top1-acc=94.01%, top5-acc=99.91%, remaining_time=0:00:10.103292, arrival_time=2021-04-15 05:00:52.212095, cost_time=0:00:44.903449 2021-04-15 05:00:44,901 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1758, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:00:07.294664, arrival_time=2021-04-15 05:00:52.195837, cost_time=0:00:47.695814 2021-04-15 05:00:47,697 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.1767, top1-acc=93.98%, top5-acc=99.90%, remaining_time=0:00:04.488208, arrival_time=2021-04-15 05:00:52.185915, cost_time=0:00:50.492348 2021-04-15 05:00:50,489 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.1778, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:01.682664, arrival_time=2021-04-15 05:00:52.172509, cost_time=0:00:53.284446 2021-04-15 05:00:51,993 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.49ms, fps=905 images/s, loss=0.1769, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 05:00:51.992960, cost_time=0:00:54.787565 2021-04-15 05:00:52,883 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=2.33ms, fps=2879 images/s, loss=0.5012, top1-acc=85.12%, top5-acc=99.06%, remaining_time=0:00:02.667960, arrival_time=2021-04-15 05:00:55.551789, cost_time=0:00:00.889320 2021-04-15 05:00:53,654 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.26ms, fps=3322 images/s, loss=0.5047, top1-acc=84.63%, top5-acc=99.16%, remaining_time=0:00:01.660240, arrival_time=2021-04-15 05:00:55.314993, cost_time=0:00:01.660231 2021-04-15 05:00:54,427 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.42ms, fps=3314 images/s, loss=0.5025, top1-acc=84.71%, top5-acc=99.27%, remaining_time=0:00:00.811000, arrival_time=2021-04-15 05:00:55.238519, cost_time=0:00:02.433007 2021-04-15 05:00:55,133 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.05ms, fps=3288 images/s, loss=0.5022, top1-acc=84.59%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-15 05:00:55.133376, cost_time=0:00:03.138864 2021-04-15 05:00:55,558 INFO : Epoch=0073 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:03:55.156834, arrival_time=2021-04-15 07:04:50.715711, cost_time=1:11:13.751586 2021-04-15 05:00:55,560 INFO : Train start, epoch=0074, lr=0.070576 2021-04-15 05:00:58,494 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.61ms, fps=872 images/s, loss=0.1699, top1-acc=94.18%, top5-acc=100.00%, remaining_time=0:00:54.578538, arrival_time=2021-04-15 05:01:53.073063, cost_time=0:00:02.934330 2021-04-15 05:01:01,292 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.1669, top1-acc=94.14%, top5-acc=99.96%, remaining_time=0:00:50.438784, arrival_time=2021-04-15 05:01:51.730756, cost_time=0:00:05.731684 2021-04-15 05:01:04,088 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.1648, top1-acc=94.31%, top5-acc=99.97%, remaining_time=0:00:47.189152, arrival_time=2021-04-15 05:01:51.277588, cost_time=0:00:08.528154 2021-04-15 05:01:06,884 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.68ms, fps=916 images/s, loss=0.1662, top1-acc=94.34%, top5-acc=99.97%, remaining_time=0:00:44.162196, arrival_time=2021-04-15 05:01:51.046129, cost_time=0:00:11.323622 2021-04-15 05:01:09,685 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.1656, top1-acc=94.34%, top5-acc=99.97%, remaining_time=0:00:41.245730, arrival_time=2021-04-15 05:01:50.931195, cost_time=0:00:14.125267 2021-04-15 05:01:12,491 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.52ms, fps=912 images/s, loss=0.1624, top1-acc=94.48%, top5-acc=99.95%, remaining_time=0:00:38.377432, arrival_time=2021-04-15 05:01:50.868937, cost_time=0:00:16.931244 2021-04-15 05:01:15,290 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.1618, top1-acc=94.55%, top5-acc=99.95%, remaining_time=0:00:35.513604, arrival_time=2021-04-15 05:01:50.803593, cost_time=0:00:19.729760 2021-04-15 05:01:18,083 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1636, top1-acc=94.47%, top5-acc=99.94%, remaining_time=0:00:32.658756, arrival_time=2021-04-15 05:01:50.742258, cost_time=0:00:22.523309 2021-04-15 05:01:20,879 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1619, top1-acc=94.51%, top5-acc=99.94%, remaining_time=0:00:29.820450, arrival_time=2021-04-15 05:01:50.699872, cost_time=0:00:25.319231 2021-04-15 05:01:23,674 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.1626, top1-acc=94.48%, top5-acc=99.93%, remaining_time=0:00:26.990016, arrival_time=2021-04-15 05:01:50.664773, cost_time=0:00:28.114565 2021-04-15 05:01:26,465 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.1639, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:24.162302, arrival_time=2021-04-15 05:01:50.627877, cost_time=0:00:30.905324 2021-04-15 05:01:29,257 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1639, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:21.341332, arrival_time=2021-04-15 05:01:50.598360, cost_time=0:00:33.696810 2021-04-15 05:01:32,048 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1655, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:18.524682, arrival_time=2021-04-15 05:01:50.572852, cost_time=0:00:36.487957 2021-04-15 05:01:34,843 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.1670, top1-acc=94.29%, top5-acc=99.93%, remaining_time=0:00:15.713376, arrival_time=2021-04-15 05:01:50.557054, cost_time=0:00:39.283482 2021-04-15 05:01:37,635 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.1689, top1-acc=94.23%, top5-acc=99.93%, remaining_time=0:00:12.903092, arrival_time=2021-04-15 05:01:50.538518, cost_time=0:00:42.075235 2021-04-15 05:01:40,426 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1698, top1-acc=94.19%, top5-acc=99.93%, remaining_time=0:00:10.094904, arrival_time=2021-04-15 05:01:50.521266, cost_time=0:00:44.866165 2021-04-15 05:01:43,221 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.1724, top1-acc=94.08%, top5-acc=99.93%, remaining_time=0:00:07.289308, arrival_time=2021-04-15 05:01:50.510401, cost_time=0:00:47.660902 2021-04-15 05:01:46,018 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.1738, top1-acc=94.03%, top5-acc=99.93%, remaining_time=0:00:04.485216, arrival_time=2021-04-15 05:01:50.504025, cost_time=0:00:50.458615 2021-04-15 05:01:48,818 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.1748, top1-acc=93.97%, top5-acc=99.93%, remaining_time=0:00:01.681830, arrival_time=2021-04-15 05:01:50.500159, cost_time=0:00:53.257958 2021-04-15 05:01:50,320 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.22ms, fps=906 images/s, loss=0.1756, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:50.320153, cost_time=0:00:54.759954 2021-04-15 05:01:51,209 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.22ms, fps=2884 images/s, loss=0.5325, top1-acc=83.55%, top5-acc=99.41%, remaining_time=0:00:02.663130, arrival_time=2021-04-15 05:01:53.872693, cost_time=0:00:00.887707 2021-04-15 05:01:51,984 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.36ms, fps=3307 images/s, loss=0.5228, top1-acc=83.89%, top5-acc=99.32%, remaining_time=0:00:01.662160, arrival_time=2021-04-15 05:01:53.646178, cost_time=0:00:01.662170 2021-04-15 05:01:52,758 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.25ms, fps=3309 images/s, loss=0.5193, top1-acc=84.15%, top5-acc=99.36%, remaining_time=0:00:00.812030, arrival_time=2021-04-15 05:01:53.570033, cost_time=0:00:02.436086 2021-04-15 05:01:53,465 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.05ms, fps=3283 images/s, loss=0.5366, top1-acc=84.01%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-15 05:01:53.465061, cost_time=0:00:03.143230 2021-04-15 05:01:53,875 INFO : Epoch=0074 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:02:56.224968, arrival_time=2021-04-15 07:04:50.100898, cost_time=1:12:12.068643 2021-04-15 05:01:53,877 INFO : Train start, epoch=0075, lr=0.069857 2021-04-15 05:01:56,883 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.68ms, fps=851 images/s, loss=0.1749, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:55.919970, arrival_time=2021-04-15 05:02:52.803844, cost_time=0:00:03.006453 2021-04-15 05:01:59,679 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1686, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:51.062704, arrival_time=2021-04-15 05:02:50.742606, cost_time=0:00:05.802572 2021-04-15 05:02:02,473 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1685, top1-acc=94.18%, top5-acc=99.86%, remaining_time=0:00:47.564146, arrival_time=2021-04-15 05:02:50.037485, cost_time=0:00:08.595933 2021-04-15 05:02:05,269 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.1678, top1-acc=94.16%, top5-acc=99.88%, remaining_time=0:00:44.429892, arrival_time=2021-04-15 05:02:49.699512, cost_time=0:00:11.392292 2021-04-15 05:02:08,065 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.1679, top1-acc=94.11%, top5-acc=99.91%, remaining_time=0:00:41.428084, arrival_time=2021-04-15 05:02:49.493164, cost_time=0:00:14.187679 2021-04-15 05:02:10,856 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1685, top1-acc=94.05%, top5-acc=99.90%, remaining_time=0:00:38.485688, arrival_time=2021-04-15 05:02:49.342014, cost_time=0:00:16.978994 2021-04-15 05:02:13,650 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.1725, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:35.590842, arrival_time=2021-04-15 05:02:49.240824, cost_time=0:00:19.772657 2021-04-15 05:02:16,447 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.1712, top1-acc=93.86%, top5-acc=99.90%, remaining_time=0:00:32.726964, arrival_time=2021-04-15 05:02:49.174606, cost_time=0:00:22.570317 2021-04-15 05:02:19,244 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.1714, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:29.877160, arrival_time=2021-04-15 05:02:49.121931, cost_time=0:00:25.367438 2021-04-15 05:02:22,039 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.1731, top1-acc=93.86%, top5-acc=99.90%, remaining_time=0:00:27.035232, arrival_time=2021-04-15 05:02:49.074372, cost_time=0:00:28.161738 2021-04-15 05:02:24,845 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.1729, top1-acc=93.90%, top5-acc=99.90%, remaining_time=0:00:24.211666, arrival_time=2021-04-15 05:02:49.057450, cost_time=0:00:30.968429 2021-04-15 05:02:27,639 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.1737, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:21.382752, arrival_time=2021-04-15 05:02:49.022318, cost_time=0:00:33.762244 2021-04-15 05:02:30,433 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1720, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:18.559266, arrival_time=2021-04-15 05:02:48.992720, cost_time=0:00:36.556130 2021-04-15 05:02:33,229 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1715, top1-acc=94.01%, top5-acc=99.91%, remaining_time=0:00:15.741040, arrival_time=2021-04-15 05:02:48.970917, cost_time=0:00:39.352554 2021-04-15 05:02:36,022 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1720, top1-acc=94.01%, top5-acc=99.91%, remaining_time=0:00:12.924390, arrival_time=2021-04-15 05:02:48.946407, cost_time=0:00:42.144689 2021-04-15 05:02:38,815 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1720, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:00:10.111032, arrival_time=2021-04-15 05:02:48.926325, cost_time=0:00:44.937970 2021-04-15 05:02:41,605 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1733, top1-acc=93.97%, top5-acc=99.92%, remaining_time=0:00:07.299604, arrival_time=2021-04-15 05:02:48.905125, cost_time=0:00:47.728198 2021-04-15 05:02:44,398 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1739, top1-acc=93.98%, top5-acc=99.92%, remaining_time=0:00:04.490768, arrival_time=2021-04-15 05:02:48.889183, cost_time=0:00:50.521093 2021-04-15 05:02:47,192 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.1742, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:01.683618, arrival_time=2021-04-15 05:02:48.875606, cost_time=0:00:53.314612 2021-04-15 05:02:48,692 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.61ms, fps=907 images/s, loss=0.1752, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 05:02:48.692405, cost_time=0:00:54.815039 2021-04-15 05:02:49,574 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.22ms, fps=2910 images/s, loss=0.6581, top1-acc=80.78%, top5-acc=99.22%, remaining_time=0:00:02.639340, arrival_time=2021-04-15 05:02:52.213318, cost_time=0:00:00.879779 2021-04-15 05:02:50,344 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.28ms, fps=3325 images/s, loss=0.6837, top1-acc=80.70%, top5-acc=99.22%, remaining_time=0:00:01.649900, arrival_time=2021-04-15 05:02:51.994027, cost_time=0:00:01.649903 2021-04-15 05:02:51,116 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=1.38ms, fps=3315 images/s, loss=0.6878, top1-acc=80.27%, top5-acc=99.11%, remaining_time=0:00:00.807470, arrival_time=2021-04-15 05:02:51.924087, cost_time=0:00:02.422415 2021-04-15 05:02:51,820 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.05ms, fps=3300 images/s, loss=0.6815, top1-acc=80.35%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-15 05:02:51.820015, cost_time=0:00:03.125824 2021-04-15 05:02:52,260 INFO : Epoch=0075 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:01:57.422375, arrival_time=2021-04-15 07:04:49.683102, cost_time=1:13:10.453438 2021-04-15 05:02:52,261 INFO : Train start, epoch=0076, lr=0.069134 2021-04-15 05:02:55,264 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.25ms, fps=853 images/s, loss=0.1846, top1-acc=93.67%, top5-acc=100.00%, remaining_time=0:00:55.845012, arrival_time=2021-04-15 05:03:51.109446, cost_time=0:00:03.002422 2021-04-15 05:02:58,051 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.1763, top1-acc=93.98%, top5-acc=99.98%, remaining_time=0:00:50.945488, arrival_time=2021-04-15 05:03:48.996761, cost_time=0:00:05.789257 2021-04-15 05:03:00,847 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1684, top1-acc=94.19%, top5-acc=99.96%, remaining_time=0:00:47.505050, arrival_time=2021-04-15 05:03:48.352307, cost_time=0:00:08.585241 2021-04-15 05:03:03,637 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1692, top1-acc=94.17%, top5-acc=99.96%, remaining_time=0:00:44.366088, arrival_time=2021-04-15 05:03:48.004012, cost_time=0:00:11.375908 2021-04-15 05:03:06,427 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1664, top1-acc=94.28%, top5-acc=99.95%, remaining_time=0:00:41.363406, arrival_time=2021-04-15 05:03:47.790976, cost_time=0:00:14.165560 2021-04-15 05:03:09,217 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1665, top1-acc=94.21%, top5-acc=99.95%, remaining_time=0:00:38.433328, arrival_time=2021-04-15 05:03:47.651226, cost_time=0:00:16.955884 2021-04-15 05:03:12,008 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.15ms, fps=917 images/s, loss=0.1675, top1-acc=94.16%, top5-acc=99.96%, remaining_time=0:00:35.544474, arrival_time=2021-04-15 05:03:47.553402, cost_time=0:00:19.746911 2021-04-15 05:03:14,798 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1705, top1-acc=94.05%, top5-acc=99.96%, remaining_time=0:00:32.677664, arrival_time=2021-04-15 05:03:47.475976, cost_time=0:00:22.536296 2021-04-15 05:03:17,586 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.1717, top1-acc=94.06%, top5-acc=99.96%, remaining_time=0:00:29.826810, arrival_time=2021-04-15 05:03:47.413483, cost_time=0:00:25.324662 2021-04-15 05:03:20,376 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1726, top1-acc=94.00%, top5-acc=99.95%, remaining_time=0:00:26.990208, arrival_time=2021-04-15 05:03:47.366995, cost_time=0:00:28.114774 2021-04-15 05:03:23,164 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.1710, top1-acc=94.08%, top5-acc=99.94%, remaining_time=0:00:24.159894, arrival_time=2021-04-15 05:03:47.324063, cost_time=0:00:30.902162 2021-04-15 05:03:25,955 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1693, top1-acc=94.14%, top5-acc=99.95%, remaining_time=0:00:21.339508, arrival_time=2021-04-15 05:03:47.295437, cost_time=0:00:33.693906 2021-04-15 05:03:28,753 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.73ms, fps=915 images/s, loss=0.1694, top1-acc=94.16%, top5-acc=99.93%, remaining_time=0:00:18.526530, arrival_time=2021-04-15 05:03:47.280292, cost_time=0:00:36.491699 2021-04-15 05:03:31,544 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1690, top1-acc=94.19%, top5-acc=99.93%, remaining_time=0:00:15.713096, arrival_time=2021-04-15 05:03:47.257879, cost_time=0:00:39.282769 2021-04-15 05:03:34,334 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.1692, top1-acc=94.15%, top5-acc=99.94%, remaining_time=0:00:12.902218, arrival_time=2021-04-15 05:03:47.236729, cost_time=0:00:42.072468 2021-04-15 05:03:37,127 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1711, top1-acc=94.08%, top5-acc=99.94%, remaining_time=0:00:10.094760, arrival_time=2021-04-15 05:03:47.222335, cost_time=0:00:44.865562 2021-04-15 05:03:39,921 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.48ms, fps=916 images/s, loss=0.1724, top1-acc=94.03%, top5-acc=99.94%, remaining_time=0:00:07.289074, arrival_time=2021-04-15 05:03:47.210497, cost_time=0:00:47.659396 2021-04-15 05:03:42,711 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1725, top1-acc=94.03%, top5-acc=99.94%, remaining_time=0:00:04.484368, arrival_time=2021-04-15 05:03:47.195478, cost_time=0:00:50.449095 2021-04-15 05:03:45,502 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.1728, top1-acc=94.04%, top5-acc=99.94%, remaining_time=0:00:01.681278, arrival_time=2021-04-15 05:03:47.183733, cost_time=0:00:53.240444 2021-04-15 05:03:47,004 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.17ms, fps=905 images/s, loss=0.1722, top1-acc=94.05%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:47.004835, cost_time=0:00:54.742840 2021-04-15 05:03:47,889 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.22ms, fps=2899 images/s, loss=0.4290, top1-acc=86.64%, top5-acc=99.37%, remaining_time=0:00:02.649330, arrival_time=2021-04-15 05:03:50.538839, cost_time=0:00:00.883108 2021-04-15 05:03:48,661 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=2.15ms, fps=3316 images/s, loss=0.4235, top1-acc=86.54%, top5-acc=99.45%, remaining_time=0:00:01.655380, arrival_time=2021-04-15 05:03:50.317187, cost_time=0:00:01.655379 2021-04-15 05:03:49,439 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.26ms, fps=3296 images/s, loss=0.4278, top1-acc=86.59%, top5-acc=99.35%, remaining_time=0:00:00.811010, arrival_time=2021-04-15 05:03:50.250438, cost_time=0:00:02.433022 2021-04-15 05:03:50,143 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.06ms, fps=3296 images/s, loss=0.4336, top1-acc=86.28%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:03:50.143567, cost_time=0:00:03.137185 2021-04-15 05:03:50,618 INFO : Epoch=0076 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=2:00:58.586140, arrival_time=2021-04-15 07:04:49.204305, cost_time=1:14:08.810873 2021-04-15 05:03:50,619 INFO : Train start, epoch=0077, lr=0.068406 2021-04-15 05:03:53,596 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.56ms, fps=860 images/s, loss=0.1652, top1-acc=93.95%, top5-acc=99.96%, remaining_time=0:00:55.365504, arrival_time=2021-04-15 05:04:48.961577, cost_time=0:00:02.976635 2021-04-15 05:03:56,388 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1568, top1-acc=94.45%, top5-acc=99.90%, remaining_time=0:00:50.771424, arrival_time=2021-04-15 05:04:47.160338, cost_time=0:00:05.769476 2021-04-15 05:03:59,176 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.1614, top1-acc=94.35%, top5-acc=99.91%, remaining_time=0:00:47.348346, arrival_time=2021-04-15 05:04:46.524715, cost_time=0:00:08.556923 2021-04-15 05:04:01,970 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1568, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:44.267964, arrival_time=2021-04-15 05:04:46.238158, cost_time=0:00:11.350759 2021-04-15 05:04:04,760 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1575, top1-acc=94.62%, top5-acc=99.90%, remaining_time=0:00:41.290698, arrival_time=2021-04-15 05:04:46.050787, cost_time=0:00:14.140642 2021-04-15 05:04:07,552 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1596, top1-acc=94.53%, top5-acc=99.90%, remaining_time=0:00:38.381784, arrival_time=2021-04-15 05:04:45.934371, cost_time=0:00:16.933137 2021-04-15 05:04:10,343 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.1588, top1-acc=94.56%, top5-acc=99.91%, remaining_time=0:00:35.502642, arrival_time=2021-04-15 05:04:45.845739, cost_time=0:00:19.723669 2021-04-15 05:04:13,130 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1566, top1-acc=94.62%, top5-acc=99.91%, remaining_time=0:00:32.641704, arrival_time=2021-04-15 05:04:45.772635, cost_time=0:00:22.511487 2021-04-15 05:04:15,923 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.1562, top1-acc=94.64%, top5-acc=99.90%, remaining_time=0:00:29.802218, arrival_time=2021-04-15 05:04:45.725497, cost_time=0:00:25.303789 2021-04-15 05:04:18,714 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.1593, top1-acc=94.54%, top5-acc=99.91%, remaining_time=0:00:26.971104, arrival_time=2021-04-15 05:04:45.685429, cost_time=0:00:28.094857 2021-04-15 05:04:21,509 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.1597, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:24.150090, arrival_time=2021-04-15 05:04:45.659171, cost_time=0:00:30.889640 2021-04-15 05:04:24,299 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1608, top1-acc=94.47%, top5-acc=99.91%, remaining_time=0:00:21.330464, arrival_time=2021-04-15 05:04:45.629614, cost_time=0:00:33.679708 2021-04-15 05:04:27,090 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1614, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:18.515904, arrival_time=2021-04-15 05:04:45.606058, cost_time=0:00:36.470712 2021-04-15 05:04:29,882 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.47ms, fps=917 images/s, loss=0.1618, top1-acc=94.42%, top5-acc=99.92%, remaining_time=0:00:15.705032, arrival_time=2021-04-15 05:04:45.587085, cost_time=0:00:39.262624 2021-04-15 05:04:32,674 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1628, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:12.896928, arrival_time=2021-04-15 05:04:45.571494, cost_time=0:00:42.055126 2021-04-15 05:04:35,472 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.60ms, fps=915 images/s, loss=0.1650, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:10.091988, arrival_time=2021-04-15 05:04:45.564749, cost_time=0:00:44.853330 2021-04-15 05:04:38,267 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1658, top1-acc=94.27%, top5-acc=99.92%, remaining_time=0:00:07.287410, arrival_time=2021-04-15 05:04:45.555294, cost_time=0:00:47.648449 2021-04-15 05:04:41,066 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.1654, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:04.484176, arrival_time=2021-04-15 05:04:45.550645, cost_time=0:00:50.447029 2021-04-15 05:04:43,856 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.14ms, fps=918 images/s, loss=0.1656, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:01.681182, arrival_time=2021-04-15 05:04:45.538083, cost_time=0:00:53.237477 2021-04-15 05:04:45,359 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.11ms, fps=905 images/s, loss=0.1661, top1-acc=94.31%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:04:45.359561, cost_time=0:00:54.740117 2021-04-15 05:04:46,264 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.19ms, fps=2835 images/s, loss=0.4368, top1-acc=85.66%, top5-acc=99.57%, remaining_time=0:00:02.709360, arrival_time=2021-04-15 05:04:48.973857, cost_time=0:00:00.903116 2021-04-15 05:04:47,036 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.24ms, fps=3319 images/s, loss=0.4282, top1-acc=85.70%, top5-acc=99.51%, remaining_time=0:00:01.674760, arrival_time=2021-04-15 05:04:48.710900, cost_time=0:00:01.674762 2021-04-15 05:04:47,807 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.29ms, fps=3321 images/s, loss=0.4218, top1-acc=86.07%, top5-acc=99.48%, remaining_time=0:00:00.815340, arrival_time=2021-04-15 05:04:48.622724, cost_time=0:00:02.446008 2021-04-15 05:04:48,515 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=0.4268, top1-acc=86.40%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 05:04:48.515863, cost_time=0:00:03.154503 2021-04-15 05:04:48,984 INFO : Epoch=0077 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:59:59.776218, arrival_time=2021-04-15 07:04:48.760489, cost_time=1:15:07.176982 2021-04-15 05:04:48,985 INFO : Train start, epoch=0078, lr=0.067674 2021-04-15 05:04:51,960 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.31ms, fps=860 images/s, loss=0.1527, top1-acc=94.61%, top5-acc=99.88%, remaining_time=0:00:55.342068, arrival_time=2021-04-15 05:05:47.302978, cost_time=0:00:02.975384 2021-04-15 05:04:54,751 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1714, top1-acc=94.04%, top5-acc=99.84%, remaining_time=0:00:50.739040, arrival_time=2021-04-15 05:05:45.490368, cost_time=0:00:05.765804 2021-04-15 05:04:57,542 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1645, top1-acc=94.28%, top5-acc=99.86%, remaining_time=0:00:47.349176, arrival_time=2021-04-15 05:05:44.891797, cost_time=0:00:08.557086 2021-04-15 05:05:00,333 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.1658, top1-acc=94.31%, top5-acc=99.86%, remaining_time=0:00:44.255172, arrival_time=2021-04-15 05:05:44.588258, cost_time=0:00:11.347482 2021-04-15 05:05:03,129 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.1636, top1-acc=94.34%, top5-acc=99.87%, remaining_time=0:00:41.298874, arrival_time=2021-04-15 05:05:44.427905, cost_time=0:00:14.143440 2021-04-15 05:05:05,922 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1663, top1-acc=94.21%, top5-acc=99.88%, remaining_time=0:00:38.390216, arrival_time=2021-04-15 05:05:44.312633, cost_time=0:00:16.936889 2021-04-15 05:05:08,714 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1633, top1-acc=94.32%, top5-acc=99.89%, remaining_time=0:00:35.512092, arrival_time=2021-04-15 05:05:44.226610, cost_time=0:00:19.728975 2021-04-15 05:05:11,503 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.1635, top1-acc=94.33%, top5-acc=99.90%, remaining_time=0:00:32.651216, arrival_time=2021-04-15 05:05:44.154839, cost_time=0:00:22.518085 2021-04-15 05:05:14,301 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.49ms, fps=915 images/s, loss=0.1615, top1-acc=94.45%, top5-acc=99.90%, remaining_time=0:00:29.816316, arrival_time=2021-04-15 05:05:44.117630, cost_time=0:00:25.315785 2021-04-15 05:05:17,089 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1608, top1-acc=94.50%, top5-acc=99.91%, remaining_time=0:00:26.979360, arrival_time=2021-04-15 05:05:44.068385, cost_time=0:00:28.103490 2021-04-15 05:05:19,879 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.1606, top1-acc=94.51%, top5-acc=99.91%, remaining_time=0:00:24.153530, arrival_time=2021-04-15 05:05:44.033087, cost_time=0:00:30.894028 2021-04-15 05:05:22,670 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1623, top1-acc=94.46%, top5-acc=99.91%, remaining_time=0:00:21.334036, arrival_time=2021-04-15 05:05:44.004872, cost_time=0:00:33.685311 2021-04-15 05:05:25,467 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.1639, top1-acc=94.39%, top5-acc=99.91%, remaining_time=0:00:18.521580, arrival_time=2021-04-15 05:05:43.988976, cost_time=0:00:36.481863 2021-04-15 05:05:28,256 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1658, top1-acc=94.29%, top5-acc=99.91%, remaining_time=0:00:15.708448, arrival_time=2021-04-15 05:05:43.965041, cost_time=0:00:39.271065 2021-04-15 05:05:31,049 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1653, top1-acc=94.27%, top5-acc=99.91%, remaining_time=0:00:12.899550, arrival_time=2021-04-15 05:05:43.948797, cost_time=0:00:42.063711 2021-04-15 05:05:33,841 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1655, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:10.092528, arrival_time=2021-04-15 05:05:43.933733, cost_time=0:00:44.855680 2021-04-15 05:05:36,631 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1663, top1-acc=94.22%, top5-acc=99.91%, remaining_time=0:00:07.287020, arrival_time=2021-04-15 05:05:43.918513, cost_time=0:00:47.645975 2021-04-15 05:05:39,437 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.48ms, fps=912 images/s, loss=0.1665, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:04.484640, arrival_time=2021-04-15 05:05:43.922437, cost_time=0:00:50.452172 2021-04-15 05:05:42,236 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.18ms, fps=915 images/s, loss=0.1667, top1-acc=94.21%, top5-acc=99.91%, remaining_time=0:00:01.681596, arrival_time=2021-04-15 05:05:43.917658, cost_time=0:00:53.250551 2021-04-15 05:05:43,743 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.31ms, fps=902 images/s, loss=0.1677, top1-acc=94.18%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-15 05:05:43.743556, cost_time=0:00:54.758023 2021-04-15 05:05:44,626 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.96ms, fps=2905 images/s, loss=0.6206, top1-acc=80.66%, top5-acc=99.22%, remaining_time=0:00:02.643480, arrival_time=2021-04-15 05:05:47.269902, cost_time=0:00:00.881160 2021-04-15 05:05:45,397 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.26ms, fps=3320 images/s, loss=0.5929, top1-acc=81.48%, top5-acc=99.06%, remaining_time=0:00:01.652480, arrival_time=2021-04-15 05:05:47.050229, cost_time=0:00:01.652486 2021-04-15 05:05:46,168 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.22ms, fps=3325 images/s, loss=0.5964, top1-acc=81.68%, top5-acc=98.91%, remaining_time=0:00:00.807540, arrival_time=2021-04-15 05:05:46.975482, cost_time=0:00:02.422633 2021-04-15 05:05:46,874 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.06ms, fps=3286 images/s, loss=0.5982, top1-acc=81.57%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-15 05:05:46.874382, cost_time=0:00:03.129138 2021-04-15 05:05:47,289 INFO : Epoch=0078 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:59:00.881796, arrival_time=2021-04-15 07:04:48.170868, cost_time=1:16:05.481786 2021-04-15 05:05:47,290 INFO : Train start, epoch=0079, lr=0.066937 2021-04-15 05:05:50,270 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.59ms, fps=859 images/s, loss=0.1712, top1-acc=94.02%, top5-acc=99.88%, remaining_time=0:00:55.423164, arrival_time=2021-04-15 05:06:45.693375, cost_time=0:00:02.979745 2021-04-15 05:05:53,066 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.1776, top1-acc=93.85%, top5-acc=99.90%, remaining_time=0:00:50.829856, arrival_time=2021-04-15 05:06:43.896368, cost_time=0:00:05.776120 2021-04-15 05:05:55,859 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1739, top1-acc=94.01%, top5-acc=99.90%, remaining_time=0:00:47.414580, arrival_time=2021-04-15 05:06:43.273954, cost_time=0:00:08.568909 2021-04-15 05:05:58,651 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.1754, top1-acc=94.06%, top5-acc=99.89%, remaining_time=0:00:44.309148, arrival_time=2021-04-15 05:06:42.960863, cost_time=0:00:11.361335 2021-04-15 05:06:01,445 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1713, top1-acc=94.20%, top5-acc=99.91%, remaining_time=0:00:41.332016, arrival_time=2021-04-15 05:06:42.777304, cost_time=0:00:14.154807 2021-04-15 05:06:04,235 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1697, top1-acc=94.24%, top5-acc=99.91%, remaining_time=0:00:38.407624, arrival_time=2021-04-15 05:06:42.642588, cost_time=0:00:16.944560 2021-04-15 05:06:07,033 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.1676, top1-acc=94.26%, top5-acc=99.92%, remaining_time=0:00:35.537418, arrival_time=2021-04-15 05:06:42.570824, cost_time=0:00:19.743018 2021-04-15 05:06:09,823 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1645, top1-acc=94.35%, top5-acc=99.92%, remaining_time=0:00:32.672908, arrival_time=2021-04-15 05:06:42.496297, cost_time=0:00:22.533013 2021-04-15 05:06:12,616 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.1638, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:29.828824, arrival_time=2021-04-15 05:06:42.445588, cost_time=0:00:25.326380 2021-04-15 05:06:15,406 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.1618, top1-acc=94.44%, top5-acc=99.93%, remaining_time=0:00:26.991168, arrival_time=2021-04-15 05:06:42.397387, cost_time=0:00:28.115754 2021-04-15 05:06:18,200 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1619, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:24.166344, arrival_time=2021-04-15 05:06:42.367187, cost_time=0:00:30.910430 2021-04-15 05:06:20,992 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1618, top1-acc=94.42%, top5-acc=99.92%, remaining_time=0:00:21.344828, arrival_time=2021-04-15 05:06:42.337611, cost_time=0:00:33.702399 2021-04-15 05:06:23,785 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1628, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:18.528048, arrival_time=2021-04-15 05:06:42.313037, cost_time=0:00:36.494613 2021-04-15 05:06:26,578 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1618, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:15.715056, arrival_time=2021-04-15 05:06:42.293134, cost_time=0:00:39.287697 2021-04-15 05:06:29,370 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1613, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:12.904564, arrival_time=2021-04-15 05:06:42.275111, cost_time=0:00:42.080169 2021-04-15 05:06:32,162 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1628, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:10.096164, arrival_time=2021-04-15 05:06:42.258441, cost_time=0:00:44.871903 2021-04-15 05:06:34,955 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1625, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:07.289906, arrival_time=2021-04-15 05:06:42.245060, cost_time=0:00:47.664738 2021-04-15 05:06:37,746 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1627, top1-acc=94.46%, top5-acc=99.92%, remaining_time=0:00:04.485008, arrival_time=2021-04-15 05:06:42.231750, cost_time=0:00:50.456367 2021-04-15 05:06:40,540 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.11ms, fps=916 images/s, loss=0.1625, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:01.681596, arrival_time=2021-04-15 05:06:42.222480, cost_time=0:00:53.250451 2021-04-15 05:06:42,039 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.21ms, fps=908 images/s, loss=0.1627, top1-acc=94.44%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:06:42.039799, cost_time=0:00:54.749384 2021-04-15 05:06:42,943 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=1.20ms, fps=2839 images/s, loss=0.4296, top1-acc=86.80%, top5-acc=99.41%, remaining_time=0:00:02.705550, arrival_time=2021-04-15 05:06:45.648915, cost_time=0:00:00.901853 2021-04-15 05:06:43,715 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.30ms, fps=3318 images/s, loss=0.4352, top1-acc=86.37%, top5-acc=99.45%, remaining_time=0:00:01.673780, arrival_time=2021-04-15 05:06:45.389079, cost_time=0:00:01.673772 2021-04-15 05:06:44,487 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.23ms, fps=3316 images/s, loss=0.4481, top1-acc=86.05%, top5-acc=99.41%, remaining_time=0:00:00.815360, arrival_time=2021-04-15 05:06:45.302950, cost_time=0:00:02.446065 2021-04-15 05:06:45,193 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.05ms, fps=3286 images/s, loss=0.4270, top1-acc=86.46%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 05:06:45.193840, cost_time=0:00:03.152344 2021-04-15 05:06:45,654 INFO : Epoch=0079 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:58:02.095757, arrival_time=2021-04-15 07:04:47.750648, cost_time=1:17:03.847607 2021-04-15 05:06:45,656 INFO : Train start, epoch=0080, lr=0.066196 2021-04-15 05:06:48,638 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.33ms, fps=858 images/s, loss=0.1531, top1-acc=94.65%, top5-acc=99.96%, remaining_time=0:00:55.464084, arrival_time=2021-04-15 05:07:44.102195, cost_time=0:00:02.981945 2021-04-15 05:06:51,427 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1476, top1-acc=94.77%, top5-acc=99.96%, remaining_time=0:00:50.791664, arrival_time=2021-04-15 05:07:42.219604, cost_time=0:00:05.771778 2021-04-15 05:06:54,218 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1445, top1-acc=94.95%, top5-acc=99.97%, remaining_time=0:00:47.376898, arrival_time=2021-04-15 05:07:41.595147, cost_time=0:00:08.562094 2021-04-15 05:06:57,010 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1475, top1-acc=94.89%, top5-acc=99.98%, remaining_time=0:00:44.280756, arrival_time=2021-04-15 05:07:41.290964, cost_time=0:00:11.354045 2021-04-15 05:06:59,801 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1495, top1-acc=94.84%, top5-acc=99.98%, remaining_time=0:00:41.303400, arrival_time=2021-04-15 05:07:41.104558, cost_time=0:00:14.145000 2021-04-15 05:07:02,589 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1530, top1-acc=94.73%, top5-acc=99.96%, remaining_time=0:00:38.382872, arrival_time=2021-04-15 05:07:40.972627, cost_time=0:00:16.933605 2021-04-15 05:07:05,380 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.1559, top1-acc=94.64%, top5-acc=99.96%, remaining_time=0:00:35.503776, arrival_time=2021-04-15 05:07:40.884250, cost_time=0:00:19.724301 2021-04-15 05:07:08,170 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1553, top1-acc=94.64%, top5-acc=99.96%, remaining_time=0:00:32.646344, arrival_time=2021-04-15 05:07:40.817205, cost_time=0:00:22.514697 2021-04-15 05:07:10,960 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.1557, top1-acc=94.56%, top5-acc=99.95%, remaining_time=0:00:29.802536, arrival_time=2021-04-15 05:07:40.762777, cost_time=0:00:25.304084 2021-04-15 05:07:13,752 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1576, top1-acc=94.48%, top5-acc=99.94%, remaining_time=0:00:26.972256, arrival_time=2021-04-15 05:07:40.724521, cost_time=0:00:28.096107 2021-04-15 05:07:16,545 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.1572, top1-acc=94.53%, top5-acc=99.95%, remaining_time=0:00:24.149402, arrival_time=2021-04-15 05:07:40.694375, cost_time=0:00:30.888816 2021-04-15 05:07:19,333 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1573, top1-acc=94.54%, top5-acc=99.95%, remaining_time=0:00:21.328944, arrival_time=2021-04-15 05:07:40.662389, cost_time=0:00:33.677281 2021-04-15 05:07:22,124 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.67ms, fps=918 images/s, loss=0.1583, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:18.514452, arrival_time=2021-04-15 05:07:40.638476, cost_time=0:00:36.467817 2021-04-15 05:07:24,912 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.44ms, fps=918 images/s, loss=0.1592, top1-acc=94.48%, top5-acc=99.94%, remaining_time=0:00:15.702680, arrival_time=2021-04-15 05:07:40.615586, cost_time=0:00:39.256745 2021-04-15 05:07:27,706 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1599, top1-acc=94.43%, top5-acc=99.94%, remaining_time=0:00:12.895364, arrival_time=2021-04-15 05:07:40.601679, cost_time=0:00:42.050126 2021-04-15 05:07:30,501 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.54ms, fps=916 images/s, loss=0.1621, top1-acc=94.37%, top5-acc=99.93%, remaining_time=0:00:10.090188, arrival_time=2021-04-15 05:07:40.591588, cost_time=0:00:44.845235 2021-04-15 05:07:33,297 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1614, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:07.286344, arrival_time=2021-04-15 05:07:40.583965, cost_time=0:00:47.641447 2021-04-15 05:07:36,094 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.59ms, fps=915 images/s, loss=0.1621, top1-acc=94.39%, top5-acc=99.93%, remaining_time=0:00:04.483392, arrival_time=2021-04-15 05:07:40.577797, cost_time=0:00:50.438245 2021-04-15 05:07:38,885 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=0.99ms, fps=917 images/s, loss=0.1630, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:01.680918, arrival_time=2021-04-15 05:07:40.566178, cost_time=0:00:53.229097 2021-04-15 05:07:40,385 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.16ms, fps=907 images/s, loss=0.1634, top1-acc=94.33%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:07:40.385611, cost_time=0:00:54.729473 2021-04-15 05:07:41,269 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=1.28ms, fps=2901 images/s, loss=0.5250, top1-acc=83.87%, top5-acc=99.37%, remaining_time=0:00:02.647680, arrival_time=2021-04-15 05:07:43.917409, cost_time=0:00:00.882557 2021-04-15 05:07:42,042 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.25ms, fps=3314 images/s, loss=0.5169, top1-acc=84.39%, top5-acc=99.45%, remaining_time=0:00:01.655240, arrival_time=2021-04-15 05:07:43.697681, cost_time=0:00:01.655246 2021-04-15 05:07:42,815 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.21ms, fps=3315 images/s, loss=0.5174, top1-acc=84.36%, top5-acc=99.37%, remaining_time=0:00:00.809310, arrival_time=2021-04-15 05:07:43.624417, cost_time=0:00:02.427919 2021-04-15 05:07:43,519 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.05ms, fps=3297 images/s, loss=0.5268, top1-acc=84.10%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-15 05:07:43.519167, cost_time=0:00:03.132009 2021-04-15 05:07:43,929 INFO : Epoch=0080 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:57:03.183720, arrival_time=2021-04-15 07:04:47.113479, cost_time=1:18:02.122472 2021-04-15 05:07:43,930 INFO : Train start, epoch=0081, lr=0.065451 2021-04-15 05:07:46,874 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.49ms, fps=870 images/s, loss=0.1703, top1-acc=94.34%, top5-acc=99.96%, remaining_time=0:00:54.743520, arrival_time=2021-04-15 05:08:41.617973, cost_time=0:00:02.943197 2021-04-15 05:07:49,672 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.1651, top1-acc=94.43%, top5-acc=99.94%, remaining_time=0:00:50.520448, arrival_time=2021-04-15 05:08:40.192589, cost_time=0:00:05.740957 2021-04-15 05:07:52,465 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1604, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:47.223846, arrival_time=2021-04-15 05:08:39.689453, cost_time=0:00:08.534419 2021-04-15 05:07:55,259 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1556, top1-acc=94.71%, top5-acc=99.95%, remaining_time=0:00:44.181384, arrival_time=2021-04-15 05:08:39.441054, cost_time=0:00:11.328579 2021-04-15 05:07:58,049 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.43ms, fps=918 images/s, loss=0.1576, top1-acc=94.60%, top5-acc=99.95%, remaining_time=0:00:41.225144, arrival_time=2021-04-15 05:08:39.274425, cost_time=0:00:14.118192 2021-04-15 05:08:00,839 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1577, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:38.325208, arrival_time=2021-04-15 05:08:39.164536, cost_time=0:00:16.908164 2021-04-15 05:08:03,631 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1569, top1-acc=94.63%, top5-acc=99.95%, remaining_time=0:00:35.460936, arrival_time=2021-04-15 05:08:39.092554, cost_time=0:00:19.700526 2021-04-15 05:08:06,421 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.44ms, fps=918 images/s, loss=0.1603, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:32.611776, arrival_time=2021-04-15 05:08:39.033705, cost_time=0:00:22.490851 2021-04-15 05:08:09,209 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.48ms, fps=918 images/s, loss=0.1584, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:29.772432, arrival_time=2021-04-15 05:08:38.981991, cost_time=0:00:25.278471 2021-04-15 05:08:12,000 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1590, top1-acc=94.51%, top5-acc=99.93%, remaining_time=0:00:26.946624, arrival_time=2021-04-15 05:08:38.947182, cost_time=0:00:28.069403 2021-04-15 05:08:14,793 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1592, top1-acc=94.52%, top5-acc=99.93%, remaining_time=0:00:24.128418, arrival_time=2021-04-15 05:08:38.921409, cost_time=0:00:30.861881 2021-04-15 05:08:17,581 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.1589, top1-acc=94.54%, top5-acc=99.93%, remaining_time=0:00:21.311996, arrival_time=2021-04-15 05:08:38.893675, cost_time=0:00:33.650565 2021-04-15 05:08:20,371 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=2.21ms, fps=918 images/s, loss=0.1594, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:18.500658, arrival_time=2021-04-15 05:08:38.872487, cost_time=0:00:36.440732 2021-04-15 05:08:23,164 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1614, top1-acc=94.53%, top5-acc=99.93%, remaining_time=0:00:15.693328, arrival_time=2021-04-15 05:08:38.857699, cost_time=0:00:39.233296 2021-04-15 05:08:25,954 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1598, top1-acc=94.59%, top5-acc=99.93%, remaining_time=0:00:12.887084, arrival_time=2021-04-15 05:08:38.841300, cost_time=0:00:42.023130 2021-04-15 05:08:28,746 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1595, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:10.083348, arrival_time=2021-04-15 05:08:38.829421, cost_time=0:00:44.814911 2021-04-15 05:08:31,538 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1598, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:07.281144, arrival_time=2021-04-15 05:08:38.819717, cost_time=0:00:47.607499 2021-04-15 05:08:34,331 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1605, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:04.480016, arrival_time=2021-04-15 05:08:38.811303, cost_time=0:00:50.400197 2021-04-15 05:08:37,119 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1606, top1-acc=94.55%, top5-acc=99.93%, remaining_time=0:00:01.679640, arrival_time=2021-04-15 05:08:38.799394, cost_time=0:00:53.188555 2021-04-15 05:08:38,619 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.03ms, fps=907 images/s, loss=0.1605, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:38.619757, cost_time=0:00:54.688684 2021-04-15 05:08:39,503 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=2.35ms, fps=2904 images/s, loss=0.4108, top1-acc=86.33%, top5-acc=99.61%, remaining_time=0:00:02.644890, arrival_time=2021-04-15 05:08:42.147915, cost_time=0:00:00.881633 2021-04-15 05:08:40,272 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.28ms, fps=3326 images/s, loss=0.4109, top1-acc=86.68%, top5-acc=99.57%, remaining_time=0:00:01.651560, arrival_time=2021-04-15 05:08:41.924516, cost_time=0:00:01.651563 2021-04-15 05:08:41,045 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.49ms, fps=3316 images/s, loss=0.4071, top1-acc=87.07%, top5-acc=99.52%, remaining_time=0:00:00.807970, arrival_time=2021-04-15 05:08:41.853297, cost_time=0:00:02.423910 2021-04-15 05:08:41,749 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.4038, top1-acc=87.06%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-15 05:08:41.749663, cost_time=0:00:03.128290 2021-04-15 05:08:42,237 INFO : Epoch=0081 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:56:04.335651, arrival_time=2021-04-15 07:04:46.573103, cost_time=1:19:00.430155 2021-04-15 05:08:42,238 INFO : Train start, epoch=0082, lr=0.064702 2021-04-15 05:08:45,204 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.46ms, fps=863 images/s, loss=0.1485, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:55.161462, arrival_time=2021-04-15 05:09:40.365947, cost_time=0:00:02.965667 2021-04-15 05:08:48,001 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.1645, top1-acc=94.22%, top5-acc=99.96%, remaining_time=0:00:50.710528, arrival_time=2021-04-15 05:09:38.711992, cost_time=0:00:05.762560 2021-04-15 05:08:50,794 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1612, top1-acc=94.54%, top5-acc=99.95%, remaining_time=0:00:47.342204, arrival_time=2021-04-15 05:09:38.136828, cost_time=0:00:08.555829 2021-04-15 05:08:53,585 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1580, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:44.252364, arrival_time=2021-04-15 05:09:37.837906, cost_time=0:00:11.346762 2021-04-15 05:08:56,385 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.1588, top1-acc=94.64%, top5-acc=99.92%, remaining_time=0:00:41.307050, arrival_time=2021-04-15 05:09:37.692120, cost_time=0:00:14.146230 2021-04-15 05:08:59,186 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.1568, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:38.415104, arrival_time=2021-04-15 05:09:37.601704, cost_time=0:00:16.947840 2021-04-15 05:09:01,975 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.1556, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:35.526078, arrival_time=2021-04-15 05:09:37.501551, cost_time=0:00:19.736711 2021-04-15 05:09:04,767 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1552, top1-acc=94.70%, top5-acc=99.94%, remaining_time=0:00:32.666180, arrival_time=2021-04-15 05:09:37.433457, cost_time=0:00:22.528427 2021-04-15 05:09:07,557 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1552, top1-acc=94.69%, top5-acc=99.95%, remaining_time=0:00:29.820238, arrival_time=2021-04-15 05:09:37.378034, cost_time=0:00:25.319035 2021-04-15 05:09:10,347 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1542, top1-acc=94.71%, top5-acc=99.95%, remaining_time=0:00:26.984256, arrival_time=2021-04-15 05:09:37.331652, cost_time=0:00:28.108634 2021-04-15 05:09:13,136 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1528, top1-acc=94.77%, top5-acc=99.95%, remaining_time=0:00:24.156368, arrival_time=2021-04-15 05:09:37.292799, cost_time=0:00:30.897673 2021-04-15 05:09:15,932 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1534, top1-acc=94.70%, top5-acc=99.95%, remaining_time=0:00:21.338976, arrival_time=2021-04-15 05:09:37.270932, cost_time=0:00:33.693136 2021-04-15 05:09:18,720 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.1546, top1-acc=94.69%, top5-acc=99.95%, remaining_time=0:00:18.521316, arrival_time=2021-04-15 05:09:37.241548, cost_time=0:00:36.481441 2021-04-15 05:09:21,510 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.1530, top1-acc=94.80%, top5-acc=99.95%, remaining_time=0:00:15.708616, arrival_time=2021-04-15 05:09:37.218895, cost_time=0:00:39.271502 2021-04-15 05:09:24,296 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.1532, top1-acc=94.74%, top5-acc=99.95%, remaining_time=0:00:12.897756, arrival_time=2021-04-15 05:09:37.194441, cost_time=0:00:42.057921 2021-04-15 05:09:27,085 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1538, top1-acc=94.73%, top5-acc=99.95%, remaining_time=0:00:10.090584, arrival_time=2021-04-15 05:09:37.176380, cost_time=0:00:44.847034 2021-04-15 05:09:29,875 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1558, top1-acc=94.66%, top5-acc=99.94%, remaining_time=0:00:07.285668, arrival_time=2021-04-15 05:09:37.161501, cost_time=0:00:47.637082 2021-04-15 05:09:32,669 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.1565, top1-acc=94.62%, top5-acc=99.94%, remaining_time=0:00:04.482736, arrival_time=2021-04-15 05:09:37.152367, cost_time=0:00:50.430865 2021-04-15 05:09:35,461 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.14ms, fps=917 images/s, loss=0.1576, top1-acc=94.61%, top5-acc=99.93%, remaining_time=0:00:01.680720, arrival_time=2021-04-15 05:09:37.142268, cost_time=0:00:53.222800 2021-04-15 05:09:36,963 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.11ms, fps=906 images/s, loss=0.1575, top1-acc=94.60%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:09:36.963564, cost_time=0:00:54.724811 2021-04-15 05:09:37,845 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.18ms, fps=2909 images/s, loss=0.5075, top1-acc=85.31%, top5-acc=98.48%, remaining_time=0:00:02.639820, arrival_time=2021-04-15 05:09:40.485040, cost_time=0:00:00.879940 2021-04-15 05:09:38,616 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.38ms, fps=3319 images/s, loss=0.5061, top1-acc=84.82%, top5-acc=98.85%, remaining_time=0:00:01.651540, arrival_time=2021-04-15 05:09:40.268363, cost_time=0:00:01.651542 2021-04-15 05:09:39,388 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.25ms, fps=3319 images/s, loss=0.5014, top1-acc=85.09%, top5-acc=98.92%, remaining_time=0:00:00.807710, arrival_time=2021-04-15 05:09:40.196127, cost_time=0:00:02.423138 2021-04-15 05:09:40,092 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=3298 images/s, loss=0.5147, top1-acc=84.66%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-15 05:09:40.092185, cost_time=0:00:03.126921 2021-04-15 05:09:40,506 INFO : Epoch=0082 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:55:05.445078, arrival_time=2021-04-15 07:04:45.951509, cost_time=1:19:58.699140 2021-04-15 05:09:40,507 INFO : Train start, epoch=0083, lr=0.063950 2021-04-15 05:09:43,454 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.46ms, fps=869 images/s, loss=0.1491, top1-acc=94.84%, top5-acc=99.96%, remaining_time=0:00:54.799134, arrival_time=2021-04-15 05:10:38.253126, cost_time=0:00:02.946186 2021-04-15 05:09:46,260 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.1535, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:00:50.621824, arrival_time=2021-04-15 05:10:36.882136, cost_time=0:00:05.752487 2021-04-15 05:09:49,049 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1511, top1-acc=94.88%, top5-acc=99.92%, remaining_time=0:00:47.266674, arrival_time=2021-04-15 05:10:36.316569, cost_time=0:00:08.542164 2021-04-15 05:09:51,842 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1500, top1-acc=94.75%, top5-acc=99.90%, remaining_time=0:00:44.205876, arrival_time=2021-04-15 05:10:36.048431, cost_time=0:00:11.334839 2021-04-15 05:09:54,632 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1507, top1-acc=94.67%, top5-acc=99.91%, remaining_time=0:00:41.243978, arrival_time=2021-04-15 05:10:35.876500, cost_time=0:00:14.124655 2021-04-15 05:09:57,426 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1520, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:38.349416, arrival_time=2021-04-15 05:10:35.775997, cost_time=0:00:16.918849 2021-04-15 05:10:00,214 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1520, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:35.471646, arrival_time=2021-04-15 05:10:35.685794, cost_time=0:00:19.706438 2021-04-15 05:10:03,005 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1553, top1-acc=94.57%, top5-acc=99.92%, remaining_time=0:00:32.622332, arrival_time=2021-04-15 05:10:35.628206, cost_time=0:00:22.498154 2021-04-15 05:10:05,795 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1540, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:29.783562, arrival_time=2021-04-15 05:10:35.579215, cost_time=0:00:25.287943 2021-04-15 05:10:08,587 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1565, top1-acc=94.47%, top5-acc=99.92%, remaining_time=0:00:26.956032, arrival_time=2021-04-15 05:10:35.543061, cost_time=0:00:28.079220 2021-04-15 05:10:11,379 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1570, top1-acc=94.45%, top5-acc=99.93%, remaining_time=0:00:24.136158, arrival_time=2021-04-15 05:10:35.515670, cost_time=0:00:30.871795 2021-04-15 05:10:14,168 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1591, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:21.318380, arrival_time=2021-04-15 05:10:35.486658, cost_time=0:00:33.660554 2021-04-15 05:10:16,957 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.1595, top1-acc=94.38%, top5-acc=99.92%, remaining_time=0:00:18.505344, arrival_time=2021-04-15 05:10:35.462980, cost_time=0:00:36.449913 2021-04-15 05:10:19,748 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1583, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:15.696296, arrival_time=2021-04-15 05:10:35.444809, cost_time=0:00:39.240797 2021-04-15 05:10:22,536 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.1590, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:12.888832, arrival_time=2021-04-15 05:10:35.425409, cost_time=0:00:42.028859 2021-04-15 05:10:25,332 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.61ms, fps=916 images/s, loss=0.1586, top1-acc=94.45%, top5-acc=99.92%, remaining_time=0:00:10.085508, arrival_time=2021-04-15 05:10:35.417726, cost_time=0:00:44.824407 2021-04-15 05:10:28,125 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1599, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:07.282678, arrival_time=2021-04-15 05:10:35.407994, cost_time=0:00:47.617512 2021-04-15 05:10:30,918 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1610, top1-acc=94.40%, top5-acc=99.92%, remaining_time=0:00:04.480928, arrival_time=2021-04-15 05:10:35.399231, cost_time=0:00:50.410460 2021-04-15 05:10:33,708 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.02ms, fps=918 images/s, loss=0.1624, top1-acc=94.34%, top5-acc=99.93%, remaining_time=0:00:01.680006, arrival_time=2021-04-15 05:10:35.388000, cost_time=0:00:53.200261 2021-04-15 05:10:35,207 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.03ms, fps=907 images/s, loss=0.1627, top1-acc=94.34%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:35.207064, cost_time=0:00:54.699370 2021-04-15 05:10:36,085 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=1.28ms, fps=2919 images/s, loss=0.3970, top1-acc=87.03%, top5-acc=99.45%, remaining_time=0:00:02.631360, arrival_time=2021-04-15 05:10:38.717101, cost_time=0:00:00.877118 2021-04-15 05:10:36,866 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.29ms, fps=3279 images/s, loss=0.3817, top1-acc=87.66%, top5-acc=99.39%, remaining_time=0:00:01.658100, arrival_time=2021-04-15 05:10:38.524812, cost_time=0:00:01.658095 2021-04-15 05:10:37,637 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.21ms, fps=3321 images/s, loss=0.3900, top1-acc=87.38%, top5-acc=99.43%, remaining_time=0:00:00.809770, arrival_time=2021-04-15 05:10:38.447696, cost_time=0:00:02.429311 2021-04-15 05:10:38,342 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.3936, top1-acc=87.21%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 05:10:38.342558, cost_time=0:00:03.133966 2021-04-15 05:10:38,809 INFO : Epoch=0083 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:54:06.617817, arrival_time=2021-04-15 07:04:45.427458, cost_time=1:20:57.002351 2021-04-15 05:10:38,810 INFO : Train start, epoch=0084, lr=0.063194 2021-04-15 05:10:41,773 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.44ms, fps=864 images/s, loss=0.1584, top1-acc=94.53%, top5-acc=99.84%, remaining_time=0:00:55.093944, arrival_time=2021-04-15 05:11:36.867066, cost_time=0:00:02.962043 2021-04-15 05:10:44,564 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1459, top1-acc=95.08%, top5-acc=99.86%, remaining_time=0:00:50.629216, arrival_time=2021-04-15 05:11:35.193463, cost_time=0:00:05.753313 2021-04-15 05:10:47,355 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1490, top1-acc=95.09%, top5-acc=99.90%, remaining_time=0:00:47.276468, arrival_time=2021-04-15 05:11:34.631431, cost_time=0:00:08.543953 2021-04-15 05:10:50,145 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.1473, top1-acc=95.15%, top5-acc=99.90%, remaining_time=0:00:44.205408, arrival_time=2021-04-15 05:11:34.351081, cost_time=0:00:11.334725 2021-04-15 05:10:52,938 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1449, top1-acc=95.08%, top5-acc=99.92%, remaining_time=0:00:41.251862, arrival_time=2021-04-15 05:11:34.190170, cost_time=0:00:14.127374 2021-04-15 05:10:55,729 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.1439, top1-acc=95.06%, top5-acc=99.93%, remaining_time=0:00:38.348328, arrival_time=2021-04-15 05:11:34.077735, cost_time=0:00:16.918408 2021-04-15 05:10:58,521 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.61ms, fps=917 images/s, loss=0.1435, top1-acc=95.06%, top5-acc=99.93%, remaining_time=0:00:35.478576, arrival_time=2021-04-15 05:11:33.999861, cost_time=0:00:19.710336 2021-04-15 05:11:01,311 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.1427, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:00:32.625812, arrival_time=2021-04-15 05:11:33.937320, cost_time=0:00:22.500565 2021-04-15 05:11:04,099 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1427, top1-acc=95.05%, top5-acc=99.93%, remaining_time=0:00:29.783986, arrival_time=2021-04-15 05:11:33.883221, cost_time=0:00:25.288303 2021-04-15 05:11:06,889 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.1437, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:26.955744, arrival_time=2021-04-15 05:11:33.845555, cost_time=0:00:28.078886 2021-04-15 05:11:09,682 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.1458, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:24.136072, arrival_time=2021-04-15 05:11:33.818745, cost_time=0:00:30.871740 2021-04-15 05:11:12,470 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.70ms, fps=918 images/s, loss=0.1478, top1-acc=94.93%, top5-acc=99.93%, remaining_time=0:00:21.317620, arrival_time=2021-04-15 05:11:33.787995, cost_time=0:00:33.659395 2021-04-15 05:11:15,258 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1499, top1-acc=94.86%, top5-acc=99.94%, remaining_time=0:00:18.504156, arrival_time=2021-04-15 05:11:33.762743, cost_time=0:00:36.447628 2021-04-15 05:11:18,051 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1520, top1-acc=94.81%, top5-acc=99.94%, remaining_time=0:00:15.696184, arrival_time=2021-04-15 05:11:33.747514, cost_time=0:00:39.240400 2021-04-15 05:11:20,840 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.63ms, fps=918 images/s, loss=0.1525, top1-acc=94.79%, top5-acc=99.94%, remaining_time=0:00:12.889154, arrival_time=2021-04-15 05:11:33.729875, cost_time=0:00:42.029785 2021-04-15 05:11:23,631 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1536, top1-acc=94.78%, top5-acc=99.93%, remaining_time=0:00:10.084644, arrival_time=2021-04-15 05:11:33.716230, cost_time=0:00:44.820651 2021-04-15 05:11:26,429 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.1537, top1-acc=94.78%, top5-acc=99.94%, remaining_time=0:00:07.282808, arrival_time=2021-04-15 05:11:33.712041, cost_time=0:00:47.618307 2021-04-15 05:11:29,218 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.66ms, fps=918 images/s, loss=0.1539, top1-acc=94.79%, top5-acc=99.93%, remaining_time=0:00:04.480704, arrival_time=2021-04-15 05:11:33.699508, cost_time=0:00:50.407869 2021-04-15 05:11:32,012 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.14ms, fps=917 images/s, loss=0.1544, top1-acc=94.76%, top5-acc=99.94%, remaining_time=0:00:01.680036, arrival_time=2021-04-15 05:11:33.692132, cost_time=0:00:53.201179 2021-04-15 05:11:33,511 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.02ms, fps=907 images/s, loss=0.1545, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:11:33.511247, cost_time=0:00:54.700342 2021-04-15 05:11:34,397 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=1.53ms, fps=2892 images/s, loss=0.4542, top1-acc=85.23%, top5-acc=98.75%, remaining_time=0:00:02.655300, arrival_time=2021-04-15 05:11:37.053190, cost_time=0:00:00.885102 2021-04-15 05:11:35,171 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.38ms, fps=3312 images/s, loss=0.4468, top1-acc=85.59%, top5-acc=98.98%, remaining_time=0:00:01.658460, arrival_time=2021-04-15 05:11:36.829756, cost_time=0:00:01.658469 2021-04-15 05:11:35,944 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.26ms, fps=3315 images/s, loss=0.4440, top1-acc=85.87%, top5-acc=99.09%, remaining_time=0:00:00.810400, arrival_time=2021-04-15 05:11:36.754400, cost_time=0:00:02.431211 2021-04-15 05:11:36,652 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.05ms, fps=3276 images/s, loss=0.4378, top1-acc=86.12%, top5-acc=99.17%, remaining_time=0:00:00, arrival_time=2021-04-15 05:11:36.652560, cost_time=0:00:03.139783 2021-04-15 05:11:37,110 INFO : Epoch=0084 complete, best val top1-acc=87.33%, top5-acc=99.46% (epoch=63), remaining_time=1:53:07.799508, arrival_time=2021-04-15 07:04:44.909893, cost_time=1:21:55.303094 2021-04-15 05:11:37,111 INFO : Train start, epoch=0085, lr=0.062434 2021-04-15 05:11:40,060 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.39ms, fps=868 images/s, loss=0.1499, top1-acc=94.49%, top5-acc=99.84%, remaining_time=0:00:54.837078, arrival_time=2021-04-15 05:12:34.897065, cost_time=0:00:02.948227 2021-04-15 05:11:42,857 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.1504, top1-acc=94.82%, top5-acc=99.88%, remaining_time=0:00:50.562688, arrival_time=2021-04-15 05:12:33.420273, cost_time=0:00:05.745757 2021-04-15 05:11:45,648 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1480, top1-acc=94.91%, top5-acc=99.87%, remaining_time=0:00:47.233806, arrival_time=2021-04-15 05:12:32.881743, cost_time=0:00:08.536235 2021-04-15 05:11:48,439 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1524, top1-acc=94.74%, top5-acc=99.90%, remaining_time=0:00:44.176392, arrival_time=2021-04-15 05:12:32.615352, cost_time=0:00:11.327293 2021-04-15 05:11:51,229 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1569, top1-acc=94.60%, top5-acc=99.91%, remaining_time=0:00:41.222516, arrival_time=2021-04-15 05:12:32.451562, cost_time=0:00:14.117296 2021-04-15 05:11:54,020 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1570, top1-acc=94.60%, top5-acc=99.92%, remaining_time=0:00:38.325616, arrival_time=2021-04-15 05:12:32.345676, cost_time=0:00:16.908378 2021-04-15 05:11:56,809 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1581, top1-acc=94.55%, top5-acc=99.91%, remaining_time=0:00:35.456274, arrival_time=2021-04-15 05:12:32.265872, cost_time=0:00:19.697934 2021-04-15 05:11:59,596 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.1572, top1-acc=94.57%, top5-acc=99.91%, remaining_time=0:00:32.602844, arrival_time=2021-04-15 05:12:32.199229, cost_time=0:00:22.484718 2021-04-15 05:12:02,389 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1564, top1-acc=94.60%, top5-acc=99.92%, remaining_time=0:00:29.771160, arrival_time=2021-04-15 05:12:32.160345, cost_time=0:00:25.277385 2021-04-15 05:12:05,179 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1562, top1-acc=94.59%, top5-acc=99.92%, remaining_time=0:00:26.944800, arrival_time=2021-04-15 05:12:32.124003, cost_time=0:00:28.067519 2021-04-15 05:12:07,967 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1564, top1-acc=94.61%, top5-acc=99.93%, remaining_time=0:00:24.123774, arrival_time=2021-04-15 05:12:32.091442, cost_time=0:00:30.855989 2021-04-15 05:12:10,754 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.1565, top1-acc=94.62%, top5-acc=99.93%, remaining_time=0:00:21.307284, arrival_time=2021-04-15 05:12:32.061998, cost_time=0:00:33.643046 2021-04-15 05:12:13,542 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.1558, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:18.495444, arrival_time=2021-04-15 05:12:32.037473, cost_time=0:00:36.430362 2021-04-15 05:12:16,336 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1535, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:15.689800, arrival_time=2021-04-15 05:12:32.026016, cost_time=0:00:39.224546 2021-04-15 05:12:19,124 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1542, top1-acc=94.71%, top5-acc=99.93%, remaining_time=0:00:12.883910, arrival_time=2021-04-15 05:12:32.008269, cost_time=0:00:42.012697 2021-04-15 05:12:21,912 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.1539, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:10.080108, arrival_time=2021-04-15 05:12:31.992282, cost_time=0:00:44.800503 2021-04-15 05:12:24,697 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.1542, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:07.277842, arrival_time=2021-04-15 05:12:31.975326, cost_time=0:00:47.585819 2021-04-15 05:12:27,487 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.1539, top1-acc=94.73%, top5-acc=99.94%, remaining_time=0:00:04.477872, arrival_time=2021-04-15 05:12:31.965518, cost_time=0:00:50.375975 2021-04-15 05:12:30,280 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.16ms, fps=917 images/s, loss=0.1544, top1-acc=94.70%, top5-acc=99.94%, remaining_time=0:00:01.679010, arrival_time=2021-04-15 05:12:31.959362, cost_time=0:00:53.168648 2021-04-15 05:12:31,781 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.34ms, fps=906 images/s, loss=0.1545, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:31.781061, cost_time=0:00:54.669366 2021-04-15 05:12:32,675 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.33ms, fps=2869 images/s, loss=0.3748, top1-acc=87.97%, top5-acc=99.61%, remaining_time=0:00:02.676540, arrival_time=2021-04-15 05:12:35.352128, cost_time=0:00:00.892175 2021-04-15 05:12:33,447 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.30ms, fps=3318 images/s, loss=0.3770, top1-acc=87.89%, top5-acc=99.45%, remaining_time=0:00:01.664120, arrival_time=2021-04-15 05:12:35.111658, cost_time=0:00:01.664128 2021-04-15 05:12:34,218 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.25ms, fps=3323 images/s, loss=0.3630, top1-acc=88.20%, top5-acc=99.53%, remaining_time=0:00:00.811630, arrival_time=2021-04-15 05:12:35.029944, cost_time=0:00:02.434903 2021-04-15 05:12:34,926 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.09ms, fps=3275 images/s, loss=0.3605, top1-acc=88.36%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 05:12:34.926940, cost_time=0:00:03.143551 2021-04-15 05:12:35,850 INFO : Epoch=0085 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:52:09.587825, arrival_time=2021-04-15 07:04:45.438252, cost_time=1:22:54.043133 2021-04-15 05:12:35,851 INFO : Train start, epoch=0086, lr=0.061672 2021-04-15 05:12:38,849 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.27ms, fps=855 images/s, loss=0.1252, top1-acc=95.70%, top5-acc=100.00%, remaining_time=0:00:55.663662, arrival_time=2021-04-15 05:13:34.508119, cost_time=0:00:02.992666 2021-04-15 05:12:41,647 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.45ms, fps=915 images/s, loss=0.1266, top1-acc=95.51%, top5-acc=99.98%, remaining_time=0:00:50.998640, arrival_time=2021-04-15 05:13:32.645735, cost_time=0:00:05.795303 2021-04-15 05:12:44,450 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.30ms, fps=913 images/s, loss=0.1384, top1-acc=95.09%, top5-acc=99.93%, remaining_time=0:00:47.578090, arrival_time=2021-04-15 05:13:32.028361, cost_time=0:00:08.598464 2021-04-15 05:12:47,253 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.1372, top1-acc=95.24%, top5-acc=99.93%, remaining_time=0:00:44.466084, arrival_time=2021-04-15 05:13:31.719354, cost_time=0:00:11.401553 2021-04-15 05:12:50,051 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.1352, top1-acc=95.31%, top5-acc=99.95%, remaining_time=0:00:41.463854, arrival_time=2021-04-15 05:13:31.515605, cost_time=0:00:14.199973 2021-04-15 05:12:52,849 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.1359, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:38.527304, arrival_time=2021-04-15 05:13:31.376360, cost_time=0:00:16.997328 2021-04-15 05:12:55,643 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1381, top1-acc=95.22%, top5-acc=99.96%, remaining_time=0:00:35.625492, arrival_time=2021-04-15 05:13:31.269156, cost_time=0:00:19.791947 2021-04-15 05:12:58,433 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1393, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:32.744248, arrival_time=2021-04-15 05:13:31.178197, cost_time=0:00:22.582227 2021-04-15 05:13:01,224 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1411, top1-acc=95.14%, top5-acc=99.96%, remaining_time=0:00:29.883308, arrival_time=2021-04-15 05:13:31.107673, cost_time=0:00:25.372651 2021-04-15 05:13:04,017 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.1419, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:27.038496, arrival_time=2021-04-15 05:13:31.055430, cost_time=0:00:28.165137 2021-04-15 05:13:06,807 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1423, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:24.201604, arrival_time=2021-04-15 05:13:31.008904, cost_time=0:00:30.955576 2021-04-15 05:13:09,602 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1431, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:21.375760, arrival_time=2021-04-15 05:13:30.978625, cost_time=0:00:33.751145 2021-04-15 05:13:12,393 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.1428, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:18.551940, arrival_time=2021-04-15 05:13:30.945379, cost_time=0:00:36.541719 2021-04-15 05:13:15,188 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.1421, top1-acc=95.12%, top5-acc=99.95%, remaining_time=0:00:15.734880, arrival_time=2021-04-15 05:13:30.923782, cost_time=0:00:39.337189 2021-04-15 05:13:17,979 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1426, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:12.919146, arrival_time=2021-04-15 05:13:30.898480, cost_time=0:00:42.127613 2021-04-15 05:13:20,772 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1433, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:10.107180, arrival_time=2021-04-15 05:13:30.879714, cost_time=0:00:44.920806 2021-04-15 05:13:23,564 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1436, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:07.297186, arrival_time=2021-04-15 05:13:30.861230, cost_time=0:00:47.712329 2021-04-15 05:13:26,356 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1453, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:04.489280, arrival_time=2021-04-15 05:13:30.845335, cost_time=0:00:50.504340 2021-04-15 05:13:29,149 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1462, top1-acc=94.99%, top5-acc=99.94%, remaining_time=0:00:01.683072, arrival_time=2021-04-15 05:13:30.832135, cost_time=0:00:53.297307 2021-04-15 05:13:30,652 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.17ms, fps=905 images/s, loss=0.1465, top1-acc=94.99%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:13:30.652030, cost_time=0:00:54.800316 2021-04-15 05:13:31,557 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=1.34ms, fps=2833 images/s, loss=0.5509, top1-acc=82.81%, top5-acc=98.52%, remaining_time=0:00:02.711310, arrival_time=2021-04-15 05:13:34.268876, cost_time=0:00:00.903767 2021-04-15 05:13:32,330 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.17ms, fps=3315 images/s, loss=0.5419, top1-acc=83.52%, top5-acc=98.55%, remaining_time=0:00:01.676500, arrival_time=2021-04-15 05:13:34.006794, cost_time=0:00:01.676509 2021-04-15 05:13:33,102 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.30ms, fps=3319 images/s, loss=0.5557, top1-acc=83.07%, top5-acc=98.40%, remaining_time=0:00:00.816070, arrival_time=2021-04-15 05:13:33.918055, cost_time=0:00:02.448208 2021-04-15 05:13:33,806 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.06ms, fps=3293 images/s, loss=0.5671, top1-acc=83.26%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-15 05:13:33.806885, cost_time=0:00:03.153125 2021-04-15 05:13:34,298 INFO : Epoch=0086 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:51:10.977102, arrival_time=2021-04-15 07:04:45.275894, cost_time=1:23:52.491502 2021-04-15 05:13:34,300 INFO : Train start, epoch=0087, lr=0.060907 2021-04-15 05:13:37,264 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.30ms, fps=864 images/s, loss=0.1467, top1-acc=94.88%, top5-acc=99.96%, remaining_time=0:00:55.132818, arrival_time=2021-04-15 05:14:32.397053, cost_time=0:00:02.964130 2021-04-15 05:13:40,053 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1554, top1-acc=94.61%, top5-acc=99.86%, remaining_time=0:00:50.633440, arrival_time=2021-04-15 05:14:30.687336, cost_time=0:00:05.753806 2021-04-15 05:13:42,843 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1557, top1-acc=94.45%, top5-acc=99.90%, remaining_time=0:00:47.272484, arrival_time=2021-04-15 05:14:30.115795, cost_time=0:00:08.543215 2021-04-15 05:13:45,633 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1527, top1-acc=94.70%, top5-acc=99.90%, remaining_time=0:00:44.201976, arrival_time=2021-04-15 05:14:29.835897, cost_time=0:00:11.333833 2021-04-15 05:13:48,426 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1507, top1-acc=94.77%, top5-acc=99.91%, remaining_time=0:00:41.250256, arrival_time=2021-04-15 05:14:29.677160, cost_time=0:00:14.126810 2021-04-15 05:13:51,223 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.1507, top1-acc=94.80%, top5-acc=99.93%, remaining_time=0:00:38.360568, arrival_time=2021-04-15 05:14:29.584436, cost_time=0:00:16.923771 2021-04-15 05:13:54,016 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1506, top1-acc=94.80%, top5-acc=99.94%, remaining_time=0:00:35.489538, arrival_time=2021-04-15 05:14:29.506069, cost_time=0:00:19.716435 2021-04-15 05:13:56,806 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1519, top1-acc=94.76%, top5-acc=99.92%, remaining_time=0:00:32.633932, arrival_time=2021-04-15 05:14:29.440203, cost_time=0:00:22.506175 2021-04-15 05:13:59,596 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1519, top1-acc=94.75%, top5-acc=99.92%, remaining_time=0:00:29.793844, arrival_time=2021-04-15 05:14:29.390587, cost_time=0:00:25.296653 2021-04-15 05:14:02,388 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.1517, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:26.964672, arrival_time=2021-04-15 05:14:29.352972, cost_time=0:00:28.088203 2021-04-15 05:14:05,178 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.1532, top1-acc=94.73%, top5-acc=99.93%, remaining_time=0:00:24.141060, arrival_time=2021-04-15 05:14:29.319210, cost_time=0:00:30.878065 2021-04-15 05:14:07,973 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.23ms, fps=916 images/s, loss=0.1540, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:21.326664, arrival_time=2021-04-15 05:14:29.300399, cost_time=0:00:33.673639 2021-04-15 05:14:10,767 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.1537, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:18.514320, arrival_time=2021-04-15 05:14:29.282030, cost_time=0:00:36.467620 2021-04-15 05:14:13,560 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1546, top1-acc=94.63%, top5-acc=99.93%, remaining_time=0:00:15.704248, arrival_time=2021-04-15 05:14:29.265005, cost_time=0:00:39.260610 2021-04-15 05:14:16,356 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.1539, top1-acc=94.69%, top5-acc=99.93%, remaining_time=0:00:12.897112, arrival_time=2021-04-15 05:14:29.253084, cost_time=0:00:42.055853 2021-04-15 05:14:19,152 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.1543, top1-acc=94.67%, top5-acc=99.93%, remaining_time=0:00:10.091736, arrival_time=2021-04-15 05:14:29.243924, cost_time=0:00:44.852095 2021-04-15 05:14:21,944 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1543, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:07.286734, arrival_time=2021-04-15 05:14:29.230883, cost_time=0:00:47.644044 2021-04-15 05:14:24,735 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1545, top1-acc=94.67%, top5-acc=99.92%, remaining_time=0:00:04.483168, arrival_time=2021-04-15 05:14:29.218925, cost_time=0:00:50.435660 2021-04-15 05:14:27,528 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.1543, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:01.680900, arrival_time=2021-04-15 05:14:29.209525, cost_time=0:00:53.228548 2021-04-15 05:14:29,027 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.30ms, fps=907 images/s, loss=0.1544, top1-acc=94.64%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:14:29.027905, cost_time=0:00:54.727826 2021-04-15 05:14:29,910 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=2.27ms, fps=2906 images/s, loss=0.4610, top1-acc=86.17%, top5-acc=99.49%, remaining_time=0:00:02.642940, arrival_time=2021-04-15 05:14:32.553428, cost_time=0:00:00.880985 2021-04-15 05:14:30,681 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.32ms, fps=3322 images/s, loss=0.4557, top1-acc=86.35%, top5-acc=99.43%, remaining_time=0:00:01.651880, arrival_time=2021-04-15 05:14:32.333262, cost_time=0:00:01.651888 2021-04-15 05:14:31,452 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.35ms, fps=3322 images/s, loss=0.4383, top1-acc=86.55%, top5-acc=99.43%, remaining_time=0:00:00.807630, arrival_time=2021-04-15 05:14:32.260023, cost_time=0:00:02.422888 2021-04-15 05:14:32,156 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.06ms, fps=3297 images/s, loss=0.4447, top1-acc=86.52%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 05:14:32.156398, cost_time=0:00:03.126914 2021-04-15 05:14:32,645 INFO : Epoch=0087 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:50:12.237940, arrival_time=2021-04-15 07:04:44.883302, cost_time=1:24:50.838078 2021-04-15 05:14:32,646 INFO : Train start, epoch=0088, lr=0.060139 2021-04-15 05:14:35,594 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.39ms, fps=868 images/s, loss=0.1554, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:54.831870, arrival_time=2021-04-15 05:15:30.426479, cost_time=0:00:02.947954 2021-04-15 05:14:38,391 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.1446, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:50.554768, arrival_time=2021-04-15 05:15:28.946390, cost_time=0:00:05.744869 2021-04-15 05:14:41,184 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.81ms, fps=917 images/s, loss=0.1440, top1-acc=94.99%, top5-acc=99.95%, remaining_time=0:00:47.241442, arrival_time=2021-04-15 05:15:28.425822, cost_time=0:00:08.537610 2021-04-15 05:14:43,975 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1430, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:44.183880, arrival_time=2021-04-15 05:15:28.159731, cost_time=0:00:11.329198 2021-04-15 05:14:46,767 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1438, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:41.231422, arrival_time=2021-04-15 05:15:27.998427, cost_time=0:00:14.120366 2021-04-15 05:14:49,559 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1455, top1-acc=94.98%, top5-acc=99.93%, remaining_time=0:00:38.334728, arrival_time=2021-04-15 05:15:27.893840, cost_time=0:00:16.912409 2021-04-15 05:14:52,352 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.19ms, fps=916 images/s, loss=0.1463, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:00:35.471268, arrival_time=2021-04-15 05:15:27.824189, cost_time=0:00:19.706281 2021-04-15 05:14:55,141 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1458, top1-acc=94.96%, top5-acc=99.94%, remaining_time=0:00:32.617924, arrival_time=2021-04-15 05:15:27.759676, cost_time=0:00:22.495122 2021-04-15 05:14:57,932 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1453, top1-acc=94.99%, top5-acc=99.94%, remaining_time=0:00:29.780594, arrival_time=2021-04-15 05:15:27.712654, cost_time=0:00:25.285424 2021-04-15 05:15:00,720 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1455, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:26.950464, arrival_time=2021-04-15 05:15:27.670531, cost_time=0:00:28.073437 2021-04-15 05:15:03,507 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.1460, top1-acc=94.98%, top5-acc=99.95%, remaining_time=0:00:24.127558, arrival_time=2021-04-15 05:15:27.635071, cost_time=0:00:30.860799 2021-04-15 05:15:06,297 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1467, top1-acc=94.95%, top5-acc=99.94%, remaining_time=0:00:21.312224, arrival_time=2021-04-15 05:15:27.609819, cost_time=0:00:33.650933 2021-04-15 05:15:09,088 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1483, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:18.501252, arrival_time=2021-04-15 05:15:27.589782, cost_time=0:00:36.441883 2021-04-15 05:15:11,885 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1479, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:15.695344, arrival_time=2021-04-15 05:15:27.580357, cost_time=0:00:39.238380 2021-04-15 05:15:14,679 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1468, top1-acc=94.89%, top5-acc=99.95%, remaining_time=0:00:12.889982, arrival_time=2021-04-15 05:15:27.569173, cost_time=0:00:42.032559 2021-04-15 05:15:17,471 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.69ms, fps=917 images/s, loss=0.1472, top1-acc=94.88%, top5-acc=99.95%, remaining_time=0:00:10.085616, arrival_time=2021-04-15 05:15:27.557224, cost_time=0:00:44.824930 2021-04-15 05:15:20,269 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.1476, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:00:07.283432, arrival_time=2021-04-15 05:15:27.552469, cost_time=0:00:47.622404 2021-04-15 05:15:23,059 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.1482, top1-acc=94.83%, top5-acc=99.95%, remaining_time=0:00:04.481120, arrival_time=2021-04-15 05:15:27.540357, cost_time=0:00:50.412599 2021-04-15 05:15:25,851 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1489, top1-acc=94.81%, top5-acc=99.95%, remaining_time=0:00:01.680162, arrival_time=2021-04-15 05:15:27.531917, cost_time=0:00:53.205131 2021-04-15 05:15:27,358 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.09ms, fps=903 images/s, loss=0.1493, top1-acc=94.80%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:15:27.358701, cost_time=0:00:54.712024 2021-04-15 05:15:28,264 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=2.59ms, fps=2831 images/s, loss=0.4334, top1-acc=86.60%, top5-acc=99.49%, remaining_time=0:00:02.712510, arrival_time=2021-04-15 05:15:30.976954, cost_time=0:00:00.904170 2021-04-15 05:15:29,037 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.45ms, fps=3314 images/s, loss=0.4568, top1-acc=86.33%, top5-acc=99.36%, remaining_time=0:00:01.676960, arrival_time=2021-04-15 05:15:30.714180, cost_time=0:00:01.676950 2021-04-15 05:15:29,811 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.41ms, fps=3310 images/s, loss=0.4693, top1-acc=85.83%, top5-acc=99.34%, remaining_time=0:00:00.816920, arrival_time=2021-04-15 05:15:30.627964, cost_time=0:00:02.450774 2021-04-15 05:15:30,517 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.05ms, fps=3284 images/s, loss=0.4775, top1-acc=85.81%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 05:15:30.517702, cost_time=0:00:03.157433 2021-04-15 05:15:30,945 INFO : Epoch=0088 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:49:13.448944, arrival_time=2021-04-15 07:04:44.394674, cost_time=1:25:49.138440 2021-04-15 05:15:30,946 INFO : Train start, epoch=0089, lr=0.059369 2021-04-15 05:15:33,901 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.19ms, fps=867 images/s, loss=0.1614, top1-acc=94.57%, top5-acc=99.84%, remaining_time=0:00:54.950910, arrival_time=2021-04-15 05:16:28.852293, cost_time=0:00:02.954352 2021-04-15 05:15:36,695 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1475, top1-acc=95.12%, top5-acc=99.92%, remaining_time=0:00:50.588384, arrival_time=2021-04-15 05:16:27.284182, cost_time=0:00:05.748683 2021-04-15 05:15:39,499 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.1443, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:00:47.323446, arrival_time=2021-04-15 05:16:26.822976, cost_time=0:00:08.552425 2021-04-15 05:15:42,296 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.23ms, fps=915 images/s, loss=0.1401, top1-acc=95.38%, top5-acc=99.94%, remaining_time=0:00:44.262504, arrival_time=2021-04-15 05:16:26.559012, cost_time=0:00:11.349348 2021-04-15 05:15:45,086 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1392, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:41.286756, arrival_time=2021-04-15 05:16:26.373102, cost_time=0:00:14.139322 2021-04-15 05:15:47,879 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.66ms, fps=917 images/s, loss=0.1381, top1-acc=95.40%, top5-acc=99.95%, remaining_time=0:00:38.380968, arrival_time=2021-04-15 05:16:26.260829, cost_time=0:00:16.932763 2021-04-15 05:15:50,670 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1388, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:35.501634, arrival_time=2021-04-15 05:16:26.171786, cost_time=0:00:19.723098 2021-04-15 05:15:53,462 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1392, top1-acc=95.33%, top5-acc=99.96%, remaining_time=0:00:32.646692, arrival_time=2021-04-15 05:16:26.108684, cost_time=0:00:22.514967 2021-04-15 05:15:56,251 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.1372, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:29.803490, arrival_time=2021-04-15 05:16:26.055331, cost_time=0:00:25.304810 2021-04-15 05:15:59,040 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1370, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:26.970048, arrival_time=2021-04-15 05:16:26.010855, cost_time=0:00:28.093776 2021-04-15 05:16:01,830 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1372, top1-acc=95.41%, top5-acc=99.96%, remaining_time=0:00:24.145532, arrival_time=2021-04-15 05:16:25.976394, cost_time=0:00:30.883771 2021-04-15 05:16:04,622 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1397, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:21.327652, arrival_time=2021-04-15 05:16:25.949951, cost_time=0:00:33.675250 2021-04-15 05:16:07,410 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1420, top1-acc=95.17%, top5-acc=99.95%, remaining_time=0:00:18.512406, arrival_time=2021-04-15 05:16:25.923303, cost_time=0:00:36.463863 2021-04-15 05:16:10,203 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.17ms, fps=917 images/s, loss=0.1428, top1-acc=95.11%, top5-acc=99.94%, remaining_time=0:00:15.702736, arrival_time=2021-04-15 05:16:25.906601, cost_time=0:00:39.256835 2021-04-15 05:16:12,991 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1434, top1-acc=95.10%, top5-acc=99.94%, remaining_time=0:00:12.893754, arrival_time=2021-04-15 05:16:25.885630, cost_time=0:00:42.044846 2021-04-15 05:16:15,782 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1436, top1-acc=95.09%, top5-acc=99.94%, remaining_time=0:00:10.087992, arrival_time=2021-04-15 05:16:25.870623, cost_time=0:00:44.835593 2021-04-15 05:16:18,573 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.1442, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:07.284004, arrival_time=2021-04-15 05:16:25.857178, cost_time=0:00:47.626154 2021-04-15 05:16:21,364 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1442, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:04.481584, arrival_time=2021-04-15 05:16:25.846455, cost_time=0:00:50.417839 2021-04-15 05:16:24,152 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.03ms, fps=918 images/s, loss=0.1442, top1-acc=95.07%, top5-acc=99.94%, remaining_time=0:00:01.680174, arrival_time=2021-04-15 05:16:25.832781, cost_time=0:00:53.205585 2021-04-15 05:16:25,651 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.14ms, fps=907 images/s, loss=0.1445, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:16:25.651794, cost_time=0:00:54.704787 2021-04-15 05:16:26,537 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.22ms, fps=2897 images/s, loss=0.4803, top1-acc=85.98%, top5-acc=99.30%, remaining_time=0:00:02.650830, arrival_time=2021-04-15 05:16:29.187910, cost_time=0:00:00.883611 2021-04-15 05:16:27,312 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.53ms, fps=3302 images/s, loss=0.4660, top1-acc=86.21%, top5-acc=99.34%, remaining_time=0:00:01.659260, arrival_time=2021-04-15 05:16:28.971935, cost_time=0:00:01.659269 2021-04-15 05:16:28,089 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.26ms, fps=3297 images/s, loss=0.4562, top1-acc=86.45%, top5-acc=99.39%, remaining_time=0:00:00.812010, arrival_time=2021-04-15 05:16:28.901462, cost_time=0:00:02.436044 2021-04-15 05:16:28,798 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=0.4604, top1-acc=86.38%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 05:16:28.798653, cost_time=0:00:03.145265 2021-04-15 05:16:29,259 INFO : Epoch=0089 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:48:14.687700, arrival_time=2021-04-15 07:04:43.947290, cost_time=1:26:47.452296 2021-04-15 05:16:29,260 INFO : Train start, epoch=0090, lr=0.058596 2021-04-15 05:16:32,236 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.49ms, fps=860 images/s, loss=0.1507, top1-acc=95.08%, top5-acc=99.96%, remaining_time=0:00:55.343928, arrival_time=2021-04-15 05:17:27.580484, cost_time=0:00:02.975476 2021-04-15 05:16:35,028 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1481, top1-acc=94.98%, top5-acc=99.90%, remaining_time=0:00:50.750480, arrival_time=2021-04-15 05:17:25.778656, cost_time=0:00:05.767101 2021-04-15 05:16:37,834 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.1409, top1-acc=95.27%, top5-acc=99.91%, remaining_time=0:00:47.440974, arrival_time=2021-04-15 05:17:25.275646, cost_time=0:00:08.573682 2021-04-15 05:16:40,637 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.24ms, fps=913 images/s, loss=0.1408, top1-acc=95.23%, top5-acc=99.88%, remaining_time=0:00:44.370144, arrival_time=2021-04-15 05:17:25.008098, cost_time=0:00:11.376971 2021-04-15 05:16:43,443 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.1389, top1-acc=95.30%, top5-acc=99.88%, remaining_time=0:00:41.413776, arrival_time=2021-04-15 05:17:24.857629, cost_time=0:00:14.182783 2021-04-15 05:16:46,244 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.1405, top1-acc=95.23%, top5-acc=99.88%, remaining_time=0:00:38.495208, arrival_time=2021-04-15 05:17:24.739387, cost_time=0:00:16.983176 2021-04-15 05:16:49,047 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.47ms, fps=913 images/s, loss=0.1422, top1-acc=95.10%, top5-acc=99.89%, remaining_time=0:00:35.615916, arrival_time=2021-04-15 05:17:24.663508, cost_time=0:00:19.786618 2021-04-15 05:16:51,852 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.1407, top1-acc=95.16%, top5-acc=99.91%, remaining_time=0:00:32.758284, arrival_time=2021-04-15 05:17:24.611228, cost_time=0:00:22.591959 2021-04-15 05:16:54,656 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.49ms, fps=913 images/s, loss=0.1395, top1-acc=95.22%, top5-acc=99.91%, remaining_time=0:00:29.910550, arrival_time=2021-04-15 05:17:24.567344, cost_time=0:00:25.395751 2021-04-15 05:16:57,464 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.37ms, fps=912 images/s, loss=0.1412, top1-acc=95.18%, top5-acc=99.92%, remaining_time=0:00:27.075552, arrival_time=2021-04-15 05:17:24.540263, cost_time=0:00:28.203714 2021-04-15 05:17:00,259 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.17ms, fps=916 images/s, loss=0.1432, top1-acc=95.12%, top5-acc=99.92%, remaining_time=0:00:24.234886, arrival_time=2021-04-15 05:17:24.494037, cost_time=0:00:30.998156 2021-04-15 05:17:03,056 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.1444, top1-acc=95.04%, top5-acc=99.93%, remaining_time=0:00:21.403576, arrival_time=2021-04-15 05:17:24.459653, cost_time=0:00:33.795105 2021-04-15 05:17:05,847 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.1447, top1-acc=95.02%, top5-acc=99.92%, remaining_time=0:00:18.574512, arrival_time=2021-04-15 05:17:24.421643, cost_time=0:00:36.586156 2021-04-15 05:17:08,641 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.1438, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:00:15.752128, arrival_time=2021-04-15 05:17:24.393347, cost_time=0:00:39.380250 2021-04-15 05:17:11,432 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.1453, top1-acc=94.99%, top5-acc=99.92%, remaining_time=0:00:12.932532, arrival_time=2021-04-15 05:17:24.364822, cost_time=0:00:42.171302 2021-04-15 05:17:14,223 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1462, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:00:10.116468, arrival_time=2021-04-15 05:17:24.339518, cost_time=0:00:44.962072 2021-04-15 05:17:17,013 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1465, top1-acc=94.94%, top5-acc=99.92%, remaining_time=0:00:07.303348, arrival_time=2021-04-15 05:17:24.316921, cost_time=0:00:47.752593 2021-04-15 05:17:19,803 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1460, top1-acc=94.95%, top5-acc=99.92%, remaining_time=0:00:04.492688, arrival_time=2021-04-15 05:17:24.296559, cost_time=0:00:50.542737 2021-04-15 05:17:22,597 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.03ms, fps=917 images/s, loss=0.1451, top1-acc=94.98%, top5-acc=99.92%, remaining_time=0:00:01.684296, arrival_time=2021-04-15 05:17:24.281323, cost_time=0:00:53.336046 2021-04-15 05:17:24,098 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.35ms, fps=906 images/s, loss=0.1449, top1-acc=95.00%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:24.098855, cost_time=0:00:54.837799 2021-04-15 05:17:24,980 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.18ms, fps=2911 images/s, loss=0.4384, top1-acc=86.33%, top5-acc=99.37%, remaining_time=0:00:02.638230, arrival_time=2021-04-15 05:17:27.618388, cost_time=0:00:00.879409 2021-04-15 05:17:25,753 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.41ms, fps=3310 images/s, loss=0.4422, top1-acc=86.48%, top5-acc=99.34%, remaining_time=0:00:01.653120, arrival_time=2021-04-15 05:17:27.407026, cost_time=0:00:01.653111 2021-04-15 05:17:26,526 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.25ms, fps=3314 images/s, loss=0.4510, top1-acc=86.35%, top5-acc=99.31%, remaining_time=0:00:00.808660, arrival_time=2021-04-15 05:17:27.335393, cost_time=0:00:02.425985 2021-04-15 05:17:27,235 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=3274 images/s, loss=0.4415, top1-acc=86.48%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-15 05:17:27.235598, cost_time=0:00:03.134842 2021-04-15 05:17:27,663 INFO : Epoch=0090 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:47:16.045880, arrival_time=2021-04-15 07:04:43.708902, cost_time=1:27:45.855731 2021-04-15 05:17:27,664 INFO : Train start, epoch=0091, lr=0.057822 2021-04-15 05:17:30,616 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.32ms, fps=867 images/s, loss=0.1428, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:54.899946, arrival_time=2021-04-15 05:18:25.516096, cost_time=0:00:02.951606 2021-04-15 05:17:33,411 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.1416, top1-acc=95.21%, top5-acc=99.94%, remaining_time=0:00:50.574304, arrival_time=2021-04-15 05:18:23.985721, cost_time=0:00:05.747081 2021-04-15 05:17:36,203 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1395, top1-acc=95.38%, top5-acc=99.92%, remaining_time=0:00:47.247252, arrival_time=2021-04-15 05:18:23.450314, cost_time=0:00:08.538670 2021-04-15 05:17:38,994 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1358, top1-acc=95.48%, top5-acc=99.94%, remaining_time=0:00:44.186532, arrival_time=2021-04-15 05:18:23.180736, cost_time=0:00:11.329891 2021-04-15 05:17:41,789 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1343, top1-acc=95.48%, top5-acc=99.95%, remaining_time=0:00:41.244854, arrival_time=2021-04-15 05:18:23.034198, cost_time=0:00:14.124957 2021-04-15 05:17:44,580 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1327, top1-acc=95.48%, top5-acc=99.95%, remaining_time=0:00:38.342888, arrival_time=2021-04-15 05:18:22.923168, cost_time=0:00:16.915962 2021-04-15 05:17:47,377 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.1322, top1-acc=95.42%, top5-acc=99.96%, remaining_time=0:00:35.484372, arrival_time=2021-04-15 05:18:22.862199, cost_time=0:00:19.713518 2021-04-15 05:17:50,170 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1311, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:32.633700, arrival_time=2021-04-15 05:18:22.803973, cost_time=0:00:22.505977 2021-04-15 05:17:52,962 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.1320, top1-acc=95.46%, top5-acc=99.95%, remaining_time=0:00:29.795646, arrival_time=2021-04-15 05:18:22.758122, cost_time=0:00:25.298172 2021-04-15 05:17:55,755 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1313, top1-acc=95.47%, top5-acc=99.95%, remaining_time=0:00:26.967456, arrival_time=2021-04-15 05:18:22.722929, cost_time=0:00:28.091090 2021-04-15 05:17:58,545 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.48ms, fps=918 images/s, loss=0.1316, top1-acc=95.46%, top5-acc=99.95%, remaining_time=0:00:24.143554, arrival_time=2021-04-15 05:18:22.689103, cost_time=0:00:30.881246 2021-04-15 05:18:01,337 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1306, top1-acc=95.50%, top5-acc=99.95%, remaining_time=0:00:21.326284, arrival_time=2021-04-15 05:18:22.663657, cost_time=0:00:33.673061 2021-04-15 05:18:04,124 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.1313, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:18.510756, arrival_time=2021-04-15 05:18:22.635574, cost_time=0:00:36.460517 2021-04-15 05:18:06,916 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1332, top1-acc=95.42%, top5-acc=99.95%, remaining_time=0:00:15.700664, arrival_time=2021-04-15 05:18:22.616642, cost_time=0:00:39.251663 2021-04-15 05:18:09,707 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1345, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:12.893064, arrival_time=2021-04-15 05:18:22.600043, cost_time=0:00:42.042671 2021-04-15 05:18:12,499 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1339, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:10.087812, arrival_time=2021-04-15 05:18:22.586787, cost_time=0:00:44.834679 2021-04-15 05:18:15,289 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1353, top1-acc=95.41%, top5-acc=99.95%, remaining_time=0:00:07.283796, arrival_time=2021-04-15 05:18:22.572986, cost_time=0:00:47.624877 2021-04-15 05:18:18,082 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1365, top1-acc=95.37%, top5-acc=99.95%, remaining_time=0:00:04.481568, arrival_time=2021-04-15 05:18:22.563542, cost_time=0:00:50.417676 2021-04-15 05:18:20,874 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.00ms, fps=917 images/s, loss=0.1370, top1-acc=95.36%, top5-acc=99.95%, remaining_time=0:00:01.680324, arrival_time=2021-04-15 05:18:22.554905, cost_time=0:00:53.210225 2021-04-15 05:18:22,375 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.37ms, fps=907 images/s, loss=0.1374, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:18:22.375007, cost_time=0:00:54.710707 2021-04-15 05:18:23,276 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.18ms, fps=2847 images/s, loss=0.4147, top1-acc=87.58%, top5-acc=99.41%, remaining_time=0:00:02.697960, arrival_time=2021-04-15 05:18:25.973917, cost_time=0:00:00.899317 2021-04-15 05:18:24,048 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.57ms, fps=3313 images/s, loss=0.3951, top1-acc=87.95%, top5-acc=99.37%, remaining_time=0:00:01.672220, arrival_time=2021-04-15 05:18:25.721097, cost_time=0:00:01.672222 2021-04-15 05:18:24,821 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.49ms, fps=3316 images/s, loss=0.3830, top1-acc=88.40%, top5-acc=99.30%, remaining_time=0:00:00.814870, arrival_time=2021-04-15 05:18:25.636112, cost_time=0:00:02.444597 2021-04-15 05:18:25,526 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.05ms, fps=3289 images/s, loss=0.3914, top1-acc=88.10%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-15 05:18:25.526857, cost_time=0:00:03.150234 2021-04-15 05:18:25,977 INFO : Epoch=0091 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:46:17.303221, arrival_time=2021-04-15 07:04:43.281121, cost_time=1:28:44.170613 2021-04-15 05:18:25,979 INFO : Train start, epoch=0092, lr=0.057045 2021-04-15 05:18:28,970 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.34ms, fps=856 images/s, loss=0.1321, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:55.626648, arrival_time=2021-04-15 05:19:24.596650, cost_time=0:00:02.990682 2021-04-15 05:18:31,772 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.1304, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:50.981920, arrival_time=2021-04-15 05:19:22.754654, cost_time=0:00:05.793410 2021-04-15 05:18:34,561 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.53ms, fps=918 images/s, loss=0.1271, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:47.490110, arrival_time=2021-04-15 05:19:22.051987, cost_time=0:00:08.582562 2021-04-15 05:18:37,351 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.1239, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:44.350644, arrival_time=2021-04-15 05:19:21.701818, cost_time=0:00:11.371949 2021-04-15 05:18:40,143 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.1227, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:41.357858, arrival_time=2021-04-15 05:19:21.500827, cost_time=0:00:14.163673 2021-04-15 05:18:42,940 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.1232, top1-acc=95.80%, top5-acc=99.98%, remaining_time=0:00:38.445704, arrival_time=2021-04-15 05:19:21.386307, cost_time=0:00:16.961330 2021-04-15 05:18:45,733 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1234, top1-acc=95.77%, top5-acc=99.98%, remaining_time=0:00:35.556822, arrival_time=2021-04-15 05:19:21.289852, cost_time=0:00:19.753799 2021-04-15 05:18:48,525 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1251, top1-acc=95.69%, top5-acc=99.98%, remaining_time=0:00:32.692396, arrival_time=2021-04-15 05:19:21.218072, cost_time=0:00:22.546446 2021-04-15 05:18:51,320 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1253, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:29.845996, arrival_time=2021-04-15 05:19:21.166187, cost_time=0:00:25.340954 2021-04-15 05:18:54,113 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1266, top1-acc=95.64%, top5-acc=99.98%, remaining_time=0:00:27.008736, arrival_time=2021-04-15 05:19:21.122087, cost_time=0:00:28.134061 2021-04-15 05:18:56,907 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.1282, top1-acc=95.55%, top5-acc=99.98%, remaining_time=0:00:24.180448, arrival_time=2021-04-15 05:19:21.088208, cost_time=0:00:30.928504 2021-04-15 05:18:59,706 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.1304, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:21.360408, arrival_time=2021-04-15 05:19:21.066676, cost_time=0:00:33.727020 2021-04-15 05:19:02,512 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.1322, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:18.547716, arrival_time=2021-04-15 05:19:21.060383, cost_time=0:00:36.533440 2021-04-15 05:19:05,308 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.1326, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:15.731520, arrival_time=2021-04-15 05:19:21.039542, cost_time=0:00:39.328783 2021-04-15 05:19:08,098 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1338, top1-acc=95.34%, top5-acc=99.95%, remaining_time=0:00:12.916524, arrival_time=2021-04-15 05:19:21.014782, cost_time=0:00:42.119031 2021-04-15 05:19:10,891 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1355, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:10.105236, arrival_time=2021-04-15 05:19:20.996674, cost_time=0:00:44.912202 2021-04-15 05:19:13,686 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.18ms, fps=916 images/s, loss=0.1384, top1-acc=95.19%, top5-acc=99.93%, remaining_time=0:00:07.296380, arrival_time=2021-04-15 05:19:20.982766, cost_time=0:00:47.707150 2021-04-15 05:19:16,480 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.1394, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:00:04.489024, arrival_time=2021-04-15 05:19:20.969818, cost_time=0:00:50.501572 2021-04-15 05:19:19,276 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.07ms, fps=916 images/s, loss=0.1399, top1-acc=95.13%, top5-acc=99.93%, remaining_time=0:00:01.683054, arrival_time=2021-04-15 05:19:20.959087, cost_time=0:00:53.296758 2021-04-15 05:19:20,776 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.10ms, fps=906 images/s, loss=0.1401, top1-acc=95.12%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:20.776955, cost_time=0:00:54.797745 2021-04-15 05:19:21,663 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=2.36ms, fps=2894 images/s, loss=0.3832, top1-acc=88.40%, top5-acc=99.45%, remaining_time=0:00:02.654160, arrival_time=2021-04-15 05:19:24.317538, cost_time=0:00:00.884723 2021-04-15 05:19:22,433 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.36ms, fps=3326 images/s, loss=0.4101, top1-acc=87.58%, top5-acc=99.47%, remaining_time=0:00:01.654980, arrival_time=2021-04-15 05:19:24.088573, cost_time=0:00:01.654977 2021-04-15 05:19:23,207 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.25ms, fps=3310 images/s, loss=0.4096, top1-acc=87.34%, top5-acc=99.44%, remaining_time=0:00:00.809550, arrival_time=2021-04-15 05:19:24.016810, cost_time=0:00:02.428650 2021-04-15 05:19:23,921 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.4047, top1-acc=87.22%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-15 05:19:23.921749, cost_time=0:00:03.143151 2021-04-15 05:19:24,435 INFO : Epoch=0092 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:45:18.737424, arrival_time=2021-04-15 07:04:43.172864, cost_time=1:29:42.628146 2021-04-15 05:19:24,436 INFO : Train start, epoch=0093, lr=0.056267 2021-04-15 05:19:27,373 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.59ms, fps=872 images/s, loss=0.1371, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:54.625596, arrival_time=2021-04-15 05:20:21.999362, cost_time=0:00:02.936864 2021-04-15 05:19:30,170 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.67ms, fps=916 images/s, loss=0.1367, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:50.451808, arrival_time=2021-04-15 05:20:20.621817, cost_time=0:00:05.733166 2021-04-15 05:19:32,964 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.1406, top1-acc=95.13%, top5-acc=99.96%, remaining_time=0:00:47.184172, arrival_time=2021-04-15 05:20:20.148291, cost_time=0:00:08.527256 2021-04-15 05:19:35,765 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.73ms, fps=914 images/s, loss=0.1381, top1-acc=95.26%, top5-acc=99.95%, remaining_time=0:00:44.179980, arrival_time=2021-04-15 05:20:19.944941, cost_time=0:00:11.328182 2021-04-15 05:19:38,559 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.1365, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:41.237554, arrival_time=2021-04-15 05:20:19.796874, cost_time=0:00:14.122444 2021-04-15 05:19:41,365 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.77ms, fps=912 images/s, loss=0.1353, top1-acc=95.39%, top5-acc=99.95%, remaining_time=0:00:38.371584, arrival_time=2021-04-15 05:20:19.737067, cost_time=0:00:16.928660 2021-04-15 05:19:44,159 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1345, top1-acc=95.35%, top5-acc=99.95%, remaining_time=0:00:35.501130, arrival_time=2021-04-15 05:20:19.660782, cost_time=0:00:19.722854 2021-04-15 05:19:46,953 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1358, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:32.648780, arrival_time=2021-04-15 05:20:19.601933, cost_time=0:00:22.516384 2021-04-15 05:19:49,744 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1366, top1-acc=95.26%, top5-acc=99.94%, remaining_time=0:00:29.806458, arrival_time=2021-04-15 05:20:19.550669, cost_time=0:00:25.307367 2021-04-15 05:19:52,541 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.1373, top1-acc=95.21%, top5-acc=99.95%, remaining_time=0:00:26.980512, arrival_time=2021-04-15 05:20:19.522025, cost_time=0:00:28.104733 2021-04-15 05:19:55,331 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1382, top1-acc=95.21%, top5-acc=99.94%, remaining_time=0:00:24.154304, arrival_time=2021-04-15 05:20:19.486121, cost_time=0:00:30.895055 2021-04-15 05:19:58,121 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1374, top1-acc=95.25%, top5-acc=99.94%, remaining_time=0:00:21.333960, arrival_time=2021-04-15 05:20:19.455872, cost_time=0:00:33.685147 2021-04-15 05:20:00,914 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1377, top1-acc=95.25%, top5-acc=99.94%, remaining_time=0:00:18.519204, arrival_time=2021-04-15 05:20:19.433177, cost_time=0:00:36.477200 2021-04-15 05:20:03,705 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1390, top1-acc=95.21%, top5-acc=99.92%, remaining_time=0:00:15.707216, arrival_time=2021-04-15 05:20:19.412145, cost_time=0:00:39.268086 2021-04-15 05:20:06,497 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1380, top1-acc=95.27%, top5-acc=99.92%, remaining_time=0:00:12.898584, arrival_time=2021-04-15 05:20:19.396020, cost_time=0:00:42.060642 2021-04-15 05:20:09,290 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1375, top1-acc=95.30%, top5-acc=99.93%, remaining_time=0:00:10.092096, arrival_time=2021-04-15 05:20:19.382567, cost_time=0:00:44.853705 2021-04-15 05:20:12,095 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.72ms, fps=913 images/s, loss=0.1367, top1-acc=95.33%, top5-acc=99.93%, remaining_time=0:00:07.289048, arrival_time=2021-04-15 05:20:19.384937, cost_time=0:00:47.659126 2021-04-15 05:20:14,903 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.1366, top1-acc=95.31%, top5-acc=99.93%, remaining_time=0:00:04.485920, arrival_time=2021-04-15 05:20:19.389296, cost_time=0:00:50.466608 2021-04-15 05:20:17,699 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1369, top1-acc=95.28%, top5-acc=99.93%, remaining_time=0:00:01.681980, arrival_time=2021-04-15 05:20:19.381397, cost_time=0:00:53.262663 2021-04-15 05:20:19,202 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.38ms, fps=905 images/s, loss=0.1370, top1-acc=95.27%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-15 05:20:19.202044, cost_time=0:00:54.765282 2021-04-15 05:20:20,111 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.21ms, fps=2820 images/s, loss=0.4682, top1-acc=85.23%, top5-acc=99.53%, remaining_time=0:00:02.723820, arrival_time=2021-04-15 05:20:22.835544, cost_time=0:00:00.907940 2021-04-15 05:20:20,884 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.33ms, fps=3316 images/s, loss=0.4744, top1-acc=85.08%, top5-acc=99.43%, remaining_time=0:00:01.680260, arrival_time=2021-04-15 05:20:22.564311, cost_time=0:00:01.680261 2021-04-15 05:20:21,655 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.24ms, fps=3319 images/s, loss=0.4701, top1-acc=85.08%, top5-acc=99.36%, remaining_time=0:00:00.817270, arrival_time=2021-04-15 05:20:22.472865, cost_time=0:00:02.451813 2021-04-15 05:20:22,360 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.07ms, fps=3291 images/s, loss=0.4681, top1-acc=85.39%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-15 05:20:22.360877, cost_time=0:00:03.157112 2021-04-15 05:20:22,835 INFO : Epoch=0093 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:44:20.107760, arrival_time=2021-04-15 07:04:42.943271, cost_time=1:30:41.028220 2021-04-15 05:20:22,836 INFO : Train start, epoch=0094, lr=0.055487 2021-04-15 05:20:25,820 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.64ms, fps=858 images/s, loss=0.1263, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:55.500168, arrival_time=2021-04-15 05:21:21.320976, cost_time=0:00:02.983884 2021-04-15 05:20:28,616 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1302, top1-acc=95.55%, top5-acc=99.98%, remaining_time=0:00:50.864000, arrival_time=2021-04-15 05:21:19.480824, cost_time=0:00:05.779995 2021-04-15 05:20:31,410 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.1314, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:47.439480, arrival_time=2021-04-15 05:21:18.849794, cost_time=0:00:08.573411 2021-04-15 05:20:34,201 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1292, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:44.321160, arrival_time=2021-04-15 05:21:18.522359, cost_time=0:00:11.364385 2021-04-15 05:20:36,995 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.1291, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:41.342382, arrival_time=2021-04-15 05:21:18.337624, cost_time=0:00:14.158340 2021-04-15 05:20:39,786 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1310, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:38.418232, arrival_time=2021-04-15 05:21:18.204285, cost_time=0:00:16.949225 2021-04-15 05:20:42,573 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.1279, top1-acc=95.76%, top5-acc=99.97%, remaining_time=0:00:35.525952, arrival_time=2021-04-15 05:21:18.099372, cost_time=0:00:19.736608 2021-04-15 05:20:45,364 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1272, top1-acc=95.75%, top5-acc=99.97%, remaining_time=0:00:32.664672, arrival_time=2021-04-15 05:21:18.028853, cost_time=0:00:22.527354 2021-04-15 05:20:48,154 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1250, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:29.818542, arrival_time=2021-04-15 05:21:17.973008, cost_time=0:00:25.317658 2021-04-15 05:20:50,948 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1270, top1-acc=95.72%, top5-acc=99.98%, remaining_time=0:00:26.987328, arrival_time=2021-04-15 05:21:17.936059, cost_time=0:00:28.111821 2021-04-15 05:20:53,743 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1274, top1-acc=95.68%, top5-acc=99.98%, remaining_time=0:00:24.163076, arrival_time=2021-04-15 05:21:17.906142, cost_time=0:00:30.906256 2021-04-15 05:20:56,535 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1276, top1-acc=95.63%, top5-acc=99.97%, remaining_time=0:00:21.342776, arrival_time=2021-04-15 05:21:17.878712, cost_time=0:00:33.699118 2021-04-15 05:20:59,326 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1280, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:18.525276, arrival_time=2021-04-15 05:21:17.851261, cost_time=0:00:36.489164 2021-04-15 05:21:02,119 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1294, top1-acc=95.59%, top5-acc=99.97%, remaining_time=0:00:15.713040, arrival_time=2021-04-15 05:21:17.832387, cost_time=0:00:39.282530 2021-04-15 05:21:04,909 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.1314, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:12.902356, arrival_time=2021-04-15 05:21:17.812017, cost_time=0:00:42.072841 2021-04-15 05:21:07,703 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1331, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:10.094904, arrival_time=2021-04-15 05:21:17.797973, cost_time=0:00:44.866248 2021-04-15 05:21:10,493 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1332, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:07.288710, arrival_time=2021-04-15 05:21:17.782523, cost_time=0:00:47.657007 2021-04-15 05:21:13,283 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.1341, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:04.484144, arrival_time=2021-04-15 05:21:17.767603, cost_time=0:00:50.446637 2021-04-15 05:21:16,077 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.1338, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:01.681278, arrival_time=2021-04-15 05:21:17.758585, cost_time=0:00:53.240464 2021-04-15 05:21:17,577 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.09ms, fps=907 images/s, loss=0.1337, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:17.577417, cost_time=0:00:54.740603 2021-04-15 05:21:18,460 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=2.36ms, fps=2904 images/s, loss=0.4740, top1-acc=85.59%, top5-acc=99.37%, remaining_time=0:00:02.644680, arrival_time=2021-04-15 05:21:21.105362, cost_time=0:00:00.881564 2021-04-15 05:21:19,233 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.35ms, fps=3315 images/s, loss=0.4440, top1-acc=86.23%, top5-acc=99.43%, remaining_time=0:00:01.654200, arrival_time=2021-04-15 05:21:20.887514, cost_time=0:00:01.654201 2021-04-15 05:21:20,005 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.42ms, fps=3318 images/s, loss=0.4386, top1-acc=86.45%, top5-acc=99.39%, remaining_time=0:00:00.808670, arrival_time=2021-04-15 05:21:20.813780, cost_time=0:00:02.426003 2021-04-15 05:21:20,711 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.06ms, fps=3287 images/s, loss=0.4310, top1-acc=86.58%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-15 05:21:20.711236, cost_time=0:00:03.132144 2021-04-15 05:21:21,188 INFO : Epoch=0094 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:43:21.429830, arrival_time=2021-04-15 07:04:42.618327, cost_time=1:31:39.381199 2021-04-15 05:21:21,189 INFO : Train start, epoch=0095, lr=0.054705 2021-04-15 05:21:24,150 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.62ms, fps=865 images/s, loss=0.1451, top1-acc=94.84%, top5-acc=100.00%, remaining_time=0:00:55.069020, arrival_time=2021-04-15 05:22:19.219621, cost_time=0:00:02.960700 2021-04-15 05:21:26,944 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.47ms, fps=917 images/s, loss=0.1328, top1-acc=95.27%, top5-acc=100.00%, remaining_time=0:00:50.638368, arrival_time=2021-04-15 05:22:17.582602, cost_time=0:00:05.754360 2021-04-15 05:21:29,734 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.58ms, fps=918 images/s, loss=0.1342, top1-acc=95.21%, top5-acc=100.00%, remaining_time=0:00:47.281282, arrival_time=2021-04-15 05:22:17.015972, cost_time=0:00:08.544816 2021-04-15 05:21:32,528 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1305, top1-acc=95.50%, top5-acc=99.97%, remaining_time=0:00:44.222412, arrival_time=2021-04-15 05:22:16.751301, cost_time=0:00:11.339089 2021-04-15 05:21:35,323 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.1285, top1-acc=95.55%, top5-acc=99.97%, remaining_time=0:00:41.269820, arrival_time=2021-04-15 05:22:16.593330, cost_time=0:00:14.133515 2021-04-15 05:21:38,114 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.54ms, fps=918 images/s, loss=0.1262, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:38.361928, arrival_time=2021-04-15 05:22:16.476131, cost_time=0:00:16.924406 2021-04-15 05:21:40,905 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1235, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:35.488908, arrival_time=2021-04-15 05:22:16.394730, cost_time=0:00:19.716031 2021-04-15 05:21:43,709 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.1229, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:32.652956, arrival_time=2021-04-15 05:22:16.362150, cost_time=0:00:22.519291 2021-04-15 05:21:46,503 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.74ms, fps=916 images/s, loss=0.1249, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:29.814302, arrival_time=2021-04-15 05:22:16.318162, cost_time=0:00:25.314024 2021-04-15 05:21:49,296 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1250, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:26.981952, arrival_time=2021-04-15 05:22:16.278011, cost_time=0:00:28.106195 2021-04-15 05:21:52,088 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1258, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:24.157228, arrival_time=2021-04-15 05:22:16.245793, cost_time=0:00:30.898763 2021-04-15 05:21:54,879 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1278, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:21.336696, arrival_time=2021-04-15 05:22:16.216075, cost_time=0:00:33.689511 2021-04-15 05:21:57,673 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1276, top1-acc=95.55%, top5-acc=99.97%, remaining_time=0:00:18.522372, arrival_time=2021-04-15 05:22:16.195641, cost_time=0:00:36.483464 2021-04-15 05:22:00,465 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1276, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:15.710240, arrival_time=2021-04-15 05:22:16.175638, cost_time=0:00:39.275595 2021-04-15 05:22:03,259 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=2.01ms, fps=916 images/s, loss=0.1281, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:12.901482, arrival_time=2021-04-15 05:22:16.161312, cost_time=0:00:42.070036 2021-04-15 05:22:06,051 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.63ms, fps=917 images/s, loss=0.1285, top1-acc=95.58%, top5-acc=99.96%, remaining_time=0:00:10.093896, arrival_time=2021-04-15 05:22:16.145523, cost_time=0:00:44.861769 2021-04-15 05:22:08,845 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1298, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:07.288528, arrival_time=2021-04-15 05:22:16.134103, cost_time=0:00:47.655759 2021-04-15 05:22:11,638 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1303, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:04.484320, arrival_time=2021-04-15 05:22:16.122775, cost_time=0:00:50.448651 2021-04-15 05:22:14,431 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.15ms, fps=917 images/s, loss=0.1306, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:01.681314, arrival_time=2021-04-15 05:22:16.112788, cost_time=0:00:53.241686 2021-04-15 05:22:15,933 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.20ms, fps=906 images/s, loss=0.1318, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 05:22:15.933394, cost_time=0:00:54.743616 2021-04-15 05:22:16,840 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.16ms, fps=2827 images/s, loss=0.5129, top1-acc=83.98%, top5-acc=98.91%, remaining_time=0:00:02.716200, arrival_time=2021-04-15 05:22:19.556561, cost_time=0:00:00.905397 2021-04-15 05:22:17,612 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.45ms, fps=3317 images/s, loss=0.5209, top1-acc=83.71%, top5-acc=98.81%, remaining_time=0:00:01.677560, arrival_time=2021-04-15 05:22:19.290081, cost_time=0:00:01.677551 2021-04-15 05:22:18,383 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.23ms, fps=3320 images/s, loss=0.5137, top1-acc=83.84%, top5-acc=98.89%, remaining_time=0:00:00.816300, arrival_time=2021-04-15 05:22:19.200148, cost_time=0:00:02.448887 2021-04-15 05:22:19,089 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.5079, top1-acc=83.95%, top5-acc=99.03%, remaining_time=0:00:00, arrival_time=2021-04-15 05:22:19.089368, cost_time=0:00:03.154433 2021-04-15 05:22:19,556 INFO : Epoch=0095 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:42:22.775940, arrival_time=2021-04-15 07:04:42.332860, cost_time=1:32:37.749628 2021-04-15 05:22:19,558 INFO : Train start, epoch=0096, lr=0.053923 2021-04-15 05:22:22,526 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.32ms, fps=862 images/s, loss=0.1297, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:55.212612, arrival_time=2021-04-15 05:23:17.739245, cost_time=0:00:02.968417 2021-04-15 05:22:25,319 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1321, top1-acc=95.43%, top5-acc=99.94%, remaining_time=0:00:50.703136, arrival_time=2021-04-15 05:23:16.023062, cost_time=0:00:05.761714 2021-04-15 05:22:28,113 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1291, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:47.339050, arrival_time=2021-04-15 05:23:15.452511, cost_time=0:00:08.555249 2021-04-15 05:22:30,906 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1319, top1-acc=95.40%, top5-acc=99.97%, remaining_time=0:00:44.258136, arrival_time=2021-04-15 05:23:15.164590, cost_time=0:00:11.348236 2021-04-15 05:22:33,699 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1310, top1-acc=95.41%, top5-acc=99.97%, remaining_time=0:00:41.293034, arrival_time=2021-04-15 05:23:14.992686, cost_time=0:00:14.141434 2021-04-15 05:22:36,492 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.61ms, fps=917 images/s, loss=0.1314, top1-acc=95.37%, top5-acc=99.97%, remaining_time=0:00:38.385184, arrival_time=2021-04-15 05:23:14.878115, cost_time=0:00:16.934657 2021-04-15 05:22:39,286 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1309, top1-acc=95.39%, top5-acc=99.97%, remaining_time=0:00:35.509950, arrival_time=2021-04-15 05:23:14.795951, cost_time=0:00:19.727764 2021-04-15 05:22:42,077 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1317, top1-acc=95.37%, top5-acc=99.97%, remaining_time=0:00:32.652724, arrival_time=2021-04-15 05:23:14.730044, cost_time=0:00:22.519106 2021-04-15 05:22:44,867 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1343, top1-acc=95.31%, top5-acc=99.97%, remaining_time=0:00:29.808472, arrival_time=2021-04-15 05:23:14.675821, cost_time=0:00:25.309119 2021-04-15 05:22:47,662 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.1330, top1-acc=95.39%, top5-acc=99.97%, remaining_time=0:00:26.979648, arrival_time=2021-04-15 05:23:14.641651, cost_time=0:00:28.103785 2021-04-15 05:22:50,452 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1324, top1-acc=95.40%, top5-acc=99.97%, remaining_time=0:00:24.153874, arrival_time=2021-04-15 05:23:14.606570, cost_time=0:00:30.894475 2021-04-15 05:22:53,246 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.1312, top1-acc=95.44%, top5-acc=99.97%, remaining_time=0:00:21.336012, arrival_time=2021-04-15 05:23:14.582659, cost_time=0:00:33.688436 2021-04-15 05:22:56,039 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.1319, top1-acc=95.42%, top5-acc=99.97%, remaining_time=0:00:18.521316, arrival_time=2021-04-15 05:23:14.560862, cost_time=0:00:36.481331 2021-04-15 05:22:58,831 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1318, top1-acc=95.47%, top5-acc=99.97%, remaining_time=0:00:15.709512, arrival_time=2021-04-15 05:23:14.541459, cost_time=0:00:39.273731 2021-04-15 05:23:01,624 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1316, top1-acc=95.47%, top5-acc=99.97%, remaining_time=0:00:12.900470, arrival_time=2021-04-15 05:23:14.525390, cost_time=0:00:42.066707 2021-04-15 05:23:04,415 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1327, top1-acc=95.40%, top5-acc=99.97%, remaining_time=0:00:10.092924, arrival_time=2021-04-15 05:23:14.508602, cost_time=0:00:44.857460 2021-04-15 05:23:07,208 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1334, top1-acc=95.37%, top5-acc=99.97%, remaining_time=0:00:07.287618, arrival_time=2021-04-15 05:23:14.495626, cost_time=0:00:47.649796 2021-04-15 05:23:09,999 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1338, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:04.483712, arrival_time=2021-04-15 05:23:14.483637, cost_time=0:00:50.441710 2021-04-15 05:23:12,791 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.17ms, fps=917 images/s, loss=0.1353, top1-acc=95.30%, top5-acc=99.96%, remaining_time=0:00:01.681038, arrival_time=2021-04-15 05:23:14.472282, cost_time=0:00:53.232892 2021-04-15 05:23:14,292 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.14ms, fps=906 images/s, loss=0.1361, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 05:23:14.292065, cost_time=0:00:54.733872 2021-04-15 05:23:15,179 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.16ms, fps=2890 images/s, loss=0.4108, top1-acc=87.19%, top5-acc=99.53%, remaining_time=0:00:02.657790, arrival_time=2021-04-15 05:23:17.837329, cost_time=0:00:00.885932 2021-04-15 05:23:15,954 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.20ms, fps=3307 images/s, loss=0.4258, top1-acc=86.43%, top5-acc=99.37%, remaining_time=0:00:01.660360, arrival_time=2021-04-15 05:23:17.614333, cost_time=0:00:01.660357 2021-04-15 05:23:16,727 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.26ms, fps=3311 images/s, loss=0.4232, top1-acc=86.60%, top5-acc=99.28%, remaining_time=0:00:00.811270, arrival_time=2021-04-15 05:23:17.538700, cost_time=0:00:02.433814 2021-04-15 05:23:17,433 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.06ms, fps=3289 images/s, loss=0.4302, top1-acc=86.40%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-15 05:23:17.433045, cost_time=0:00:03.139448 2021-04-15 05:23:17,906 INFO : Epoch=0096 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:41:24.107640, arrival_time=2021-04-15 07:04:42.014294, cost_time=1:33:36.099349 2021-04-15 05:23:17,908 INFO : Train start, epoch=0097, lr=0.053140 2021-04-15 05:23:20,910 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.25ms, fps=853 images/s, loss=0.1358, top1-acc=95.66%, top5-acc=99.88%, remaining_time=0:00:55.845198, arrival_time=2021-04-15 05:24:16.755743, cost_time=0:00:03.002431 2021-04-15 05:23:23,704 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.1371, top1-acc=95.53%, top5-acc=99.94%, remaining_time=0:00:51.009376, arrival_time=2021-04-15 05:24:14.714011, cost_time=0:00:05.796511 2021-04-15 05:23:26,499 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1403, top1-acc=95.47%, top5-acc=99.90%, remaining_time=0:00:47.537088, arrival_time=2021-04-15 05:24:14.036284, cost_time=0:00:08.591053 2021-04-15 05:23:29,293 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.1345, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:44.403060, arrival_time=2021-04-15 05:24:13.696571, cost_time=0:00:11.385397 2021-04-15 05:23:32,084 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1321, top1-acc=95.68%, top5-acc=99.91%, remaining_time=0:00:41.396402, arrival_time=2021-04-15 05:24:13.481340, cost_time=0:00:14.176828 2021-04-15 05:23:34,877 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1304, top1-acc=95.68%, top5-acc=99.92%, remaining_time=0:00:38.464608, arrival_time=2021-04-15 05:24:13.342386, cost_time=0:00:16.969658 2021-04-15 05:23:37,670 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1319, top1-acc=95.65%, top5-acc=99.91%, remaining_time=0:00:35.572446, arrival_time=2021-04-15 05:24:13.243035, cost_time=0:00:19.762474 2021-04-15 05:23:40,464 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1306, top1-acc=95.65%, top5-acc=99.92%, remaining_time=0:00:32.706084, arrival_time=2021-04-15 05:24:13.170145, cost_time=0:00:22.555947 2021-04-15 05:23:43,256 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1293, top1-acc=95.71%, top5-acc=99.93%, remaining_time=0:00:29.854370, arrival_time=2021-04-15 05:24:13.110522, cost_time=0:00:25.348039 2021-04-15 05:23:46,046 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1298, top1-acc=95.72%, top5-acc=99.94%, remaining_time=0:00:27.013248, arrival_time=2021-04-15 05:24:13.060129, cost_time=0:00:28.138770 2021-04-15 05:23:48,833 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.1293, top1-acc=95.69%, top5-acc=99.94%, remaining_time=0:00:24.177868, arrival_time=2021-04-15 05:24:13.011134, cost_time=0:00:30.925152 2021-04-15 05:23:51,624 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1301, top1-acc=95.64%, top5-acc=99.93%, remaining_time=0:00:21.353796, arrival_time=2021-04-15 05:24:12.978456, cost_time=0:00:33.716549 2021-04-15 05:23:54,417 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1302, top1-acc=95.67%, top5-acc=99.94%, remaining_time=0:00:18.535638, arrival_time=2021-04-15 05:24:12.953326, cost_time=0:00:36.509574 2021-04-15 05:23:57,210 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.1296, top1-acc=95.67%, top5-acc=99.94%, remaining_time=0:00:15.721048, arrival_time=2021-04-15 05:24:12.931829, cost_time=0:00:39.302662 2021-04-15 05:24:00,002 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1296, top1-acc=95.64%, top5-acc=99.95%, remaining_time=0:00:12.908980, arrival_time=2021-04-15 05:24:12.911596, cost_time=0:00:42.094432 2021-04-15 05:24:02,790 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.1300, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:10.098468, arrival_time=2021-04-15 05:24:12.888690, cost_time=0:00:44.882075 2021-04-15 05:24:05,582 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1305, top1-acc=95.61%, top5-acc=99.94%, remaining_time=0:00:07.291310, arrival_time=2021-04-15 05:24:12.873420, cost_time=0:00:47.673994 2021-04-15 05:24:08,373 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1309, top1-acc=95.57%, top5-acc=99.94%, remaining_time=0:00:04.485776, arrival_time=2021-04-15 05:24:12.858848, cost_time=0:00:50.464950 2021-04-15 05:24:11,169 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.17ms, fps=916 images/s, loss=0.1304, top1-acc=95.58%, top5-acc=99.94%, remaining_time=0:00:01.681938, arrival_time=2021-04-15 05:24:12.851398, cost_time=0:00:53.261357 2021-04-15 05:24:12,669 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.41ms, fps=907 images/s, loss=0.1306, top1-acc=95.58%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-15 05:24:12.669661, cost_time=0:00:54.761559 2021-04-15 05:24:13,554 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.20ms, fps=2898 images/s, loss=0.4610, top1-acc=86.02%, top5-acc=99.57%, remaining_time=0:00:02.649660, arrival_time=2021-04-15 05:24:16.204089, cost_time=0:00:00.883223 2021-04-15 05:24:14,332 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.43ms, fps=3291 images/s, loss=0.4597, top1-acc=86.11%, top5-acc=99.63%, remaining_time=0:00:01.661540, arrival_time=2021-04-15 05:24:15.994262, cost_time=0:00:01.661535 2021-04-15 05:24:15,107 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.27ms, fps=3305 images/s, loss=0.4683, top1-acc=85.72%, top5-acc=99.41%, remaining_time=0:00:00.812150, arrival_time=2021-04-15 05:24:15.919807, cost_time=0:00:02.436460 2021-04-15 05:24:15,816 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.07ms, fps=3276 images/s, loss=0.4850, top1-acc=85.45%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-15 05:24:15.816104, cost_time=0:00:03.144930 2021-04-15 05:24:16,318 INFO : Epoch=0097 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:40:25.512051, arrival_time=2021-04-15 07:04:41.830646, cost_time=1:34:34.511308 2021-04-15 05:24:16,319 INFO : Train start, epoch=0098, lr=0.052355 2021-04-15 05:24:19,314 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.40ms, fps=855 images/s, loss=0.1337, top1-acc=95.55%, top5-acc=100.00%, remaining_time=0:00:55.689888, arrival_time=2021-04-15 05:25:15.003951, cost_time=0:00:02.994078 2021-04-15 05:24:22,108 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1280, top1-acc=95.62%, top5-acc=100.00%, remaining_time=0:00:50.941616, arrival_time=2021-04-15 05:25:13.050421, cost_time=0:00:05.788817 2021-04-15 05:24:24,903 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.1230, top1-acc=95.70%, top5-acc=100.00%, remaining_time=0:00:47.494260, arrival_time=2021-04-15 05:25:12.397547, cost_time=0:00:08.583310 2021-04-15 05:24:27,691 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1209, top1-acc=95.82%, top5-acc=99.98%, remaining_time=0:00:44.349708, arrival_time=2021-04-15 05:25:12.041313, cost_time=0:00:11.371710 2021-04-15 05:24:30,490 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.1231, top1-acc=95.75%, top5-acc=99.98%, remaining_time=0:00:41.378152, arrival_time=2021-04-15 05:25:11.868758, cost_time=0:00:14.170611 2021-04-15 05:24:33,281 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1251, top1-acc=95.64%, top5-acc=99.98%, remaining_time=0:00:38.446520, arrival_time=2021-04-15 05:25:11.728104, cost_time=0:00:16.961684 2021-04-15 05:24:36,071 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.1237, top1-acc=95.68%, top5-acc=99.98%, remaining_time=0:00:35.553420, arrival_time=2021-04-15 05:25:11.625236, cost_time=0:00:19.751917 2021-04-15 05:24:38,864 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1264, top1-acc=95.58%, top5-acc=99.97%, remaining_time=0:00:32.689844, arrival_time=2021-04-15 05:25:11.554447, cost_time=0:00:22.544711 2021-04-15 05:24:41,660 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.1279, top1-acc=95.54%, top5-acc=99.96%, remaining_time=0:00:29.845042, arrival_time=2021-04-15 05:25:11.505090, cost_time=0:00:25.340151 2021-04-15 05:24:44,453 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1309, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:27.008256, arrival_time=2021-04-15 05:25:11.461840, cost_time=0:00:28.133588 2021-04-15 05:24:47,249 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.45ms, fps=916 images/s, loss=0.1301, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:24.181308, arrival_time=2021-04-15 05:25:11.430737, cost_time=0:00:30.929534 2021-04-15 05:24:50,042 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1301, top1-acc=95.48%, top5-acc=99.96%, remaining_time=0:00:21.357520, arrival_time=2021-04-15 05:25:11.399891, cost_time=0:00:33.722458 2021-04-15 05:24:52,838 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.1300, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:18.539928, arrival_time=2021-04-15 05:25:11.377900, cost_time=0:00:36.518074 2021-04-15 05:24:55,630 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.1292, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:15.724240, arrival_time=2021-04-15 05:25:11.354739, cost_time=0:00:39.310598 2021-04-15 05:24:58,422 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.81ms, fps=917 images/s, loss=0.1291, top1-acc=95.53%, top5-acc=99.96%, remaining_time=0:00:12.911556, arrival_time=2021-04-15 05:25:11.334341, cost_time=0:00:42.102886 2021-04-15 05:25:01,215 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1288, top1-acc=95.57%, top5-acc=99.95%, remaining_time=0:00:10.101420, arrival_time=2021-04-15 05:25:11.316503, cost_time=0:00:44.895185 2021-04-15 05:25:04,008 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.1290, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:07.293572, arrival_time=2021-04-15 05:25:11.302188, cost_time=0:00:47.688716 2021-04-15 05:25:06,799 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1285, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:04.487104, arrival_time=2021-04-15 05:25:11.286914, cost_time=0:00:50.479915 2021-04-15 05:25:09,592 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.00ms, fps=917 images/s, loss=0.1285, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:01.682298, arrival_time=2021-04-15 05:25:11.275002, cost_time=0:00:53.272768 2021-04-15 05:25:11,092 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.18ms, fps=907 images/s, loss=0.1290, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:25:11.092648, cost_time=0:00:54.772774 2021-04-15 05:25:11,993 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.34ms, fps=2848 images/s, loss=0.4625, top1-acc=86.80%, top5-acc=99.18%, remaining_time=0:00:02.697000, arrival_time=2021-04-15 05:25:14.690294, cost_time=0:00:00.898999 2021-04-15 05:25:12,765 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.24ms, fps=3316 images/s, loss=0.4446, top1-acc=86.87%, top5-acc=99.36%, remaining_time=0:00:01.671400, arrival_time=2021-04-15 05:25:14.437057, cost_time=0:00:01.671392 2021-04-15 05:25:13,539 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.28ms, fps=3308 images/s, loss=0.4420, top1-acc=86.82%, top5-acc=99.36%, remaining_time=0:00:00.815160, arrival_time=2021-04-15 05:25:14.354893, cost_time=0:00:02.445474 2021-04-15 05:25:14,242 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.05ms, fps=3301 images/s, loss=0.4463, top1-acc=86.92%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 05:25:14.242915, cost_time=0:00:03.148678 2021-04-15 05:25:14,683 INFO : Epoch=0098 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:39:26.871378, arrival_time=2021-04-15 07:04:41.555171, cost_time=1:35:32.876468 2021-04-15 05:25:14,685 INFO : Train start, epoch=0099, lr=0.051571 2021-04-15 05:25:17,636 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.47ms, fps=867 images/s, loss=0.1300, top1-acc=95.78%, top5-acc=99.88%, remaining_time=0:00:54.898458, arrival_time=2021-04-15 05:26:12.535377, cost_time=0:00:02.951530 2021-04-15 05:25:20,424 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.1375, top1-acc=95.45%, top5-acc=99.88%, remaining_time=0:00:50.507248, arrival_time=2021-04-15 05:26:10.932097, cost_time=0:00:05.739454 2021-04-15 05:25:23,215 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.1310, top1-acc=95.57%, top5-acc=99.91%, remaining_time=0:00:47.197286, arrival_time=2021-04-15 05:26:10.412305, cost_time=0:00:08.529637 2021-04-15 05:25:26,005 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.43ms, fps=918 images/s, loss=0.1298, top1-acc=95.65%, top5-acc=99.92%, remaining_time=0:00:44.148312, arrival_time=2021-04-15 05:26:10.153766, cost_time=0:00:11.320079 2021-04-15 05:25:28,794 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1268, top1-acc=95.82%, top5-acc=99.93%, remaining_time=0:00:41.197696, arrival_time=2021-04-15 05:26:09.991879, cost_time=0:00:14.108793 2021-04-15 05:25:31,585 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1251, top1-acc=95.83%, top5-acc=99.93%, remaining_time=0:00:38.306168, arrival_time=2021-04-15 05:26:09.891316, cost_time=0:00:16.899768 2021-04-15 05:25:34,375 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.1251, top1-acc=95.81%, top5-acc=99.94%, remaining_time=0:00:35.442414, arrival_time=2021-04-15 05:26:09.818032, cost_time=0:00:19.690227 2021-04-15 05:25:37,168 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1248, top1-acc=95.82%, top5-acc=99.95%, remaining_time=0:00:32.600408, arrival_time=2021-04-15 05:26:09.768804, cost_time=0:00:22.483015 2021-04-15 05:25:39,959 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1246, top1-acc=95.81%, top5-acc=99.95%, remaining_time=0:00:29.766920, arrival_time=2021-04-15 05:26:09.726134, cost_time=0:00:25.273836 2021-04-15 05:25:42,747 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.1228, top1-acc=95.88%, top5-acc=99.96%, remaining_time=0:00:26.939712, arrival_time=2021-04-15 05:26:09.687307, cost_time=0:00:28.062205 2021-04-15 05:25:45,538 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1220, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:24.121538, arrival_time=2021-04-15 05:26:09.660056, cost_time=0:00:30.853124 2021-04-15 05:25:48,328 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1216, top1-acc=95.89%, top5-acc=99.96%, remaining_time=0:00:21.307436, arrival_time=2021-04-15 05:26:09.636136, cost_time=0:00:33.643298 2021-04-15 05:25:51,117 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.1217, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:18.496104, arrival_time=2021-04-15 05:26:09.613164, cost_time=0:00:36.431681 2021-04-15 05:25:53,910 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.1224, top1-acc=95.82%, top5-acc=99.96%, remaining_time=0:00:15.690024, arrival_time=2021-04-15 05:26:09.600552, cost_time=0:00:39.225080 2021-04-15 05:25:56,703 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1228, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:12.885520, arrival_time=2021-04-15 05:26:09.588985, cost_time=0:00:42.018037 2021-04-15 05:25:59,495 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1239, top1-acc=95.80%, top5-acc=99.96%, remaining_time=0:00:10.082268, arrival_time=2021-04-15 05:26:09.577699, cost_time=0:00:44.810055 2021-04-15 05:26:02,286 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1255, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:07.280208, arrival_time=2021-04-15 05:26:09.566909, cost_time=0:00:47.601309 2021-04-15 05:26:05,076 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1262, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:04.479184, arrival_time=2021-04-15 05:26:09.555353, cost_time=0:00:50.390790 2021-04-15 05:26:07,867 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.47ms, fps=917 images/s, loss=0.1265, top1-acc=95.69%, top5-acc=99.95%, remaining_time=0:00:01.679436, arrival_time=2021-04-15 05:26:09.546941, cost_time=0:00:53.182114 2021-04-15 05:26:09,369 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.19ms, fps=905 images/s, loss=0.1271, top1-acc=95.68%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:09.369947, cost_time=0:00:54.684570 2021-04-15 05:26:10,259 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=1.34ms, fps=2883 images/s, loss=0.3947, top1-acc=87.03%, top5-acc=99.22%, remaining_time=0:00:02.664030, arrival_time=2021-04-15 05:26:12.923613, cost_time=0:00:00.888011 2021-04-15 05:26:11,032 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.25ms, fps=3316 images/s, loss=0.3983, top1-acc=86.97%, top5-acc=99.18%, remaining_time=0:00:01.660380, arrival_time=2021-04-15 05:26:12.692336, cost_time=0:00:01.660373 2021-04-15 05:26:11,805 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.30ms, fps=3311 images/s, loss=0.3898, top1-acc=87.38%, top5-acc=99.30%, remaining_time=0:00:00.811290, arrival_time=2021-04-15 05:26:12.616717, cost_time=0:00:02.433856 2021-04-15 05:26:12,512 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.05ms, fps=3284 images/s, loss=0.3860, top1-acc=87.61%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-15 05:26:12.512100, cost_time=0:00:03.140558 2021-04-15 05:26:12,948 INFO : Epoch=0099 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:38:28.133673, arrival_time=2021-04-15 07:04:41.081891, cost_time=1:36:31.140928 2021-04-15 05:26:12,949 INFO : Train start, epoch=0100, lr=0.050785 2021-04-15 05:26:15,945 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.36ms, fps=855 images/s, loss=0.1063, top1-acc=95.98%, top5-acc=100.00%, remaining_time=0:00:55.722996, arrival_time=2021-04-15 05:27:11.668396, cost_time=0:00:02.995862 2021-04-15 05:26:18,738 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.80ms, fps=917 images/s, loss=0.1121, top1-acc=95.86%, top5-acc=99.98%, remaining_time=0:00:50.942848, arrival_time=2021-04-15 05:27:09.681447, cost_time=0:00:05.788970 2021-04-15 05:26:21,544 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.24ms, fps=913 images/s, loss=0.1123, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:47.557506, arrival_time=2021-04-15 05:27:09.101948, cost_time=0:00:08.594741 2021-04-15 05:26:24,341 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.1114, top1-acc=95.94%, top5-acc=99.98%, remaining_time=0:00:44.429112, arrival_time=2021-04-15 05:27:08.770759, cost_time=0:00:11.392065 2021-04-15 05:26:27,133 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1115, top1-acc=95.95%, top5-acc=99.97%, remaining_time=0:00:41.418010, arrival_time=2021-04-15 05:27:08.551795, cost_time=0:00:14.184244 2021-04-15 05:26:29,925 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.1118, top1-acc=95.95%, top5-acc=99.97%, remaining_time=0:00:38.477800, arrival_time=2021-04-15 05:27:08.402918, cost_time=0:00:16.975493 2021-04-15 05:26:32,719 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.1134, top1-acc=95.89%, top5-acc=99.96%, remaining_time=0:00:35.585046, arrival_time=2021-04-15 05:27:08.304074, cost_time=0:00:19.769473 2021-04-15 05:26:35,512 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1138, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:32.715712, arrival_time=2021-04-15 05:27:08.227858, cost_time=0:00:22.562592 2021-04-15 05:26:38,300 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1152, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:29.857974, arrival_time=2021-04-15 05:27:08.158613, cost_time=0:00:25.351112 2021-04-15 05:26:41,094 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.1155, top1-acc=95.82%, top5-acc=99.97%, remaining_time=0:00:27.018816, arrival_time=2021-04-15 05:27:08.113097, cost_time=0:00:28.144571 2021-04-15 05:26:43,885 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1159, top1-acc=95.80%, top5-acc=99.97%, remaining_time=0:00:24.185952, arrival_time=2021-04-15 05:27:08.071037, cost_time=0:00:30.935512 2021-04-15 05:26:46,675 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.69ms, fps=917 images/s, loss=0.1181, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:21.359952, arrival_time=2021-04-15 05:27:08.035780, cost_time=0:00:33.726284 2021-04-15 05:26:49,463 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.1199, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:18.537948, arrival_time=2021-04-15 05:27:08.001631, cost_time=0:00:36.514143 2021-04-15 05:26:52,255 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1211, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:15.722168, arrival_time=2021-04-15 05:27:07.977172, cost_time=0:00:39.305470 2021-04-15 05:26:55,042 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.1221, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:12.908474, arrival_time=2021-04-15 05:27:07.950909, cost_time=0:00:42.092899 2021-04-15 05:26:57,834 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1237, top1-acc=95.56%, top5-acc=99.95%, remaining_time=0:00:10.099044, arrival_time=2021-04-15 05:27:07.933167, cost_time=0:00:44.884582 2021-04-15 05:27:00,624 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.1245, top1-acc=95.54%, top5-acc=99.95%, remaining_time=0:00:07.291388, arrival_time=2021-04-15 05:27:07.915467, cost_time=0:00:47.674538 2021-04-15 05:27:03,414 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1244, top1-acc=95.57%, top5-acc=99.95%, remaining_time=0:00:04.485744, arrival_time=2021-04-15 05:27:07.899859, cost_time=0:00:50.464568 2021-04-15 05:27:06,207 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1246, top1-acc=95.59%, top5-acc=99.95%, remaining_time=0:00:01.681824, arrival_time=2021-04-15 05:27:07.889191, cost_time=0:00:53.257836 2021-04-15 05:27:07,710 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.46ms, fps=905 images/s, loss=0.1251, top1-acc=95.58%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:27:07.710889, cost_time=0:00:54.761313 2021-04-15 05:27:08,594 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=1.27ms, fps=2904 images/s, loss=0.5487, top1-acc=84.61%, top5-acc=99.02%, remaining_time=0:00:02.644680, arrival_time=2021-04-15 05:27:11.238754, cost_time=0:00:00.881559 2021-04-15 05:27:09,366 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.19ms, fps=3318 images/s, loss=0.5680, top1-acc=83.87%, top5-acc=98.98%, remaining_time=0:00:01.653500, arrival_time=2021-04-15 05:27:11.019525, cost_time=0:00:01.653504 2021-04-15 05:27:10,139 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.20ms, fps=3313 images/s, loss=0.5687, top1-acc=83.55%, top5-acc=98.92%, remaining_time=0:00:00.808870, arrival_time=2021-04-15 05:27:10.947999, cost_time=0:00:02.426612 2021-04-15 05:27:10,845 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.05ms, fps=3285 images/s, loss=0.5856, top1-acc=83.33%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:27:10.845639, cost_time=0:00:03.133122 2021-04-15 05:27:11,281 INFO : Epoch=0100 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:37:29.474100, arrival_time=2021-04-15 07:04:40.755444, cost_time=1:37:29.474052 2021-04-15 05:27:11,282 INFO : Train start, epoch=0101, lr=0.050000 2021-04-15 05:27:14,245 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.33ms, fps=864 images/s, loss=0.1372, top1-acc=95.16%, top5-acc=99.96%, remaining_time=0:00:55.108080, arrival_time=2021-04-15 05:28:09.353558, cost_time=0:00:02.962802 2021-04-15 05:27:17,046 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.62ms, fps=914 images/s, loss=0.1262, top1-acc=95.64%, top5-acc=99.94%, remaining_time=0:00:50.723728, arrival_time=2021-04-15 05:28:07.770538, cost_time=0:00:05.764061 2021-04-15 05:27:19,844 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.1262, top1-acc=95.60%, top5-acc=99.92%, remaining_time=0:00:47.376234, arrival_time=2021-04-15 05:28:07.220958, cost_time=0:00:08.561975 2021-04-15 05:27:22,636 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.1261, top1-acc=95.62%, top5-acc=99.93%, remaining_time=0:00:44.279664, arrival_time=2021-04-15 05:28:06.916167, cost_time=0:00:11.353750 2021-04-15 05:27:25,424 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1206, top1-acc=95.80%, top5-acc=99.95%, remaining_time=0:00:41.295078, arrival_time=2021-04-15 05:28:06.719888, cost_time=0:00:14.142160 2021-04-15 05:27:28,217 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.23ms, fps=917 images/s, loss=0.1196, top1-acc=95.89%, top5-acc=99.95%, remaining_time=0:00:38.385184, arrival_time=2021-04-15 05:28:06.602551, cost_time=0:00:16.934639 2021-04-15 05:27:31,008 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1193, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:35.505666, arrival_time=2021-04-15 05:28:06.513779, cost_time=0:00:19.725380 2021-04-15 05:27:33,798 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1193, top1-acc=95.89%, top5-acc=99.96%, remaining_time=0:00:32.648084, arrival_time=2021-04-15 05:28:06.446636, cost_time=0:00:22.515894 2021-04-15 05:27:36,588 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1186, top1-acc=95.95%, top5-acc=99.97%, remaining_time=0:00:29.804550, arrival_time=2021-04-15 05:28:06.392973, cost_time=0:00:25.305761 2021-04-15 05:27:39,378 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1182, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:26.971680, arrival_time=2021-04-15 05:28:06.349844, cost_time=0:00:28.095516 2021-04-15 05:27:42,171 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1195, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:24.149402, arrival_time=2021-04-15 05:28:06.320885, cost_time=0:00:30.888740 2021-04-15 05:27:44,969 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.46ms, fps=915 images/s, loss=0.1185, top1-acc=95.93%, top5-acc=99.97%, remaining_time=0:00:21.335176, arrival_time=2021-04-15 05:28:06.305007, cost_time=0:00:33.687161 2021-04-15 05:27:47,757 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1197, top1-acc=95.90%, top5-acc=99.97%, remaining_time=0:00:18.517950, arrival_time=2021-04-15 05:28:06.275302, cost_time=0:00:36.474693 2021-04-15 05:27:50,552 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1195, top1-acc=95.92%, top5-acc=99.96%, remaining_time=0:00:15.707776, arrival_time=2021-04-15 05:28:06.259862, cost_time=0:00:39.269424 2021-04-15 05:27:53,342 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1206, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:12.898262, arrival_time=2021-04-15 05:28:06.240488, cost_time=0:00:42.059569 2021-04-15 05:27:56,130 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.1215, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:10.090692, arrival_time=2021-04-15 05:28:06.220834, cost_time=0:00:44.847475 2021-04-15 05:27:58,917 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.1219, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:07.285356, arrival_time=2021-04-15 05:28:06.202996, cost_time=0:00:47.634984 2021-04-15 05:28:01,708 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.1225, top1-acc=95.82%, top5-acc=99.97%, remaining_time=0:00:04.482288, arrival_time=2021-04-15 05:28:06.190641, cost_time=0:00:50.425686 2021-04-15 05:28:04,494 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.07ms, fps=919 images/s, loss=0.1221, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:01.680378, arrival_time=2021-04-15 05:28:06.174972, cost_time=0:00:53.211897 2021-04-15 05:28:05,991 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.02ms, fps=909 images/s, loss=0.1219, top1-acc=95.84%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:05.991837, cost_time=0:00:54.709168 2021-04-15 05:28:06,888 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.21ms, fps=2862 images/s, loss=0.3887, top1-acc=87.38%, top5-acc=99.06%, remaining_time=0:00:02.683170, arrival_time=2021-04-15 05:28:09.571125, cost_time=0:00:00.894386 2021-04-15 05:28:07,660 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.16ms, fps=3317 images/s, loss=0.4036, top1-acc=87.58%, top5-acc=99.20%, remaining_time=0:00:01.666420, arrival_time=2021-04-15 05:28:09.326405, cost_time=0:00:01.666421 2021-04-15 05:28:08,430 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.15ms, fps=3324 images/s, loss=0.4018, top1-acc=87.92%, top5-acc=99.27%, remaining_time=0:00:00.812330, arrival_time=2021-04-15 05:28:09.242874, cost_time=0:00:02.436980 2021-04-15 05:28:09,134 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.05ms, fps=3295 images/s, loss=0.3987, top1-acc=87.91%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-15 05:28:09.134864, cost_time=0:00:03.141320 2021-04-15 05:28:09,684 INFO : Epoch=0101 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:36:30.889467, arrival_time=2021-04-15 07:04:40.573855, cost_time=1:38:27.877102 2021-04-15 05:28:09,685 INFO : Train start, epoch=0102, lr=0.049215 2021-04-15 05:28:12,644 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.27ms, fps=865 images/s, loss=0.1253, top1-acc=95.78%, top5-acc=99.88%, remaining_time=0:00:55.021218, arrival_time=2021-04-15 05:29:07.665210, cost_time=0:00:02.958133 2021-04-15 05:28:15,437 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.1193, top1-acc=96.00%, top5-acc=99.94%, remaining_time=0:00:50.614960, arrival_time=2021-04-15 05:29:06.052375, cost_time=0:00:05.751699 2021-04-15 05:28:18,232 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.1194, top1-acc=95.99%, top5-acc=99.95%, remaining_time=0:00:47.289250, arrival_time=2021-04-15 05:29:05.521255, cost_time=0:00:08.546242 2021-04-15 05:28:21,021 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.97ms, fps=918 images/s, loss=0.1193, top1-acc=96.01%, top5-acc=99.95%, remaining_time=0:00:44.210244, arrival_time=2021-04-15 05:29:05.231895, cost_time=0:00:11.335968 2021-04-15 05:28:23,813 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.1191, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:41.253614, arrival_time=2021-04-15 05:29:05.067316, cost_time=0:00:14.127950 2021-04-15 05:28:26,608 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.1164, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:38.357168, arrival_time=2021-04-15 05:29:04.965120, cost_time=0:00:16.922261 2021-04-15 05:28:29,398 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.1158, top1-acc=96.10%, top5-acc=99.94%, remaining_time=0:00:35.482608, arrival_time=2021-04-15 05:29:04.880829, cost_time=0:00:19.712553 2021-04-15 05:28:32,195 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.44ms, fps=915 images/s, loss=0.1147, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:32.639500, arrival_time=2021-04-15 05:29:04.835158, cost_time=0:00:22.509970 2021-04-15 05:28:34,990 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1156, top1-acc=96.07%, top5-acc=99.93%, remaining_time=0:00:29.802854, arrival_time=2021-04-15 05:29:04.792869, cost_time=0:00:25.304339 2021-04-15 05:28:37,779 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1172, top1-acc=95.99%, top5-acc=99.94%, remaining_time=0:00:26.970048, arrival_time=2021-04-15 05:29:04.749626, cost_time=0:00:28.093816 2021-04-15 05:28:40,576 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1198, top1-acc=95.90%, top5-acc=99.95%, remaining_time=0:00:24.150606, arrival_time=2021-04-15 05:29:04.726643, cost_time=0:00:30.890352 2021-04-15 05:28:43,377 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.1214, top1-acc=95.85%, top5-acc=99.95%, remaining_time=0:00:21.337912, arrival_time=2021-04-15 05:29:04.715064, cost_time=0:00:33.691473 2021-04-15 05:28:46,176 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.22ms, fps=915 images/s, loss=0.1206, top1-acc=95.88%, top5-acc=99.95%, remaining_time=0:00:18.526200, arrival_time=2021-04-15 05:29:04.702886, cost_time=0:00:36.491003 2021-04-15 05:28:48,975 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.60ms, fps=915 images/s, loss=0.1195, top1-acc=95.93%, top5-acc=99.95%, remaining_time=0:00:15.716064, arrival_time=2021-04-15 05:29:04.691919, cost_time=0:00:39.290167 2021-04-15 05:28:51,780 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.23ms, fps=913 images/s, loss=0.1186, top1-acc=95.96%, top5-acc=99.95%, remaining_time=0:00:12.909072, arrival_time=2021-04-15 05:29:04.689577, cost_time=0:00:42.094813 2021-04-15 05:28:54,580 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.1193, top1-acc=95.91%, top5-acc=99.95%, remaining_time=0:00:10.101240, arrival_time=2021-04-15 05:29:04.681250, cost_time=0:00:44.894324 2021-04-15 05:28:57,383 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.26ms, fps=913 images/s, loss=0.1207, top1-acc=95.86%, top5-acc=99.95%, remaining_time=0:00:07.294950, arrival_time=2021-04-15 05:29:04.678453, cost_time=0:00:47.697822 2021-04-15 05:29:00,180 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.1212, top1-acc=95.86%, top5-acc=99.95%, remaining_time=0:00:04.488448, arrival_time=2021-04-15 05:29:04.669226, cost_time=0:00:50.495094 2021-04-15 05:29:02,984 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.15ms, fps=913 images/s, loss=0.1216, top1-acc=95.85%, top5-acc=99.95%, remaining_time=0:00:01.683114, arrival_time=2021-04-15 05:29:04.667344, cost_time=0:00:53.298520 2021-04-15 05:29:04,490 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.22ms, fps=903 images/s, loss=0.1220, top1-acc=95.83%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-15 05:29:04.490422, cost_time=0:00:54.804757 2021-04-15 05:29:05,370 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.19ms, fps=2913 images/s, loss=0.4064, top1-acc=87.15%, top5-acc=99.57%, remaining_time=0:00:02.636040, arrival_time=2021-04-15 05:29:08.006726, cost_time=0:00:00.878679 2021-04-15 05:29:06,143 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.14ms, fps=3315 images/s, loss=0.3836, top1-acc=87.89%, top5-acc=99.57%, remaining_time=0:00:01.651280, arrival_time=2021-04-15 05:29:07.794552, cost_time=0:00:01.651288 2021-04-15 05:29:06,915 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.38ms, fps=3315 images/s, loss=0.4091, top1-acc=87.43%, top5-acc=99.53%, remaining_time=0:00:00.807960, arrival_time=2021-04-15 05:29:07.723828, cost_time=0:00:02.423875 2021-04-15 05:29:07,620 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.06ms, fps=3293 images/s, loss=0.4055, top1-acc=87.71%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 05:29:07.620775, cost_time=0:00:03.128811 2021-04-15 05:29:08,260 INFO : Epoch=0102 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:35:32.474622, arrival_time=2021-04-15 07:04:40.735101, cost_time=1:39:26.453175 2021-04-15 05:29:08,261 INFO : Train start, epoch=0103, lr=0.048429 2021-04-15 05:29:11,224 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.50ms, fps=864 images/s, loss=0.1075, top1-acc=96.48%, top5-acc=100.00%, remaining_time=0:00:55.102500, arrival_time=2021-04-15 05:30:06.326872, cost_time=0:00:02.962500 2021-04-15 05:29:14,014 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.1085, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:50.619360, arrival_time=2021-04-15 05:30:04.633453, cost_time=0:00:05.752206 2021-04-15 05:29:16,803 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1071, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:47.264350, arrival_time=2021-04-15 05:30:04.067966, cost_time=0:00:08.541744 2021-04-15 05:29:19,592 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.1036, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:44.189652, arrival_time=2021-04-15 05:30:03.782168, cost_time=0:00:11.330687 2021-04-15 05:29:22,385 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.94ms, fps=917 images/s, loss=0.1057, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:41.241350, arrival_time=2021-04-15 05:30:03.626964, cost_time=0:00:14.123765 2021-04-15 05:29:25,173 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.52ms, fps=918 images/s, loss=0.1063, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:38.332824, arrival_time=2021-04-15 05:30:03.506164, cost_time=0:00:16.911515 2021-04-15 05:29:27,963 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1080, top1-acc=96.37%, top5-acc=99.98%, remaining_time=0:00:35.463204, arrival_time=2021-04-15 05:30:03.426778, cost_time=0:00:19.701768 2021-04-15 05:29:30,758 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.1086, top1-acc=96.36%, top5-acc=99.99%, remaining_time=0:00:32.620012, arrival_time=2021-04-15 05:30:03.378361, cost_time=0:00:22.496549 2021-04-15 05:29:33,551 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1058, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:29.785364, arrival_time=2021-04-15 05:30:03.336588, cost_time=0:00:25.289419 2021-04-15 05:29:36,341 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1071, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:26.956224, arrival_time=2021-04-15 05:30:03.297514, cost_time=0:00:28.079417 2021-04-15 05:29:39,132 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1088, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:24.135470, arrival_time=2021-04-15 05:30:03.268251, cost_time=0:00:30.870976 2021-04-15 05:29:41,922 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.1093, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:21.318684, arrival_time=2021-04-15 05:30:03.241510, cost_time=0:00:33.661023 2021-04-15 05:29:44,713 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1100, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:18.506202, arrival_time=2021-04-15 05:30:03.219624, cost_time=0:00:36.451622 2021-04-15 05:29:47,502 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.1098, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:15.696240, arrival_time=2021-04-15 05:30:03.198603, cost_time=0:00:39.240558 2021-04-15 05:29:50,290 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.46ms, fps=918 images/s, loss=0.1102, top1-acc=96.23%, top5-acc=99.97%, remaining_time=0:00:12.888694, arrival_time=2021-04-15 05:30:03.178871, cost_time=0:00:42.028376 2021-04-15 05:29:53,080 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1109, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:10.084212, arrival_time=2021-04-15 05:30:03.164694, cost_time=0:00:44.818680 2021-04-15 05:29:55,876 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.1116, top1-acc=96.16%, top5-acc=99.97%, remaining_time=0:00:07.282236, arrival_time=2021-04-15 05:30:03.158689, cost_time=0:00:47.614643 2021-04-15 05:29:58,671 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1125, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:04.480816, arrival_time=2021-04-15 05:30:03.151816, cost_time=0:00:50.409207 2021-04-15 05:30:01,460 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.02ms, fps=918 images/s, loss=0.1123, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:01.679940, arrival_time=2021-04-15 05:30:03.139941, cost_time=0:00:53.198167 2021-04-15 05:30:02,960 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.36ms, fps=907 images/s, loss=0.1123, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:02.959929, cost_time=0:00:54.698129 2021-04-15 05:30:03,841 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.23ms, fps=2910 images/s, loss=0.4039, top1-acc=87.85%, top5-acc=99.49%, remaining_time=0:00:02.639040, arrival_time=2021-04-15 05:30:06.480284, cost_time=0:00:00.879682 2021-04-15 05:30:04,613 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.31ms, fps=3317 images/s, loss=0.4152, top1-acc=87.85%, top5-acc=99.51%, remaining_time=0:00:01.651660, arrival_time=2021-04-15 05:30:06.264905, cost_time=0:00:01.651669 2021-04-15 05:30:05,386 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.41ms, fps=3313 images/s, loss=0.4147, top1-acc=87.59%, top5-acc=99.52%, remaining_time=0:00:00.808260, arrival_time=2021-04-15 05:30:06.194625, cost_time=0:00:02.424794 2021-04-15 05:30:06,091 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=3291 images/s, loss=0.4090, top1-acc=87.66%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 05:30:06.091620, cost_time=0:00:03.130070 2021-04-15 05:30:06,610 INFO : Epoch=0103 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:34:33.843601, arrival_time=2021-04-15 07:04:40.453879, cost_time=1:40:24.802987 2021-04-15 05:30:06,611 INFO : Train start, epoch=0104, lr=0.047645 2021-04-15 05:30:09,562 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.33ms, fps=868 images/s, loss=0.1106, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:54.882276, arrival_time=2021-04-15 05:31:04.444567, cost_time=0:00:02.950657 2021-04-15 05:30:12,354 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.1054, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:50.534352, arrival_time=2021-04-15 05:31:02.888541, cost_time=0:00:05.742547 2021-04-15 05:30:15,144 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1032, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:47.216210, arrival_time=2021-04-15 05:31:02.360909, cost_time=0:00:08.533041 2021-04-15 05:30:17,933 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1044, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:44.154084, arrival_time=2021-04-15 05:31:02.087211, cost_time=0:00:11.321574 2021-04-15 05:30:20,725 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1064, top1-acc=96.28%, top5-acc=99.96%, remaining_time=0:00:41.211566, arrival_time=2021-04-15 05:31:01.936754, cost_time=0:00:14.113568 2021-04-15 05:30:23,532 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.46ms, fps=912 images/s, loss=0.1078, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:38.352952, arrival_time=2021-04-15 05:31:01.884952, cost_time=0:00:16.920426 2021-04-15 05:30:26,332 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.1083, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:35.498358, arrival_time=2021-04-15 05:31:01.831226, cost_time=0:00:19.721306 2021-04-15 05:30:29,130 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.1087, top1-acc=96.19%, top5-acc=99.98%, remaining_time=0:00:32.651912, arrival_time=2021-04-15 05:31:01.782039, cost_time=0:00:22.518576 2021-04-15 05:30:31,931 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.21ms, fps=914 images/s, loss=0.1076, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:29.820874, arrival_time=2021-04-15 05:31:01.751998, cost_time=0:00:25.319569 2021-04-15 05:30:34,731 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.1073, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:26.994816, arrival_time=2021-04-15 05:31:01.726064, cost_time=0:00:28.119643 2021-04-15 05:30:37,531 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.57ms, fps=914 images/s, loss=0.1080, top1-acc=96.19%, top5-acc=99.97%, remaining_time=0:00:24.173654, arrival_time=2021-04-15 05:31:01.705079, cost_time=0:00:30.919836 2021-04-15 05:30:40,333 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.1080, top1-acc=96.22%, top5-acc=99.97%, remaining_time=0:00:21.357216, arrival_time=2021-04-15 05:31:01.690680, cost_time=0:00:33.721884 2021-04-15 05:30:43,133 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.1075, top1-acc=96.25%, top5-acc=99.97%, remaining_time=0:00:18.542106, arrival_time=2021-04-15 05:31:01.675988, cost_time=0:00:36.522324 2021-04-15 05:30:45,921 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1096, top1-acc=96.17%, top5-acc=99.97%, remaining_time=0:00:15.724128, arrival_time=2021-04-15 05:31:01.645953, cost_time=0:00:39.310252 2021-04-15 05:30:48,710 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.1112, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:12.910176, arrival_time=2021-04-15 05:31:01.620159, cost_time=0:00:42.098422 2021-04-15 05:30:51,496 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.35ms, fps=919 images/s, loss=0.1113, top1-acc=96.12%, top5-acc=99.97%, remaining_time=0:00:10.099188, arrival_time=2021-04-15 05:31:01.596007, cost_time=0:00:44.885270 2021-04-15 05:30:54,282 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.43ms, fps=919 images/s, loss=0.1120, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:07.290894, arrival_time=2021-04-15 05:31:01.573618, cost_time=0:00:47.671167 2021-04-15 05:30:57,072 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.1123, top1-acc=96.09%, top5-acc=99.96%, remaining_time=0:00:04.485408, arrival_time=2021-04-15 05:31:01.557774, cost_time=0:00:50.460813 2021-04-15 05:30:59,865 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1135, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:01.681698, arrival_time=2021-04-15 05:31:01.546988, cost_time=0:00:53.253696 2021-04-15 05:31:01,365 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.17ms, fps=907 images/s, loss=0.1145, top1-acc=96.03%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-15 05:31:01.365230, cost_time=0:00:54.753681 2021-04-15 05:31:02,278 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.19ms, fps=2809 images/s, loss=0.4528, top1-acc=87.19%, top5-acc=99.45%, remaining_time=0:00:02.734230, arrival_time=2021-04-15 05:31:05.012573, cost_time=0:00:00.911412 2021-04-15 05:31:03,051 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.20ms, fps=3314 images/s, loss=0.4276, top1-acc=87.38%, top5-acc=99.55%, remaining_time=0:00:01.684160, arrival_time=2021-04-15 05:31:04.735264, cost_time=0:00:01.684157 2021-04-15 05:31:03,822 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.21ms, fps=3319 images/s, loss=0.4091, top1-acc=87.94%, top5-acc=99.54%, remaining_time=0:00:00.818640, arrival_time=2021-04-15 05:31:04.641473, cost_time=0:00:02.455907 2021-04-15 05:31:04,527 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=3294 images/s, loss=0.3978, top1-acc=87.87%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 05:31:04.527521, cost_time=0:00:03.160612 2021-04-15 05:31:04,974 INFO : Epoch=0104 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:33:35.230944, arrival_time=2021-04-15 07:04:40.205051, cost_time=1:41:23.166813 2021-04-15 05:31:04,975 INFO : Train start, epoch=0105, lr=0.046860 2021-04-15 05:31:07,927 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.30ms, fps=867 images/s, loss=0.1247, top1-acc=95.74%, top5-acc=100.00%, remaining_time=0:00:54.900876, arrival_time=2021-04-15 05:32:02.828144, cost_time=0:00:02.951661 2021-04-15 05:31:10,730 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.51ms, fps=913 images/s, loss=0.1258, top1-acc=95.64%, top5-acc=99.98%, remaining_time=0:00:50.644528, arrival_time=2021-04-15 05:32:01.375172, cost_time=0:00:05.755067 2021-04-15 05:31:13,532 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.83ms, fps=914 images/s, loss=0.1225, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:47.345856, arrival_time=2021-04-15 05:32:00.877863, cost_time=0:00:08.556495 2021-04-15 05:31:16,339 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.1192, top1-acc=95.92%, top5-acc=99.97%, remaining_time=0:00:44.317884, arrival_time=2021-04-15 05:32:00.656927, cost_time=0:00:11.363553 2021-04-15 05:31:19,145 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.1117, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:41.377276, arrival_time=2021-04-15 05:32:00.523023, cost_time=0:00:14.170293 2021-04-15 05:31:21,960 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.41ms, fps=910 images/s, loss=0.1115, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:38.499560, arrival_time=2021-04-15 05:32:00.460203, cost_time=0:00:16.985108 2021-04-15 05:31:24,752 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.1110, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:35.598150, arrival_time=2021-04-15 05:32:00.350384, cost_time=0:00:19.776768 2021-04-15 05:31:27,542 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1098, top1-acc=96.16%, top5-acc=99.98%, remaining_time=0:00:32.721512, arrival_time=2021-04-15 05:32:00.263566, cost_time=0:00:22.566600 2021-04-15 05:31:30,335 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1111, top1-acc=96.15%, top5-acc=99.97%, remaining_time=0:00:29.868468, arrival_time=2021-04-15 05:32:00.203917, cost_time=0:00:25.359993 2021-04-15 05:31:33,128 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.79ms, fps=917 images/s, loss=0.1117, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:27.026592, arrival_time=2021-04-15 05:32:00.154763, cost_time=0:00:28.152652 2021-04-15 05:31:35,916 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1116, top1-acc=96.15%, top5-acc=99.98%, remaining_time=0:00:24.190510, arrival_time=2021-04-15 05:32:00.107296, cost_time=0:00:30.941316 2021-04-15 05:31:38,713 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.22ms, fps=915 images/s, loss=0.1135, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:21.367628, arrival_time=2021-04-15 05:32:00.081414, cost_time=0:00:33.738324 2021-04-15 05:31:41,504 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.1141, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:18.545274, arrival_time=2021-04-15 05:32:00.049308, cost_time=0:00:36.528584 2021-04-15 05:31:44,295 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1135, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:15.727992, arrival_time=2021-04-15 05:32:00.023413, cost_time=0:00:39.319973 2021-04-15 05:31:47,089 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1139, top1-acc=96.10%, top5-acc=99.97%, remaining_time=0:00:12.914868, arrival_time=2021-04-15 05:32:00.004039, cost_time=0:00:42.113717 2021-04-15 05:31:49,881 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.1146, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:10.103904, arrival_time=2021-04-15 05:31:59.985613, cost_time=0:00:44.906256 2021-04-15 05:31:52,672 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.1149, top1-acc=96.06%, top5-acc=99.97%, remaining_time=0:00:07.294846, arrival_time=2021-04-15 05:31:59.967347, cost_time=0:00:47.697046 2021-04-15 05:31:55,460 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.1158, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:04.487568, arrival_time=2021-04-15 05:31:59.948217, cost_time=0:00:50.485197 2021-04-15 05:31:58,250 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.11ms, fps=918 images/s, loss=0.1165, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:01.682376, arrival_time=2021-04-15 05:31:59.932990, cost_time=0:00:53.275181 2021-04-15 05:31:59,748 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.12ms, fps=908 images/s, loss=0.1165, top1-acc=96.01%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:31:59.748727, cost_time=0:00:54.773207 2021-04-15 05:32:00,646 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.18ms, fps=2858 images/s, loss=0.3729, top1-acc=89.14%, top5-acc=99.73%, remaining_time=0:00:02.687100, arrival_time=2021-04-15 05:32:03.333231, cost_time=0:00:00.895695 2021-04-15 05:32:01,416 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.19ms, fps=3324 images/s, loss=0.3959, top1-acc=88.28%, top5-acc=99.59%, remaining_time=0:00:01.666180, arrival_time=2021-04-15 05:32:03.082795, cost_time=0:00:01.666179 2021-04-15 05:32:02,188 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.45ms, fps=3317 images/s, loss=0.4103, top1-acc=87.93%, top5-acc=99.47%, remaining_time=0:00:00.812750, arrival_time=2021-04-15 05:32:03.001484, cost_time=0:00:02.438259 2021-04-15 05:32:02,894 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.07ms, fps=3287 images/s, loss=0.4107, top1-acc=87.80%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:02.894776, cost_time=0:00:03.144351 2021-04-15 05:32:03,326 INFO : Epoch=0105 complete, best val top1-acc=88.36%, top5-acc=99.52% (epoch=85), remaining_time=1:32:36.612605, arrival_time=2021-04-15 07:04:39.939085, cost_time=1:42:21.519192 2021-04-15 05:32:03,327 INFO : Train start, epoch=0106, lr=0.046077 2021-04-15 05:32:06,308 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.31ms, fps=859 images/s, loss=0.1064, top1-acc=96.72%, top5-acc=100.00%, remaining_time=0:00:55.434882, arrival_time=2021-04-15 05:33:01.743036, cost_time=0:00:02.980366 2021-04-15 05:32:09,095 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.1063, top1-acc=96.54%, top5-acc=100.00%, remaining_time=0:00:50.759984, arrival_time=2021-04-15 05:32:59.855936, cost_time=0:00:05.768183 2021-04-15 05:32:11,886 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.1040, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:47.355318, arrival_time=2021-04-15 05:32:59.241285, cost_time=0:00:08.558191 2021-04-15 05:32:14,675 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.1043, top1-acc=96.53%, top5-acc=99.97%, remaining_time=0:00:44.256576, arrival_time=2021-04-15 05:32:58.932183, cost_time=0:00:11.347834 2021-04-15 05:32:17,467 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.1022, top1-acc=96.59%, top5-acc=99.96%, remaining_time=0:00:41.288362, arrival_time=2021-04-15 05:32:58.756009, cost_time=0:00:14.139866 2021-04-15 05:32:20,259 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1039, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:38.378928, arrival_time=2021-04-15 05:32:58.638603, cost_time=0:00:16.931905 2021-04-15 05:32:23,052 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.1029, top1-acc=96.50%, top5-acc=99.97%, remaining_time=0:00:35.504784, arrival_time=2021-04-15 05:32:58.557425, cost_time=0:00:19.724873 2021-04-15 05:32:25,846 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.17ms, fps=916 images/s, loss=0.1033, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:32.651912, arrival_time=2021-04-15 05:32:58.498272, cost_time=0:00:22.518585 2021-04-15 05:32:28,634 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1040, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:29.805186, arrival_time=2021-04-15 05:32:58.439318, cost_time=0:00:25.306249 2021-04-15 05:32:31,428 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.1037, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:26.977056, arrival_time=2021-04-15 05:32:58.405921, cost_time=0:00:28.101088 2021-04-15 05:32:34,220 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1043, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:24.152584, arrival_time=2021-04-15 05:32:58.373202, cost_time=0:00:30.892826 2021-04-15 05:32:37,009 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.1059, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:21.331832, arrival_time=2021-04-15 05:32:58.341405, cost_time=0:00:33.681802 2021-04-15 05:32:39,800 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.1077, top1-acc=96.30%, top5-acc=99.98%, remaining_time=0:00:18.517026, arrival_time=2021-04-15 05:32:58.317764, cost_time=0:00:36.472949 2021-04-15 05:32:42,595 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.1076, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:15.707160, arrival_time=2021-04-15 05:32:58.302854, cost_time=0:00:39.267925 2021-04-15 05:32:45,382 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.20ms, fps=919 images/s, loss=0.1077, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:12.896652, arrival_time=2021-04-15 05:32:58.278770, cost_time=0:00:42.054332 2021-04-15 05:32:48,175 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1075, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:10.090728, arrival_time=2021-04-15 05:32:58.266222, cost_time=0:00:44.847724 2021-04-15 05:32:50,964 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.1078, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:07.285590, arrival_time=2021-04-15 05:32:58.249874, cost_time=0:00:47.636517 2021-04-15 05:32:53,756 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1078, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:04.482576, arrival_time=2021-04-15 05:32:58.239296, cost_time=0:00:50.428944 2021-04-15 05:32:56,547 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.13ms, fps=917 images/s, loss=0.1079, top1-acc=96.29%, top5-acc=99.97%, remaining_time=0:00:01.680630, arrival_time=2021-04-15 05:32:58.228427, cost_time=0:00:53.220030 2021-04-15 05:32:58,049 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.20ms, fps=906 images/s, loss=0.1090, top1-acc=96.24%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:32:58.049800, cost_time=0:00:54.722039 2021-04-15 05:32:58,946 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.19ms, fps=2859 images/s, loss=0.3943, top1-acc=88.48%, top5-acc=99.37%, remaining_time=0:00:02.685780, arrival_time=2021-04-15 05:33:01.632445, cost_time=0:00:00.895259 2021-04-15 05:32:59,717 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.24ms, fps=3321 images/s, loss=0.3819, top1-acc=88.67%, top5-acc=99.43%, remaining_time=0:00:01.666320, arrival_time=2021-04-15 05:33:01.384038, cost_time=0:00:01.666325 2021-04-15 05:33:00,494 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.37ms, fps=3298 images/s, loss=0.3783, top1-acc=88.95%, top5-acc=99.41%, remaining_time=0:00:00.814290, arrival_time=2021-04-15 05:33:01.308569, cost_time=0:00:02.442872 2021-04-15 05:33:01,204 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.10ms, fps=3267 images/s, loss=0.3726, top1-acc=88.88%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-15 05:33:01.204622, cost_time=0:00:03.153214 2021-04-15 05:33:02,128 INFO : Epoch=0106 complete, best val top1-acc=88.88%, top5-acc=99.43% (epoch=106), remaining_time=1:31:38.397648, arrival_time=2021-04-15 07:04:40.525712, cost_time=1:43:20.320765 2021-04-15 05:33:02,129 INFO : Train start, epoch=0107, lr=0.045295 2021-04-15 05:33:05,086 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.37ms, fps=866 images/s, loss=0.1045, top1-acc=95.86%, top5-acc=100.00%, remaining_time=0:00:54.999084, arrival_time=2021-04-15 05:34:00.085491, cost_time=0:00:02.956942 2021-04-15 05:33:07,889 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.1034, top1-acc=96.35%, top5-acc=100.00%, remaining_time=0:00:50.690112, arrival_time=2021-04-15 05:33:58.579917, cost_time=0:00:05.760240 2021-04-15 05:33:10,696 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.38ms, fps=912 images/s, loss=0.1058, top1-acc=96.42%, top5-acc=99.99%, remaining_time=0:00:47.401300, arrival_time=2021-04-15 05:33:58.097230, cost_time=0:00:08.566515 2021-04-15 05:33:13,492 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.45ms, fps=915 images/s, loss=0.1039, top1-acc=96.47%, top5-acc=99.99%, remaining_time=0:00:44.317884, arrival_time=2021-04-15 05:33:57.810830, cost_time=0:00:11.363552 2021-04-15 05:33:16,296 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.48ms, fps=913 images/s, loss=0.1051, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:41.367640, arrival_time=2021-04-15 05:33:57.664119, cost_time=0:00:14.167011 2021-04-15 05:33:19,099 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.1071, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:38.465968, arrival_time=2021-04-15 05:33:57.565630, cost_time=0:00:16.970272 2021-04-15 05:33:21,902 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.42ms, fps=914 images/s, loss=0.1065, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:35.590716, arrival_time=2021-04-15 05:33:57.492757, cost_time=0:00:19.772653 2021-04-15 05:33:24,702 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.1056, top1-acc=96.38%, top5-acc=99.99%, remaining_time=0:00:32.731024, arrival_time=2021-04-15 05:33:57.433548, cost_time=0:00:22.573147 2021-04-15 05:33:27,493 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.1055, top1-acc=96.36%, top5-acc=99.98%, remaining_time=0:00:29.872920, arrival_time=2021-04-15 05:33:57.366085, cost_time=0:00:25.363787 2021-04-15 05:33:30,285 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.1061, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:27.029472, arrival_time=2021-04-15 05:33:57.314617, cost_time=0:00:28.155686 2021-04-15 05:33:33,078 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.69ms, fps=917 images/s, loss=0.1061, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:24.196874, arrival_time=2021-04-15 05:33:57.275713, cost_time=0:00:30.949455 2021-04-15 05:33:35,873 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.07ms, fps=916 images/s, loss=0.1062, top1-acc=96.29%, top5-acc=99.98%, remaining_time=0:00:21.370972, arrival_time=2021-04-15 05:33:57.243999, cost_time=0:00:33.743653 2021-04-15 05:33:38,660 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.1053, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:18.546396, arrival_time=2021-04-15 05:33:57.206502, cost_time=0:00:36.530731 2021-04-15 05:33:41,451 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.1050, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:15.728776, arrival_time=2021-04-15 05:33:57.180143, cost_time=0:00:39.321985 2021-04-15 05:33:44,247 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1050, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:12.916064, arrival_time=2021-04-15 05:33:57.163021, cost_time=0:00:42.117589 2021-04-15 05:33:47,040 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1059, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:10.104912, arrival_time=2021-04-15 05:33:57.144990, cost_time=0:00:44.910697 2021-04-15 05:33:49,833 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1068, top1-acc=96.28%, top5-acc=99.98%, remaining_time=0:00:07.295886, arrival_time=2021-04-15 05:33:57.129188, cost_time=0:00:47.703918 2021-04-15 05:33:52,626 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1074, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:04.488608, arrival_time=2021-04-15 05:33:57.114848, cost_time=0:00:50.496859 2021-04-15 05:33:55,420 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.12ms, fps=916 images/s, loss=0.1078, top1-acc=96.22%, top5-acc=99.98%, remaining_time=0:00:01.682862, arrival_time=2021-04-15 05:33:57.103025, cost_time=0:00:53.290716 2021-04-15 05:33:56,921 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.26ms, fps=906 images/s, loss=0.1078, top1-acc=96.23%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:33:56.921252, cost_time=0:00:54.791887 2021-04-15 05:33:57,805 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.18ms, fps=2900 images/s, loss=0.3754, top1-acc=89.22%, top5-acc=99.53%, remaining_time=0:00:02.648640, arrival_time=2021-04-15 05:34:00.454387, cost_time=0:00:00.882883 2021-04-15 05:33:58,578 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.47ms, fps=3313 images/s, loss=0.3946, top1-acc=88.38%, top5-acc=99.43%, remaining_time=0:00:01.655880, arrival_time=2021-04-15 05:34:00.234634, cost_time=0:00:01.655871 2021-04-15 05:33:59,350 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.19ms, fps=3319 images/s, loss=0.3896, top1-acc=88.63%, top5-acc=99.43%, remaining_time=0:00:00.809200, arrival_time=2021-04-15 05:34:00.159661, cost_time=0:00:02.427596 2021-04-15 05:34:00,056 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=3288 images/s, loss=0.3866, top1-acc=88.64%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-15 05:34:00.056360, cost_time=0:00:03.133517 2021-04-15 05:34:00,501 INFO : Epoch=0107 complete, best val top1-acc=88.88%, top5-acc=99.43% (epoch=106), remaining_time=1:30:39.799152, arrival_time=2021-04-15 07:04:40.300122, cost_time=1:44:18.693683 2021-04-15 05:34:00,502 INFO : Train start, epoch=0108, lr=0.044513 2021-04-15 05:34:03,454 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.43ms, fps=867 images/s, loss=0.1077, top1-acc=96.45%, top5-acc=100.00%, remaining_time=0:00:54.905526, arrival_time=2021-04-15 05:34:58.359740, cost_time=0:00:02.951911 2021-04-15 05:34:06,261 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.36ms, fps=912 images/s, loss=0.1123, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:50.683424, arrival_time=2021-04-15 05:34:56.945281, cost_time=0:00:05.759470 2021-04-15 05:34:09,069 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.71ms, fps=912 images/s, loss=0.1104, top1-acc=96.55%, top5-acc=99.97%, remaining_time=0:00:47.406446, arrival_time=2021-04-15 05:34:56.476196, cost_time=0:00:08.567436 2021-04-15 05:34:11,875 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.39ms, fps=912 images/s, loss=0.1107, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:44.356104, arrival_time=2021-04-15 05:34:56.231784, cost_time=0:00:11.373379 2021-04-15 05:34:14,675 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.1099, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:41.385598, arrival_time=2021-04-15 05:34:56.061006, cost_time=0:00:14.173138 2021-04-15 05:34:17,477 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.64ms, fps=914 images/s, loss=0.1084, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:38.476576, arrival_time=2021-04-15 05:34:55.953874, cost_time=0:00:16.974956 2021-04-15 05:34:20,278 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.26ms, fps=914 images/s, loss=0.1046, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:35.596512, arrival_time=2021-04-15 05:34:55.874624, cost_time=0:00:19.775830 2021-04-15 05:34:23,070 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.1040, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:32.723368, arrival_time=2021-04-15 05:34:55.793494, cost_time=0:00:22.567863 2021-04-15 05:34:25,858 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1031, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:29.863592, arrival_time=2021-04-15 05:34:55.721776, cost_time=0:00:25.355918 2021-04-15 05:34:28,649 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.1053, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:27.020736, arrival_time=2021-04-15 05:34:55.669677, cost_time=0:00:28.146551 2021-04-15 05:34:31,443 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.1068, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:24.190768, arrival_time=2021-04-15 05:34:55.634685, cost_time=0:00:30.941635 2021-04-15 05:34:34,234 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.50ms, fps=918 images/s, loss=0.1071, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:21.363524, arrival_time=2021-04-15 05:34:55.597725, cost_time=0:00:33.731924 2021-04-15 05:34:37,025 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.1087, top1-acc=96.34%, top5-acc=99.98%, remaining_time=0:00:18.542700, arrival_time=2021-04-15 05:34:55.568442, cost_time=0:00:36.523476 2021-04-15 05:34:39,814 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.1081, top1-acc=96.35%, top5-acc=99.97%, remaining_time=0:00:15.725024, arrival_time=2021-04-15 05:34:55.539883, cost_time=0:00:39.312580 2021-04-15 05:34:42,603 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1077, top1-acc=96.36%, top5-acc=99.97%, remaining_time=0:00:12.910912, arrival_time=2021-04-15 05:34:55.513913, cost_time=0:00:42.100742 2021-04-15 05:34:45,398 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.1092, top1-acc=96.31%, top5-acc=99.98%, remaining_time=0:00:10.101672, arrival_time=2021-04-15 05:34:55.500204, cost_time=0:00:44.896268 2021-04-15 05:34:48,188 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.1097, top1-acc=96.32%, top5-acc=99.97%, remaining_time=0:00:07.293234, arrival_time=2021-04-15 05:34:55.482099, cost_time=0:00:47.686599 2021-04-15 05:34:50,980 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.1100, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:04.486912, arrival_time=2021-04-15 05:34:55.467003, cost_time=0:00:50.477822 2021-04-15 05:34:53,768 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=0.99ms, fps=918 images/s, loss=0.1094, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:01.682106, arrival_time=2021-04-15 05:34:55.451046, cost_time=0:00:53.266682 2021-04-15 05:34:55,270 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.18ms, fps=906 images/s, loss=0.1093, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:34:55.270100, cost_time=0:00:54.767801 2021-04-15 05:34:56,150 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.22ms, fps=2913 images/s, loss=0.3726, top1-acc=88.71%, top5-acc=99.69%, remaining_time=0:00:02.636310, arrival_time=2021-04-15 05:34:58.786709, cost_time=0:00:00.878769 2021-04-15 05:34:56,922 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.62ms, fps=3315 images/s, loss=0.3547, top1-acc=89.14%, top5-acc=99.61%, remaining_time=0:00:01.651200, arrival_time=2021-04-15 05:34:58.574052, cost_time=0:00:01.651208 2021-04-15 05:34:57,694 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.30ms, fps=3321 images/s, loss=0.3643, top1-acc=89.06%, top5-acc=99.49%, remaining_time=0:00:00.807460, arrival_time=2021-04-15 05:34:58.501459, cost_time=0:00:02.422368 2021-04-15 05:34:58,399 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.3631, top1-acc=89.18%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:34:58.399508, cost_time=0:00:03.127868 2021-04-15 05:34:59,249 INFO : Epoch=0108 complete, best val top1-acc=89.18%, top5-acc=99.41% (epoch=108), remaining_time=1:29:41.524544, arrival_time=2021-04-15 07:04:40.773703, cost_time=1:45:17.441844 2021-04-15 05:34:59,250 INFO : Train start, epoch=0109, lr=0.043733 2021-04-15 05:35:02,205 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.22ms, fps=866 images/s, loss=0.0944, top1-acc=97.03%, top5-acc=99.96%, remaining_time=0:00:54.971184, arrival_time=2021-04-15 05:35:57.177069, cost_time=0:00:02.955443 2021-04-15 05:35:04,998 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0918, top1-acc=96.89%, top5-acc=99.96%, remaining_time=0:00:50.584160, arrival_time=2021-04-15 05:35:55.582900, cost_time=0:00:05.748205 2021-04-15 05:35:07,809 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.69ms, fps=911 images/s, loss=0.0912, top1-acc=96.86%, top5-acc=99.97%, remaining_time=0:00:47.361460, arrival_time=2021-04-15 05:35:55.171297, cost_time=0:00:08.559307 2021-04-15 05:35:10,606 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0919, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:44.287932, arrival_time=2021-04-15 05:35:54.894348, cost_time=0:00:11.355895 2021-04-15 05:35:13,397 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0937, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:41.307780, arrival_time=2021-04-15 05:35:54.704807, cost_time=0:00:14.146510 2021-04-15 05:35:16,194 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0924, top1-acc=96.80%, top5-acc=99.99%, remaining_time=0:00:38.405992, arrival_time=2021-04-15 05:35:54.600235, cost_time=0:00:16.943798 2021-04-15 05:35:18,985 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.87ms, fps=917 images/s, loss=0.0944, top1-acc=96.77%, top5-acc=99.99%, remaining_time=0:00:35.522298, arrival_time=2021-04-15 05:35:54.507443, cost_time=0:00:19.734640 2021-04-15 05:35:21,781 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.0957, top1-acc=96.68%, top5-acc=99.99%, remaining_time=0:00:32.669776, arrival_time=2021-04-15 05:35:54.451078, cost_time=0:00:22.530842 2021-04-15 05:35:24,571 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0957, top1-acc=96.71%, top5-acc=99.99%, remaining_time=0:00:29.822782, arrival_time=2021-04-15 05:35:54.394443, cost_time=0:00:25.321216 2021-04-15 05:35:27,371 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.48ms, fps=914 images/s, loss=0.0953, top1-acc=96.74%, top5-acc=99.99%, remaining_time=0:00:26.996256, arrival_time=2021-04-15 05:35:54.367825, cost_time=0:00:28.121126 2021-04-15 05:35:30,172 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.45ms, fps=914 images/s, loss=0.0974, top1-acc=96.66%, top5-acc=99.99%, remaining_time=0:00:24.175030, arrival_time=2021-04-15 05:35:54.347047, cost_time=0:00:30.921571 2021-04-15 05:35:32,981 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.69ms, fps=911 images/s, loss=0.0983, top1-acc=96.61%, top5-acc=99.99%, remaining_time=0:00:21.362688, arrival_time=2021-04-15 05:35:54.343773, cost_time=0:00:33.730578 2021-04-15 05:35:35,787 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.29ms, fps=912 images/s, loss=0.0986, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:18.549564, arrival_time=2021-04-15 05:35:54.337012, cost_time=0:00:36.536986 2021-04-15 05:35:38,581 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.1000, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:15.732360, arrival_time=2021-04-15 05:35:54.313700, cost_time=0:00:39.330889 2021-04-15 05:35:41,373 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.1006, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:12.917812, arrival_time=2021-04-15 05:35:54.291574, cost_time=0:00:42.123326 2021-04-15 05:35:44,164 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.56ms, fps=918 images/s, loss=0.1017, top1-acc=96.54%, top5-acc=99.98%, remaining_time=0:00:10.105560, arrival_time=2021-04-15 05:35:54.269627, cost_time=0:00:44.913625 2021-04-15 05:35:46,959 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.51ms, fps=916 images/s, loss=0.1023, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:07.296666, arrival_time=2021-04-15 05:35:54.256145, cost_time=0:00:47.709033 2021-04-15 05:35:49,750 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.1028, top1-acc=96.47%, top5-acc=99.98%, remaining_time=0:00:04.488880, arrival_time=2021-04-15 05:35:54.239136, cost_time=0:00:50.499818 2021-04-15 05:35:52,542 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.07ms, fps=917 images/s, loss=0.1030, top1-acc=96.46%, top5-acc=99.98%, remaining_time=0:00:01.682910, arrival_time=2021-04-15 05:35:54.225480, cost_time=0:00:53.292130 2021-04-15 05:35:54,045 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.16ms, fps=905 images/s, loss=0.1035, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:54.045490, cost_time=0:00:54.795062 2021-04-15 05:35:54,951 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.38ms, fps=2830 images/s, loss=0.4193, top1-acc=87.50%, top5-acc=99.34%, remaining_time=0:00:02.713380, arrival_time=2021-04-15 05:35:57.664917, cost_time=0:00:00.904457 2021-04-15 05:35:55,722 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.26ms, fps=3320 images/s, loss=0.4090, top1-acc=87.40%, top5-acc=99.37%, remaining_time=0:00:01.675780, arrival_time=2021-04-15 05:35:57.398633, cost_time=0:00:01.675789 2021-04-15 05:35:56,497 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.26ms, fps=3308 images/s, loss=0.3940, top1-acc=87.72%, top5-acc=99.45%, remaining_time=0:00:00.816670, arrival_time=2021-04-15 05:35:57.313740, cost_time=0:00:02.450005 2021-04-15 05:35:57,202 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.07ms, fps=3290 images/s, loss=0.3891, top1-acc=87.82%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-15 05:35:57.202499, cost_time=0:00:03.155451 2021-04-15 05:35:57,684 INFO : Epoch=0109 complete, best val top1-acc=89.18%, top5-acc=99.41% (epoch=108), remaining_time=1:28:42.979753, arrival_time=2021-04-15 07:04:40.663967, cost_time=1:46:15.876873 2021-04-15 05:35:57,686 INFO : Train start, epoch=0110, lr=0.042955 2021-04-15 05:36:00,642 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.41ms, fps=866 images/s, loss=0.1033, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:54.990714, arrival_time=2021-04-15 05:36:55.633528, cost_time=0:00:02.956492 2021-04-15 05:36:03,449 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.76ms, fps=912 images/s, loss=0.1043, top1-acc=96.27%, top5-acc=99.98%, remaining_time=0:00:50.716864, arrival_time=2021-04-15 05:36:54.166431, cost_time=0:00:05.763273 2021-04-15 05:36:06,251 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.0979, top1-acc=96.55%, top5-acc=99.99%, remaining_time=0:00:47.395324, arrival_time=2021-04-15 05:36:53.646972, cost_time=0:00:08.565419 2021-04-15 05:36:09,053 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.48ms, fps=914 images/s, loss=0.0999, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:44.333172, arrival_time=2021-04-15 05:36:53.386876, cost_time=0:00:11.367481 2021-04-15 05:36:11,854 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.0978, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:41.371144, arrival_time=2021-04-15 05:36:53.225675, cost_time=0:00:14.168184 2021-04-15 05:36:14,656 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.50ms, fps=914 images/s, loss=0.0981, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:38.465968, arrival_time=2021-04-15 05:36:53.122498, cost_time=0:00:16.970294 2021-04-15 05:36:17,451 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0964, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:35.576856, arrival_time=2021-04-15 05:36:53.028033, cost_time=0:00:19.764955 2021-04-15 05:36:20,246 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0971, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:32.712348, arrival_time=2021-04-15 05:36:52.958785, cost_time=0:00:22.560214 2021-04-15 05:36:23,039 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.96ms, fps=917 images/s, loss=0.0986, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:29.860306, arrival_time=2021-04-15 05:36:52.899649, cost_time=0:00:25.353056 2021-04-15 05:36:25,834 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0987, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:27.021984, arrival_time=2021-04-15 05:36:52.856096, cost_time=0:00:28.147867 2021-04-15 05:36:28,624 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1008, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:24.187758, arrival_time=2021-04-15 05:36:52.811779, cost_time=0:00:30.937779 2021-04-15 05:36:31,419 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.1009, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:21.364056, arrival_time=2021-04-15 05:36:52.783042, cost_time=0:00:33.732769 2021-04-15 05:36:34,209 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1017, top1-acc=96.47%, top5-acc=99.97%, remaining_time=0:00:18.542304, arrival_time=2021-04-15 05:36:52.751310, cost_time=0:00:36.522783 2021-04-15 05:36:36,999 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.1027, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:15.725136, arrival_time=2021-04-15 05:36:52.724227, cost_time=0:00:39.312871 2021-04-15 05:36:39,791 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.1030, top1-acc=96.40%, top5-acc=99.97%, remaining_time=0:00:12.912338, arrival_time=2021-04-15 05:36:52.704044, cost_time=0:00:42.105485 2021-04-15 05:36:42,592 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.1022, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:10.103832, arrival_time=2021-04-15 05:36:52.696052, cost_time=0:00:44.905989 2021-04-15 05:36:45,395 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.1014, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:07.296666, arrival_time=2021-04-15 05:36:52.691843, cost_time=0:00:47.708934 2021-04-15 05:36:48,199 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.92ms, fps=913 images/s, loss=0.1019, top1-acc=96.47%, top5-acc=99.97%, remaining_time=0:00:04.490048, arrival_time=2021-04-15 05:36:52.689436, cost_time=0:00:50.513104 2021-04-15 05:36:50,999 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.20ms, fps=914 images/s, loss=0.1028, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:01.683570, arrival_time=2021-04-15 05:36:52.682779, cost_time=0:00:53.312989 2021-04-15 05:36:52,499 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.15ms, fps=907 images/s, loss=0.1020, top1-acc=96.47%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:36:52.499763, cost_time=0:00:54.813545 2021-04-15 05:36:53,419 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.21ms, fps=2788 images/s, loss=0.4132, top1-acc=87.70%, top5-acc=99.22%, remaining_time=0:00:02.754720, arrival_time=2021-04-15 05:36:56.174358, cost_time=0:00:00.918241 2021-04-15 05:36:54,192 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.21ms, fps=3314 images/s, loss=0.4369, top1-acc=86.97%, top5-acc=99.06%, remaining_time=0:00:01.691140, arrival_time=2021-04-15 05:36:55.883682, cost_time=0:00:01.691136 2021-04-15 05:36:54,968 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.15ms, fps=3302 images/s, loss=0.4335, top1-acc=87.29%, top5-acc=99.11%, remaining_time=0:00:00.822280, arrival_time=2021-04-15 05:36:55.790516, cost_time=0:00:02.466837 2021-04-15 05:36:55,693 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.06ms, fps=3199 images/s, loss=0.4305, top1-acc=87.40%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 05:36:55.693798, cost_time=0:00:03.192421 2021-04-15 05:36:56,135 INFO : Epoch=0110 complete, best val top1-acc=89.18%, top5-acc=99.41% (epoch=108), remaining_time=1:27:44.450370, arrival_time=2021-04-15 07:04:40.585888, cost_time=1:47:14.328223 2021-04-15 05:36:56,136 INFO : Train start, epoch=0111, lr=0.042178 2021-04-15 05:36:59,134 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.85ms, fps=854 images/s, loss=0.0807, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:55.755174, arrival_time=2021-04-15 05:37:54.889739, cost_time=0:00:02.997593 2021-04-15 05:37:01,938 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.0868, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:51.056368, arrival_time=2021-04-15 05:37:52.995094, cost_time=0:00:05.801858 2021-04-15 05:37:04,746 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.41ms, fps=912 images/s, loss=0.0877, top1-acc=96.97%, top5-acc=99.97%, remaining_time=0:00:47.636854, arrival_time=2021-04-15 05:37:52.382951, cost_time=0:00:08.609084 2021-04-15 05:37:07,550 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.47ms, fps=913 images/s, loss=0.0889, top1-acc=96.93%, top5-acc=99.98%, remaining_time=0:00:44.514912, arrival_time=2021-04-15 05:37:52.065838, cost_time=0:00:11.414094 2021-04-15 05:37:10,350 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.54ms, fps=915 images/s, loss=0.0921, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:41.503566, arrival_time=2021-04-15 05:37:51.854045, cost_time=0:00:14.213562 2021-04-15 05:37:13,147 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.80ms, fps=915 images/s, loss=0.0905, top1-acc=96.84%, top5-acc=99.99%, remaining_time=0:00:38.557224, arrival_time=2021-04-15 05:37:51.704604, cost_time=0:00:17.010537 2021-04-15 05:37:15,940 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0914, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:35.646660, arrival_time=2021-04-15 05:37:51.587225, cost_time=0:00:19.803729 2021-04-15 05:37:18,730 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.50ms, fps=918 images/s, loss=0.0938, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:32.761184, arrival_time=2021-04-15 05:37:51.491919, cost_time=0:00:22.593900 2021-04-15 05:37:21,524 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0937, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:29.900586, arrival_time=2021-04-15 05:37:51.424707, cost_time=0:00:25.387285 2021-04-15 05:37:24,318 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0955, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:27.054240, arrival_time=2021-04-15 05:37:51.372685, cost_time=0:00:28.181526 2021-04-15 05:37:27,110 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0958, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:24.215966, arrival_time=2021-04-15 05:37:51.326707, cost_time=0:00:30.973876 2021-04-15 05:37:29,909 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=2.17ms, fps=915 images/s, loss=0.0970, top1-acc=96.65%, top5-acc=99.98%, remaining_time=0:00:21.389136, arrival_time=2021-04-15 05:37:51.298330, cost_time=0:00:33.772358 2021-04-15 05:37:32,700 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0977, top1-acc=96.65%, top5-acc=99.98%, remaining_time=0:00:18.562896, arrival_time=2021-04-15 05:37:51.263028, cost_time=0:00:36.563306 2021-04-15 05:37:35,492 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.0970, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:15.742160, arrival_time=2021-04-15 05:37:51.234349, cost_time=0:00:39.355353 2021-04-15 05:37:38,280 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0970, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:12.923976, arrival_time=2021-04-15 05:37:51.204246, cost_time=0:00:42.143433 2021-04-15 05:37:41,072 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0977, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:10.110528, arrival_time=2021-04-15 05:37:51.182991, cost_time=0:00:44.935626 2021-04-15 05:37:43,865 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0977, top1-acc=96.61%, top5-acc=99.97%, remaining_time=0:00:07.299630, arrival_time=2021-04-15 05:37:51.164736, cost_time=0:00:47.728272 2021-04-15 05:37:46,659 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.0979, top1-acc=96.64%, top5-acc=99.98%, remaining_time=0:00:04.490928, arrival_time=2021-04-15 05:37:51.150651, cost_time=0:00:50.522893 2021-04-15 05:37:49,458 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.07ms, fps=915 images/s, loss=0.0984, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:01.683828, arrival_time=2021-04-15 05:37:51.141876, cost_time=0:00:53.321157 2021-04-15 05:37:50,956 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.22ms, fps=908 images/s, loss=0.0987, top1-acc=96.60%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:50.956730, cost_time=0:00:54.819912 2021-04-15 05:37:51,880 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.19ms, fps=2775 images/s, loss=0.5399, top1-acc=84.65%, top5-acc=99.14%, remaining_time=0:00:02.767560, arrival_time=2021-04-15 05:37:54.648334, cost_time=0:00:00.922519 2021-04-15 05:37:52,655 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.36ms, fps=3306 images/s, loss=0.5515, top1-acc=84.55%, top5-acc=99.00%, remaining_time=0:00:01.697200, arrival_time=2021-04-15 05:37:54.352664, cost_time=0:00:01.697191 2021-04-15 05:37:53,430 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.30ms, fps=3306 images/s, loss=0.5592, top1-acc=84.36%, top5-acc=98.91%, remaining_time=0:00:00.823930, arrival_time=2021-04-15 05:37:54.253998, cost_time=0:00:02.471797 2021-04-15 05:37:54,139 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=0.5546, top1-acc=84.32%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-15 05:37:54.139161, cost_time=0:00:03.180919 2021-04-15 05:37:54,612 INFO : Epoch=0111 complete, best val top1-acc=89.18%, top5-acc=99.41% (epoch=108), remaining_time=1:26:45.942504, arrival_time=2021-04-15 07:04:40.554510, cost_time=1:48:12.804711 2021-04-15 05:37:54,613 INFO : Train start, epoch=0112, lr=0.041404 2021-04-15 05:37:57,552 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.29ms, fps=871 images/s, loss=0.1179, top1-acc=95.90%, top5-acc=100.00%, remaining_time=0:00:54.676374, arrival_time=2021-04-15 05:38:52.229294, cost_time=0:00:02.939593 2021-04-15 05:38:00,354 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.75ms, fps=914 images/s, loss=0.1133, top1-acc=96.07%, top5-acc=100.00%, remaining_time=0:00:50.516048, arrival_time=2021-04-15 05:38:50.869962, cost_time=0:00:05.740463 2021-04-15 05:38:03,148 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.1116, top1-acc=96.13%, top5-acc=99.99%, remaining_time=0:00:47.225672, arrival_time=2021-04-15 05:38:50.373766, cost_time=0:00:08.534759 2021-04-15 05:38:05,940 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.1098, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:44.177016, arrival_time=2021-04-15 05:38:50.117846, cost_time=0:00:11.327423 2021-04-15 05:38:08,732 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.1070, top1-acc=96.32%, top5-acc=99.98%, remaining_time=0:00:41.229086, arrival_time=2021-04-15 05:38:49.961954, cost_time=0:00:14.119543 2021-04-15 05:38:11,521 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.1099, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:38.324256, arrival_time=2021-04-15 05:38:49.845420, cost_time=0:00:16.907772 2021-04-15 05:38:14,312 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.1071, top1-acc=96.31%, top5-acc=99.97%, remaining_time=0:00:35.458794, arrival_time=2021-04-15 05:38:49.771481, cost_time=0:00:19.699343 2021-04-15 05:38:17,105 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.1067, top1-acc=96.33%, top5-acc=99.98%, remaining_time=0:00:32.613284, arrival_time=2021-04-15 05:38:49.718501, cost_time=0:00:22.491898 2021-04-15 05:38:19,893 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.1064, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:29.774234, arrival_time=2021-04-15 05:38:49.667543, cost_time=0:00:25.279972 2021-04-15 05:38:22,685 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.1069, top1-acc=96.35%, top5-acc=99.98%, remaining_time=0:00:26.949408, arrival_time=2021-04-15 05:38:49.635037, cost_time=0:00:28.072302 2021-04-15 05:38:25,475 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1050, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:24.128418, arrival_time=2021-04-15 05:38:49.603808, cost_time=0:00:30.861979 2021-04-15 05:38:28,267 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.1050, top1-acc=96.39%, top5-acc=99.97%, remaining_time=0:00:21.313972, arrival_time=2021-04-15 05:38:49.580945, cost_time=0:00:33.653649 2021-04-15 05:38:31,058 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.1047, top1-acc=96.40%, top5-acc=99.98%, remaining_time=0:00:18.502638, arrival_time=2021-04-15 05:38:49.560592, cost_time=0:00:36.444628 2021-04-15 05:38:33,847 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.1052, top1-acc=96.39%, top5-acc=99.98%, remaining_time=0:00:15.693664, arrival_time=2021-04-15 05:38:49.541134, cost_time=0:00:39.234152 2021-04-15 05:38:36,637 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.52ms, fps=918 images/s, loss=0.1045, top1-acc=96.45%, top5-acc=99.98%, remaining_time=0:00:12.887452, arrival_time=2021-04-15 05:38:49.525008, cost_time=0:00:42.024228 2021-04-15 05:38:39,427 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.1038, top1-acc=96.49%, top5-acc=99.98%, remaining_time=0:00:10.083204, arrival_time=2021-04-15 05:38:49.510750, cost_time=0:00:44.814222 2021-04-15 05:38:42,217 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.1029, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:07.280702, arrival_time=2021-04-15 05:38:49.498594, cost_time=0:00:47.604565 2021-04-15 05:38:45,007 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.42ms, fps=918 images/s, loss=0.1027, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:04.479488, arrival_time=2021-04-15 05:38:49.487089, cost_time=0:00:50.394284 2021-04-15 05:38:47,797 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.02ms, fps=918 images/s, loss=0.1027, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:01.679490, arrival_time=2021-04-15 05:38:49.476668, cost_time=0:00:53.183863 2021-04-15 05:38:49,299 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.17ms, fps=906 images/s, loss=0.1025, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:38:49.299067, cost_time=0:00:54.685762 2021-04-15 05:38:50,181 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.19ms, fps=2906 images/s, loss=0.3231, top1-acc=89.77%, top5-acc=99.61%, remaining_time=0:00:02.642490, arrival_time=2021-04-15 05:38:52.823978, cost_time=0:00:00.880829 2021-04-15 05:38:50,953 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.24ms, fps=3320 images/s, loss=0.3235, top1-acc=89.86%, top5-acc=99.63%, remaining_time=0:00:01.652400, arrival_time=2021-04-15 05:38:52.605415, cost_time=0:00:01.652406 2021-04-15 05:38:51,724 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.22ms, fps=3320 images/s, loss=0.3375, top1-acc=89.39%, top5-acc=99.57%, remaining_time=0:00:00.807950, arrival_time=2021-04-15 05:38:52.532425, cost_time=0:00:02.423849 2021-04-15 05:38:52,429 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.3443, top1-acc=89.27%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 05:38:52.429351, cost_time=0:00:03.128767 2021-04-15 05:38:53,275 INFO : Epoch=0112 complete, best val top1-acc=89.27%, top5-acc=99.61% (epoch=112), remaining_time=1:25:47.582088, arrival_time=2021-04-15 07:04:40.857529, cost_time=1:49:11.468139 2021-04-15 05:38:53,276 INFO : Train start, epoch=0113, lr=0.040631 2021-04-15 05:38:56,236 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.41ms, fps=865 images/s, loss=0.0839, top1-acc=97.15%, top5-acc=100.00%, remaining_time=0:00:55.045584, arrival_time=2021-04-15 05:39:51.281946, cost_time=0:00:02.959444 2021-04-15 05:38:59,028 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.0862, top1-acc=97.07%, top5-acc=100.00%, remaining_time=0:00:50.614080, arrival_time=2021-04-15 05:39:49.642619, cost_time=0:00:05.751605 2021-04-15 05:39:01,819 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0877, top1-acc=97.01%, top5-acc=100.00%, remaining_time=0:00:47.269828, arrival_time=2021-04-15 05:39:49.089399, cost_time=0:00:08.542742 2021-04-15 05:39:04,608 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0856, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:44.195268, arrival_time=2021-04-15 05:39:48.804206, cost_time=0:00:11.332139 2021-04-15 05:39:07,398 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0870, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:41.235948, arrival_time=2021-04-15 05:39:48.634720, cost_time=0:00:14.121915 2021-04-15 05:39:10,192 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0893, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:38.342480, arrival_time=2021-04-15 05:39:48.535077, cost_time=0:00:16.915774 2021-04-15 05:39:12,985 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0890, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:35.475930, arrival_time=2021-04-15 05:39:48.461552, cost_time=0:00:19.708831 2021-04-15 05:39:15,773 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0908, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:32.619780, arrival_time=2021-04-15 05:39:48.393007, cost_time=0:00:22.496429 2021-04-15 05:39:18,562 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0925, top1-acc=96.90%, top5-acc=99.99%, remaining_time=0:00:29.781018, arrival_time=2021-04-15 05:39:48.343736, cost_time=0:00:25.285794 2021-04-15 05:39:21,356 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0931, top1-acc=96.86%, top5-acc=99.98%, remaining_time=0:00:26.956224, arrival_time=2021-04-15 05:39:48.312399, cost_time=0:00:28.079362 2021-04-15 05:39:24,146 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0935, top1-acc=96.83%, top5-acc=99.99%, remaining_time=0:00:24.134524, arrival_time=2021-04-15 05:39:48.281062, cost_time=0:00:30.869725 2021-04-15 05:39:26,935 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0935, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:21.317164, arrival_time=2021-04-15 05:39:48.252637, cost_time=0:00:33.658680 2021-04-15 05:39:29,724 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0920, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:18.504024, arrival_time=2021-04-15 05:39:48.228109, cost_time=0:00:36.447299 2021-04-15 05:39:32,515 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0920, top1-acc=96.86%, top5-acc=99.98%, remaining_time=0:00:15.695456, arrival_time=2021-04-15 05:39:48.210924, cost_time=0:00:39.238688 2021-04-15 05:39:35,310 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0922, top1-acc=96.84%, top5-acc=99.98%, remaining_time=0:00:12.890304, arrival_time=2021-04-15 05:39:48.200686, cost_time=0:00:42.033584 2021-04-15 05:39:38,105 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.0935, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:10.086480, arrival_time=2021-04-15 05:39:48.192156, cost_time=0:00:44.828808 2021-04-15 05:39:40,900 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0942, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:07.283614, arrival_time=2021-04-15 05:39:48.184053, cost_time=0:00:47.623558 2021-04-15 05:39:43,691 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0957, top1-acc=96.69%, top5-acc=99.98%, remaining_time=0:00:04.481248, arrival_time=2021-04-15 05:39:48.172188, cost_time=0:00:50.414010 2021-04-15 05:39:46,485 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.19ms, fps=916 images/s, loss=0.0962, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:01.680258, arrival_time=2021-04-15 05:39:48.165288, cost_time=0:00:53.208222 2021-04-15 05:39:47,985 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.18ms, fps=907 images/s, loss=0.0962, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:47.985450, cost_time=0:00:54.708672 2021-04-15 05:39:48,885 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.25ms, fps=2848 images/s, loss=0.4278, top1-acc=87.27%, top5-acc=99.53%, remaining_time=0:00:02.696160, arrival_time=2021-04-15 05:39:51.581876, cost_time=0:00:00.898720 2021-04-15 05:39:49,658 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.38ms, fps=3316 images/s, loss=0.4240, top1-acc=87.30%, top5-acc=99.55%, remaining_time=0:00:01.670980, arrival_time=2021-04-15 05:39:51.329043, cost_time=0:00:01.670983 2021-04-15 05:39:50,428 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.26ms, fps=3326 images/s, loss=0.4129, top1-acc=87.64%, top5-acc=99.52%, remaining_time=0:00:00.813690, arrival_time=2021-04-15 05:39:51.241802, cost_time=0:00:02.441079 2021-04-15 05:39:51,133 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.05ms, fps=3291 images/s, loss=0.4041, top1-acc=87.67%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-15 05:39:51.133499, cost_time=0:00:03.146514 2021-04-15 05:39:51,587 INFO : Epoch=0113 complete, best val top1-acc=89.27%, top5-acc=99.61% (epoch=112), remaining_time=1:24:48.945462, arrival_time=2021-04-15 07:04:40.532540, cost_time=1:50:09.779784 2021-04-15 05:39:51,588 INFO : Train start, epoch=0114, lr=0.039861 2021-04-15 05:39:54,559 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.34ms, fps=862 images/s, loss=0.0813, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:55.255020, arrival_time=2021-04-15 05:40:49.814337, cost_time=0:00:02.970695 2021-04-15 05:39:57,352 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0807, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:50.720912, arrival_time=2021-04-15 05:40:48.073147, cost_time=0:00:05.763747 2021-04-15 05:40:00,151 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.0799, top1-acc=97.33%, top5-acc=100.00%, remaining_time=0:00:47.380882, arrival_time=2021-04-15 05:40:47.532247, cost_time=0:00:08.562824 2021-04-15 05:40:02,943 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0812, top1-acc=97.22%, top5-acc=100.00%, remaining_time=0:00:44.284344, arrival_time=2021-04-15 05:40:47.227757, cost_time=0:00:11.354967 2021-04-15 05:40:05,739 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.55ms, fps=916 images/s, loss=0.0833, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:41.319752, arrival_time=2021-04-15 05:40:47.058872, cost_time=0:00:14.150597 2021-04-15 05:40:08,530 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0855, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:38.402320, arrival_time=2021-04-15 05:40:46.932975, cost_time=0:00:16.942198 2021-04-15 05:40:11,324 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0863, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:35.524818, arrival_time=2021-04-15 05:40:46.849252, cost_time=0:00:19.735985 2021-04-15 05:40:14,112 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0859, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:32.660380, arrival_time=2021-04-15 05:40:46.773238, cost_time=0:00:22.524411 2021-04-15 05:40:16,906 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.0860, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:29.819390, arrival_time=2021-04-15 05:40:46.726176, cost_time=0:00:25.318339 2021-04-15 05:40:19,701 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.0874, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:26.988384, arrival_time=2021-04-15 05:40:46.689776, cost_time=0:00:28.112859 2021-04-15 05:40:22,491 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0885, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:24.160410, arrival_time=2021-04-15 05:40:46.651674, cost_time=0:00:30.902813 2021-04-15 05:40:25,284 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0886, top1-acc=96.94%, top5-acc=99.99%, remaining_time=0:00:21.340496, arrival_time=2021-04-15 05:40:46.624459, cost_time=0:00:33.695497 2021-04-15 05:40:28,076 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.0896, top1-acc=96.88%, top5-acc=99.98%, remaining_time=0:00:18.524814, arrival_time=2021-04-15 05:40:46.601587, cost_time=0:00:36.488331 2021-04-15 05:40:30,871 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0901, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:15.713152, arrival_time=2021-04-15 05:40:46.584508, cost_time=0:00:39.282905 2021-04-15 05:40:33,662 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0914, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:12.902586, arrival_time=2021-04-15 05:40:46.564712, cost_time=0:00:42.073682 2021-04-15 05:40:36,455 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.0924, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:10.095084, arrival_time=2021-04-15 05:40:46.550566, cost_time=0:00:44.867030 2021-04-15 05:40:39,251 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.0926, top1-acc=96.81%, top5-acc=99.98%, remaining_time=0:00:07.289594, arrival_time=2021-04-15 05:40:46.540874, cost_time=0:00:47.662789 2021-04-15 05:40:42,048 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.0924, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:04.485312, arrival_time=2021-04-15 05:40:46.533458, cost_time=0:00:50.459703 2021-04-15 05:40:44,841 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.0936, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:01.681686, arrival_time=2021-04-15 05:40:46.523587, cost_time=0:00:53.253400 2021-04-15 05:40:46,342 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.22ms, fps=906 images/s, loss=0.0939, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:40:46.342617, cost_time=0:00:54.754190 2021-04-15 05:40:47,224 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.29ms, fps=2909 images/s, loss=0.3772, top1-acc=87.89%, top5-acc=99.65%, remaining_time=0:00:02.640210, arrival_time=2021-04-15 05:40:49.864488, cost_time=0:00:00.880071 2021-04-15 05:40:47,996 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.23ms, fps=3316 images/s, loss=0.3654, top1-acc=88.79%, top5-acc=99.71%, remaining_time=0:00:01.652520, arrival_time=2021-04-15 05:40:49.649231, cost_time=0:00:01.652521 2021-04-15 05:40:48,771 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.57ms, fps=3305 images/s, loss=0.3559, top1-acc=88.95%, top5-acc=99.74%, remaining_time=0:00:00.809150, arrival_time=2021-04-15 05:40:49.580797, cost_time=0:00:02.427456 2021-04-15 05:40:49,478 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.06ms, fps=3283 images/s, loss=0.3668, top1-acc=88.74%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 05:40:49.478539, cost_time=0:00:03.134380 2021-04-15 05:40:49,892 INFO : Epoch=0114 complete, best val top1-acc=89.27%, top5-acc=99.61% (epoch=112), remaining_time=1:23:50.309850, arrival_time=2021-04-15 07:04:40.202305, cost_time=1:51:08.085165 2021-04-15 05:40:49,893 INFO : Train start, epoch=0115, lr=0.039093 2021-04-15 05:40:52,889 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.61ms, fps=855 images/s, loss=0.0998, top1-acc=96.52%, top5-acc=99.96%, remaining_time=0:00:55.718346, arrival_time=2021-04-15 05:41:48.607869, cost_time=0:00:02.995613 2021-04-15 05:40:55,691 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.46ms, fps=914 images/s, loss=0.1015, top1-acc=96.50%, top5-acc=99.96%, remaining_time=0:00:51.018176, arrival_time=2021-04-15 05:41:46.709593, cost_time=0:00:05.797525 2021-04-15 05:40:58,498 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.61ms, fps=912 images/s, loss=0.0977, top1-acc=96.78%, top5-acc=99.97%, remaining_time=0:00:47.612120, arrival_time=2021-04-15 05:41:46.110569, cost_time=0:00:08.604590 2021-04-15 05:41:01,302 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.0985, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:44.494320, arrival_time=2021-04-15 05:41:45.796919, cost_time=0:00:11.408793 2021-04-15 05:41:04,105 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0953, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:41.498894, arrival_time=2021-04-15 05:41:45.604648, cost_time=0:00:14.211954 2021-04-15 05:41:06,905 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0942, top1-acc=96.80%, top5-acc=99.97%, remaining_time=0:00:38.558448, arrival_time=2021-04-15 05:41:45.463463, cost_time=0:00:17.011102 2021-04-15 05:41:09,695 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0911, top1-acc=96.88%, top5-acc=99.98%, remaining_time=0:00:35.643006, arrival_time=2021-04-15 05:41:45.338492, cost_time=0:00:19.801688 2021-04-15 05:41:12,485 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0904, top1-acc=96.87%, top5-acc=99.98%, remaining_time=0:00:32.757936, arrival_time=2021-04-15 05:41:45.243394, cost_time=0:00:22.591674 2021-04-15 05:41:15,275 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0895, top1-acc=96.89%, top5-acc=99.97%, remaining_time=0:00:29.893802, arrival_time=2021-04-15 05:41:45.169145, cost_time=0:00:25.381556 2021-04-15 05:41:18,075 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.0890, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:00:27.054144, arrival_time=2021-04-15 05:41:45.129426, cost_time=0:00:28.181425 2021-04-15 05:41:20,876 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0874, top1-acc=97.01%, top5-acc=99.97%, remaining_time=0:00:24.222588, arrival_time=2021-04-15 05:41:45.098739, cost_time=0:00:30.982331 2021-04-15 05:41:23,676 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.24ms, fps=914 images/s, loss=0.0869, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:21.395444, arrival_time=2021-04-15 05:41:45.071473, cost_time=0:00:33.782223 2021-04-15 05:41:26,476 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.0879, top1-acc=96.96%, top5-acc=99.97%, remaining_time=0:00:18.572862, arrival_time=2021-04-15 05:41:45.049547, cost_time=0:00:36.582883 2021-04-15 05:41:29,276 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0874, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:15.753192, arrival_time=2021-04-15 05:41:45.030004, cost_time=0:00:39.383010 2021-04-15 05:41:32,083 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0877, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:12.938006, arrival_time=2021-04-15 05:41:45.021002, cost_time=0:00:42.189204 2021-04-15 05:41:34,883 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0882, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:10.122732, arrival_time=2021-04-15 05:41:45.006381, cost_time=0:00:44.989856 2021-04-15 05:41:37,686 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.0883, top1-acc=97.01%, top5-acc=99.97%, remaining_time=0:00:07.309510, arrival_time=2021-04-15 05:41:44.996193, cost_time=0:00:47.792886 2021-04-15 05:41:40,490 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.0898, top1-acc=96.97%, top5-acc=99.97%, remaining_time=0:00:04.497456, arrival_time=2021-04-15 05:41:44.987668, cost_time=0:00:50.596430 2021-04-15 05:41:43,288 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.16ms, fps=915 images/s, loss=0.0905, top1-acc=96.94%, top5-acc=99.97%, remaining_time=0:00:01.686144, arrival_time=2021-04-15 05:41:44.974551, cost_time=0:00:53.394554 2021-04-15 05:41:44,792 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.07ms, fps=904 images/s, loss=0.0904, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:44.792829, cost_time=0:00:54.899057 2021-04-15 05:41:45,675 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.20ms, fps=2906 images/s, loss=0.5842, top1-acc=83.67%, top5-acc=99.02%, remaining_time=0:00:02.642760, arrival_time=2021-04-15 05:41:48.318044, cost_time=0:00:00.880916 2021-04-15 05:41:46,446 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.30ms, fps=3323 images/s, loss=0.5785, top1-acc=83.75%, top5-acc=99.06%, remaining_time=0:00:01.651620, arrival_time=2021-04-15 05:41:48.097596, cost_time=0:00:01.651616 2021-04-15 05:41:47,215 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=1.19ms, fps=3329 images/s, loss=0.5705, top1-acc=83.92%, top5-acc=99.08%, remaining_time=0:00:00.807010, arrival_time=2021-04-15 05:41:48.022400, cost_time=0:00:02.421031 2021-04-15 05:41:47,924 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.10ms, fps=3272 images/s, loss=0.5634, top1-acc=84.23%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-15 05:41:47.924648, cost_time=0:00:03.130288 2021-04-15 05:41:48,459 INFO : Epoch=0115 complete, best val top1-acc=89.27%, top5-acc=99.61% (epoch=112), remaining_time=1:22:51.873210, arrival_time=2021-04-15 07:04:40.332526, cost_time=1:52:06.652022 2021-04-15 05:41:48,460 INFO : Train start, epoch=0116, lr=0.038328 2021-04-15 05:41:51,403 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.28ms, fps=870 images/s, loss=0.0870, top1-acc=97.11%, top5-acc=100.00%, remaining_time=0:00:54.740172, arrival_time=2021-04-15 05:42:46.143823, cost_time=0:00:02.943017 2021-04-15 05:41:54,201 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0818, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:50.518512, arrival_time=2021-04-15 05:42:44.719972, cost_time=0:00:05.740735 2021-04-15 05:41:56,994 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.0873, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:47.220028, arrival_time=2021-04-15 05:42:44.214495, cost_time=0:00:08.533740 2021-04-15 05:41:59,799 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.0864, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:44.220384, arrival_time=2021-04-15 05:42:44.019647, cost_time=0:00:11.338545 2021-04-15 05:42:02,590 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0881, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:41.259600, arrival_time=2021-04-15 05:42:43.850325, cost_time=0:00:14.130006 2021-04-15 05:42:05,384 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.47ms, fps=917 images/s, loss=0.0880, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:38.360160, arrival_time=2021-04-15 05:42:43.744462, cost_time=0:00:16.923593 2021-04-15 05:42:08,173 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0878, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:35.482734, arrival_time=2021-04-15 05:42:43.655993, cost_time=0:00:19.712617 2021-04-15 05:42:10,968 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.74ms, fps=916 images/s, loss=0.0873, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:32.635904, arrival_time=2021-04-15 05:42:43.604229, cost_time=0:00:22.507545 2021-04-15 05:42:13,761 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0851, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:29.798508, arrival_time=2021-04-15 05:42:43.559881, cost_time=0:00:25.300650 2021-04-15 05:42:16,558 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.0856, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:26.973600, arrival_time=2021-04-15 05:42:43.531800, cost_time=0:00:28.097492 2021-04-15 05:42:19,349 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.0858, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:24.149488, arrival_time=2021-04-15 05:42:43.498998, cost_time=0:00:30.888866 2021-04-15 05:42:22,150 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0863, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:21.336772, arrival_time=2021-04-15 05:42:43.487110, cost_time=0:00:33.689698 2021-04-15 05:42:24,945 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.0859, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:18.523032, arrival_time=2021-04-15 05:42:43.468491, cost_time=0:00:36.484706 2021-04-15 05:42:27,738 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0853, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:15.710912, arrival_time=2021-04-15 05:42:43.448891, cost_time=0:00:39.277347 2021-04-15 05:42:30,529 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0871, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:12.900976, arrival_time=2021-04-15 05:42:43.429975, cost_time=0:00:42.068365 2021-04-15 05:42:33,316 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0867, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:10.092600, arrival_time=2021-04-15 05:42:43.409313, cost_time=0:00:44.856079 2021-04-15 05:42:36,109 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0860, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:07.287410, arrival_time=2021-04-15 05:42:43.396607, cost_time=0:00:47.648483 2021-04-15 05:42:38,900 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0863, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:04.483520, arrival_time=2021-04-15 05:42:43.383717, cost_time=0:00:50.439541 2021-04-15 05:42:41,692 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0857, top1-acc=97.11%, top5-acc=99.99%, remaining_time=0:00:01.681008, arrival_time=2021-04-15 05:42:43.373620, cost_time=0:00:53.231978 2021-04-15 05:42:43,193 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.22ms, fps=907 images/s, loss=0.0870, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:42:43.193035, cost_time=0:00:54.732411 2021-04-15 05:42:44,101 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.20ms, fps=2824 images/s, loss=0.4530, top1-acc=87.70%, top5-acc=99.49%, remaining_time=0:00:02.719530, arrival_time=2021-04-15 05:42:46.820660, cost_time=0:00:00.906511 2021-04-15 05:42:44,875 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.39ms, fps=3310 images/s, loss=0.4379, top1-acc=88.01%, top5-acc=99.53%, remaining_time=0:00:01.680340, arrival_time=2021-04-15 05:42:46.555309, cost_time=0:00:01.680348 2021-04-15 05:42:45,649 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.54ms, fps=3306 images/s, loss=0.4212, top1-acc=88.32%, top5-acc=99.58%, remaining_time=0:00:00.818310, arrival_time=2021-04-15 05:42:46.467856, cost_time=0:00:02.454918 2021-04-15 05:42:46,357 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=3281 images/s, loss=0.4174, top1-acc=88.24%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-15 05:42:46.356994, cost_time=0:00:03.162395 2021-04-15 05:42:46,785 INFO : Epoch=0116 complete, best val top1-acc=89.27%, top5-acc=99.61% (epoch=112), remaining_time=1:21:53.260128, arrival_time=2021-04-15 07:04:40.045738, cost_time=1:53:04.978323 2021-04-15 05:42:46,786 INFO : Train start, epoch=0117, lr=0.037566 2021-04-15 05:42:49,735 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.36ms, fps=868 images/s, loss=0.0983, top1-acc=96.52%, top5-acc=100.00%, remaining_time=0:00:54.838008, arrival_time=2021-04-15 05:43:44.573188, cost_time=0:00:02.948285 2021-04-15 05:42:52,527 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.47ms, fps=917 images/s, loss=0.0983, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:50.512704, arrival_time=2021-04-15 05:43:43.039673, cost_time=0:00:05.740074 2021-04-15 05:42:55,317 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0945, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:47.204922, arrival_time=2021-04-15 05:43:42.522833, cost_time=0:00:08.531018 2021-04-15 05:42:58,108 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0913, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:44.153928, arrival_time=2021-04-15 05:43:42.262347, cost_time=0:00:11.321527 2021-04-15 05:43:00,899 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0910, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:41.207916, arrival_time=2021-04-15 05:43:42.107109, cost_time=0:00:14.112299 2021-04-15 05:43:03,692 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.0897, top1-acc=97.08%, top5-acc=99.97%, remaining_time=0:00:38.318952, arrival_time=2021-04-15 05:43:42.011278, cost_time=0:00:16.905423 2021-04-15 05:43:06,484 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.0896, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:35.455266, arrival_time=2021-04-15 05:43:41.939592, cost_time=0:00:19.697367 2021-04-15 05:43:09,278 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0878, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:32.612704, arrival_time=2021-04-15 05:43:41.891150, cost_time=0:00:22.491516 2021-04-15 05:43:12,068 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0876, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:29.776142, arrival_time=2021-04-15 05:43:41.844631, cost_time=0:00:25.281586 2021-04-15 05:43:14,859 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0871, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:26.949504, arrival_time=2021-04-15 05:43:41.808816, cost_time=0:00:28.072406 2021-04-15 05:43:17,650 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0875, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:24.129966, arrival_time=2021-04-15 05:43:41.780765, cost_time=0:00:30.863903 2021-04-15 05:43:20,444 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.0873, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:21.316480, arrival_time=2021-04-15 05:43:41.761003, cost_time=0:00:33.657628 2021-04-15 05:43:23,233 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0875, top1-acc=96.99%, top5-acc=99.98%, remaining_time=0:00:18.503760, arrival_time=2021-04-15 05:43:41.737496, cost_time=0:00:36.446842 2021-04-15 05:43:26,022 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0888, top1-acc=96.96%, top5-acc=99.97%, remaining_time=0:00:15.694224, arrival_time=2021-04-15 05:43:41.716709, cost_time=0:00:39.235589 2021-04-15 05:43:28,814 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0892, top1-acc=96.97%, top5-acc=99.97%, remaining_time=0:00:12.888602, arrival_time=2021-04-15 05:43:41.703545, cost_time=0:00:42.028046 2021-04-15 05:43:31,606 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.0892, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:10.084428, arrival_time=2021-04-15 05:43:41.690984, cost_time=0:00:44.819662 2021-04-15 05:43:34,400 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0897, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:00:07.282106, arrival_time=2021-04-15 05:43:41.682749, cost_time=0:00:47.613749 2021-04-15 05:43:37,194 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.68ms, fps=917 images/s, loss=0.0900, top1-acc=96.91%, top5-acc=99.97%, remaining_time=0:00:04.480640, arrival_time=2021-04-15 05:43:41.674822, cost_time=0:00:50.407288 2021-04-15 05:43:39,984 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.15ms, fps=917 images/s, loss=0.0902, top1-acc=96.91%, top5-acc=99.97%, remaining_time=0:00:01.679934, arrival_time=2021-04-15 05:43:41.664683, cost_time=0:00:53.197867 2021-04-15 05:43:41,485 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.21ms, fps=906 images/s, loss=0.0906, top1-acc=96.89%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-15 05:43:41.485631, cost_time=0:00:54.698739 2021-04-15 05:43:42,365 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=2.28ms, fps=2915 images/s, loss=0.3624, top1-acc=89.26%, top5-acc=99.57%, remaining_time=0:00:02.634750, arrival_time=2021-04-15 05:43:45.000359, cost_time=0:00:00.878247 2021-04-15 05:43:43,138 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.28ms, fps=3314 images/s, loss=0.3626, top1-acc=89.63%, top5-acc=99.53%, remaining_time=0:00:01.651040, arrival_time=2021-04-15 05:43:44.789543, cost_time=0:00:01.651032 2021-04-15 05:43:43,910 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.27ms, fps=3318 images/s, loss=0.3691, top1-acc=89.56%, top5-acc=99.47%, remaining_time=0:00:00.807670, arrival_time=2021-04-15 05:43:44.718055, cost_time=0:00:02.423007 2021-04-15 05:43:44,616 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.06ms, fps=3286 images/s, loss=0.3664, top1-acc=89.36%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-15 05:43:44.616722, cost_time=0:00:03.129373 2021-04-15 05:43:45,462 INFO : Epoch=0117 complete, best val top1-acc=89.36%, top5-acc=99.42% (epoch=117), remaining_time=1:20:54.900574, arrival_time=2021-04-15 07:04:40.362929, cost_time=1:54:03.655043 2021-04-15 05:43:45,463 INFO : Train start, epoch=0118, lr=0.036806 2021-04-15 05:43:48,423 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.38ms, fps=865 images/s, loss=0.0827, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:55.049118, arrival_time=2021-04-15 05:44:43.472592, cost_time=0:00:02.959629 2021-04-15 05:43:51,224 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0812, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:50.689056, arrival_time=2021-04-15 05:44:41.913029, cost_time=0:00:05.760128 2021-04-15 05:43:54,018 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0819, top1-acc=97.20%, top5-acc=100.00%, remaining_time=0:00:47.335896, arrival_time=2021-04-15 05:44:41.354398, cost_time=0:00:08.554666 2021-04-15 05:43:56,810 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.0823, top1-acc=97.24%, top5-acc=100.00%, remaining_time=0:00:44.252208, arrival_time=2021-04-15 05:44:41.062666, cost_time=0:00:11.346705 2021-04-15 05:43:59,603 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.73ms, fps=917 images/s, loss=0.0824, top1-acc=97.20%, top5-acc=100.00%, remaining_time=0:00:41.288654, arrival_time=2021-04-15 05:44:40.892467, cost_time=0:00:14.139962 2021-04-15 05:44:02,397 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0822, top1-acc=97.19%, top5-acc=99.99%, remaining_time=0:00:38.382056, arrival_time=2021-04-15 05:44:40.779070, cost_time=0:00:16.933253 2021-04-15 05:44:05,188 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0812, top1-acc=97.24%, top5-acc=99.98%, remaining_time=0:00:35.505162, arrival_time=2021-04-15 05:44:40.693979, cost_time=0:00:19.725063 2021-04-15 05:44:07,980 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0806, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:32.649592, arrival_time=2021-04-15 05:44:40.630309, cost_time=0:00:22.516965 2021-04-15 05:44:10,768 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.44ms, fps=918 images/s, loss=0.0814, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:29.803596, arrival_time=2021-04-15 05:44:40.572327, cost_time=0:00:25.304960 2021-04-15 05:44:13,567 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.51ms, fps=915 images/s, loss=0.0818, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:00:26.978976, arrival_time=2021-04-15 05:44:40.545893, cost_time=0:00:28.103053 2021-04-15 05:44:16,357 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0829, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:24.153272, arrival_time=2021-04-15 05:44:40.510763, cost_time=0:00:30.893752 2021-04-15 05:44:19,145 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0829, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:21.331528, arrival_time=2021-04-15 05:44:40.476679, cost_time=0:00:33.681386 2021-04-15 05:44:21,937 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0823, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:18.517224, arrival_time=2021-04-15 05:44:40.454279, cost_time=0:00:36.473306 2021-04-15 05:44:24,725 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.0829, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:15.704640, arrival_time=2021-04-15 05:44:40.430058, cost_time=0:00:39.261658 2021-04-15 05:44:27,516 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0831, top1-acc=97.14%, top5-acc=99.98%, remaining_time=0:00:12.896284, arrival_time=2021-04-15 05:44:40.413178, cost_time=0:00:42.053142 2021-04-15 05:44:30,309 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.0840, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:10.090368, arrival_time=2021-04-15 05:44:40.400147, cost_time=0:00:44.846021 2021-04-15 05:44:33,104 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0843, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:07.286266, arrival_time=2021-04-15 05:44:40.391074, cost_time=0:00:47.641050 2021-04-15 05:44:35,900 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.0839, top1-acc=97.10%, top5-acc=99.98%, remaining_time=0:00:04.483264, arrival_time=2021-04-15 05:44:40.383687, cost_time=0:00:50.436671 2021-04-15 05:44:38,693 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0850, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:01.680924, arrival_time=2021-04-15 05:44:40.374040, cost_time=0:00:53.229326 2021-04-15 05:44:40,197 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.38ms, fps=904 images/s, loss=0.0856, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:40.197123, cost_time=0:00:54.733389 2021-04-15 05:44:41,079 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.47ms, fps=2907 images/s, loss=0.3487, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:02.641650, arrival_time=2021-04-15 05:44:43.720881, cost_time=0:00:00.880553 2021-04-15 05:44:41,850 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.16ms, fps=3320 images/s, loss=0.3559, top1-acc=89.43%, top5-acc=99.67%, remaining_time=0:00:01.652000, arrival_time=2021-04-15 05:44:43.502649, cost_time=0:00:01.651996 2021-04-15 05:44:42,622 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.24ms, fps=3316 images/s, loss=0.3719, top1-acc=89.15%, top5-acc=99.56%, remaining_time=0:00:00.808090, arrival_time=2021-04-15 05:44:43.431031, cost_time=0:00:02.424273 2021-04-15 05:44:43,328 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.06ms, fps=3290 images/s, loss=0.3691, top1-acc=89.22%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-15 05:44:43.328318, cost_time=0:00:03.129683 2021-04-15 05:44:43,744 INFO : Epoch=0118 complete, best val top1-acc=89.36%, top5-acc=99.42% (epoch=117), remaining_time=1:19:56.261590, arrival_time=2021-04-15 07:04:40.006321, cost_time=1:55:01.937441 2021-04-15 05:44:43,745 INFO : Train start, epoch=0119, lr=0.036050 2021-04-15 05:44:46,726 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.70ms, fps=859 images/s, loss=0.0878, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:55.436184, arrival_time=2021-04-15 05:45:42.162815, cost_time=0:00:02.980439 2021-04-15 05:44:49,532 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.63ms, fps=912 images/s, loss=0.0941, top1-acc=96.86%, top5-acc=100.00%, remaining_time=0:00:50.921904, arrival_time=2021-04-15 05:45:40.454635, cost_time=0:00:05.786586 2021-04-15 05:44:52,335 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.50ms, fps=914 images/s, loss=0.0877, top1-acc=97.01%, top5-acc=100.00%, remaining_time=0:00:47.527294, arrival_time=2021-04-15 05:45:39.862713, cost_time=0:00:08.589263 2021-04-15 05:44:55,127 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.60ms, fps=917 images/s, loss=0.0885, top1-acc=96.99%, top5-acc=99.99%, remaining_time=0:00:44.385900, arrival_time=2021-04-15 05:45:39.512968, cost_time=0:00:11.381013 2021-04-15 05:44:57,919 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0845, top1-acc=97.17%, top5-acc=99.99%, remaining_time=0:00:41.385890, arrival_time=2021-04-15 05:45:39.305246, cost_time=0:00:14.173262 2021-04-15 05:45:00,714 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.50ms, fps=916 images/s, loss=0.0827, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:38.462024, arrival_time=2021-04-15 05:45:39.176707, cost_time=0:00:16.968545 2021-04-15 05:45:03,510 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.40ms, fps=916 images/s, loss=0.0816, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:35.576604, arrival_time=2021-04-15 05:45:39.087434, cost_time=0:00:19.764770 2021-04-15 05:45:06,301 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0802, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:32.705852, arrival_time=2021-04-15 05:45:39.007652, cost_time=0:00:22.555756 2021-04-15 05:45:09,094 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0799, top1-acc=97.26%, top5-acc=99.99%, remaining_time=0:00:29.854582, arrival_time=2021-04-15 05:45:38.948835, cost_time=0:00:25.348206 2021-04-15 05:45:11,882 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0807, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:27.010752, arrival_time=2021-04-15 05:45:38.893021, cost_time=0:00:28.136153 2021-04-15 05:45:14,676 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0818, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:24.182254, arrival_time=2021-04-15 05:45:38.859111, cost_time=0:00:30.930789 2021-04-15 05:45:17,467 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0824, top1-acc=97.16%, top5-acc=99.99%, remaining_time=0:00:21.356608, arrival_time=2021-04-15 05:45:38.823594, cost_time=0:00:33.720926 2021-04-15 05:45:20,261 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0837, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:18.538542, arrival_time=2021-04-15 05:45:38.799870, cost_time=0:00:36.515282 2021-04-15 05:45:23,053 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0843, top1-acc=97.09%, top5-acc=99.99%, remaining_time=0:00:15.722840, arrival_time=2021-04-15 05:45:38.775984, cost_time=0:00:39.307094 2021-04-15 05:45:25,843 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0840, top1-acc=97.10%, top5-acc=99.99%, remaining_time=0:00:12.909808, arrival_time=2021-04-15 05:45:38.753028, cost_time=0:00:42.097170 2021-04-15 05:45:28,635 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.41ms, fps=917 images/s, loss=0.0851, top1-acc=97.07%, top5-acc=99.99%, remaining_time=0:00:10.100052, arrival_time=2021-04-15 05:45:38.735143, cost_time=0:00:44.889049 2021-04-15 05:45:31,427 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0857, top1-acc=97.06%, top5-acc=99.99%, remaining_time=0:00:07.292402, arrival_time=2021-04-15 05:45:38.719554, cost_time=0:00:47.681101 2021-04-15 05:45:34,217 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0866, top1-acc=97.03%, top5-acc=99.99%, remaining_time=0:00:04.486320, arrival_time=2021-04-15 05:45:38.703450, cost_time=0:00:50.471083 2021-04-15 05:45:37,011 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.0868, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:01.682052, arrival_time=2021-04-15 05:45:38.693311, cost_time=0:00:53.265040 2021-04-15 05:45:38,509 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.23ms, fps=908 images/s, loss=0.0872, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:45:38.509779, cost_time=0:00:54.763743 2021-04-15 05:45:39,423 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=1.17ms, fps=2805 images/s, loss=0.3749, top1-acc=88.95%, top5-acc=99.26%, remaining_time=0:00:02.737680, arrival_time=2021-04-15 05:45:42.161609, cost_time=0:00:00.912560 2021-04-15 05:45:40,198 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.47ms, fps=3305 images/s, loss=0.3564, top1-acc=89.34%, top5-acc=99.47%, remaining_time=0:00:01.687400, arrival_time=2021-04-15 05:45:41.886161, cost_time=0:00:01.687400 2021-04-15 05:45:40,972 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.33ms, fps=3311 images/s, loss=0.3471, top1-acc=89.70%, top5-acc=99.57%, remaining_time=0:00:00.820280, arrival_time=2021-04-15 05:45:41.792500, cost_time=0:00:02.460834 2021-04-15 05:45:41,681 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=0.3478, top1-acc=89.58%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-15 05:45:41.681263, cost_time=0:00:03.169915 2021-04-15 05:45:42,532 INFO : Epoch=0119 complete, best val top1-acc=89.58%, top5-acc=99.59% (epoch=119), remaining_time=1:18:57.972366, arrival_time=2021-04-15 07:04:40.504507, cost_time=1:56:00.724831 2021-04-15 05:45:42,533 INFO : Train start, epoch=0120, lr=0.035298 2021-04-15 05:45:45,503 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.46ms, fps=862 images/s, loss=0.0747, top1-acc=97.34%, top5-acc=100.00%, remaining_time=0:00:55.243302, arrival_time=2021-04-15 05:46:40.746917, cost_time=0:00:02.970071 2021-04-15 05:45:48,298 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0738, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:50.729184, arrival_time=2021-04-15 05:46:39.027466, cost_time=0:00:05.764673 2021-04-15 05:45:51,096 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.75ms, fps=915 images/s, loss=0.0768, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:47.381048, arrival_time=2021-04-15 05:46:38.477509, cost_time=0:00:08.562835 2021-04-15 05:45:53,891 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.82ms, fps=916 images/s, loss=0.0765, top1-acc=97.39%, top5-acc=99.98%, remaining_time=0:00:44.296356, arrival_time=2021-04-15 05:46:38.188022, cost_time=0:00:11.358029 2021-04-15 05:45:56,683 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.0769, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:41.317270, arrival_time=2021-04-15 05:46:38.000605, cost_time=0:00:14.149774 2021-04-15 05:45:59,479 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.0769, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:38.411296, arrival_time=2021-04-15 05:46:37.891069, cost_time=0:00:16.946181 2021-04-15 05:46:02,273 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0750, top1-acc=97.42%, top5-acc=99.98%, remaining_time=0:00:35.531874, arrival_time=2021-04-15 05:46:37.805373, cost_time=0:00:19.739937 2021-04-15 05:46:05,064 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0735, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:32.669544, arrival_time=2021-04-15 05:46:37.733802, cost_time=0:00:22.530725 2021-04-15 05:46:07,856 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0743, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:29.824796, arrival_time=2021-04-15 05:46:37.681278, cost_time=0:00:25.322933 2021-04-15 05:46:10,650 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0753, top1-acc=97.43%, top5-acc=99.98%, remaining_time=0:00:26.992320, arrival_time=2021-04-15 05:46:37.642809, cost_time=0:00:28.116962 2021-04-15 05:46:13,447 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.0764, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:24.168580, arrival_time=2021-04-15 05:46:37.615550, cost_time=0:00:30.913329 2021-04-15 05:46:16,237 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0767, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:21.345664, arrival_time=2021-04-15 05:46:37.582862, cost_time=0:00:33.703632 2021-04-15 05:46:19,032 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.0782, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:18.529962, arrival_time=2021-04-15 05:46:37.561982, cost_time=0:00:36.498474 2021-04-15 05:46:21,823 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.0785, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:15.715840, arrival_time=2021-04-15 05:46:37.538937, cost_time=0:00:39.289556 2021-04-15 05:46:24,613 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0791, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:12.904564, arrival_time=2021-04-15 05:46:37.518236, cost_time=0:00:42.080124 2021-04-15 05:46:27,412 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.79ms, fps=915 images/s, loss=0.0785, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:10.097676, arrival_time=2021-04-15 05:46:37.509802, cost_time=0:00:44.878588 2021-04-15 05:46:30,202 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0782, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:07.290504, arrival_time=2021-04-15 05:46:37.492772, cost_time=0:00:47.668734 2021-04-15 05:46:32,994 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.61ms, fps=917 images/s, loss=0.0779, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:04.485424, arrival_time=2021-04-15 05:46:37.480064, cost_time=0:00:50.461077 2021-04-15 05:46:35,784 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.09ms, fps=918 images/s, loss=0.0785, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:01.681614, arrival_time=2021-04-15 05:46:37.466178, cost_time=0:00:53.251026 2021-04-15 05:46:37,285 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.12ms, fps=906 images/s, loss=0.0790, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:37.285439, cost_time=0:00:54.751929 2021-04-15 05:46:38,166 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.18ms, fps=2912 images/s, loss=0.4444, top1-acc=87.97%, top5-acc=99.53%, remaining_time=0:00:02.637750, arrival_time=2021-04-15 05:46:40.804015, cost_time=0:00:00.879254 2021-04-15 05:46:38,939 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.31ms, fps=3313 images/s, loss=0.4407, top1-acc=87.77%, top5-acc=99.61%, remaining_time=0:00:01.652380, arrival_time=2021-04-15 05:46:40.591730, cost_time=0:00:01.652383 2021-04-15 05:46:39,714 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.40ms, fps=3306 images/s, loss=0.4255, top1-acc=88.07%, top5-acc=99.64%, remaining_time=0:00:00.809010, arrival_time=2021-04-15 05:46:40.523036, cost_time=0:00:02.427017 2021-04-15 05:46:40,425 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.06ms, fps=3264 images/s, loss=0.4342, top1-acc=87.92%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 05:46:40.425330, cost_time=0:00:03.138393 2021-04-15 05:46:40,898 INFO : Epoch=0120 complete, best val top1-acc=89.58%, top5-acc=99.59% (epoch=119), remaining_time=1:17:59.394000, arrival_time=2021-04-15 07:04:40.292245, cost_time=1:56:59.090954 2021-04-15 05:46:40,899 INFO : Train start, epoch=0121, lr=0.034549 2021-04-15 05:46:43,893 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.46ms, fps=855 images/s, loss=0.1083, top1-acc=96.13%, top5-acc=99.92%, remaining_time=0:00:55.689888, arrival_time=2021-04-15 05:47:39.583652, cost_time=0:00:02.994083 2021-04-15 05:46:46,691 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.1111, top1-acc=96.21%, top5-acc=99.96%, remaining_time=0:00:50.966784, arrival_time=2021-04-15 05:47:37.658167, cost_time=0:00:05.791685 2021-04-15 05:46:49,482 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.1097, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:47.494094, arrival_time=2021-04-15 05:47:36.976952, cost_time=0:00:08.583258 2021-04-15 05:46:52,277 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.42ms, fps=916 images/s, loss=0.1049, top1-acc=96.55%, top5-acc=99.95%, remaining_time=0:00:44.373264, arrival_time=2021-04-15 05:47:36.650623, cost_time=0:00:11.377764 2021-04-15 05:46:55,071 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.53ms, fps=916 images/s, loss=0.1001, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:00:41.381072, arrival_time=2021-04-15 05:47:36.452342, cost_time=0:00:14.171599 2021-04-15 05:46:57,864 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0981, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:38.454408, arrival_time=2021-04-15 05:47:36.319196, cost_time=0:00:16.965179 2021-04-15 05:47:00,657 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.0978, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:35.563500, arrival_time=2021-04-15 05:47:36.220568, cost_time=0:00:19.757476 2021-04-15 05:47:03,446 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0962, top1-acc=96.82%, top5-acc=99.97%, remaining_time=0:00:32.693092, arrival_time=2021-04-15 05:47:36.139640, cost_time=0:00:22.546952 2021-04-15 05:47:06,243 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.0952, top1-acc=96.87%, top5-acc=99.97%, remaining_time=0:00:29.849388, arrival_time=2021-04-15 05:47:36.092858, cost_time=0:00:25.343815 2021-04-15 05:47:09,034 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.0930, top1-acc=96.95%, top5-acc=99.97%, remaining_time=0:00:27.009792, arrival_time=2021-04-15 05:47:36.044621, cost_time=0:00:28.135204 2021-04-15 05:47:11,830 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.0915, top1-acc=97.00%, top5-acc=99.98%, remaining_time=0:00:24.182168, arrival_time=2021-04-15 05:47:36.012425, cost_time=0:00:30.930650 2021-04-15 05:47:14,621 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.0905, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:21.357292, arrival_time=2021-04-15 05:47:35.978885, cost_time=0:00:33.721999 2021-04-15 05:47:17,411 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.0899, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:18.537024, arrival_time=2021-04-15 05:47:35.948968, cost_time=0:00:36.512364 2021-04-15 05:47:20,202 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0890, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:15.721104, arrival_time=2021-04-15 05:47:35.923419, cost_time=0:00:39.302718 2021-04-15 05:47:22,992 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.0889, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:12.908612, arrival_time=2021-04-15 05:47:35.901555, cost_time=0:00:42.093354 2021-04-15 05:47:25,784 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0884, top1-acc=97.05%, top5-acc=99.98%, remaining_time=0:00:10.099044, arrival_time=2021-04-15 05:47:35.883355, cost_time=0:00:44.884714 2021-04-15 05:47:28,577 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0892, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:07.291882, arrival_time=2021-04-15 05:47:35.869263, cost_time=0:00:47.677760 2021-04-15 05:47:31,370 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0889, top1-acc=97.04%, top5-acc=99.98%, remaining_time=0:00:04.486288, arrival_time=2021-04-15 05:47:35.856848, cost_time=0:00:50.470772 2021-04-15 05:47:34,163 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.12ms, fps=917 images/s, loss=0.0884, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:01.682034, arrival_time=2021-04-15 05:47:35.845963, cost_time=0:00:53.264344 2021-04-15 05:47:35,665 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.06ms, fps=906 images/s, loss=0.0876, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:47:35.665124, cost_time=0:00:54.765534 2021-04-15 05:47:36,583 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.20ms, fps=2791 images/s, loss=0.3940, top1-acc=89.06%, top5-acc=99.34%, remaining_time=0:00:02.751360, arrival_time=2021-04-15 05:47:39.335286, cost_time=0:00:00.917122 2021-04-15 05:47:37,356 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.29ms, fps=3317 images/s, loss=0.3790, top1-acc=89.08%, top5-acc=99.53%, remaining_time=0:00:01.689380, arrival_time=2021-04-15 05:47:39.045550, cost_time=0:00:01.689383 2021-04-15 05:47:38,127 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.17ms, fps=3322 images/s, loss=0.3612, top1-acc=89.56%, top5-acc=99.62%, remaining_time=0:00:00.820140, arrival_time=2021-04-15 05:47:38.947331, cost_time=0:00:02.460435 2021-04-15 05:47:38,831 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.3434, top1-acc=89.71%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 05:47:38.831730, cost_time=0:00:03.164994 2021-04-15 05:47:39,653 INFO : Epoch=0121 complete, best val top1-acc=89.71%, top5-acc=99.64% (epoch=121), remaining_time=1:17:01.073084, arrival_time=2021-04-15 07:04:40.726484, cost_time=1:57:57.846101 2021-04-15 05:47:39,654 INFO : Train start, epoch=0122, lr=0.033804 2021-04-15 05:47:42,623 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.38ms, fps=862 images/s, loss=0.0689, top1-acc=97.38%, top5-acc=100.00%, remaining_time=0:00:55.220052, arrival_time=2021-04-15 05:48:37.843650, cost_time=0:00:02.968825 2021-04-15 05:47:45,423 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.0679, top1-acc=97.66%, top5-acc=99.98%, remaining_time=0:00:50.763152, arrival_time=2021-04-15 05:48:36.186469, cost_time=0:00:05.768549 2021-04-15 05:47:48,226 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.0656, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:47.431346, arrival_time=2021-04-15 05:48:35.658039, cost_time=0:00:08.571921 2021-04-15 05:47:51,027 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.0643, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:44.354388, arrival_time=2021-04-15 05:48:35.382003, cost_time=0:00:11.372931 2021-04-15 05:47:53,827 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0640, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:41.382970, arrival_time=2021-04-15 05:48:35.210002, cost_time=0:00:14.172254 2021-04-15 05:47:56,615 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0651, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:38.445160, arrival_time=2021-04-15 05:48:35.060967, cost_time=0:00:16.961110 2021-04-15 05:47:59,406 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0674, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:35.553294, arrival_time=2021-04-15 05:48:34.959813, cost_time=0:00:19.751842 2021-04-15 05:48:02,196 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0686, top1-acc=97.67%, top5-acc=100.00%, remaining_time=0:00:32.684856, arrival_time=2021-04-15 05:48:34.880858, cost_time=0:00:22.541318 2021-04-15 05:48:04,989 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0692, top1-acc=97.68%, top5-acc=100.00%, remaining_time=0:00:29.838576, arrival_time=2021-04-15 05:48:34.827898, cost_time=0:00:25.334643 2021-04-15 05:48:07,780 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.0708, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:27.001152, arrival_time=2021-04-15 05:48:34.782063, cost_time=0:00:28.126151 2021-04-15 05:48:10,567 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.50ms, fps=919 images/s, loss=0.0707, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:24.168580, arrival_time=2021-04-15 05:48:34.736534, cost_time=0:00:30.913278 2021-04-15 05:48:13,362 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.0721, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:21.348020, arrival_time=2021-04-15 05:48:34.710079, cost_time=0:00:33.707365 2021-04-15 05:48:16,155 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0716, top1-acc=97.61%, top5-acc=99.99%, remaining_time=0:00:18.531216, arrival_time=2021-04-15 05:48:34.686722, cost_time=0:00:36.500824 2021-04-15 05:48:18,952 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.66ms, fps=915 images/s, loss=0.0715, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:15.719088, arrival_time=2021-04-15 05:48:34.671457, cost_time=0:00:39.297692 2021-04-15 05:48:21,747 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.23ms, fps=916 images/s, loss=0.0721, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:12.908290, arrival_time=2021-04-15 05:48:34.655255, cost_time=0:00:42.092284 2021-04-15 05:48:24,538 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0725, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:10.098900, arrival_time=2021-04-15 05:48:34.637568, cost_time=0:00:44.883988 2021-04-15 05:48:27,330 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0726, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:07.291622, arrival_time=2021-04-15 05:48:34.622352, cost_time=0:00:47.676056 2021-04-15 05:48:30,123 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0735, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:04.486160, arrival_time=2021-04-15 05:48:34.610091, cost_time=0:00:50.469239 2021-04-15 05:48:32,919 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.16ms, fps=916 images/s, loss=0.0739, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:01.682040, arrival_time=2021-04-15 05:48:34.601345, cost_time=0:00:53.264567 2021-04-15 05:48:34,419 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.16ms, fps=907 images/s, loss=0.0739, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:34.419559, cost_time=0:00:54.764891 2021-04-15 05:48:35,339 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.25ms, fps=2790 images/s, loss=0.3581, top1-acc=89.92%, top5-acc=99.84%, remaining_time=0:00:02.753130, arrival_time=2021-04-15 05:48:38.092067, cost_time=0:00:00.917708 2021-04-15 05:48:36,114 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.27ms, fps=3303 images/s, loss=0.3589, top1-acc=89.94%, top5-acc=99.71%, remaining_time=0:00:01.693240, arrival_time=2021-04-15 05:48:37.807769, cost_time=0:00:01.693235 2021-04-15 05:48:36,889 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.28ms, fps=3305 images/s, loss=0.3769, top1-acc=89.57%, top5-acc=99.65%, remaining_time=0:00:00.822830, arrival_time=2021-04-15 05:48:37.712526, cost_time=0:00:02.468492 2021-04-15 05:48:37,598 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.14ms, fps=3275 images/s, loss=0.3773, top1-acc=89.21%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-15 05:48:37.598446, cost_time=0:00:03.177189 2021-04-15 05:48:38,046 INFO : Epoch=0122 complete, best val top1-acc=89.71%, top5-acc=99.64% (epoch=121), remaining_time=1:16:02.513592, arrival_time=2021-04-15 07:04:40.560138, cost_time=1:58:56.239251 2021-04-15 05:48:38,047 INFO : Train start, epoch=0123, lr=0.033063 2021-04-15 05:48:41,004 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.35ms, fps=866 images/s, loss=0.0860, top1-acc=97.27%, top5-acc=100.00%, remaining_time=0:00:54.996852, arrival_time=2021-04-15 05:49:36.001685, cost_time=0:00:02.956824 2021-04-15 05:48:43,801 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.0818, top1-acc=97.36%, top5-acc=100.00%, remaining_time=0:00:50.626752, arrival_time=2021-04-15 05:49:34.427786, cost_time=0:00:05.753032 2021-04-15 05:48:46,592 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0749, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:47.279290, arrival_time=2021-04-15 05:49:33.871741, cost_time=0:00:08.544453 2021-04-15 05:48:49,382 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0743, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:44.203224, arrival_time=2021-04-15 05:49:33.585294, cost_time=0:00:11.334148 2021-04-15 05:48:52,170 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.68ms, fps=918 images/s, loss=0.0751, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:41.238138, arrival_time=2021-04-15 05:49:33.408956, cost_time=0:00:14.122627 2021-04-15 05:48:54,965 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.74ms, fps=916 images/s, loss=0.0737, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:38.347104, arrival_time=2021-04-15 05:49:33.312950, cost_time=0:00:16.917838 2021-04-15 05:48:57,757 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0722, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:35.476938, arrival_time=2021-04-15 05:49:33.234257, cost_time=0:00:19.709401 2021-04-15 05:49:00,553 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.0731, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:32.632424, arrival_time=2021-04-15 05:49:33.185448, cost_time=0:00:22.505093 2021-04-15 05:49:03,352 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.43ms, fps=914 images/s, loss=0.0719, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:29.803596, arrival_time=2021-04-15 05:49:33.156430, cost_time=0:00:25.304914 2021-04-15 05:49:06,153 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.0729, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:26.981184, arrival_time=2021-04-15 05:49:33.134539, cost_time=0:00:28.105432 2021-04-15 05:49:08,952 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0732, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:24.161786, arrival_time=2021-04-15 05:49:33.114299, cost_time=0:00:30.904580 2021-04-15 05:49:11,755 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.55ms, fps=913 images/s, loss=0.0728, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:21.348324, arrival_time=2021-04-15 05:49:33.104223, cost_time=0:00:33.707910 2021-04-15 05:49:14,552 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.26ms, fps=915 images/s, loss=0.0714, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:18.533262, arrival_time=2021-04-15 05:49:33.086104, cost_time=0:00:36.504916 2021-04-15 05:49:17,354 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0711, top1-acc=97.62%, top5-acc=99.98%, remaining_time=0:00:15.722504, arrival_time=2021-04-15 05:49:33.076712, cost_time=0:00:39.306287 2021-04-15 05:49:20,152 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0712, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:12.911924, arrival_time=2021-04-15 05:49:33.064015, cost_time=0:00:42.104173 2021-04-15 05:49:22,945 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0721, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:10.101852, arrival_time=2021-04-15 05:49:33.046883, cost_time=0:00:44.897112 2021-04-15 05:49:25,735 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0725, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:07.293390, arrival_time=2021-04-15 05:49:33.028825, cost_time=0:00:47.687524 2021-04-15 05:49:28,530 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0731, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:04.487312, arrival_time=2021-04-15 05:49:33.017437, cost_time=0:00:50.482201 2021-04-15 05:49:31,321 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0733, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:01.682310, arrival_time=2021-04-15 05:49:33.003438, cost_time=0:00:53.273228 2021-04-15 05:49:32,817 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.13ms, fps=909 images/s, loss=0.0734, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:49:32.817673, cost_time=0:00:54.769765 2021-04-15 05:49:33,716 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.18ms, fps=2854 images/s, loss=0.3974, top1-acc=89.18%, top5-acc=99.57%, remaining_time=0:00:02.691000, arrival_time=2021-04-15 05:49:36.407340, cost_time=0:00:00.896995 2021-04-15 05:49:34,487 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.17ms, fps=3323 images/s, loss=0.4034, top1-acc=88.44%, top5-acc=99.57%, remaining_time=0:00:01.667620, arrival_time=2021-04-15 05:49:36.154581, cost_time=0:00:01.667620 2021-04-15 05:49:35,259 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.17ms, fps=3315 images/s, loss=0.3866, top1-acc=88.82%, top5-acc=99.66%, remaining_time=0:00:00.813380, arrival_time=2021-04-15 05:49:36.072849, cost_time=0:00:02.440128 2021-04-15 05:49:35,966 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.05ms, fps=3285 images/s, loss=0.3902, top1-acc=88.68%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-15 05:49:35.965969, cost_time=0:00:03.146645 2021-04-15 05:49:36,396 INFO : Epoch=0123 complete, best val top1-acc=89.71%, top5-acc=99.64% (epoch=121), remaining_time=1:15:03.929892, arrival_time=2021-04-15 07:04:40.326524, cost_time=1:59:54.589339 2021-04-15 05:49:36,397 INFO : Train start, epoch=0124, lr=0.032326 2021-04-15 05:49:39,333 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.33ms, fps=872 images/s, loss=0.0695, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:54.592488, arrival_time=2021-04-15 05:50:33.925579, cost_time=0:00:02.935077 2021-04-15 05:49:42,128 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=2.07ms, fps=916 images/s, loss=0.0734, top1-acc=97.52%, top5-acc=100.00%, remaining_time=0:00:50.430160, arrival_time=2021-04-15 05:50:32.558815, cost_time=0:00:05.730704 2021-04-15 05:49:44,931 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0728, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:47.218700, arrival_time=2021-04-15 05:50:32.150144, cost_time=0:00:08.533502 2021-04-15 05:49:47,723 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.0720, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:44.167968, arrival_time=2021-04-15 05:50:31.890989, cost_time=0:00:11.325113 2021-04-15 05:49:50,513 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0709, top1-acc=97.58%, top5-acc=100.00%, remaining_time=0:00:41.217844, arrival_time=2021-04-15 05:50:31.731510, cost_time=0:00:14.115694 2021-04-15 05:49:53,304 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0716, top1-acc=97.57%, top5-acc=100.00%, remaining_time=0:00:38.320584, arrival_time=2021-04-15 05:50:31.624625, cost_time=0:00:16.906128 2021-04-15 05:49:56,091 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0715, top1-acc=97.59%, top5-acc=100.00%, remaining_time=0:00:35.448966, arrival_time=2021-04-15 05:50:31.540766, cost_time=0:00:19.693897 2021-04-15 05:49:58,881 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0708, top1-acc=97.61%, top5-acc=100.00%, remaining_time=0:00:32.601220, arrival_time=2021-04-15 05:50:31.482726, cost_time=0:00:22.483599 2021-04-15 05:50:01,676 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.83ms, fps=916 images/s, loss=0.0705, top1-acc=97.60%, top5-acc=100.00%, remaining_time=0:00:29.772326, arrival_time=2021-04-15 05:50:31.448698, cost_time=0:00:25.278415 2021-04-15 05:50:04,467 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0721, top1-acc=97.55%, top5-acc=100.00%, remaining_time=0:00:26.946816, arrival_time=2021-04-15 05:50:31.414384, cost_time=0:00:28.069646 2021-04-15 05:50:07,256 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0727, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:24.125924, arrival_time=2021-04-15 05:50:31.382565, cost_time=0:00:30.858725 2021-04-15 05:50:10,048 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0729, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:21.311996, arrival_time=2021-04-15 05:50:31.360364, cost_time=0:00:33.650467 2021-04-15 05:50:12,837 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0723, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:18.500196, arrival_time=2021-04-15 05:50:31.337916, cost_time=0:00:36.439808 2021-04-15 05:50:15,626 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0739, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:15.691368, arrival_time=2021-04-15 05:50:31.317688, cost_time=0:00:39.228419 2021-04-15 05:50:18,417 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.0757, top1-acc=97.40%, top5-acc=99.99%, remaining_time=0:00:12.885888, arrival_time=2021-04-15 05:50:31.302962, cost_time=0:00:42.019178 2021-04-15 05:50:21,210 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.0764, top1-acc=97.39%, top5-acc=99.99%, remaining_time=0:00:10.082916, arrival_time=2021-04-15 05:50:31.293763, cost_time=0:00:44.812942 2021-04-15 05:50:24,002 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0774, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:07.280702, arrival_time=2021-04-15 05:50:31.283139, cost_time=0:00:47.604548 2021-04-15 05:50:26,795 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0784, top1-acc=97.33%, top5-acc=99.98%, remaining_time=0:00:04.479776, arrival_time=2021-04-15 05:50:31.275304, cost_time=0:00:50.397564 2021-04-15 05:50:29,590 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.15ms, fps=916 images/s, loss=0.0793, top1-acc=97.31%, top5-acc=99.98%, remaining_time=0:00:01.679778, arrival_time=2021-04-15 05:50:31.270682, cost_time=0:00:53.192976 2021-04-15 05:50:31,089 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.05ms, fps=908 images/s, loss=0.0800, top1-acc=97.30%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:31.089258, cost_time=0:00:54.691357 2021-04-15 05:50:31,971 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.20ms, fps=2908 images/s, loss=0.3836, top1-acc=88.83%, top5-acc=99.34%, remaining_time=0:00:02.640660, arrival_time=2021-04-15 05:50:34.611782, cost_time=0:00:00.880218 2021-04-15 05:50:32,743 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.17ms, fps=3317 images/s, loss=0.3954, top1-acc=88.30%, top5-acc=99.43%, remaining_time=0:00:01.652400, arrival_time=2021-04-15 05:50:34.395718, cost_time=0:00:01.652404 2021-04-15 05:50:33,513 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.22ms, fps=3324 images/s, loss=0.4030, top1-acc=88.20%, top5-acc=99.35%, remaining_time=0:00:00.807660, arrival_time=2021-04-15 05:50:34.321543, cost_time=0:00:02.422978 2021-04-15 05:50:34,218 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.4022, top1-acc=88.03%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-15 05:50:34.217989, cost_time=0:00:03.127096 2021-04-15 05:50:34,659 INFO : Epoch=0124 complete, best val top1-acc=89.71%, top5-acc=99.64% (epoch=121), remaining_time=1:14:05.296316, arrival_time=2021-04-15 07:04:39.955489, cost_time=2:00:52.851879 2021-04-15 05:50:34,660 INFO : Train start, epoch=0125, lr=0.031594 2021-04-15 05:50:37,624 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.33ms, fps=864 images/s, loss=0.0845, top1-acc=97.11%, top5-acc=100.00%, remaining_time=0:00:55.109568, arrival_time=2021-04-15 05:51:32.733523, cost_time=0:00:02.962883 2021-04-15 05:50:40,416 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0852, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:50.651040, arrival_time=2021-04-15 05:51:31.067897, cost_time=0:00:05.755807 2021-04-15 05:50:43,206 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0827, top1-acc=97.32%, top5-acc=99.97%, remaining_time=0:00:47.283274, arrival_time=2021-04-15 05:51:30.489490, cost_time=0:00:08.545181 2021-04-15 05:50:46,005 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.58ms, fps=915 images/s, loss=0.0782, top1-acc=97.47%, top5-acc=99.98%, remaining_time=0:00:44.241600, arrival_time=2021-04-15 05:51:30.246625, cost_time=0:00:11.344008 2021-04-15 05:50:48,798 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.0791, top1-acc=97.45%, top5-acc=99.98%, remaining_time=0:00:41.281500, arrival_time=2021-04-15 05:51:30.080085, cost_time=0:00:14.137484 2021-04-15 05:50:51,591 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0794, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:38.376072, arrival_time=2021-04-15 05:51:29.967686, cost_time=0:00:16.930603 2021-04-15 05:50:54,387 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=2.17ms, fps=916 images/s, loss=0.0774, top1-acc=97.48%, top5-acc=99.98%, remaining_time=0:00:35.506800, arrival_time=2021-04-15 05:51:29.893771, cost_time=0:00:19.726000 2021-04-15 05:50:57,179 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.40ms, fps=917 images/s, loss=0.0763, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:32.652144, arrival_time=2021-04-15 05:51:29.831821, cost_time=0:00:22.518713 2021-04-15 05:50:59,970 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.48ms, fps=918 images/s, loss=0.0743, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:29.808578, arrival_time=2021-04-15 05:51:29.778743, cost_time=0:00:25.309193 2021-04-15 05:51:02,762 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0738, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:26.977824, arrival_time=2021-04-15 05:51:29.740715, cost_time=0:00:28.101867 2021-04-15 05:51:05,553 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0731, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:24.152412, arrival_time=2021-04-15 05:51:29.705985, cost_time=0:00:30.892598 2021-04-15 05:51:08,344 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0726, top1-acc=97.60%, top5-acc=99.98%, remaining_time=0:00:21.332896, arrival_time=2021-04-15 05:51:29.677402, cost_time=0:00:33.683516 2021-04-15 05:51:11,136 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.51ms, fps=917 images/s, loss=0.0720, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:18.518544, arrival_time=2021-04-15 05:51:29.655480, cost_time=0:00:36.475975 2021-04-15 05:51:13,927 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0728, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:15.706712, arrival_time=2021-04-15 05:51:29.634524, cost_time=0:00:39.266841 2021-04-15 05:51:16,719 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.0731, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:12.898032, arrival_time=2021-04-15 05:51:29.617762, cost_time=0:00:42.058775 2021-04-15 05:51:19,508 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0731, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:10.090656, arrival_time=2021-04-15 05:51:29.598921, cost_time=0:00:44.847313 2021-04-15 05:51:22,299 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0735, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:07.285850, arrival_time=2021-04-15 05:51:29.585018, cost_time=0:00:47.638203 2021-04-15 05:51:25,096 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.56ms, fps=915 images/s, loss=0.0731, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:04.483184, arrival_time=2021-04-15 05:51:29.579887, cost_time=0:00:50.435739 2021-04-15 05:51:27,891 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.17ms, fps=916 images/s, loss=0.0732, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:01.680954, arrival_time=2021-04-15 05:51:29.572302, cost_time=0:00:53.230254 2021-04-15 05:51:29,394 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.30ms, fps=905 images/s, loss=0.0729, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:51:29.394716, cost_time=0:00:54.733775 2021-04-15 05:51:30,298 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.18ms, fps=2837 images/s, loss=0.3073, top1-acc=91.68%, top5-acc=99.65%, remaining_time=0:00:02.706690, arrival_time=2021-04-15 05:51:33.005231, cost_time=0:00:00.902233 2021-04-15 05:51:31,071 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.39ms, fps=3313 images/s, loss=0.3192, top1-acc=91.11%, top5-acc=99.55%, remaining_time=0:00:01.675280, arrival_time=2021-04-15 05:51:32.746828, cost_time=0:00:01.675273 2021-04-15 05:51:31,844 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.19ms, fps=3316 images/s, loss=0.3306, top1-acc=90.69%, top5-acc=99.61%, remaining_time=0:00:00.815900, arrival_time=2021-04-15 05:51:32.659900, cost_time=0:00:02.447712 2021-04-15 05:51:32,549 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.3392, top1-acc=90.29%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 05:51:32.549544, cost_time=0:00:03.153300 2021-04-15 05:51:33,447 INFO : Epoch=0125 complete, best val top1-acc=90.29%, top5-acc=99.60% (epoch=125), remaining_time=1:13:06.983925, arrival_time=2021-04-15 07:04:40.431063, cost_time=2:01:51.639834 2021-04-15 05:51:33,448 INFO : Train start, epoch=0126, lr=0.030866 2021-04-15 05:51:36,445 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.42ms, fps=854 images/s, loss=0.0590, top1-acc=98.01%, top5-acc=99.96%, remaining_time=0:00:55.733226, arrival_time=2021-04-15 05:52:32.178200, cost_time=0:00:02.996410 2021-04-15 05:51:39,242 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.0567, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:50.984032, arrival_time=2021-04-15 05:52:30.226332, cost_time=0:00:05.793647 2021-04-15 05:51:42,032 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0594, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:47.497746, arrival_time=2021-04-15 05:52:29.530387, cost_time=0:00:08.583944 2021-04-15 05:51:44,826 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.49ms, fps=916 images/s, loss=0.0609, top1-acc=97.93%, top5-acc=99.98%, remaining_time=0:00:44.373576, arrival_time=2021-04-15 05:52:29.200020, cost_time=0:00:11.377858 2021-04-15 05:51:47,619 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0647, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:41.378882, arrival_time=2021-04-15 05:52:28.998314, cost_time=0:00:14.170868 2021-04-15 05:51:50,410 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.57ms, fps=917 images/s, loss=0.0662, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:38.446112, arrival_time=2021-04-15 05:52:28.856252, cost_time=0:00:16.961510 2021-04-15 05:51:53,202 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0666, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:35.557200, arrival_time=2021-04-15 05:52:28.759738, cost_time=0:00:19.753967 2021-04-15 05:51:55,995 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.66ms, fps=917 images/s, loss=0.0662, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:32.693672, arrival_time=2021-04-15 05:52:28.689618, cost_time=0:00:22.547391 2021-04-15 05:51:58,788 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0669, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:29.845148, arrival_time=2021-04-15 05:52:28.633963, cost_time=0:00:25.340263 2021-04-15 05:52:01,577 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0652, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:27.003360, arrival_time=2021-04-15 05:52:28.580426, cost_time=0:00:28.128502 2021-04-15 05:52:04,366 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0663, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:24.172450, arrival_time=2021-04-15 05:52:28.539336, cost_time=0:00:30.918278 2021-04-15 05:52:07,158 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0672, top1-acc=97.74%, top5-acc=99.98%, remaining_time=0:00:21.349388, arrival_time=2021-04-15 05:52:28.507485, cost_time=0:00:33.709512 2021-04-15 05:52:09,951 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0669, top1-acc=97.75%, top5-acc=99.98%, remaining_time=0:00:18.532404, arrival_time=2021-04-15 05:52:28.484210, cost_time=0:00:36.503238 2021-04-15 05:52:12,740 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0675, top1-acc=97.74%, top5-acc=99.98%, remaining_time=0:00:15.716904, arrival_time=2021-04-15 05:52:28.457663, cost_time=0:00:39.292208 2021-04-15 05:52:15,532 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0678, top1-acc=97.69%, top5-acc=99.98%, remaining_time=0:00:12.905714, arrival_time=2021-04-15 05:52:28.438059, cost_time=0:00:42.083782 2021-04-15 05:52:18,331 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.56ms, fps=915 images/s, loss=0.0683, top1-acc=97.67%, top5-acc=99.98%, remaining_time=0:00:10.098756, arrival_time=2021-04-15 05:52:28.430666, cost_time=0:00:44.883356 2021-04-15 05:52:21,140 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.35ms, fps=912 images/s, loss=0.0693, top1-acc=97.61%, top5-acc=99.98%, remaining_time=0:00:07.294040, arrival_time=2021-04-15 05:52:28.434436, cost_time=0:00:47.691833 2021-04-15 05:52:23,939 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.52ms, fps=915 images/s, loss=0.0696, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:04.488064, arrival_time=2021-04-15 05:52:28.427360, cost_time=0:00:50.490736 2021-04-15 05:52:26,744 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.10ms, fps=913 images/s, loss=0.0704, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:01.683030, arrival_time=2021-04-15 05:52:28.427450, cost_time=0:00:53.295873 2021-04-15 05:52:28,251 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.41ms, fps=903 images/s, loss=0.0709, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-15 05:52:28.250965, cost_time=0:00:54.802422 2021-04-15 05:52:29,134 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.37ms, fps=2903 images/s, loss=0.3120, top1-acc=91.17%, top5-acc=99.37%, remaining_time=0:00:02.645580, arrival_time=2021-04-15 05:52:31.779969, cost_time=0:00:00.881857 2021-04-15 05:52:29,909 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.26ms, fps=3307 images/s, loss=0.3186, top1-acc=90.86%, top5-acc=99.47%, remaining_time=0:00:01.656380, arrival_time=2021-04-15 05:52:31.565353, cost_time=0:00:01.656377 2021-04-15 05:52:30,684 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.57ms, fps=3304 images/s, loss=0.3226, top1-acc=90.64%, top5-acc=99.54%, remaining_time=0:00:00.810530, arrival_time=2021-04-15 05:52:31.494653, cost_time=0:00:02.431576 2021-04-15 05:52:31,392 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.06ms, fps=3275 images/s, loss=0.3160, top1-acc=90.83%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-15 05:52:31.392863, cost_time=0:00:03.140353 2021-04-15 05:52:32,227 INFO : Epoch=0126 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:12:08.659230, arrival_time=2021-04-15 07:04:40.886303, cost_time=2:02:50.419765 2021-04-15 05:52:32,228 INFO : Train start, epoch=0127, lr=0.030143 2021-04-15 05:52:35,196 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.43ms, fps=863 images/s, loss=0.0656, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:55.200150, arrival_time=2021-04-15 05:53:30.396598, cost_time=0:00:02.967751 2021-04-15 05:52:37,991 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.0693, top1-acc=97.64%, top5-acc=100.00%, remaining_time=0:00:50.708240, arrival_time=2021-04-15 05:53:28.699252, cost_time=0:00:05.762294 2021-04-15 05:52:40,787 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.24ms, fps=916 images/s, loss=0.0685, top1-acc=97.75%, top5-acc=100.00%, remaining_time=0:00:47.357144, arrival_time=2021-04-15 05:53:28.144263, cost_time=0:00:08.558505 2021-04-15 05:52:43,575 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0684, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:44.251740, arrival_time=2021-04-15 05:53:27.826903, cost_time=0:00:11.346590 2021-04-15 05:52:46,374 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.0715, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:41.306612, arrival_time=2021-04-15 05:53:27.681366, cost_time=0:00:14.146110 2021-04-15 05:52:49,165 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0712, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:38.389672, arrival_time=2021-04-15 05:53:27.554859, cost_time=0:00:16.936601 2021-04-15 05:52:51,953 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.0714, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:35.505036, arrival_time=2021-04-15 05:53:27.458626, cost_time=0:00:19.725019 2021-04-15 05:52:54,745 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0718, top1-acc=97.61%, top5-acc=100.00%, remaining_time=0:00:32.649592, arrival_time=2021-04-15 05:53:27.395091, cost_time=0:00:22.516933 2021-04-15 05:52:57,540 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.23ms, fps=916 images/s, loss=0.0718, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:29.811758, arrival_time=2021-04-15 05:53:27.352362, cost_time=0:00:25.311892 2021-04-15 05:53:00,331 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0709, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:26.978784, arrival_time=2021-04-15 05:53:27.310256, cost_time=0:00:28.102872 2021-04-15 05:53:03,124 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.0704, top1-acc=97.65%, top5-acc=99.99%, remaining_time=0:00:24.154906, arrival_time=2021-04-15 05:53:27.279265, cost_time=0:00:30.895774 2021-04-15 05:53:05,916 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.23ms, fps=917 images/s, loss=0.0706, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:21.335480, arrival_time=2021-04-15 05:53:27.251635, cost_time=0:00:33.687594 2021-04-15 05:53:08,711 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0713, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:18.522042, arrival_time=2021-04-15 05:53:27.233421, cost_time=0:00:36.482807 2021-04-15 05:53:11,503 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0727, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:15.709960, arrival_time=2021-04-15 05:53:27.213371, cost_time=0:00:39.274839 2021-04-15 05:53:14,296 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0730, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:12.900884, arrival_time=2021-04-15 05:53:27.197635, cost_time=0:00:42.068171 2021-04-15 05:53:17,087 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0733, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:10.093356, arrival_time=2021-04-15 05:53:27.181310, cost_time=0:00:44.859391 2021-04-15 05:53:19,878 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0736, top1-acc=97.49%, top5-acc=99.99%, remaining_time=0:00:07.287592, arrival_time=2021-04-15 05:53:27.165885, cost_time=0:00:47.649715 2021-04-15 05:53:22,670 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.0734, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:04.483744, arrival_time=2021-04-15 05:53:27.154464, cost_time=0:00:50.442153 2021-04-15 05:53:25,462 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0736, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:01.681068, arrival_time=2021-04-15 05:53:27.143513, cost_time=0:00:53.233838 2021-04-15 05:53:26,961 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.36ms, fps=907 images/s, loss=0.0734, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:26.961589, cost_time=0:00:54.733019 2021-04-15 05:53:27,841 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.32ms, fps=2914 images/s, loss=0.4167, top1-acc=89.26%, top5-acc=99.57%, remaining_time=0:00:02.635320, arrival_time=2021-04-15 05:53:30.477012, cost_time=0:00:00.878438 2021-04-15 05:53:28,615 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.42ms, fps=3312 images/s, loss=0.4601, top1-acc=88.24%, top5-acc=99.55%, remaining_time=0:00:01.651720, arrival_time=2021-04-15 05:53:30.266690, cost_time=0:00:01.651711 2021-04-15 05:53:29,387 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.32ms, fps=3317 images/s, loss=0.4441, top1-acc=88.39%, top5-acc=99.54%, remaining_time=0:00:00.807970, arrival_time=2021-04-15 05:53:30.195129, cost_time=0:00:02.423901 2021-04-15 05:53:30,093 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.05ms, fps=3284 images/s, loss=0.4363, top1-acc=88.53%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-15 05:53:30.093934, cost_time=0:00:03.130699 2021-04-15 05:53:30,528 INFO : Epoch=0127 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:11:10.052437, arrival_time=2021-04-15 07:04:40.581091, cost_time=2:03:48.721365 2021-04-15 05:53:30,529 INFO : Train start, epoch=0128, lr=0.029424 2021-04-15 05:53:33,483 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.34ms, fps=867 images/s, loss=0.0689, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:54.924870, arrival_time=2021-04-15 05:54:28.407836, cost_time=0:00:02.952950 2021-04-15 05:53:36,277 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.0667, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:50.574656, arrival_time=2021-04-15 05:54:26.851804, cost_time=0:00:05.747121 2021-04-15 05:53:39,071 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.0632, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:47.264350, arrival_time=2021-04-15 05:54:26.336101, cost_time=0:00:08.541737 2021-04-15 05:53:41,861 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0619, top1-acc=97.77%, top5-acc=99.98%, remaining_time=0:00:44.192616, arrival_time=2021-04-15 05:54:26.053977, cost_time=0:00:11.331430 2021-04-15 05:53:44,649 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.42ms, fps=918 images/s, loss=0.0621, top1-acc=97.83%, top5-acc=99.98%, remaining_time=0:00:41.230108, arrival_time=2021-04-15 05:54:25.879984, cost_time=0:00:14.119890 2021-04-15 05:53:47,443 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.0619, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:38.336768, arrival_time=2021-04-15 05:54:25.779998, cost_time=0:00:16.913278 2021-04-15 05:53:50,235 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.48ms, fps=917 images/s, loss=0.0636, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:35.469252, arrival_time=2021-04-15 05:54:25.704312, cost_time=0:00:19.705126 2021-04-15 05:53:53,026 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0619, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:32.620476, arrival_time=2021-04-15 05:54:25.647310, cost_time=0:00:22.496896 2021-04-15 05:53:55,813 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0626, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:29.778792, arrival_time=2021-04-15 05:54:25.592642, cost_time=0:00:25.283917 2021-04-15 05:53:58,606 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0618, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:26.953344, arrival_time=2021-04-15 05:54:25.559774, cost_time=0:00:28.076436 2021-04-15 05:54:01,394 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.46ms, fps=918 images/s, loss=0.0611, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:24.130482, arrival_time=2021-04-15 05:54:25.524985, cost_time=0:00:30.864544 2021-04-15 05:54:04,184 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0606, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:21.314352, arrival_time=2021-04-15 05:54:25.498469, cost_time=0:00:33.654180 2021-04-15 05:54:06,976 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0606, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:18.503496, arrival_time=2021-04-15 05:54:25.479706, cost_time=0:00:36.446271 2021-04-15 05:54:09,767 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.0610, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:15.695064, arrival_time=2021-04-15 05:54:25.462656, cost_time=0:00:39.237674 2021-04-15 05:54:12,557 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0627, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:12.888326, arrival_time=2021-04-15 05:54:25.445467, cost_time=0:00:42.027208 2021-04-15 05:54:15,349 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0626, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:10.084392, arrival_time=2021-04-15 05:54:25.433918, cost_time=0:00:44.819592 2021-04-15 05:54:18,138 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0624, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:07.281274, arrival_time=2021-04-15 05:54:25.419488, cost_time=0:00:47.608288 2021-04-15 05:54:20,932 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0629, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:04.480192, arrival_time=2021-04-15 05:54:25.412263, cost_time=0:00:50.402135 2021-04-15 05:54:23,723 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.15ms, fps=917 images/s, loss=0.0634, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:01.679808, arrival_time=2021-04-15 05:54:25.403729, cost_time=0:00:53.193948 2021-04-15 05:54:25,219 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.09ms, fps=909 images/s, loss=0.0636, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:54:25.219878, cost_time=0:00:54.689949 2021-04-15 05:54:26,114 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.17ms, fps=2867 images/s, loss=0.3557, top1-acc=90.47%, top5-acc=99.65%, remaining_time=0:00:02.678580, arrival_time=2021-04-15 05:54:28.793067, cost_time=0:00:00.892864 2021-04-15 05:54:26,884 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.33ms, fps=3325 images/s, loss=0.3602, top1-acc=90.35%, top5-acc=99.57%, remaining_time=0:00:01.663360, arrival_time=2021-04-15 05:54:28.548286, cost_time=0:00:01.663354 2021-04-15 05:54:27,656 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.18ms, fps=3318 images/s, loss=0.3500, top1-acc=90.44%, top5-acc=99.60%, remaining_time=0:00:00.811730, arrival_time=2021-04-15 05:54:28.468591, cost_time=0:00:02.435192 2021-04-15 05:54:28,366 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.05ms, fps=3273 images/s, loss=0.3582, top1-acc=90.20%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-15 05:54:28.366155, cost_time=0:00:03.144589 2021-04-15 05:54:28,797 INFO : Epoch=0128 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:10:11.431776, arrival_time=2021-04-15 07:04:40.228923, cost_time=2:04:46.989840 2021-04-15 05:54:28,798 INFO : Train start, epoch=0129, lr=0.028711 2021-04-15 05:54:31,767 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.39ms, fps=862 images/s, loss=0.0563, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:55.227306, arrival_time=2021-04-15 05:55:26.995133, cost_time=0:00:02.969209 2021-04-15 05:54:34,567 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.0696, top1-acc=97.85%, top5-acc=99.98%, remaining_time=0:00:50.761744, arrival_time=2021-04-15 05:55:25.328803, cost_time=0:00:05.768383 2021-04-15 05:54:37,367 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.24ms, fps=914 images/s, loss=0.0660, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:47.412588, arrival_time=2021-04-15 05:55:24.779697, cost_time=0:00:08.568554 2021-04-15 05:54:40,167 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.42ms, fps=914 images/s, loss=0.0650, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:44.338944, arrival_time=2021-04-15 05:55:24.506408, cost_time=0:00:11.368951 2021-04-15 05:54:42,968 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.25ms, fps=914 images/s, loss=0.0626, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:41.375962, arrival_time=2021-04-15 05:55:24.344440, cost_time=0:00:14.169863 2021-04-15 05:54:45,766 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.43ms, fps=915 images/s, loss=0.0624, top1-acc=97.95%, top5-acc=99.99%, remaining_time=0:00:38.461072, arrival_time=2021-04-15 05:55:24.227747, cost_time=0:00:16.968146 2021-04-15 05:54:48,565 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0620, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:35.581140, arrival_time=2021-04-15 05:55:24.146927, cost_time=0:00:19.767273 2021-04-15 05:54:51,361 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0609, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:32.716640, arrival_time=2021-04-15 05:55:24.078355, cost_time=0:00:22.563194 2021-04-15 05:54:54,161 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0613, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:29.871966, arrival_time=2021-04-15 05:55:24.033633, cost_time=0:00:25.362996 2021-04-15 05:54:56,961 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0609, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:27.036576, arrival_time=2021-04-15 05:55:23.998216, cost_time=0:00:28.163090 2021-04-15 05:54:59,758 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.58ms, fps=915 images/s, loss=0.0610, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:24.205388, arrival_time=2021-04-15 05:55:23.964319, cost_time=0:00:30.960421 2021-04-15 05:55:02,550 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0612, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:21.376140, arrival_time=2021-04-15 05:55:23.926428, cost_time=0:00:33.751777 2021-04-15 05:55:05,340 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0619, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:18.552138, arrival_time=2021-04-15 05:55:23.892727, cost_time=0:00:36.542071 2021-04-15 05:55:08,127 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0627, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:15.731464, arrival_time=2021-04-15 05:55:23.858687, cost_time=0:00:39.328716 2021-04-15 05:55:10,913 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0635, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:12.915374, arrival_time=2021-04-15 05:55:23.829179, cost_time=0:00:42.115290 2021-04-15 05:55:13,703 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0634, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:10.103616, arrival_time=2021-04-15 05:55:23.807079, cost_time=0:00:44.904947 2021-04-15 05:55:16,494 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0637, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:07.294690, arrival_time=2021-04-15 05:55:23.789188, cost_time=0:00:47.695977 2021-04-15 05:55:19,285 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.0642, top1-acc=97.87%, top5-acc=99.99%, remaining_time=0:00:04.487696, arrival_time=2021-04-15 05:55:23.772759, cost_time=0:00:50.486547 2021-04-15 05:55:22,077 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.01ms, fps=917 images/s, loss=0.0645, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:01.682478, arrival_time=2021-04-15 05:55:23.759559, cost_time=0:00:53.278534 2021-04-15 05:55:23,583 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.31ms, fps=903 images/s, loss=0.0651, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:55:23.583097, cost_time=0:00:54.784561 2021-04-15 05:55:24,478 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.21ms, fps=2866 images/s, loss=0.3275, top1-acc=90.08%, top5-acc=99.53%, remaining_time=0:00:02.679660, arrival_time=2021-04-15 05:55:27.157778, cost_time=0:00:00.893224 2021-04-15 05:55:25,250 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.39ms, fps=3318 images/s, loss=0.3359, top1-acc=89.59%, top5-acc=99.67%, remaining_time=0:00:01.665080, arrival_time=2021-04-15 05:55:26.915144, cost_time=0:00:01.665079 2021-04-15 05:55:26,023 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.19ms, fps=3311 images/s, loss=0.3469, top1-acc=89.73%, top5-acc=99.51%, remaining_time=0:00:00.812950, arrival_time=2021-04-15 05:55:26.836686, cost_time=0:00:02.438837 2021-04-15 05:55:26,731 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.05ms, fps=3280 images/s, loss=0.3398, top1-acc=89.84%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-15 05:55:26.731459, cost_time=0:00:03.146583 2021-04-15 05:55:27,185 INFO : Epoch=0129 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:09:12.882797, arrival_time=2021-04-15 07:04:40.068711, cost_time=2:05:45.378620 2021-04-15 05:55:27,187 INFO : Train start, epoch=0130, lr=0.028003 2021-04-15 05:55:30,129 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.49ms, fps=870 images/s, loss=0.0660, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:54.717108, arrival_time=2021-04-15 05:56:24.846449, cost_time=0:00:02.941777 2021-04-15 05:55:32,922 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.92ms, fps=917 images/s, loss=0.0679, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:50.463776, arrival_time=2021-04-15 05:56:23.385796, cost_time=0:00:05.734520 2021-04-15 05:55:35,712 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0661, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:47.171722, arrival_time=2021-04-15 05:56:22.884216, cost_time=0:00:08.525018 2021-04-15 05:55:38,499 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0639, top1-acc=97.92%, top5-acc=100.00%, remaining_time=0:00:44.116800, arrival_time=2021-04-15 05:56:22.616248, cost_time=0:00:11.312007 2021-04-15 05:55:41,289 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.0632, top1-acc=97.87%, top5-acc=100.00%, remaining_time=0:00:41.178716, arrival_time=2021-04-15 05:56:22.468535, cost_time=0:00:14.102305 2021-04-15 05:55:44,078 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0640, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:38.287128, arrival_time=2021-04-15 05:56:22.365974, cost_time=0:00:16.891398 2021-04-15 05:55:46,865 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.35ms, fps=919 images/s, loss=0.0641, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:35.420364, arrival_time=2021-04-15 05:56:22.285783, cost_time=0:00:19.677977 2021-04-15 05:55:49,654 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0634, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:32.577092, arrival_time=2021-04-15 05:56:22.231519, cost_time=0:00:22.466982 2021-04-15 05:55:52,441 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0642, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:29.743388, arrival_time=2021-04-15 05:56:22.184685, cost_time=0:00:25.253793 2021-04-15 05:55:55,234 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.67ms, fps=917 images/s, loss=0.0653, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:26.925504, arrival_time=2021-04-15 05:56:22.160379, cost_time=0:00:28.047415 2021-04-15 05:55:58,027 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0647, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:24.111648, arrival_time=2021-04-15 05:56:22.139570, cost_time=0:00:30.840461 2021-04-15 05:56:00,828 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0636, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:21.305764, arrival_time=2021-04-15 05:56:22.133897, cost_time=0:00:33.640694 2021-04-15 05:56:03,616 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0635, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:18.494718, arrival_time=2021-04-15 05:56:22.111215, cost_time=0:00:36.429049 2021-04-15 05:56:06,403 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.38ms, fps=919 images/s, loss=0.0630, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:15.686440, arrival_time=2021-04-15 05:56:22.090016, cost_time=0:00:39.216138 2021-04-15 05:56:09,194 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0629, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:12.882300, arrival_time=2021-04-15 05:56:22.077242, cost_time=0:00:42.007498 2021-04-15 05:56:11,982 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0630, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:10.078956, arrival_time=2021-04-15 05:56:22.061714, cost_time=0:00:44.795317 2021-04-15 05:56:14,769 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=0.0634, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:07.277322, arrival_time=2021-04-15 05:56:22.047177, cost_time=0:00:47.582421 2021-04-15 05:56:17,560 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0630, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:04.477616, arrival_time=2021-04-15 05:56:22.038240, cost_time=0:00:50.373110 2021-04-15 05:56:20,350 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.06ms, fps=918 images/s, loss=0.0634, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:01.678842, arrival_time=2021-04-15 05:56:22.029680, cost_time=0:00:53.163415 2021-04-15 05:56:21,850 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.03ms, fps=907 images/s, loss=0.0639, top1-acc=97.91%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:56:21.850320, cost_time=0:00:54.662883 2021-04-15 05:56:22,732 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=2.51ms, fps=2908 images/s, loss=0.3559, top1-acc=90.04%, top5-acc=99.65%, remaining_time=0:00:02.641410, arrival_time=2021-04-15 05:56:25.373807, cost_time=0:00:00.880473 2021-04-15 05:56:23,502 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.27ms, fps=3327 images/s, loss=0.3601, top1-acc=89.92%, top5-acc=99.51%, remaining_time=0:00:01.650300, arrival_time=2021-04-15 05:56:25.152534, cost_time=0:00:01.650295 2021-04-15 05:56:24,273 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.40ms, fps=3322 images/s, loss=0.3640, top1-acc=89.69%, top5-acc=99.51%, remaining_time=0:00:00.807070, arrival_time=2021-04-15 05:56:25.080194, cost_time=0:00:02.421202 2021-04-15 05:56:24,976 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=3300 images/s, loss=0.3591, top1-acc=89.56%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-15 05:56:24.976510, cost_time=0:00:03.124588 2021-04-15 05:56:25,300 INFO : Epoch=0130 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:08:14.188840, arrival_time=2021-04-15 07:04:39.489747, cost_time=2:06:43.493619 2021-04-15 05:56:25,302 INFO : Train start, epoch=0131, lr=0.027300 2021-04-15 05:56:28,254 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=1.79ms, fps=867 images/s, loss=0.0552, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:54.914454, arrival_time=2021-04-15 05:57:23.169126, cost_time=0:00:02.952394 2021-04-15 05:56:31,047 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0587, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:50.557760, arrival_time=2021-04-15 05:57:21.605159, cost_time=0:00:05.745202 2021-04-15 05:56:33,840 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0604, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:47.241774, arrival_time=2021-04-15 05:57:21.081709, cost_time=0:00:08.537683 2021-04-15 05:56:36,631 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0585, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:44.182320, arrival_time=2021-04-15 05:57:20.813283, cost_time=0:00:11.328780 2021-04-15 05:56:39,422 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0570, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:41.229524, arrival_time=2021-04-15 05:57:20.651473, cost_time=0:00:14.119685 2021-04-15 05:56:42,213 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.0588, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:38.332008, arrival_time=2021-04-15 05:57:20.545416, cost_time=0:00:16.911168 2021-04-15 05:56:45,007 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.0577, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:35.469882, arrival_time=2021-04-15 05:57:20.477557, cost_time=0:00:19.705488 2021-04-15 05:56:47,791 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.31ms, fps=920 images/s, loss=0.0586, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:32.609688, arrival_time=2021-04-15 05:57:20.401311, cost_time=0:00:22.489453 2021-04-15 05:56:50,589 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.16ms, fps=915 images/s, loss=0.0578, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:29.782926, arrival_time=2021-04-15 05:57:20.372537, cost_time=0:00:25.287428 2021-04-15 05:56:53,375 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.0573, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:26.950176, arrival_time=2021-04-15 05:57:20.325491, cost_time=0:00:28.073052 2021-04-15 05:56:56,175 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.30ms, fps=914 images/s, loss=0.0587, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:24.137276, arrival_time=2021-04-15 05:57:20.312817, cost_time=0:00:30.873311 2021-04-15 05:56:58,977 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.0588, top1-acc=98.08%, top5-acc=100.00%, remaining_time=0:00:21.327880, arrival_time=2021-04-15 05:57:20.305637, cost_time=0:00:33.675565 2021-04-15 05:57:01,779 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0586, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:18.519006, arrival_time=2021-04-15 05:57:20.298015, cost_time=0:00:36.476828 2021-04-15 05:57:04,579 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.30ms, fps=914 images/s, loss=0.0580, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:15.710912, arrival_time=2021-04-15 05:57:20.290414, cost_time=0:00:39.277312 2021-04-15 05:57:07,378 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.0588, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:12.903460, arrival_time=2021-04-15 05:57:20.282067, cost_time=0:00:42.076425 2021-04-15 05:57:10,174 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.0580, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:10.096200, arrival_time=2021-04-15 05:57:20.270348, cost_time=0:00:44.871960 2021-04-15 05:57:12,973 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.42ms, fps=915 images/s, loss=0.0575, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:07.290920, arrival_time=2021-04-15 05:57:20.264468, cost_time=0:00:47.671364 2021-04-15 05:57:15,772 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.40ms, fps=915 images/s, loss=0.0571, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:04.486224, arrival_time=2021-04-15 05:57:20.258347, cost_time=0:00:50.469942 2021-04-15 05:57:18,571 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.03ms, fps=914 images/s, loss=0.0573, top1-acc=98.10%, top5-acc=100.00%, remaining_time=0:00:01.682196, arrival_time=2021-04-15 05:57:20.254053, cost_time=0:00:53.269624 2021-04-15 05:57:20,075 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.05ms, fps=905 images/s, loss=0.0576, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:57:20.075718, cost_time=0:00:54.773521 2021-04-15 05:57:20,958 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.60ms, fps=2905 images/s, loss=0.3767, top1-acc=89.65%, top5-acc=99.69%, remaining_time=0:00:02.643210, arrival_time=2021-04-15 05:57:23.601682, cost_time=0:00:00.881074 2021-04-15 05:57:21,729 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.21ms, fps=3324 images/s, loss=0.3651, top1-acc=90.04%, top5-acc=99.63%, remaining_time=0:00:01.651680, arrival_time=2021-04-15 05:57:23.380739, cost_time=0:00:01.651677 2021-04-15 05:57:22,500 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.17ms, fps=3320 images/s, loss=0.3862, top1-acc=89.40%, top5-acc=99.54%, remaining_time=0:00:00.807650, arrival_time=2021-04-15 05:57:23.307980, cost_time=0:00:02.422948 2021-04-15 05:57:23,205 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.05ms, fps=3291 images/s, loss=0.3802, top1-acc=89.53%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 05:57:23.205666, cost_time=0:00:03.128296 2021-04-15 05:57:23,685 INFO : Epoch=0131 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:07:15.645849, arrival_time=2021-04-15 07:04:39.331520, cost_time=2:07:41.878380 2021-04-15 05:57:23,686 INFO : Train start, epoch=0132, lr=0.026604 2021-04-15 05:57:26,648 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.42ms, fps=865 images/s, loss=0.0594, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:55.074414, arrival_time=2021-04-15 05:58:21.722431, cost_time=0:00:02.960993 2021-04-15 05:57:29,446 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.45ms, fps=915 images/s, loss=0.0635, top1-acc=97.70%, top5-acc=100.00%, remaining_time=0:00:50.685712, arrival_time=2021-04-15 05:58:20.132477, cost_time=0:00:05.759740 2021-04-15 05:57:32,239 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0615, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:47.324608, arrival_time=2021-04-15 05:58:19.564328, cost_time=0:00:08.552635 2021-04-15 05:57:35,027 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0619, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:44.226312, arrival_time=2021-04-15 05:58:19.253383, cost_time=0:00:11.340075 2021-04-15 05:57:37,822 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=2.19ms, fps=916 images/s, loss=0.0631, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:41.277120, arrival_time=2021-04-15 05:58:19.100045, cost_time=0:00:14.135975 2021-04-15 05:57:40,628 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.62ms, fps=913 images/s, loss=0.0631, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:38.400960, arrival_time=2021-04-15 05:58:19.029586, cost_time=0:00:16.941581 2021-04-15 05:57:43,418 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.78ms, fps=918 images/s, loss=0.0630, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:35.515998, arrival_time=2021-04-15 05:58:18.934116, cost_time=0:00:19.731078 2021-04-15 05:57:46,205 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0639, top1-acc=97.80%, top5-acc=100.00%, remaining_time=0:00:32.652376, arrival_time=2021-04-15 05:58:18.858189, cost_time=0:00:22.518858 2021-04-15 05:57:48,997 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0639, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:29.810274, arrival_time=2021-04-15 05:58:18.807878, cost_time=0:00:25.310589 2021-04-15 05:57:51,787 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0641, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:26.976480, arrival_time=2021-04-15 05:58:18.763928, cost_time=0:00:28.100503 2021-04-15 05:57:54,575 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.0643, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:24.149230, arrival_time=2021-04-15 05:58:18.724841, cost_time=0:00:30.888602 2021-04-15 05:57:57,363 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0639, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:21.328184, arrival_time=2021-04-15 05:58:18.691235, cost_time=0:00:33.676106 2021-04-15 05:58:00,152 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0643, top1-acc=97.85%, top5-acc=100.00%, remaining_time=0:00:18.513132, arrival_time=2021-04-15 05:58:18.665394, cost_time=0:00:36.465321 2021-04-15 05:58:02,940 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.77ms, fps=918 images/s, loss=0.0636, top1-acc=97.88%, top5-acc=100.00%, remaining_time=0:00:15.701280, arrival_time=2021-04-15 05:58:18.641354, cost_time=0:00:39.253135 2021-04-15 05:58:05,726 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0633, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:12.892052, arrival_time=2021-04-15 05:58:18.618338, cost_time=0:00:42.039344 2021-04-15 05:58:08,517 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0622, top1-acc=97.91%, top5-acc=100.00%, remaining_time=0:00:10.086768, arrival_time=2021-04-15 05:58:18.603893, cost_time=0:00:44.830100 2021-04-15 05:58:11,306 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0633, top1-acc=97.86%, top5-acc=100.00%, remaining_time=0:00:07.283042, arrival_time=2021-04-15 05:58:18.589856, cost_time=0:00:47.619880 2021-04-15 05:58:14,095 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0641, top1-acc=97.83%, top5-acc=100.00%, remaining_time=0:00:04.480736, arrival_time=2021-04-15 05:58:18.575991, cost_time=0:00:50.408301 2021-04-15 05:58:16,884 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0639, top1-acc=97.82%, top5-acc=100.00%, remaining_time=0:00:01.679940, arrival_time=2021-04-15 05:58:18.564890, cost_time=0:00:53.198009 2021-04-15 05:58:18,383 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.04ms, fps=907 images/s, loss=0.0642, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 05:58:18.383914, cost_time=0:00:54.696986 2021-04-15 05:58:19,287 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.62ms, fps=2838 images/s, loss=0.3413, top1-acc=90.47%, top5-acc=99.65%, remaining_time=0:00:02.706330, arrival_time=2021-04-15 05:58:21.994012, cost_time=0:00:00.902110 2021-04-15 05:58:20,060 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.27ms, fps=3315 images/s, loss=0.3306, top1-acc=90.82%, top5-acc=99.57%, remaining_time=0:00:01.674700, arrival_time=2021-04-15 05:58:21.734964, cost_time=0:00:01.674707 2021-04-15 05:58:20,833 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.28ms, fps=3312 images/s, loss=0.3328, top1-acc=90.52%, top5-acc=99.64%, remaining_time=0:00:00.816050, arrival_time=2021-04-15 05:58:21.649728, cost_time=0:00:02.448155 2021-04-15 05:58:21,542 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.06ms, fps=3278 images/s, loss=0.3263, top1-acc=90.42%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-15 05:58:21.541913, cost_time=0:00:03.156331 2021-04-15 05:58:21,984 INFO : Epoch=0132 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:06:17.061056, arrival_time=2021-04-15 07:04:39.045645, cost_time=2:08:40.177292 2021-04-15 05:58:21,985 INFO : Train start, epoch=0133, lr=0.025912 2021-04-15 05:58:24,973 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.89ms, fps=857 images/s, loss=0.0553, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:55.561362, arrival_time=2021-04-15 05:59:20.534576, cost_time=0:00:02.987172 2021-04-15 05:58:27,762 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0518, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:50.829856, arrival_time=2021-04-15 05:59:18.591958, cost_time=0:00:05.776114 2021-04-15 05:58:30,554 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.52ms, fps=917 images/s, loss=0.0528, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:47.408770, arrival_time=2021-04-15 05:59:17.962677, cost_time=0:00:08.567856 2021-04-15 05:58:33,341 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0491, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:44.286840, arrival_time=2021-04-15 05:59:17.628401, cost_time=0:00:11.355603 2021-04-15 05:58:36,127 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.35ms, fps=919 images/s, loss=0.0492, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:41.294494, arrival_time=2021-04-15 05:59:17.422381, cost_time=0:00:14.141927 2021-04-15 05:58:38,921 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.58ms, fps=916 images/s, loss=0.0482, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:38.387360, arrival_time=2021-04-15 05:59:17.308984, cost_time=0:00:16.935588 2021-04-15 05:58:41,720 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.0478, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:35.522172, arrival_time=2021-04-15 05:59:17.242778, cost_time=0:00:19.734557 2021-04-15 05:58:44,506 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.38ms, fps=919 images/s, loss=0.0475, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:32.654812, arrival_time=2021-04-15 05:59:17.161436, cost_time=0:00:22.520580 2021-04-15 05:58:47,293 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0468, top1-acc=98.55%, top5-acc=99.99%, remaining_time=0:00:29.806034, arrival_time=2021-04-15 05:59:17.099042, cost_time=0:00:25.306973 2021-04-15 05:58:50,082 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0479, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:26.972640, arrival_time=2021-04-15 05:59:17.055109, cost_time=0:00:28.096507 2021-04-15 05:58:52,870 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=0.0494, top1-acc=98.43%, top5-acc=99.99%, remaining_time=0:00:24.145618, arrival_time=2021-04-15 05:59:17.015626, cost_time=0:00:30.883982 2021-04-15 05:58:55,658 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0511, top1-acc=98.40%, top5-acc=99.99%, remaining_time=0:00:21.325676, arrival_time=2021-04-15 05:59:16.983786, cost_time=0:00:33.672118 2021-04-15 05:58:58,444 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0513, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:18.509898, arrival_time=2021-04-15 05:59:16.954740, cost_time=0:00:36.458879 2021-04-15 05:59:01,237 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0523, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:15.700440, arrival_time=2021-04-15 05:59:16.937480, cost_time=0:00:39.251085 2021-04-15 05:59:04,022 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0526, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:12.891224, arrival_time=2021-04-15 05:59:16.913749, cost_time=0:00:42.036565 2021-04-15 05:59:06,812 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0533, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:10.085832, arrival_time=2021-04-15 05:59:16.897836, cost_time=0:00:44.825989 2021-04-15 05:59:09,600 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0537, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:07.282132, arrival_time=2021-04-15 05:59:16.882108, cost_time=0:00:47.613990 2021-04-15 05:59:12,387 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.0541, top1-acc=98.28%, top5-acc=99.99%, remaining_time=0:00:04.480144, arrival_time=2021-04-15 05:59:16.867668, cost_time=0:00:50.401553 2021-04-15 05:59:15,177 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.15ms, fps=918 images/s, loss=0.0546, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:01.679730, arrival_time=2021-04-15 05:59:16.857130, cost_time=0:00:53.191466 2021-04-15 05:59:16,675 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.04ms, fps=908 images/s, loss=0.0558, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 05:59:16.675081, cost_time=0:00:54.689132 2021-04-15 05:59:17,555 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.29ms, fps=2914 images/s, loss=0.4542, top1-acc=88.01%, top5-acc=99.57%, remaining_time=0:00:02.635920, arrival_time=2021-04-15 05:59:20.191276, cost_time=0:00:00.878643 2021-04-15 05:59:18,325 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.23ms, fps=3325 images/s, loss=0.4638, top1-acc=87.81%, top5-acc=99.43%, remaining_time=0:00:01.648960, arrival_time=2021-04-15 05:59:19.974644, cost_time=0:00:01.648970 2021-04-15 05:59:19,096 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.30ms, fps=3324 images/s, loss=0.4634, top1-acc=87.92%, top5-acc=99.51%, remaining_time=0:00:00.806500, arrival_time=2021-04-15 05:59:19.902723, cost_time=0:00:02.419509 2021-04-15 05:59:19,800 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.4583, top1-acc=88.04%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-15 05:59:19.800786, cost_time=0:00:03.124089 2021-04-15 05:59:20,223 INFO : Epoch=0133 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:05:18.450177, arrival_time=2021-04-15 07:04:38.673513, cost_time=2:09:38.416044 2021-04-15 05:59:20,224 INFO : Train start, epoch=0134, lr=0.025227 2021-04-15 05:59:23,223 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.67ms, fps=854 images/s, loss=0.0680, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:55.779168, arrival_time=2021-04-15 06:00:19.002763, cost_time=0:00:02.998882 2021-04-15 05:59:26,020 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0772, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:51.003040, arrival_time=2021-04-15 06:00:17.023464, cost_time=0:00:05.795794 2021-04-15 05:59:28,810 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0752, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:47.508204, arrival_time=2021-04-15 06:00:16.318741, cost_time=0:00:08.585828 2021-04-15 05:59:31,598 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0719, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:44.357352, arrival_time=2021-04-15 06:00:15.955650, cost_time=0:00:11.373686 2021-04-15 05:59:34,388 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.15ms, fps=918 images/s, loss=0.0695, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:41.358296, arrival_time=2021-04-15 06:00:15.746822, cost_time=0:00:14.163817 2021-04-15 05:59:37,177 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0678, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:38.427072, arrival_time=2021-04-15 06:00:15.604829, cost_time=0:00:16.953127 2021-04-15 05:59:39,966 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0669, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:35.534646, arrival_time=2021-04-15 06:00:15.500704, cost_time=0:00:19.741445 2021-04-15 05:59:42,756 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0656, top1-acc=97.78%, top5-acc=100.00%, remaining_time=0:00:32.671400, arrival_time=2021-04-15 06:00:15.428013, cost_time=0:00:22.531986 2021-04-15 05:59:45,557 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0647, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:29.836032, arrival_time=2021-04-15 06:00:15.393300, cost_time=0:00:25.332484 2021-04-15 05:59:48,363 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.55ms, fps=912 images/s, loss=0.0631, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:27.013536, arrival_time=2021-04-15 06:00:15.377324, cost_time=0:00:28.139075 2021-04-15 05:59:51,160 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.0619, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:24.185866, arrival_time=2021-04-15 06:00:15.345908, cost_time=0:00:30.935359 2021-04-15 05:59:53,960 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.21ms, fps=914 images/s, loss=0.0612, top1-acc=97.93%, top5-acc=100.00%, remaining_time=0:00:21.365880, arrival_time=2021-04-15 06:00:15.326196, cost_time=0:00:33.735656 2021-04-15 05:59:56,756 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0606, top1-acc=97.95%, top5-acc=100.00%, remaining_time=0:00:18.546990, arrival_time=2021-04-15 06:00:15.303567, cost_time=0:00:36.531936 2021-04-15 05:59:59,553 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0596, top1-acc=97.99%, top5-acc=100.00%, remaining_time=0:00:15.731632, arrival_time=2021-04-15 06:00:15.285461, cost_time=0:00:39.329121 2021-04-15 06:00:02,357 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.0585, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:12.920848, arrival_time=2021-04-15 06:00:15.278673, cost_time=0:00:42.133196 2021-04-15 06:00:05,161 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.28ms, fps=913 images/s, loss=0.0577, top1-acc=98.06%, top5-acc=100.00%, remaining_time=0:00:10.110780, arrival_time=2021-04-15 06:00:15.272202, cost_time=0:00:44.936791 2021-04-15 06:00:07,958 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0567, top1-acc=98.09%, top5-acc=100.00%, remaining_time=0:00:07.300488, arrival_time=2021-04-15 06:00:15.259031, cost_time=0:00:47.733914 2021-04-15 06:00:10,760 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0561, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:04.492064, arrival_time=2021-04-15 06:00:15.252463, cost_time=0:00:50.535719 2021-04-15 06:00:13,561 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.03ms, fps=914 images/s, loss=0.0561, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:01.684326, arrival_time=2021-04-15 06:00:15.245870, cost_time=0:00:53.336898 2021-04-15 06:00:15,065 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.11ms, fps=905 images/s, loss=0.0563, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:00:15.065272, cost_time=0:00:54.840669 2021-04-15 06:00:15,970 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.20ms, fps=2832 images/s, loss=0.3496, top1-acc=89.65%, top5-acc=99.45%, remaining_time=0:00:02.711520, arrival_time=2021-04-15 06:00:18.682206, cost_time=0:00:00.903845 2021-04-15 06:00:16,741 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.33ms, fps=3321 images/s, loss=0.3540, top1-acc=89.79%, top5-acc=99.59%, remaining_time=0:00:01.675100, arrival_time=2021-04-15 06:00:18.417026, cost_time=0:00:01.675101 2021-04-15 06:00:17,511 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.14ms, fps=3328 images/s, loss=0.3386, top1-acc=90.44%, top5-acc=99.61%, remaining_time=0:00:00.814900, arrival_time=2021-04-15 06:00:18.326427, cost_time=0:00:02.444704 2021-04-15 06:00:18,215 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.05ms, fps=3295 images/s, loss=0.3326, top1-acc=90.47%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 06:00:18.215804, cost_time=0:00:03.148999 2021-04-15 06:00:18,668 INFO : Epoch=0134 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:04:19.946706, arrival_time=2021-04-15 07:04:38.615482, cost_time=2:10:36.861483 2021-04-15 06:00:18,669 INFO : Train start, epoch=0135, lr=0.024548 2021-04-15 06:00:21,616 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.35ms, fps=869 images/s, loss=0.0467, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:54.800808, arrival_time=2021-04-15 06:01:16.417228, cost_time=0:00:02.946278 2021-04-15 06:00:24,407 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0409, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:50.483312, arrival_time=2021-04-15 06:01:14.890273, cost_time=0:00:05.736735 2021-04-15 06:00:27,194 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0451, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:47.166742, arrival_time=2021-04-15 06:01:14.360938, cost_time=0:00:08.524108 2021-04-15 06:00:29,987 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0419, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:44.136924, arrival_time=2021-04-15 06:01:14.124134, cost_time=0:00:11.317141 2021-04-15 06:00:32,774 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0417, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:41.185286, arrival_time=2021-04-15 06:01:13.959993, cost_time=0:00:14.104564 2021-04-15 06:00:35,565 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0410, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:38.297056, arrival_time=2021-04-15 06:01:13.862917, cost_time=0:00:16.895780 2021-04-15 06:00:38,356 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0434, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:35.436114, arrival_time=2021-04-15 06:01:13.792902, cost_time=0:00:19.686726 2021-04-15 06:00:41,147 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.76ms, fps=917 images/s, loss=0.0428, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:32.592172, arrival_time=2021-04-15 06:01:13.739726, cost_time=0:00:22.477374 2021-04-15 06:00:43,939 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0430, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:29.761302, arrival_time=2021-04-15 06:01:13.700472, cost_time=0:00:25.269008 2021-04-15 06:00:46,729 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.46ms, fps=918 images/s, loss=0.0432, top1-acc=98.64%, top5-acc=100.00%, remaining_time=0:00:26.936928, arrival_time=2021-04-15 06:01:13.666430, cost_time=0:00:28.059345 2021-04-15 06:00:49,517 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0433, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:24.117152, arrival_time=2021-04-15 06:01:13.634757, cost_time=0:00:30.847530 2021-04-15 06:00:52,309 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0436, top1-acc=98.62%, top5-acc=100.00%, remaining_time=0:00:21.305004, arrival_time=2021-04-15 06:01:13.614673, cost_time=0:00:33.639448 2021-04-15 06:00:55,097 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.42ms, fps=918 images/s, loss=0.0445, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:18.494058, arrival_time=2021-04-15 06:01:13.591840, cost_time=0:00:36.427651 2021-04-15 06:00:57,889 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0443, top1-acc=98.59%, top5-acc=100.00%, remaining_time=0:00:15.687896, arrival_time=2021-04-15 06:01:13.577673, cost_time=0:00:39.219713 2021-04-15 06:01:00,675 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.38ms, fps=919 images/s, loss=0.0443, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:12.881656, arrival_time=2021-04-15 06:01:13.557147, cost_time=0:00:42.005431 2021-04-15 06:01:03,469 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.0447, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:10.079820, arrival_time=2021-04-15 06:01:13.549071, cost_time=0:00:44.799185 2021-04-15 06:01:06,259 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0451, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:07.278414, arrival_time=2021-04-15 06:01:13.538195, cost_time=0:00:47.589650 2021-04-15 06:01:09,051 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0455, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:04.478320, arrival_time=2021-04-15 06:01:13.529576, cost_time=0:00:50.381167 2021-04-15 06:01:11,838 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.45ms, fps=919 images/s, loss=0.0460, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:01.678992, arrival_time=2021-04-15 06:01:13.517193, cost_time=0:00:53.168125 2021-04-15 06:01:13,336 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.14ms, fps=908 images/s, loss=0.0466, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:01:13.336822, cost_time=0:00:54.666772 2021-04-15 06:01:14,228 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.19ms, fps=2876 images/s, loss=0.3327, top1-acc=91.09%, top5-acc=99.73%, remaining_time=0:00:02.670720, arrival_time=2021-04-15 06:01:16.899358, cost_time=0:00:00.890240 2021-04-15 06:01:15,001 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.34ms, fps=3313 images/s, loss=0.3565, top1-acc=90.62%, top5-acc=99.73%, remaining_time=0:00:01.663280, arrival_time=2021-04-15 06:01:16.664974, cost_time=0:00:01.663275 2021-04-15 06:01:15,773 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.31ms, fps=3317 images/s, loss=0.3688, top1-acc=90.27%, top5-acc=99.71%, remaining_time=0:00:00.811800, arrival_time=2021-04-15 06:01:16.585612, cost_time=0:00:02.435410 2021-04-15 06:01:16,477 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.3520, top1-acc=90.53%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 06:01:16.477956, cost_time=0:00:03.139583 2021-04-15 06:01:16,915 INFO : Epoch=0135 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:03:21.348330, arrival_time=2021-04-15 07:04:38.263625, cost_time=2:11:35.108003 2021-04-15 06:01:16,916 INFO : Train start, epoch=0136, lr=0.023875 2021-04-15 06:01:19,857 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.77ms, fps=870 images/s, loss=0.0485, top1-acc=98.48%, top5-acc=99.96%, remaining_time=0:00:54.700740, arrival_time=2021-04-15 06:02:14.558311, cost_time=0:00:02.940902 2021-04-15 06:01:22,648 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0494, top1-acc=98.26%, top5-acc=99.98%, remaining_time=0:00:50.440544, arrival_time=2021-04-15 06:02:13.089025, cost_time=0:00:05.731889 2021-04-15 06:01:25,439 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0467, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:47.160932, arrival_time=2021-04-15 06:02:12.600638, cost_time=0:00:08.523048 2021-04-15 06:01:28,230 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0467, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:44.125380, arrival_time=2021-04-15 06:02:12.356218, cost_time=0:00:11.314182 2021-04-15 06:01:31,018 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.61ms, fps=918 images/s, loss=0.0477, top1-acc=98.38%, top5-acc=99.99%, remaining_time=0:00:41.178132, arrival_time=2021-04-15 06:02:12.196980, cost_time=0:00:14.102117 2021-04-15 06:01:33,809 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0500, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:38.290256, arrival_time=2021-04-15 06:02:12.099605, cost_time=0:00:16.892742 2021-04-15 06:01:36,607 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.22ms, fps=915 images/s, loss=0.0504, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:35.443044, arrival_time=2021-04-15 06:02:12.050201, cost_time=0:00:19.690579 2021-04-15 06:01:39,394 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.37ms, fps=919 images/s, loss=0.0516, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:32.592056, arrival_time=2021-04-15 06:02:11.986034, cost_time=0:00:22.477287 2021-04-15 06:01:42,181 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0533, top1-acc=98.25%, top5-acc=100.00%, remaining_time=0:00:29.756426, arrival_time=2021-04-15 06:02:11.937875, cost_time=0:00:25.264873 2021-04-15 06:01:44,973 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0540, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:26.934240, arrival_time=2021-04-15 06:02:11.907280, cost_time=0:00:28.056469 2021-04-15 06:01:47,761 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0542, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:24.115088, arrival_time=2021-04-15 06:02:11.876511, cost_time=0:00:30.844849 2021-04-15 06:01:50,553 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0542, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:21.303028, arrival_time=2021-04-15 06:02:11.856005, cost_time=0:00:33.636341 2021-04-15 06:01:53,341 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0542, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:18.492606, arrival_time=2021-04-15 06:02:11.834040, cost_time=0:00:36.424843 2021-04-15 06:01:56,126 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0537, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:15.684032, arrival_time=2021-04-15 06:02:11.810641, cost_time=0:00:39.210028 2021-04-15 06:01:58,922 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.0540, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:12.881656, arrival_time=2021-04-15 06:02:11.803825, cost_time=0:00:42.005434 2021-04-15 06:02:01,722 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.50ms, fps=914 images/s, loss=0.0539, top1-acc=98.23%, top5-acc=99.99%, remaining_time=0:00:10.081260, arrival_time=2021-04-15 06:02:11.803525, cost_time=0:00:44.805601 2021-04-15 06:02:04,512 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.58ms, fps=918 images/s, loss=0.0535, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:07.279350, arrival_time=2021-04-15 06:02:11.791717, cost_time=0:00:47.595737 2021-04-15 06:02:07,304 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=2.18ms, fps=917 images/s, loss=0.0537, top1-acc=98.24%, top5-acc=99.99%, remaining_time=0:00:04.478928, arrival_time=2021-04-15 06:02:11.783424, cost_time=0:00:50.387875 2021-04-15 06:02:10,105 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.22ms, fps=914 images/s, loss=0.0539, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:01.679652, arrival_time=2021-04-15 06:02:11.785209, cost_time=0:00:53.188984 2021-04-15 06:02:11,611 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.12ms, fps=903 images/s, loss=0.0540, top1-acc=98.22%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:02:11.611341, cost_time=0:00:54.694667 2021-04-15 06:02:12,493 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=1.32ms, fps=2909 images/s, loss=0.3985, top1-acc=89.06%, top5-acc=99.53%, remaining_time=0:00:02.640240, arrival_time=2021-04-15 06:02:15.133585, cost_time=0:00:00.880083 2021-04-15 06:02:13,264 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.43ms, fps=3320 images/s, loss=0.3720, top1-acc=89.67%, top5-acc=99.57%, remaining_time=0:00:01.651460, arrival_time=2021-04-15 06:02:14.916189, cost_time=0:00:01.651468 2021-04-15 06:02:14,037 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.30ms, fps=3316 images/s, loss=0.3840, top1-acc=89.69%, top5-acc=99.56%, remaining_time=0:00:00.807910, arrival_time=2021-04-15 06:02:14.844907, cost_time=0:00:02.423723 2021-04-15 06:02:14,742 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.05ms, fps=3292 images/s, loss=0.3773, top1-acc=89.81%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-15 06:02:14.742002, cost_time=0:00:03.128753 2021-04-15 06:02:15,223 INFO : Epoch=0136 complete, best val top1-acc=90.83%, top5-acc=99.60% (epoch=126), remaining_time=1:02:22.784256, arrival_time=2021-04-15 07:04:38.008131, cost_time=2:12:33.416588 2021-04-15 06:02:15,225 INFO : Train start, epoch=0137, lr=0.023209 2021-04-15 06:02:18,160 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.29ms, fps=872 images/s, loss=0.0557, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:54.587838, arrival_time=2021-04-15 06:03:12.747903, cost_time=0:00:02.934829 2021-04-15 06:02:20,949 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.62ms, fps=918 images/s, loss=0.0571, top1-acc=97.89%, top5-acc=100.00%, remaining_time=0:00:50.370144, arrival_time=2021-04-15 06:03:11.319222, cost_time=0:00:05.723876 2021-04-15 06:02:23,737 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0597, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:47.101670, arrival_time=2021-04-15 06:03:10.839246, cost_time=0:00:08.512353 2021-04-15 06:02:26,527 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0578, top1-acc=97.90%, top5-acc=100.00%, remaining_time=0:00:44.079984, arrival_time=2021-04-15 06:03:10.607648, cost_time=0:00:11.302545 2021-04-15 06:02:29,320 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.59ms, fps=917 images/s, loss=0.0577, top1-acc=97.98%, top5-acc=100.00%, remaining_time=0:00:41.158422, arrival_time=2021-04-15 06:03:10.478943, cost_time=0:00:14.095340 2021-04-15 06:02:32,108 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0563, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:38.268632, arrival_time=2021-04-15 06:03:10.376992, cost_time=0:00:16.883211 2021-04-15 06:02:34,895 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0552, top1-acc=98.07%, top5-acc=100.00%, remaining_time=0:00:35.407386, arrival_time=2021-04-15 06:03:10.303243, cost_time=0:00:19.670738 2021-04-15 06:02:37,689 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0544, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:32.572800, arrival_time=2021-04-15 06:03:10.261913, cost_time=0:00:22.463992 2021-04-15 06:02:40,485 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.27ms, fps=916 images/s, loss=0.0536, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:29.750702, arrival_time=2021-04-15 06:03:10.235806, cost_time=0:00:25.259998 2021-04-15 06:02:43,285 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.26ms, fps=914 images/s, loss=0.0524, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:26.937504, arrival_time=2021-04-15 06:03:10.222568, cost_time=0:00:28.059879 2021-04-15 06:02:46,089 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.0514, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:24.129966, arrival_time=2021-04-15 06:03:10.219042, cost_time=0:00:30.863936 2021-04-15 06:02:48,898 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.32ms, fps=911 images/s, loss=0.0504, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:21.326664, arrival_time=2021-04-15 06:03:10.225515, cost_time=0:00:33.673678 2021-04-15 06:02:51,703 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.29ms, fps=913 images/s, loss=0.0506, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:18.519666, arrival_time=2021-04-15 06:03:10.222950, cost_time=0:00:36.478152 2021-04-15 06:02:54,508 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.44ms, fps=913 images/s, loss=0.0503, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:15.713152, arrival_time=2021-04-15 06:03:10.221194, cost_time=0:00:39.282925 2021-04-15 06:02:57,314 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.19ms, fps=912 images/s, loss=0.0503, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:12.907278, arrival_time=2021-04-15 06:03:10.221294, cost_time=0:00:42.088893 2021-04-15 06:03:00,112 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.0499, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:10.099692, arrival_time=2021-04-15 06:03:10.212378, cost_time=0:00:44.887577 2021-04-15 06:03:02,910 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0501, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:07.293000, arrival_time=2021-04-15 06:03:10.203149, cost_time=0:00:47.685030 2021-04-15 06:03:05,709 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.0505, top1-acc=98.29%, top5-acc=100.00%, remaining_time=0:00:04.487504, arrival_time=2021-04-15 06:03:10.197068, cost_time=0:00:50.484440 2021-04-15 06:03:08,506 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.08ms, fps=915 images/s, loss=0.0503, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:01.682568, arrival_time=2021-04-15 06:03:10.189000, cost_time=0:00:53.281290 2021-04-15 06:03:10,010 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.18ms, fps=904 images/s, loss=0.0504, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:03:10.010429, cost_time=0:00:54.785333 2021-04-15 06:03:10,922 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.18ms, fps=2813 images/s, loss=0.2790, top1-acc=91.84%, top5-acc=99.77%, remaining_time=0:00:02.730600, arrival_time=2021-04-15 06:03:13.652774, cost_time=0:00:00.910200 2021-04-15 06:03:11,693 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.37ms, fps=3321 images/s, loss=0.2951, top1-acc=91.45%, top5-acc=99.67%, remaining_time=0:00:01.681440, arrival_time=2021-04-15 06:03:13.374873, cost_time=0:00:01.681443 2021-04-15 06:03:12,464 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.24ms, fps=3321 images/s, loss=0.3241, top1-acc=90.91%, top5-acc=99.65%, remaining_time=0:00:00.817580, arrival_time=2021-04-15 06:03:13.282302, cost_time=0:00:02.452744 2021-04-15 06:03:13,169 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=3295 images/s, loss=0.3179, top1-acc=91.01%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 06:03:13.169180, cost_time=0:00:03.157227 2021-04-15 06:03:13,985 INFO : Epoch=0137 complete, best val top1-acc=91.01%, top5-acc=99.68% (epoch=137), remaining_time=1:01:24.432276, arrival_time=2021-04-15 07:04:38.417666, cost_time=2:13:32.178083 2021-04-15 06:03:13,986 INFO : Train start, epoch=0138, lr=0.022549 2021-04-15 06:03:16,963 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.49ms, fps=860 images/s, loss=0.0346, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:55.365318, arrival_time=2021-04-15 06:04:12.328866, cost_time=0:00:02.976629 2021-04-15 06:03:19,764 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0354, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:50.846224, arrival_time=2021-04-15 06:04:10.610980, cost_time=0:00:05.777971 2021-04-15 06:03:22,563 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.38ms, fps=915 images/s, loss=0.0424, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:47.454752, arrival_time=2021-04-15 06:04:10.017703, cost_time=0:00:08.576172 2021-04-15 06:03:25,363 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.51ms, fps=914 images/s, loss=0.0421, top1-acc=98.58%, top5-acc=100.00%, remaining_time=0:00:44.369988, arrival_time=2021-04-15 06:04:09.733612, cost_time=0:00:11.376915 2021-04-15 06:03:28,162 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0431, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:41.391438, arrival_time=2021-04-15 06:04:09.553437, cost_time=0:00:14.175157 2021-04-15 06:03:30,959 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.0449, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:38.471680, arrival_time=2021-04-15 06:04:09.431256, cost_time=0:00:16.972825 2021-04-15 06:03:33,760 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.0456, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:35.592732, arrival_time=2021-04-15 06:04:09.353158, cost_time=0:00:19.773727 2021-04-15 06:03:36,557 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.19ms, fps=915 images/s, loss=0.0460, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:32.727892, arrival_time=2021-04-15 06:04:09.285521, cost_time=0:00:22.570928 2021-04-15 06:03:39,357 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0462, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:29.880658, arrival_time=2021-04-15 06:04:09.237695, cost_time=0:00:25.370338 2021-04-15 06:03:42,153 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.0463, top1-acc=98.47%, top5-acc=100.00%, remaining_time=0:00:27.039840, arrival_time=2021-04-15 06:04:09.193101, cost_time=0:00:28.166494 2021-04-15 06:03:44,953 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.50ms, fps=914 images/s, loss=0.0468, top1-acc=98.46%, top5-acc=100.00%, remaining_time=0:00:24.210720, arrival_time=2021-04-15 06:04:09.164642, cost_time=0:00:30.967215 2021-04-15 06:03:47,752 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.31ms, fps=915 images/s, loss=0.0461, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:21.384880, arrival_time=2021-04-15 06:04:09.137193, cost_time=0:00:33.765619 2021-04-15 06:03:50,551 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.0459, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:18.563490, arrival_time=2021-04-15 06:04:09.114652, cost_time=0:00:36.564465 2021-04-15 06:03:53,348 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.0451, top1-acc=98.55%, top5-acc=100.00%, remaining_time=0:00:15.744624, arrival_time=2021-04-15 06:04:09.092858, cost_time=0:00:39.361546 2021-04-15 06:03:56,145 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.23ms, fps=915 images/s, loss=0.0457, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:12.928806, arrival_time=2021-04-15 06:04:09.074700, cost_time=0:00:42.159199 2021-04-15 06:03:58,946 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.77ms, fps=914 images/s, loss=0.0461, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:10.115892, arrival_time=2021-04-15 06:04:09.062135, cost_time=0:00:44.959550 2021-04-15 06:04:01,739 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0461, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:07.303322, arrival_time=2021-04-15 06:04:09.042488, cost_time=0:00:47.752479 2021-04-15 06:04:04,525 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0465, top1-acc=98.51%, top5-acc=100.00%, remaining_time=0:00:04.492368, arrival_time=2021-04-15 06:04:09.018254, cost_time=0:00:50.539192 2021-04-15 06:04:07,315 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.04ms, fps=918 images/s, loss=0.0465, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:01.684080, arrival_time=2021-04-15 06:04:08.999970, cost_time=0:00:53.329175 2021-04-15 06:04:08,813 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.25ms, fps=908 images/s, loss=0.0464, top1-acc=98.53%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:04:08.813417, cost_time=0:00:54.826721 2021-04-15 06:04:09,691 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=1.12ms, fps=2921 images/s, loss=0.3198, top1-acc=90.90%, top5-acc=99.57%, remaining_time=0:00:02.628780, arrival_time=2021-04-15 06:04:12.320116, cost_time=0:00:00.876261 2021-04-15 06:04:10,462 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.28ms, fps=3321 images/s, loss=0.3070, top1-acc=91.25%, top5-acc=99.65%, remaining_time=0:00:01.647340, arrival_time=2021-04-15 06:04:12.109756, cost_time=0:00:01.647332 2021-04-15 06:04:11,238 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.74ms, fps=3299 images/s, loss=0.3057, top1-acc=91.30%, top5-acc=99.70%, remaining_time=0:00:00.807840, arrival_time=2021-04-15 06:04:12.046466, cost_time=0:00:02.423530 2021-04-15 06:04:11,946 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.06ms, fps=3281 images/s, loss=0.3137, top1-acc=91.28%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 06:04:11.946062, cost_time=0:00:03.130994 2021-04-15 06:04:12,779 INFO : Epoch=0138 complete, best val top1-acc=91.28%, top5-acc=99.68% (epoch=138), remaining_time=1:00:26.088910, arrival_time=2021-04-15 07:04:38.868337, cost_time=2:14:30.972117 2021-04-15 06:04:12,780 INFO : Train start, epoch=0139, lr=0.021896 2021-04-15 06:04:15,746 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.40ms, fps=863 images/s, loss=0.0488, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:55.148814, arrival_time=2021-04-15 06:05:10.894712, cost_time=0:00:02.964993 2021-04-15 06:04:18,537 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0529, top1-acc=98.42%, top5-acc=99.98%, remaining_time=0:00:50.656144, arrival_time=2021-04-15 06:05:09.193293, cost_time=0:00:05.756374 2021-04-15 06:04:21,333 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0496, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:47.322948, arrival_time=2021-04-15 06:05:08.656130, cost_time=0:00:08.552341 2021-04-15 06:04:24,126 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0473, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:44.247528, arrival_time=2021-04-15 06:05:08.373801, cost_time=0:00:11.345522 2021-04-15 06:04:26,917 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.0461, top1-acc=98.49%, top5-acc=99.98%, remaining_time=0:00:41.277996, arrival_time=2021-04-15 06:05:08.195105, cost_time=0:00:14.136275 2021-04-15 06:04:29,704 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0461, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:38.360840, arrival_time=2021-04-15 06:05:08.065504, cost_time=0:00:16.923918 2021-04-15 06:04:32,491 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0443, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:35.478828, arrival_time=2021-04-15 06:05:07.970033, cost_time=0:00:19.710459 2021-04-15 06:04:35,280 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0426, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:32.624072, arrival_time=2021-04-15 06:05:07.904200, cost_time=0:00:22.499376 2021-04-15 06:04:38,065 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0418, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:29.780170, arrival_time=2021-04-15 06:05:07.845945, cost_time=0:00:25.285030 2021-04-15 06:04:40,856 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.0413, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:26.952096, arrival_time=2021-04-15 06:05:07.808025, cost_time=0:00:28.075097 2021-04-15 06:04:43,642 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0402, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:24.127988, arrival_time=2021-04-15 06:05:07.770110, cost_time=0:00:30.861386 2021-04-15 06:04:46,432 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0390, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:21.312832, arrival_time=2021-04-15 06:05:07.745427, cost_time=0:00:33.651850 2021-04-15 06:04:49,224 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0393, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:18.502176, arrival_time=2021-04-15 06:05:07.726660, cost_time=0:00:36.443726 2021-04-15 06:04:52,019 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.72ms, fps=916 images/s, loss=0.0391, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:15.695680, arrival_time=2021-04-15 06:05:07.715576, cost_time=0:00:39.239159 2021-04-15 06:04:54,809 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0392, top1-acc=98.71%, top5-acc=99.99%, remaining_time=0:00:12.888924, arrival_time=2021-04-15 06:05:07.698750, cost_time=0:00:42.029035 2021-04-15 06:04:57,605 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.44ms, fps=916 images/s, loss=0.0395, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:10.085508, arrival_time=2021-04-15 06:05:07.690773, cost_time=0:00:44.824516 2021-04-15 06:05:00,395 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0394, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:07.282288, arrival_time=2021-04-15 06:05:07.677952, cost_time=0:00:47.614912 2021-04-15 06:05:03,184 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0395, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:04.480320, arrival_time=2021-04-15 06:05:07.664602, cost_time=0:00:50.403533 2021-04-15 06:05:05,977 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.13ms, fps=917 images/s, loss=0.0398, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:01.679898, arrival_time=2021-04-15 06:05:07.657438, cost_time=0:00:53.196765 2021-04-15 06:05:07,474 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.05ms, fps=909 images/s, loss=0.0400, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:05:07.474407, cost_time=0:00:54.693672 2021-04-15 06:05:08,359 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.18ms, fps=2900 images/s, loss=0.3858, top1-acc=89.73%, top5-acc=99.84%, remaining_time=0:00:02.648610, arrival_time=2021-04-15 06:05:11.007540, cost_time=0:00:00.882874 2021-04-15 06:05:09,131 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.33ms, fps=3315 images/s, loss=0.4170, top1-acc=89.16%, top5-acc=99.79%, remaining_time=0:00:01.655600, arrival_time=2021-04-15 06:05:10.787245, cost_time=0:00:01.655602 2021-04-15 06:05:09,902 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.29ms, fps=3320 images/s, loss=0.4257, top1-acc=89.17%, top5-acc=99.71%, remaining_time=0:00:00.808960, arrival_time=2021-04-15 06:05:10.711882, cost_time=0:00:02.426891 2021-04-15 06:05:10,607 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.4247, top1-acc=89.25%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-15 06:05:10.607174, cost_time=0:00:03.131155 2021-04-15 06:05:11,038 INFO : Epoch=0139 complete, best val top1-acc=91.28%, top5-acc=99.68% (epoch=138), remaining_time=0:59:27.504236, arrival_time=2021-04-15 07:04:38.542552, cost_time=2:15:29.231026 2021-04-15 06:05:11,039 INFO : Train start, epoch=0140, lr=0.021250 2021-04-15 06:05:13,995 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.39ms, fps=866 images/s, loss=0.0387, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:54.970626, arrival_time=2021-04-15 06:06:08.965743, cost_time=0:00:02.955409 2021-04-15 06:05:16,795 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0419, top1-acc=98.57%, top5-acc=100.00%, remaining_time=0:00:50.646464, arrival_time=2021-04-15 06:06:07.441440, cost_time=0:00:05.755276 2021-04-15 06:05:19,597 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0373, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:47.354322, arrival_time=2021-04-15 06:06:06.952088, cost_time=0:00:08.558024 2021-04-15 06:05:22,398 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.0394, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:44.297916, arrival_time=2021-04-15 06:06:06.695967, cost_time=0:00:11.358447 2021-04-15 06:05:25,197 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.59ms, fps=915 images/s, loss=0.0388, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:41.340922, arrival_time=2021-04-15 06:06:06.538443, cost_time=0:00:14.157836 2021-04-15 06:05:27,996 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.49ms, fps=915 images/s, loss=0.0385, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:38.436048, arrival_time=2021-04-15 06:06:06.432780, cost_time=0:00:16.957087 2021-04-15 06:05:30,793 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.0391, top1-acc=98.72%, top5-acc=100.00%, remaining_time=0:00:35.557326, arrival_time=2021-04-15 06:06:06.351000, cost_time=0:00:19.754055 2021-04-15 06:05:33,600 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.27ms, fps=912 images/s, loss=0.0396, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:32.712464, arrival_time=2021-04-15 06:06:06.312441, cost_time=0:00:22.560359 2021-04-15 06:05:36,404 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.0401, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:29.874298, arrival_time=2021-04-15 06:06:06.278896, cost_time=0:00:25.364981 2021-04-15 06:05:39,206 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0407, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:27.039552, arrival_time=2021-04-15 06:06:06.245472, cost_time=0:00:28.166221 2021-04-15 06:05:41,994 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0402, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:24.201174, arrival_time=2021-04-15 06:06:06.195824, cost_time=0:00:30.955028 2021-04-15 06:05:44,785 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0404, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:21.372568, arrival_time=2021-04-15 06:06:06.158308, cost_time=0:00:33.746126 2021-04-15 06:05:47,574 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0401, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:18.548244, arrival_time=2021-04-15 06:06:06.122275, cost_time=0:00:36.534417 2021-04-15 06:05:50,361 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.45ms, fps=919 images/s, loss=0.0404, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:15.728720, arrival_time=2021-04-15 06:06:06.090184, cost_time=0:00:39.321854 2021-04-15 06:05:53,152 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0407, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:12.914546, arrival_time=2021-04-15 06:06:06.066758, cost_time=0:00:42.112596 2021-04-15 06:05:55,939 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0409, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:10.102536, arrival_time=2021-04-15 06:06:06.042346, cost_time=0:00:44.900199 2021-04-15 06:05:58,728 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0408, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:07.293520, arrival_time=2021-04-15 06:06:06.021560, cost_time=0:00:47.688430 2021-04-15 06:06:01,518 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0412, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:04.486976, arrival_time=2021-04-15 06:06:06.005021, cost_time=0:00:50.478427 2021-04-15 06:06:04,313 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.0415, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:01.682322, arrival_time=2021-04-15 06:06:05.995568, cost_time=0:00:53.273591 2021-04-15 06:06:05,813 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.17ms, fps=907 images/s, loss=0.0417, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:06:05.813258, cost_time=0:00:54.773625 2021-04-15 06:06:06,694 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=1.17ms, fps=2911 images/s, loss=0.3951, top1-acc=89.88%, top5-acc=99.53%, remaining_time=0:00:02.638110, arrival_time=2021-04-15 06:06:09.332512, cost_time=0:00:00.879372 2021-04-15 06:06:07,467 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.36ms, fps=3314 images/s, loss=0.3902, top1-acc=89.88%, top5-acc=99.61%, remaining_time=0:00:01.652080, arrival_time=2021-04-15 06:06:09.119187, cost_time=0:00:01.652090 2021-04-15 06:06:08,238 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.28ms, fps=3319 images/s, loss=0.3910, top1-acc=89.43%, top5-acc=99.64%, remaining_time=0:00:00.807860, arrival_time=2021-04-15 06:06:09.046468, cost_time=0:00:02.423588 2021-04-15 06:06:08,946 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.06ms, fps=3279 images/s, loss=0.3905, top1-acc=89.55%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 06:06:08.946339, cost_time=0:00:03.131337 2021-04-15 06:06:09,329 INFO : Epoch=0140 complete, best val top1-acc=91.28%, top5-acc=99.68% (epoch=138), remaining_time=0:58:28.938120, arrival_time=2021-04-15 07:04:38.267709, cost_time=2:16:27.522300 2021-04-15 06:06:09,330 INFO : Train start, epoch=0141, lr=0.020611 2021-04-15 06:06:12,308 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.30ms, fps=860 images/s, loss=0.0330, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:55.389126, arrival_time=2021-04-15 06:07:07.697993, cost_time=0:00:02.977906 2021-04-15 06:06:15,098 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.41ms, fps=919 images/s, loss=0.0392, top1-acc=98.75%, top5-acc=99.98%, remaining_time=0:00:50.751888, arrival_time=2021-04-15 06:07:05.850110, cost_time=0:00:05.767258 2021-04-15 06:06:17,899 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0376, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:47.409932, arrival_time=2021-04-15 06:07:05.308954, cost_time=0:00:08.568054 2021-04-15 06:06:20,690 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.60ms, fps=917 images/s, loss=0.0380, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:44.302128, arrival_time=2021-04-15 06:07:04.992529, cost_time=0:00:11.359512 2021-04-15 06:06:23,492 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0365, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:41.350996, arrival_time=2021-04-15 06:07:04.843272, cost_time=0:00:14.161300 2021-04-15 06:06:26,295 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.0364, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:38.451960, arrival_time=2021-04-15 06:07:04.746983, cost_time=0:00:16.964127 2021-04-15 06:06:29,099 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.43ms, fps=913 images/s, loss=0.0365, top1-acc=98.86%, top5-acc=99.99%, remaining_time=0:00:35.583912, arrival_time=2021-04-15 06:07:04.683702, cost_time=0:00:19.768820 2021-04-15 06:06:31,902 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.0368, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:32.729284, arrival_time=2021-04-15 06:07:04.632152, cost_time=0:00:22.571896 2021-04-15 06:06:34,706 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.55ms, fps=913 images/s, loss=0.0369, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:29.886912, arrival_time=2021-04-15 06:07:04.593585, cost_time=0:00:25.375713 2021-04-15 06:06:37,512 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0368, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:27.054144, arrival_time=2021-04-15 06:07:04.566480, cost_time=0:00:28.181361 2021-04-15 06:06:40,316 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=0.0361, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:24.225082, arrival_time=2021-04-15 06:07:04.541659, cost_time=0:00:30.985597 2021-04-15 06:06:43,116 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.0369, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:21.397572, arrival_time=2021-04-15 06:07:04.514227, cost_time=0:00:33.785671 2021-04-15 06:06:45,909 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0368, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:18.570882, arrival_time=2021-04-15 06:07:04.480729, cost_time=0:00:36.578971 2021-04-15 06:06:48,697 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0363, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:15.746528, arrival_time=2021-04-15 06:07:04.443813, cost_time=0:00:39.366280 2021-04-15 06:06:51,490 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0362, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:12.929036, arrival_time=2021-04-15 06:07:04.419767, cost_time=0:00:42.159845 2021-04-15 06:06:54,280 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0363, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:10.113732, arrival_time=2021-04-15 06:07:04.394539, cost_time=0:00:44.949927 2021-04-15 06:06:57,066 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.0371, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:07.300774, arrival_time=2021-04-15 06:07:04.367440, cost_time=0:00:47.735784 2021-04-15 06:06:59,859 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0375, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:04.491408, arrival_time=2021-04-15 06:07:04.350673, cost_time=0:00:50.528387 2021-04-15 06:07:02,653 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.14ms, fps=916 images/s, loss=0.0374, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:01.683870, arrival_time=2021-04-15 06:07:04.337367, cost_time=0:00:53.322561 2021-04-15 06:07:04,150 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.00ms, fps=909 images/s, loss=0.0375, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:07:04.150081, cost_time=0:00:54.819222 2021-04-15 06:07:05,029 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.23ms, fps=2917 images/s, loss=0.3342, top1-acc=89.53%, top5-acc=99.65%, remaining_time=0:00:02.632560, arrival_time=2021-04-15 06:07:07.661698, cost_time=0:00:00.877525 2021-04-15 06:07:05,799 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.43ms, fps=3326 images/s, loss=0.3352, top1-acc=90.08%, top5-acc=99.69%, remaining_time=0:00:01.647640, arrival_time=2021-04-15 06:07:07.446886, cost_time=0:00:01.647633 2021-04-15 06:07:06,569 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.15ms, fps=3326 images/s, loss=0.3414, top1-acc=90.03%, top5-acc=99.62%, remaining_time=0:00:00.805880, arrival_time=2021-04-15 06:07:07.375114, cost_time=0:00:02.417629 2021-04-15 06:07:07,272 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.05ms, fps=3300 images/s, loss=0.3534, top1-acc=90.18%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 06:07:07.272564, cost_time=0:00:03.120976 2021-04-15 06:07:07,707 INFO : Epoch=0141 complete, best val top1-acc=91.28%, top5-acc=99.68% (epoch=138), remaining_time=0:57:30.411981, arrival_time=2021-04-15 07:04:38.119109, cost_time=2:17:25.899836 2021-04-15 06:07:07,708 INFO : Train start, epoch=0142, lr=0.019979 2021-04-15 06:07:10,666 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.23ms, fps=866 images/s, loss=0.0355, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:55.009872, arrival_time=2021-04-15 06:08:05.675878, cost_time=0:00:02.957518 2021-04-15 06:07:13,457 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.0395, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:50.592432, arrival_time=2021-04-15 06:08:04.050067, cost_time=0:00:05.749145 2021-04-15 06:07:16,252 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.0358, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:47.277464, arrival_time=2021-04-15 06:08:03.530107, cost_time=0:00:08.544112 2021-04-15 06:07:19,042 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0357, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:44.202912, arrival_time=2021-04-15 06:08:03.245408, cost_time=0:00:11.334089 2021-04-15 06:07:21,833 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.65ms, fps=917 images/s, loss=0.0366, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:41.245584, arrival_time=2021-04-15 06:08:03.079251, cost_time=0:00:14.125225 2021-04-15 06:07:24,625 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0356, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:38.345064, arrival_time=2021-04-15 06:08:02.970435, cost_time=0:00:16.916940 2021-04-15 06:07:27,413 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0358, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:35.468370, arrival_time=2021-04-15 06:08:02.881438, cost_time=0:00:19.704666 2021-04-15 06:07:30,203 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0365, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:32.618504, arrival_time=2021-04-15 06:08:02.822399, cost_time=0:00:22.495505 2021-04-15 06:07:32,990 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0367, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:29.776460, arrival_time=2021-04-15 06:08:02.766739, cost_time=0:00:25.281873 2021-04-15 06:07:35,785 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.0374, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:26.953632, arrival_time=2021-04-15 06:08:02.738838, cost_time=0:00:28.076730 2021-04-15 06:07:38,574 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0377, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:24.131944, arrival_time=2021-04-15 06:08:02.706772, cost_time=0:00:30.866423 2021-04-15 06:07:41,362 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.34ms, fps=919 images/s, loss=0.0375, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:21.314124, arrival_time=2021-04-15 06:08:02.676428, cost_time=0:00:33.653901 2021-04-15 06:07:44,147 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0369, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:18.499734, arrival_time=2021-04-15 06:08:02.646995, cost_time=0:00:36.438869 2021-04-15 06:07:46,935 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0374, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:15.690696, arrival_time=2021-04-15 06:08:02.625812, cost_time=0:00:39.226709 2021-04-15 06:07:49,723 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0377, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:12.884508, arrival_time=2021-04-15 06:08:02.607590, cost_time=0:00:42.014692 2021-04-15 06:07:52,514 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0379, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:10.081404, arrival_time=2021-04-15 06:08:02.596044, cost_time=0:00:44.806242 2021-04-15 06:07:55,305 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.0382, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:07.279532, arrival_time=2021-04-15 06:08:02.584793, cost_time=0:00:47.596857 2021-04-15 06:07:58,094 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0382, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:04.478720, arrival_time=2021-04-15 06:08:02.572758, cost_time=0:00:50.385639 2021-04-15 06:08:00,879 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.00ms, fps=919 images/s, loss=0.0381, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:01.679076, arrival_time=2021-04-15 06:08:02.558337, cost_time=0:00:53.170806 2021-04-15 06:08:02,377 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.06ms, fps=908 images/s, loss=0.0386, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:08:02.377155, cost_time=0:00:54.668754 2021-04-15 06:08:03,260 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=1.25ms, fps=2904 images/s, loss=0.3865, top1-acc=89.49%, top5-acc=99.73%, remaining_time=0:00:02.644560, arrival_time=2021-04-15 06:08:05.904911, cost_time=0:00:00.881524 2021-04-15 06:08:04,031 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.45ms, fps=3323 images/s, loss=0.3820, top1-acc=89.75%, top5-acc=99.75%, remaining_time=0:00:01.652340, arrival_time=2021-04-15 06:08:05.683497, cost_time=0:00:01.652344 2021-04-15 06:08:04,801 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.23ms, fps=3324 images/s, loss=0.3877, top1-acc=89.91%, top5-acc=99.71%, remaining_time=0:00:00.807580, arrival_time=2021-04-15 06:08:05.609144, cost_time=0:00:02.422749 2021-04-15 06:08:05,505 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.05ms, fps=3299 images/s, loss=0.3770, top1-acc=89.98%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 06:08:05.505097, cost_time=0:00:03.126297 2021-04-15 06:08:05,933 INFO : Epoch=0142 complete, best val top1-acc=91.28%, top5-acc=99.68% (epoch=138), remaining_time=0:56:31.826022, arrival_time=2021-04-15 07:04:37.759059, cost_time=2:18:24.125746 2021-04-15 06:08:05,934 INFO : Train start, epoch=0143, lr=0.019355 2021-04-15 06:08:08,886 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.31ms, fps=867 images/s, loss=0.0435, top1-acc=98.79%, top5-acc=99.96%, remaining_time=0:00:54.901992, arrival_time=2021-04-15 06:09:03.788031, cost_time=0:00:02.951716 2021-04-15 06:08:11,676 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0411, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:50.528544, arrival_time=2021-04-15 06:09:02.204732, cost_time=0:00:05.741874 2021-04-15 06:08:14,464 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0404, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:47.199112, arrival_time=2021-04-15 06:09:01.663392, cost_time=0:00:08.529975 2021-04-15 06:08:17,252 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0390, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:44.141604, arrival_time=2021-04-15 06:09:01.394268, cost_time=0:00:11.318347 2021-04-15 06:08:20,042 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0400, top1-acc=98.77%, top5-acc=99.99%, remaining_time=0:00:41.196236, arrival_time=2021-04-15 06:09:01.238844, cost_time=0:00:14.108294 2021-04-15 06:08:22,831 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0389, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:38.300048, arrival_time=2021-04-15 06:09:01.131432, cost_time=0:00:16.897080 2021-04-15 06:08:25,616 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0389, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:35.427294, arrival_time=2021-04-15 06:09:01.043403, cost_time=0:00:19.681797 2021-04-15 06:08:28,411 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.39ms, fps=916 images/s, loss=0.0388, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:32.591476, arrival_time=2021-04-15 06:09:01.002794, cost_time=0:00:22.476914 2021-04-15 06:08:31,214 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.33ms, fps=913 images/s, loss=0.0389, top1-acc=98.82%, top5-acc=100.00%, remaining_time=0:00:29.774128, arrival_time=2021-04-15 06:09:00.988500, cost_time=0:00:25.279958 2021-04-15 06:08:34,016 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.55ms, fps=914 images/s, loss=0.0383, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:26.958240, arrival_time=2021-04-15 06:09:00.974176, cost_time=0:00:28.081543 2021-04-15 06:08:36,814 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.26ms, fps=915 images/s, loss=0.0382, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:24.142522, arrival_time=2021-04-15 06:09:00.956878, cost_time=0:00:30.880011 2021-04-15 06:08:39,617 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.85ms, fps=913 images/s, loss=0.0380, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:21.332592, arrival_time=2021-04-15 06:09:00.950154, cost_time=0:00:33.683069 2021-04-15 06:08:42,428 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.0380, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:18.527784, arrival_time=2021-04-15 06:09:00.956285, cost_time=0:00:36.494094 2021-04-15 06:08:45,221 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0374, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:15.714944, arrival_time=2021-04-15 06:09:00.936682, cost_time=0:00:39.287338 2021-04-15 06:08:48,011 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.54ms, fps=918 images/s, loss=0.0376, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:12.903506, arrival_time=2021-04-15 06:09:00.914556, cost_time=0:00:42.076640 2021-04-15 06:08:50,805 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.52ms, fps=916 images/s, loss=0.0372, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:10.096020, arrival_time=2021-04-15 06:09:00.901669, cost_time=0:00:44.871253 2021-04-15 06:08:53,593 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0372, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:07.289100, arrival_time=2021-04-15 06:09:00.882855, cost_time=0:00:47.659440 2021-04-15 06:08:56,386 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0375, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:04.484624, arrival_time=2021-04-15 06:09:00.870929, cost_time=0:00:50.451931 2021-04-15 06:08:59,174 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0376, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:01.681260, arrival_time=2021-04-15 06:09:00.855411, cost_time=0:00:53.239814 2021-04-15 06:09:00,674 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.33ms, fps=907 images/s, loss=0.0376, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:09:00.674010, cost_time=0:00:54.739693 2021-04-15 06:09:01,556 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=1.28ms, fps=2906 images/s, loss=0.3163, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:02.643000, arrival_time=2021-04-15 06:09:04.199817, cost_time=0:00:00.880999 2021-04-15 06:09:02,329 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.41ms, fps=3316 images/s, loss=0.3262, top1-acc=91.37%, top5-acc=99.75%, remaining_time=0:00:01.653320, arrival_time=2021-04-15 06:09:03.982460, cost_time=0:00:01.653323 2021-04-15 06:09:03,100 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.25ms, fps=3320 images/s, loss=0.3228, top1-acc=91.54%, top5-acc=99.65%, remaining_time=0:00:00.808220, arrival_time=2021-04-15 06:09:03.908721, cost_time=0:00:02.424665 2021-04-15 06:09:03,806 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=3286 images/s, loss=0.3116, top1-acc=91.68%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-15 06:09:03.806712, cost_time=0:00:03.130903 2021-04-15 06:09:04,661 INFO : Epoch=0143 complete, best val top1-acc=91.68%, top5-acc=99.66% (epoch=143), remaining_time=0:55:33.445215, arrival_time=2021-04-15 07:04:38.106348, cost_time=2:19:22.853807 2021-04-15 06:09:04,662 INFO : Train start, epoch=0144, lr=0.018738 2021-04-15 06:09:07,611 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.58ms, fps=868 images/s, loss=0.0343, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:54.845448, arrival_time=2021-04-15 06:10:02.456636, cost_time=0:00:02.948679 2021-04-15 06:09:10,400 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.71ms, fps=918 images/s, loss=0.0363, top1-acc=98.89%, top5-acc=99.98%, remaining_time=0:00:50.492464, arrival_time=2021-04-15 06:10:00.892666, cost_time=0:00:05.737784 2021-04-15 06:09:13,192 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0350, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:47.200938, arrival_time=2021-04-15 06:10:00.393720, cost_time=0:00:08.530294 2021-04-15 06:09:15,983 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0374, top1-acc=98.88%, top5-acc=99.98%, remaining_time=0:00:44.152836, arrival_time=2021-04-15 06:10:00.136473, cost_time=0:00:11.321223 2021-04-15 06:09:18,771 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0363, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:41.197988, arrival_time=2021-04-15 06:09:59.969346, cost_time=0:00:14.108875 2021-04-15 06:09:21,560 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0353, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:38.301952, arrival_time=2021-04-15 06:09:59.862281, cost_time=0:00:16.897902 2021-04-15 06:09:24,348 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0355, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:35.434728, arrival_time=2021-04-15 06:09:59.783126, cost_time=0:00:19.685987 2021-04-15 06:09:27,137 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.59ms, fps=918 images/s, loss=0.0347, top1-acc=98.85%, top5-acc=99.99%, remaining_time=0:00:32.588460, arrival_time=2021-04-15 06:09:59.725651, cost_time=0:00:22.474786 2021-04-15 06:09:29,928 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0356, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:29.757698, arrival_time=2021-04-15 06:09:59.686059, cost_time=0:00:25.265948 2021-04-15 06:09:32,718 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0360, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:26.933472, arrival_time=2021-04-15 06:09:59.651667, cost_time=0:00:28.055705 2021-04-15 06:09:35,505 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0362, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:24.113798, arrival_time=2021-04-15 06:09:59.619411, cost_time=0:00:30.843197 2021-04-15 06:09:38,296 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0359, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:21.301432, arrival_time=2021-04-15 06:09:59.597704, cost_time=0:00:33.633854 2021-04-15 06:09:41,080 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.27ms, fps=920 images/s, loss=0.0355, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:18.489240, arrival_time=2021-04-15 06:09:59.569858, cost_time=0:00:36.418209 2021-04-15 06:09:43,869 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0352, top1-acc=98.82%, top5-acc=99.99%, remaining_time=0:00:15.682912, arrival_time=2021-04-15 06:09:59.552580, cost_time=0:00:39.207254 2021-04-15 06:09:46,657 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0357, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:12.878620, arrival_time=2021-04-15 06:09:59.536532, cost_time=0:00:41.995505 2021-04-15 06:09:49,449 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.0362, top1-acc=98.79%, top5-acc=99.99%, remaining_time=0:00:10.077048, arrival_time=2021-04-15 06:09:59.526326, cost_time=0:00:44.786863 2021-04-15 06:09:52,238 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0365, top1-acc=98.78%, top5-acc=99.99%, remaining_time=0:00:07.276386, arrival_time=2021-04-15 06:09:59.515080, cost_time=0:00:47.576288 2021-04-15 06:09:55,028 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0361, top1-acc=98.80%, top5-acc=99.99%, remaining_time=0:00:04.476944, arrival_time=2021-04-15 06:09:59.505065, cost_time=0:00:50.365707 2021-04-15 06:09:57,817 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.08ms, fps=918 images/s, loss=0.0358, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:01.678566, arrival_time=2021-04-15 06:09:59.495581, cost_time=0:00:53.154534 2021-04-15 06:09:59,315 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.02ms, fps=908 images/s, loss=0.0358, top1-acc=98.81%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-15 06:09:59.315646, cost_time=0:00:54.653248 2021-04-15 06:10:00,197 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=0.25ms, fps=2907 images/s, loss=0.3370, top1-acc=91.02%, top5-acc=99.57%, remaining_time=0:00:02.641860, arrival_time=2021-04-15 06:10:02.839695, cost_time=0:00:00.880616 2021-04-15 06:10:00,970 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.33ms, fps=3315 images/s, loss=0.3054, top1-acc=92.03%, top5-acc=99.63%, remaining_time=0:00:01.653120, arrival_time=2021-04-15 06:10:02.623454, cost_time=0:00:01.653115 2021-04-15 06:10:01,743 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.15ms, fps=3311 images/s, loss=0.3022, top1-acc=91.91%, top5-acc=99.67%, remaining_time=0:00:00.808860, arrival_time=2021-04-15 06:10:02.552670, cost_time=0:00:02.426579 2021-04-15 06:10:02,447 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.05ms, fps=3297 images/s, loss=0.3130, top1-acc=91.91%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 06:10:02.447715, cost_time=0:00:03.130517 2021-04-15 06:10:03,299 INFO : Epoch=0144 complete, best val top1-acc=91.91%, top5-acc=99.72% (epoch=144), remaining_time=0:54:35.024704, arrival_time=2021-04-15 07:04:38.324113, cost_time=2:20:21.492105 2021-04-15 06:10:03,300 INFO : Train start, epoch=0145, lr=0.018129 2021-04-15 06:10:06,238 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.37ms, fps=872 images/s, loss=0.0350, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:54.635268, arrival_time=2021-04-15 06:11:00.873457, cost_time=0:00:02.937377 2021-04-15 06:10:09,047 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.51ms, fps=912 images/s, loss=0.0344, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:50.566560, arrival_time=2021-04-15 06:10:59.613657, cost_time=0:00:05.746198 2021-04-15 06:10:11,852 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.0324, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:47.316474, arrival_time=2021-04-15 06:10:59.168601, cost_time=0:00:08.551165 2021-04-15 06:10:14,651 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0322, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:44.268588, arrival_time=2021-04-15 06:10:58.920364, cost_time=0:00:11.350925 2021-04-15 06:10:17,450 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.24ms, fps=915 images/s, loss=0.0319, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:41.318292, arrival_time=2021-04-15 06:10:58.769200, cost_time=0:00:14.150100 2021-04-15 06:10:20,252 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0313, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:38.422312, arrival_time=2021-04-15 06:10:58.674226, cost_time=0:00:16.951036 2021-04-15 06:10:23,052 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.0321, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:35.552790, arrival_time=2021-04-15 06:10:58.605133, cost_time=0:00:19.751523 2021-04-15 06:10:25,850 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.63ms, fps=915 images/s, loss=0.0319, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:32.697036, arrival_time=2021-04-15 06:10:58.547528, cost_time=0:00:22.549671 2021-04-15 06:10:28,648 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.45ms, fps=915 images/s, loss=0.0329, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:29.854264, arrival_time=2021-04-15 06:10:58.503049, cost_time=0:00:25.347972 2021-04-15 06:10:31,444 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0334, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:27.017376, arrival_time=2021-04-15 06:10:58.461420, cost_time=0:00:28.143084 2021-04-15 06:10:34,236 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0338, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:24.186382, arrival_time=2021-04-15 06:10:58.423247, cost_time=0:00:30.936036 2021-04-15 06:10:37,023 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0336, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:21.357900, arrival_time=2021-04-15 06:10:58.381717, cost_time=0:00:33.723011 2021-04-15 06:10:39,815 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0339, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:18.538278, arrival_time=2021-04-15 06:10:58.353897, cost_time=0:00:36.514813 2021-04-15 06:10:42,608 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.0337, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:15.723176, arrival_time=2021-04-15 06:10:58.331955, cost_time=0:00:39.307969 2021-04-15 06:10:45,397 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0338, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:12.909624, arrival_time=2021-04-15 06:10:58.306979, cost_time=0:00:42.096541 2021-04-15 06:10:48,183 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0334, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:10.098540, arrival_time=2021-04-15 06:10:58.281670, cost_time=0:00:44.882335 2021-04-15 06:10:50,968 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0333, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:07.290400, arrival_time=2021-04-15 06:10:58.259242, cost_time=0:00:47.668047 2021-04-15 06:10:53,758 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0335, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:04.485088, arrival_time=2021-04-15 06:10:58.243108, cost_time=0:00:50.457226 2021-04-15 06:10:56,549 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.16ms, fps=917 images/s, loss=0.0336, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:01.681524, arrival_time=2021-04-15 06:10:58.230498, cost_time=0:00:53.248178 2021-04-15 06:10:58,047 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.13ms, fps=908 images/s, loss=0.0332, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:10:58.047368, cost_time=0:00:54.746573 2021-04-15 06:10:58,942 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.20ms, fps=2866 images/s, loss=0.3590, top1-acc=90.51%, top5-acc=99.65%, remaining_time=0:00:02.679660, arrival_time=2021-04-15 06:11:01.621947, cost_time=0:00:00.893225 2021-04-15 06:10:59,714 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.26ms, fps=3316 images/s, loss=0.3673, top1-acc=90.57%, top5-acc=99.67%, remaining_time=0:00:01.665760, arrival_time=2021-04-15 06:11:01.380523, cost_time=0:00:01.665762 2021-04-15 06:11:00,487 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.28ms, fps=3313 images/s, loss=0.3512, top1-acc=90.92%, top5-acc=99.71%, remaining_time=0:00:00.812940, arrival_time=2021-04-15 06:11:01.300778, cost_time=0:00:02.438828 2021-04-15 06:11:01,192 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.06ms, fps=3292 images/s, loss=0.3493, top1-acc=91.02%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 06:11:01.192904, cost_time=0:00:03.143923 2021-04-15 06:11:01,612 INFO : Epoch=0145 complete, best val top1-acc=91.91%, top5-acc=99.72% (epoch=144), remaining_time=0:53:36.477715, arrival_time=2021-04-15 07:04:38.089934, cost_time=2:21:19.804931 2021-04-15 06:11:01,613 INFO : Train start, epoch=0146, lr=0.017528 2021-04-15 06:11:04,588 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=2.20ms, fps=861 images/s, loss=0.0290, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:55.321236, arrival_time=2021-04-15 06:11:59.909166, cost_time=0:00:02.974264 2021-04-15 06:11:07,379 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.79ms, fps=917 images/s, loss=0.0280, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:50.738512, arrival_time=2021-04-15 06:11:58.117855, cost_time=0:00:05.765739 2021-04-15 06:11:10,167 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0274, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:47.332908, arrival_time=2021-04-15 06:11:57.500626, cost_time=0:00:08.554135 2021-04-15 06:11:12,989 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.45ms, fps=907 images/s, loss=0.0274, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:44.364996, arrival_time=2021-04-15 06:11:57.354190, cost_time=0:00:11.375635 2021-04-15 06:11:15,792 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.45ms, fps=914 images/s, loss=0.0270, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:41.400636, arrival_time=2021-04-15 06:11:57.192577, cost_time=0:00:14.178294 2021-04-15 06:11:18,594 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.52ms, fps=914 images/s, loss=0.0262, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:38.490176, arrival_time=2021-04-15 06:11:57.084721, cost_time=0:00:16.980979 2021-04-15 06:11:21,387 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0265, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:35.592732, arrival_time=2021-04-15 06:11:56.979993, cost_time=0:00:19.773708 2021-04-15 06:11:24,175 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0271, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:32.714320, arrival_time=2021-04-15 06:11:56.889461, cost_time=0:00:22.561583 2021-04-15 06:11:26,964 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0273, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:29.857232, arrival_time=2021-04-15 06:11:56.821394, cost_time=0:00:25.350457 2021-04-15 06:11:29,763 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.0276, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:27.023520, arrival_time=2021-04-15 06:11:56.786603, cost_time=0:00:28.149495 2021-04-15 06:11:32,562 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=2.14ms, fps=915 images/s, loss=0.0273, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:24.196616, arrival_time=2021-04-15 06:11:56.759358, cost_time=0:00:30.949119 2021-04-15 06:11:35,383 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=2.22ms, fps=908 images/s, loss=0.0270, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:21.387312, arrival_time=2021-04-15 06:11:56.770334, cost_time=0:00:33.769449 2021-04-15 06:11:38,196 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.90ms, fps=910 images/s, loss=0.0273, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:18.572928, arrival_time=2021-04-15 06:11:56.769494, cost_time=0:00:36.582975 2021-04-15 06:11:41,010 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.59ms, fps=910 images/s, loss=0.0273, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:15.758736, arrival_time=2021-04-15 06:11:56.769217, cost_time=0:00:39.396883 2021-04-15 06:11:43,811 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.29ms, fps=914 images/s, loss=0.0277, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:12.940628, arrival_time=2021-04-15 06:11:56.751918, cost_time=0:00:42.197734 2021-04-15 06:11:46,606 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0279, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:10.123344, arrival_time=2021-04-15 06:11:56.729508, cost_time=0:00:44.992608 2021-04-15 06:11:49,400 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.46ms, fps=916 images/s, loss=0.0283, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:07.308548, arrival_time=2021-04-15 06:11:56.708700, cost_time=0:00:47.786596 2021-04-15 06:11:52,191 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0283, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:04.495792, arrival_time=2021-04-15 06:11:56.687068, cost_time=0:00:50.577715 2021-04-15 06:11:54,982 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.0285, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:01.685316, arrival_time=2021-04-15 06:11:56.667242, cost_time=0:00:53.368308 2021-04-15 06:11:56,480 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.15ms, fps=908 images/s, loss=0.0287, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:11:56.480883, cost_time=0:00:54.867330 2021-04-15 06:11:57,382 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=1.41ms, fps=2846 images/s, loss=0.2937, top1-acc=92.38%, top5-acc=99.53%, remaining_time=0:00:02.698380, arrival_time=2021-04-15 06:12:00.080527, cost_time=0:00:00.899461 2021-04-15 06:11:58,155 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.26ms, fps=3314 images/s, loss=0.3175, top1-acc=91.72%, top5-acc=99.59%, remaining_time=0:00:01.672320, arrival_time=2021-04-15 06:11:59.827334, cost_time=0:00:01.672317 2021-04-15 06:11:58,927 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.37ms, fps=3317 images/s, loss=0.3226, top1-acc=91.60%, top5-acc=99.60%, remaining_time=0:00:00.814840, arrival_time=2021-04-15 06:11:59.742046, cost_time=0:00:02.444510 2021-04-15 06:11:59,632 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=3293 images/s, loss=0.3202, top1-acc=91.54%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-15 06:11:59.632104, cost_time=0:00:03.149428 2021-04-15 06:12:00,081 INFO : Epoch=0146 complete, best val top1-acc=91.91%, top5-acc=99.72% (epoch=144), remaining_time=0:52:37.991658, arrival_time=2021-04-15 07:04:38.072681, cost_time=2:22:18.273734 2021-04-15 06:12:00,082 INFO : Train start, epoch=0147, lr=0.016934 2021-04-15 06:12:03,028 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.32ms, fps=869 images/s, loss=0.0431, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:54.800250, arrival_time=2021-04-15 06:12:57.828983, cost_time=0:00:02.946254 2021-04-15 06:12:05,820 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.0369, top1-acc=98.83%, top5-acc=100.00%, remaining_time=0:00:50.498096, arrival_time=2021-04-15 06:12:56.318908, cost_time=0:00:05.738415 2021-04-15 06:12:08,614 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.61ms, fps=916 images/s, loss=0.0365, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:47.212890, arrival_time=2021-04-15 06:12:55.827741, cost_time=0:00:08.532453 2021-04-15 06:12:11,407 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0345, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:44.167188, arrival_time=2021-04-15 06:12:55.574457, cost_time=0:00:11.324926 2021-04-15 06:12:14,198 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0336, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:41.219158, arrival_time=2021-04-15 06:12:55.417623, cost_time=0:00:14.116142 2021-04-15 06:12:16,991 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.0323, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:38.326704, arrival_time=2021-04-15 06:12:55.317938, cost_time=0:00:16.908834 2021-04-15 06:12:19,779 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0312, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:35.455140, arrival_time=2021-04-15 06:12:55.234740, cost_time=0:00:19.697276 2021-04-15 06:12:22,569 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0309, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:32.606208, arrival_time=2021-04-15 06:12:55.175573, cost_time=0:00:22.487046 2021-04-15 06:12:25,357 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0314, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:29.768404, arrival_time=2021-04-15 06:12:55.125736, cost_time=0:00:25.275017 2021-04-15 06:12:28,147 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0314, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:26.942208, arrival_time=2021-04-15 06:12:55.089329, cost_time=0:00:28.064800 2021-04-15 06:12:30,939 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.55ms, fps=917 images/s, loss=0.0324, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:24.124720, arrival_time=2021-04-15 06:12:55.064320, cost_time=0:00:30.857191 2021-04-15 06:12:33,735 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.86ms, fps=916 images/s, loss=0.0324, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:21.313592, arrival_time=2021-04-15 06:12:55.048997, cost_time=0:00:33.653078 2021-04-15 06:12:36,531 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0323, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:18.504750, arrival_time=2021-04-15 06:12:55.035822, cost_time=0:00:36.448729 2021-04-15 06:12:39,336 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.57ms, fps=913 images/s, loss=0.0319, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:15.701504, arrival_time=2021-04-15 06:12:55.037605, cost_time=0:00:39.253760 2021-04-15 06:12:42,147 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=2.09ms, fps=911 images/s, loss=0.0317, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:12.899964, arrival_time=2021-04-15 06:12:55.047403, cost_time=0:00:42.065062 2021-04-15 06:12:44,957 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.0313, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:10.096992, arrival_time=2021-04-15 06:12:55.054895, cost_time=0:00:44.875562 2021-04-15 06:12:47,767 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.61ms, fps=911 images/s, loss=0.0312, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:07.293026, arrival_time=2021-04-15 06:12:55.060595, cost_time=0:00:47.685232 2021-04-15 06:12:50,561 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0311, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:04.487040, arrival_time=2021-04-15 06:12:55.048523, cost_time=0:00:50.479166 2021-04-15 06:12:53,351 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0313, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:01.682196, arrival_time=2021-04-15 06:12:55.034142, cost_time=0:00:53.269620 2021-04-15 06:12:54,855 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.24ms, fps=905 images/s, loss=0.0315, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:12:54.855436, cost_time=0:00:54.773110 2021-04-15 06:12:55,763 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.20ms, fps=2825 images/s, loss=0.2761, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:00:02.718660, arrival_time=2021-04-15 06:12:58.482405, cost_time=0:00:00.906222 2021-04-15 06:12:56,542 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.90ms, fps=3289 images/s, loss=0.2986, top1-acc=91.58%, top5-acc=99.61%, remaining_time=0:00:01.685180, arrival_time=2021-04-15 06:12:58.227718, cost_time=0:00:01.685174 2021-04-15 06:12:57,322 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.60ms, fps=3287 images/s, loss=0.2916, top1-acc=91.85%, top5-acc=99.71%, remaining_time=0:00:00.821460, arrival_time=2021-04-15 06:12:58.143372, cost_time=0:00:02.464387 2021-04-15 06:12:58,032 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=3267 images/s, loss=0.2923, top1-acc=91.92%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 06:12:58.032830, cost_time=0:00:03.175526 2021-04-15 06:12:58,883 INFO : Epoch=0147 complete, best val top1-acc=91.92%, top5-acc=99.72% (epoch=147), remaining_time=0:51:39.625924, arrival_time=2021-04-15 07:04:38.508877, cost_time=2:23:17.075642 2021-04-15 06:12:58,884 INFO : Train start, epoch=0148, lr=0.016349 2021-04-15 06:13:01,841 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.55ms, fps=866 images/s, loss=0.0336, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:54.993690, arrival_time=2021-04-15 06:13:56.834819, cost_time=0:00:02.956646 2021-04-15 06:13:04,639 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.77ms, fps=915 images/s, loss=0.0346, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:50.646640, arrival_time=2021-04-15 06:13:55.286351, cost_time=0:00:05.755306 2021-04-15 06:13:07,436 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.0316, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:47.319960, arrival_time=2021-04-15 06:13:54.756150, cost_time=0:00:08.551793 2021-04-15 06:13:10,232 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.0318, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:44.258292, arrival_time=2021-04-15 06:13:54.490943, cost_time=0:00:11.348281 2021-04-15 06:13:13,026 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0305, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:41.295078, arrival_time=2021-04-15 06:13:54.321670, cost_time=0:00:14.142148 2021-04-15 06:13:15,817 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.0300, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:38.381512, arrival_time=2021-04-15 06:13:54.198906, cost_time=0:00:16.933023 2021-04-15 06:13:18,610 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0298, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:35.506044, arrival_time=2021-04-15 06:13:54.116002, cost_time=0:00:19.725577 2021-04-15 06:13:21,405 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0299, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:32.655856, arrival_time=2021-04-15 06:13:54.061521, cost_time=0:00:22.521305 2021-04-15 06:13:24,197 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.73ms, fps=917 images/s, loss=0.0295, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:29.813136, arrival_time=2021-04-15 06:13:54.010546, cost_time=0:00:25.313007 2021-04-15 06:13:26,989 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0286, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:26.980512, arrival_time=2021-04-15 06:13:53.969556, cost_time=0:00:28.104656 2021-04-15 06:13:29,782 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0279, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:24.156970, arrival_time=2021-04-15 06:13:53.939776, cost_time=0:00:30.898430 2021-04-15 06:13:32,573 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0274, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:21.336240, arrival_time=2021-04-15 06:13:53.909351, cost_time=0:00:33.688745 2021-04-15 06:13:35,367 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0277, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:18.522240, arrival_time=2021-04-15 06:13:53.889830, cost_time=0:00:36.483203 2021-04-15 06:13:38,158 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0276, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:15.709624, arrival_time=2021-04-15 06:13:53.868107, cost_time=0:00:39.274087 2021-04-15 06:13:40,947 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0277, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:12.899366, arrival_time=2021-04-15 06:13:53.846839, cost_time=0:00:42.063105 2021-04-15 06:13:43,735 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.57ms, fps=918 images/s, loss=0.0275, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:10.091592, arrival_time=2021-04-15 06:13:53.827474, cost_time=0:00:44.851523 2021-04-15 06:13:46,525 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0273, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:07.286318, arrival_time=2021-04-15 06:13:53.811969, cost_time=0:00:47.641285 2021-04-15 06:13:49,314 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0276, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:04.482688, arrival_time=2021-04-15 06:13:53.797368, cost_time=0:00:50.430324 2021-04-15 06:13:52,104 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.00ms, fps=918 images/s, loss=0.0282, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:01.680648, arrival_time=2021-04-15 06:13:53.785506, cost_time=0:00:53.220446 2021-04-15 06:13:53,604 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.14ms, fps=907 images/s, loss=0.0288, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:13:53.604046, cost_time=0:00:54.719701 2021-04-15 06:13:54,484 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.31ms, fps=2912 images/s, loss=0.3315, top1-acc=91.17%, top5-acc=99.88%, remaining_time=0:00:02.637210, arrival_time=2021-04-15 06:13:57.121851, cost_time=0:00:00.879069 2021-04-15 06:13:55,255 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.23ms, fps=3323 images/s, loss=0.3304, top1-acc=91.45%, top5-acc=99.75%, remaining_time=0:00:01.649860, arrival_time=2021-04-15 06:13:56.905314, cost_time=0:00:01.649861 2021-04-15 06:13:56,025 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.21ms, fps=3327 images/s, loss=0.3362, top1-acc=91.30%, top5-acc=99.67%, remaining_time=0:00:00.806580, arrival_time=2021-04-15 06:13:56.831895, cost_time=0:00:02.419731 2021-04-15 06:13:56,728 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.06ms, fps=3299 images/s, loss=0.3343, top1-acc=91.40%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 06:13:56.728930, cost_time=0:00:03.123370 2021-04-15 06:13:57,175 INFO : Epoch=0148 complete, best val top1-acc=91.92%, top5-acc=99.72% (epoch=147), remaining_time=0:50:41.075284, arrival_time=2021-04-15 07:04:38.250726, cost_time=2:24:15.368150 2021-04-15 06:13:57,176 INFO : Train start, epoch=0149, lr=0.015773 2021-04-15 06:14:00,117 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.30ms, fps=870 images/s, loss=0.0306, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:54.705390, arrival_time=2021-04-15 06:14:54.823330, cost_time=0:00:02.941153 2021-04-15 06:14:02,909 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.60ms, fps=917 images/s, loss=0.0310, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:50.447760, arrival_time=2021-04-15 06:14:53.357349, cost_time=0:00:05.732693 2021-04-15 06:14:05,699 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0280, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:47.160268, arrival_time=2021-04-15 06:14:52.860142, cost_time=0:00:08.522955 2021-04-15 06:14:08,490 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0290, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:44.124132, arrival_time=2021-04-15 06:14:52.614830, cost_time=0:00:11.313898 2021-04-15 06:14:11,280 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0299, top1-acc=99.05%, top5-acc=99.99%, remaining_time=0:00:41.182658, arrival_time=2021-04-15 06:14:52.463072, cost_time=0:00:14.103637 2021-04-15 06:14:14,070 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0286, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:38.292296, arrival_time=2021-04-15 06:14:52.362776, cost_time=0:00:16.893637 2021-04-15 06:14:16,859 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0271, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:35.428932, arrival_time=2021-04-15 06:14:52.288482, cost_time=0:00:19.682763 2021-04-15 06:14:19,645 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.34ms, fps=919 images/s, loss=0.0260, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:32.579876, arrival_time=2021-04-15 06:14:52.225492, cost_time=0:00:22.468843 2021-04-15 06:14:22,438 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0256, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:29.752716, arrival_time=2021-04-15 06:14:52.191244, cost_time=0:00:25.261763 2021-04-15 06:14:25,224 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0259, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:26.925888, arrival_time=2021-04-15 06:14:52.150497, cost_time=0:00:28.047831 2021-04-15 06:14:28,012 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0257, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:24.107692, arrival_time=2021-04-15 06:14:52.120003, cost_time=0:00:30.835470 2021-04-15 06:14:30,802 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0261, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:21.296416, arrival_time=2021-04-15 06:14:52.099144, cost_time=0:00:33.625921 2021-04-15 06:14:33,593 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0262, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:18.488382, arrival_time=2021-04-15 06:14:52.081686, cost_time=0:00:36.416534 2021-04-15 06:14:36,380 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0259, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:15.681512, arrival_time=2021-04-15 06:14:52.062107, cost_time=0:00:39.203831 2021-04-15 06:14:39,175 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.0263, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:12.879724, arrival_time=2021-04-15 06:14:52.055556, cost_time=0:00:41.999053 2021-04-15 06:14:41,976 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0264, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:10.079820, arrival_time=2021-04-15 06:14:52.055853, cost_time=0:00:44.799266 2021-04-15 06:14:44,779 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.15ms, fps=913 images/s, loss=0.0261, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:07.280442, arrival_time=2021-04-15 06:14:52.060159, cost_time=0:00:47.602941 2021-04-15 06:14:47,569 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0261, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:04.479344, arrival_time=2021-04-15 06:14:52.048718, cost_time=0:00:50.392603 2021-04-15 06:14:50,360 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.01ms, fps=917 images/s, loss=0.0263, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:01.679490, arrival_time=2021-04-15 06:14:52.040035, cost_time=0:00:53.183783 2021-04-15 06:14:51,861 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.13ms, fps=906 images/s, loss=0.0265, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:14:51.861217, cost_time=0:00:54.684410 2021-04-15 06:14:52,753 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=1.35ms, fps=2874 images/s, loss=0.3839, top1-acc=90.82%, top5-acc=99.53%, remaining_time=0:00:02.672520, arrival_time=2021-04-15 06:14:55.426150, cost_time=0:00:00.890844 2021-04-15 06:14:53,525 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.39ms, fps=3320 images/s, loss=0.3544, top1-acc=91.46%, top5-acc=99.53%, remaining_time=0:00:01.662300, arrival_time=2021-04-15 06:14:55.187385, cost_time=0:00:01.662293 2021-04-15 06:14:54,297 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.32ms, fps=3316 images/s, loss=0.3543, top1-acc=91.43%, top5-acc=99.53%, remaining_time=0:00:00.811510, arrival_time=2021-04-15 06:14:55.108820, cost_time=0:00:02.434524 2021-04-15 06:14:55,005 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.06ms, fps=3278 images/s, loss=0.3618, top1-acc=91.40%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-15 06:14:55.005404, cost_time=0:00:03.142617 2021-04-15 06:14:55,416 INFO : Epoch=0149 complete, best val top1-acc=91.92%, top5-acc=99.72% (epoch=147), remaining_time=0:49:42.510651, arrival_time=2021-04-15 07:04:37.927518, cost_time=2:25:13.609574 2021-04-15 06:14:55,418 INFO : Train start, epoch=0150, lr=0.015204 2021-04-15 06:14:58,358 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.31ms, fps=871 images/s, loss=0.0238, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:54.683814, arrival_time=2021-04-15 06:15:53.041965, cost_time=0:00:02.939991 2021-04-15 06:15:01,147 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0250, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:50.413616, arrival_time=2021-04-15 06:15:51.560685, cost_time=0:00:05.728815 2021-04-15 06:15:03,941 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0239, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:47.163256, arrival_time=2021-04-15 06:15:51.104986, cost_time=0:00:08.523465 2021-04-15 06:15:06,734 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.42ms, fps=917 images/s, loss=0.0230, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:44.131776, arrival_time=2021-04-15 06:15:50.865911, cost_time=0:00:11.315859 2021-04-15 06:15:09,525 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.83ms, fps=917 images/s, loss=0.0221, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:41.191710, arrival_time=2021-04-15 06:15:50.716686, cost_time=0:00:14.106752 2021-04-15 06:15:12,318 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.47ms, fps=916 images/s, loss=0.0210, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:38.307936, arrival_time=2021-04-15 06:15:50.626699, cost_time=0:00:16.900564 2021-04-15 06:15:15,111 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0216, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:35.447202, arrival_time=2021-04-15 06:15:50.558257, cost_time=0:00:19.692884 2021-04-15 06:15:17,906 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0214, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:32.607832, arrival_time=2021-04-15 06:15:50.514227, cost_time=0:00:22.488138 2021-04-15 06:15:20,691 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0214, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:29.766814, arrival_time=2021-04-15 06:15:50.458742, cost_time=0:00:25.273754 2021-04-15 06:15:23,479 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.23ms, fps=919 images/s, loss=0.0217, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:26.938656, arrival_time=2021-04-15 06:15:50.418033, cost_time=0:00:28.061136 2021-04-15 06:15:26,268 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0221, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:24.119302, arrival_time=2021-04-15 06:15:50.387797, cost_time=0:00:30.850317 2021-04-15 06:15:29,058 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.98ms, fps=918 images/s, loss=0.0222, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:21.305232, arrival_time=2021-04-15 06:15:50.363338, cost_time=0:00:33.639867 2021-04-15 06:15:31,845 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.21ms, fps=919 images/s, loss=0.0222, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:18.493728, arrival_time=2021-04-15 06:15:50.338943, cost_time=0:00:36.427032 2021-04-15 06:15:34,636 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0220, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:15.687224, arrival_time=2021-04-15 06:15:50.323411, cost_time=0:00:39.218005 2021-04-15 06:15:37,427 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0215, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:12.882806, arrival_time=2021-04-15 06:15:50.310062, cost_time=0:00:42.009092 2021-04-15 06:15:40,216 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0217, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:10.079604, arrival_time=2021-04-15 06:15:50.295951, cost_time=0:00:44.798180 2021-04-15 06:15:43,008 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0216, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:07.278518, arrival_time=2021-04-15 06:15:50.287104, cost_time=0:00:47.590388 2021-04-15 06:15:45,794 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=0.0219, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:04.477904, arrival_time=2021-04-15 06:15:50.272512, cost_time=0:00:50.376448 2021-04-15 06:15:48,582 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=0.98ms, fps=918 images/s, loss=0.0219, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:01.678872, arrival_time=2021-04-15 06:15:50.261376, cost_time=0:00:53.164343 2021-04-15 06:15:50,077 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.02ms, fps=910 images/s, loss=0.0224, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:15:50.077325, cost_time=0:00:54.659179 2021-04-15 06:15:50,956 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.46ms, fps=2915 images/s, loss=0.3053, top1-acc=92.03%, top5-acc=99.61%, remaining_time=0:00:02.634210, arrival_time=2021-04-15 06:15:53.591140, cost_time=0:00:00.878072 2021-04-15 06:15:51,728 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.24ms, fps=3321 images/s, loss=0.3093, top1-acc=91.80%, top5-acc=99.67%, remaining_time=0:00:01.649300, arrival_time=2021-04-15 06:15:53.377453, cost_time=0:00:01.649304 2021-04-15 06:15:52,498 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.21ms, fps=3327 images/s, loss=0.3101, top1-acc=91.87%, top5-acc=99.69%, remaining_time=0:00:00.806390, arrival_time=2021-04-15 06:15:53.304406, cost_time=0:00:02.419168 2021-04-15 06:15:53,204 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.05ms, fps=3286 images/s, loss=0.2990, top1-acc=92.03%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-15 06:15:53.204348, cost_time=0:00:03.125515 2021-04-15 06:15:54,071 INFO : Epoch=0150 complete, best val top1-acc=92.03%, top5-acc=99.70% (epoch=150), remaining_time=0:48:44.088100, arrival_time=2021-04-15 07:04:38.159775, cost_time=2:26:12.264367 2021-04-15 06:15:54,072 INFO : Train start, epoch=0151, lr=0.014645 2021-04-15 06:15:57,001 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.35ms, fps=874 images/s, loss=0.0210, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:54.470658, arrival_time=2021-04-15 06:16:51.472281, cost_time=0:00:02.928534 2021-04-15 06:15:59,790 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.64ms, fps=918 images/s, loss=0.0221, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:50.309424, arrival_time=2021-04-15 06:16:50.099440, cost_time=0:00:05.716972 2021-04-15 06:16:02,579 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0216, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:47.067308, arrival_time=2021-04-15 06:16:49.646477, cost_time=0:00:08.506153 2021-04-15 06:16:05,369 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0230, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:44.056896, arrival_time=2021-04-15 06:16:49.426522, cost_time=0:00:11.296654 2021-04-15 06:16:08,159 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0238, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:41.130828, arrival_time=2021-04-15 06:16:49.289797, cost_time=0:00:14.085900 2021-04-15 06:16:10,945 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0238, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:38.244832, arrival_time=2021-04-15 06:16:49.190520, cost_time=0:00:16.872696 2021-04-15 06:16:13,731 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0235, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:35.384454, arrival_time=2021-04-15 06:16:49.115473, cost_time=0:00:19.658036 2021-04-15 06:16:16,519 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0230, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:32.547860, arrival_time=2021-04-15 06:16:49.067662, cost_time=0:00:22.446815 2021-04-15 06:16:19,307 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0224, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:29.721022, arrival_time=2021-04-15 06:16:49.028810, cost_time=0:00:25.234812 2021-04-15 06:16:22,097 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0215, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:26.903424, arrival_time=2021-04-15 06:16:49.000936, cost_time=0:00:28.024440 2021-04-15 06:16:24,888 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0211, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:24.091868, arrival_time=2021-04-15 06:16:48.980110, cost_time=0:00:30.815206 2021-04-15 06:16:27,680 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0209, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:21.284788, arrival_time=2021-04-15 06:16:48.965371, cost_time=0:00:33.607587 2021-04-15 06:16:30,467 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=0.0210, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:18.477294, arrival_time=2021-04-15 06:16:48.945014, cost_time=0:00:36.394729 2021-04-15 06:16:33,268 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0209, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:15.678264, arrival_time=2021-04-15 06:16:48.947003, cost_time=0:00:39.195670 2021-04-15 06:16:36,060 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0210, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:12.876136, arrival_time=2021-04-15 06:16:48.936554, cost_time=0:00:41.987339 2021-04-15 06:16:38,853 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0208, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:10.075500, arrival_time=2021-04-15 06:16:48.928647, cost_time=0:00:44.780052 2021-04-15 06:16:41,641 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.76ms, fps=918 images/s, loss=0.0207, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:07.275216, arrival_time=2021-04-15 06:16:48.917005, cost_time=0:00:47.568742 2021-04-15 06:16:44,433 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0205, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:04.476496, arrival_time=2021-04-15 06:16:48.910082, cost_time=0:00:50.360564 2021-04-15 06:16:47,243 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.18ms, fps=911 images/s, loss=0.0210, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:01.679052, arrival_time=2021-04-15 06:16:48.922080, cost_time=0:00:53.170047 2021-04-15 06:16:48,747 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.41ms, fps=904 images/s, loss=0.0213, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:16:48.747652, cost_time=0:00:54.674615 2021-04-15 06:16:49,627 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=1.17ms, fps=2914 images/s, loss=0.3612, top1-acc=91.21%, top5-acc=99.69%, remaining_time=0:00:02.635230, arrival_time=2021-04-15 06:16:52.262900, cost_time=0:00:00.878410 2021-04-15 06:16:50,397 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.16ms, fps=3327 images/s, loss=0.3322, top1-acc=91.46%, top5-acc=99.69%, remaining_time=0:00:01.648320, arrival_time=2021-04-15 06:16:52.045863, cost_time=0:00:01.648310 2021-04-15 06:16:51,168 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.25ms, fps=3321 images/s, loss=0.3370, top1-acc=91.41%, top5-acc=99.66%, remaining_time=0:00:00.806510, arrival_time=2021-04-15 06:16:51.975276, cost_time=0:00:02.419521 2021-04-15 06:16:51,872 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.05ms, fps=3298 images/s, loss=0.3424, top1-acc=91.14%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-15 06:16:51.872617, cost_time=0:00:03.123400 2021-04-15 06:16:52,313 INFO : Epoch=0151 complete, best val top1-acc=92.03%, top5-acc=99.70% (epoch=150), remaining_time=0:47:45.528526, arrival_time=2021-04-15 07:04:37.842154, cost_time=2:27:10.506336 2021-04-15 06:16:52,314 INFO : Train start, epoch=0152, lr=0.014094 2021-04-15 06:16:55,337 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.74ms, fps=847 images/s, loss=0.0301, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:56.218128, arrival_time=2021-04-15 06:17:51.555732, cost_time=0:00:03.022480 2021-04-15 06:16:58,146 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.0262, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:51.319488, arrival_time=2021-04-15 06:17:49.466247, cost_time=0:00:05.831751 2021-04-15 06:17:00,950 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.0232, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:47.785258, arrival_time=2021-04-15 06:17:48.736156, cost_time=0:00:08.635886 2021-04-15 06:17:03,751 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.46ms, fps=914 images/s, loss=0.0231, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:44.600868, arrival_time=2021-04-15 06:17:48.352057, cost_time=0:00:11.436118 2021-04-15 06:17:06,550 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0229, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:41.569120, arrival_time=2021-04-15 06:17:48.120024, cost_time=0:00:14.235978 2021-04-15 06:17:09,341 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0230, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:38.593128, arrival_time=2021-04-15 06:17:47.934502, cost_time=0:00:17.026392 2021-04-15 06:17:12,130 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0227, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:35.667576, arrival_time=2021-04-15 06:17:47.797829, cost_time=0:00:19.815296 2021-04-15 06:17:14,922 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0225, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:32.781136, arrival_time=2021-04-15 06:17:47.703747, cost_time=0:00:22.607684 2021-04-15 06:17:17,717 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0223, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:29.919136, arrival_time=2021-04-15 06:17:47.637067, cost_time=0:00:25.403008 2021-04-15 06:17:20,509 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.0227, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:27.066720, arrival_time=2021-04-15 06:17:47.576173, cost_time=0:00:28.194451 2021-04-15 06:17:23,299 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0224, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:24.223792, arrival_time=2021-04-15 06:17:47.522750, cost_time=0:00:30.983879 2021-04-15 06:17:26,088 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0220, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:21.389896, arrival_time=2021-04-15 06:17:47.478382, cost_time=0:00:33.773511 2021-04-15 06:17:28,876 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.35ms, fps=919 images/s, loss=0.0221, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:18.561774, arrival_time=2021-04-15 06:17:47.437758, cost_time=0:00:36.561067 2021-04-15 06:17:31,663 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.34ms, fps=919 images/s, loss=0.0226, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:15.739192, arrival_time=2021-04-15 06:17:47.402235, cost_time=0:00:39.348044 2021-04-15 06:17:34,450 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0229, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:12.921492, arrival_time=2021-04-15 06:17:47.371653, cost_time=0:00:42.135236 2021-04-15 06:17:37,238 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0230, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:10.107684, arrival_time=2021-04-15 06:17:47.345713, cost_time=0:00:44.923118 2021-04-15 06:17:40,028 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0232, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:07.297316, arrival_time=2021-04-15 06:17:47.325484, cost_time=0:00:47.713244 2021-04-15 06:17:42,816 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0232, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:04.489040, arrival_time=2021-04-15 06:17:47.305912, cost_time=0:00:50.501740 2021-04-15 06:17:45,606 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.09ms, fps=918 images/s, loss=0.0232, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:01.682880, arrival_time=2021-04-15 06:17:47.288948, cost_time=0:00:53.291163 2021-04-15 06:17:47,103 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.09ms, fps=909 images/s, loss=0.0233, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:17:47.102967, cost_time=0:00:54.788053 2021-04-15 06:17:47,986 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.32ms, fps=2904 images/s, loss=0.3482, top1-acc=90.74%, top5-acc=99.69%, remaining_time=0:00:02.644590, arrival_time=2021-04-15 06:17:50.630646, cost_time=0:00:00.881530 2021-04-15 06:17:48,757 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.52ms, fps=3319 images/s, loss=0.3451, top1-acc=91.15%, top5-acc=99.71%, remaining_time=0:00:01.653120, arrival_time=2021-04-15 06:17:50.410756, cost_time=0:00:01.653113 2021-04-15 06:17:49,529 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.22ms, fps=3320 images/s, loss=0.3409, top1-acc=91.30%, top5-acc=99.69%, remaining_time=0:00:00.808180, arrival_time=2021-04-15 06:17:50.337229, cost_time=0:00:02.424526 2021-04-15 06:17:50,234 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=3292 images/s, loss=0.3344, top1-acc=91.52%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-15 06:17:50.234060, cost_time=0:00:03.129559 2021-04-15 06:17:50,669 INFO : Epoch=0152 complete, best val top1-acc=92.03%, top5-acc=99.70% (epoch=150), remaining_time=0:46:47.008944, arrival_time=2021-04-15 07:04:37.677940, cost_time=2:28:08.861705 2021-04-15 06:17:50,670 INFO : Train start, epoch=0153, lr=0.013552 2021-04-15 06:17:53,618 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=2.41ms, fps=868 images/s, loss=0.0206, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:54.835404, arrival_time=2021-04-15 06:18:48.453929, cost_time=0:00:02.948135 2021-04-15 06:17:56,424 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.57ms, fps=913 images/s, loss=0.0196, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:50.635376, arrival_time=2021-04-15 06:18:47.059741, cost_time=0:00:05.754029 2021-04-15 06:17:59,225 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.61ms, fps=914 images/s, loss=0.0197, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:47.340212, arrival_time=2021-04-15 06:18:46.566005, cost_time=0:00:08.555470 2021-04-15 06:18:02,027 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.0195, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:44.291988, arrival_time=2021-04-15 06:18:46.319205, cost_time=0:00:11.356920 2021-04-15 06:18:04,824 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.32ms, fps=915 images/s, loss=0.0194, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:41.329534, arrival_time=2021-04-15 06:18:46.153807, cost_time=0:00:14.153942 2021-04-15 06:18:07,625 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0196, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:38.430744, arrival_time=2021-04-15 06:18:46.055806, cost_time=0:00:16.954716 2021-04-15 06:18:10,427 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0200, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:35.562870, arrival_time=2021-04-15 06:18:45.990291, cost_time=0:00:19.757144 2021-04-15 06:18:13,225 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.25ms, fps=915 images/s, loss=0.0200, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:32.705620, arrival_time=2021-04-15 06:18:45.931516, cost_time=0:00:22.555631 2021-04-15 06:18:16,025 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.0203, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:29.862638, arrival_time=2021-04-15 06:18:45.887993, cost_time=0:00:25.355096 2021-04-15 06:18:18,832 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=2.24ms, fps=912 images/s, loss=0.0201, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:27.035136, arrival_time=2021-04-15 06:18:45.867096, cost_time=0:00:28.161579 2021-04-15 06:18:21,635 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.52ms, fps=913 images/s, loss=0.0207, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:24.209344, arrival_time=2021-04-15 06:18:45.845114, cost_time=0:00:30.965417 2021-04-15 06:18:24,438 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0205, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:21.386324, arrival_time=2021-04-15 06:18:45.824563, cost_time=0:00:33.767894 2021-04-15 06:18:27,241 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0202, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:18.566724, arrival_time=2021-04-15 06:18:45.807894, cost_time=0:00:36.570814 2021-04-15 06:18:30,043 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.49ms, fps=914 images/s, loss=0.0204, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:15.749216, arrival_time=2021-04-15 06:18:45.792459, cost_time=0:00:39.372975 2021-04-15 06:18:32,852 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0203, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:12.935752, arrival_time=2021-04-15 06:18:45.787975, cost_time=0:00:42.181860 2021-04-15 06:18:35,654 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.0202, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:10.121508, arrival_time=2021-04-15 06:18:45.776302, cost_time=0:00:44.984517 2021-04-15 06:18:38,457 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.44ms, fps=914 images/s, loss=0.0202, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:07.308600, arrival_time=2021-04-15 06:18:45.765936, cost_time=0:00:47.787075 2021-04-15 06:18:41,260 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0203, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:04.496864, arrival_time=2021-04-15 06:18:45.756920, cost_time=0:00:50.589786 2021-04-15 06:18:44,066 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.19ms, fps=912 images/s, loss=0.0203, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:01.686180, arrival_time=2021-04-15 06:18:45.752145, cost_time=0:00:53.395707 2021-04-15 06:18:45,575 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.27ms, fps=901 images/s, loss=0.0203, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:18:45.575494, cost_time=0:00:54.905185 2021-04-15 06:18:46,479 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.18ms, fps=2837 images/s, loss=0.2725, top1-acc=92.77%, top5-acc=99.49%, remaining_time=0:00:02.706780, arrival_time=2021-04-15 06:18:49.186219, cost_time=0:00:00.902256 2021-04-15 06:18:47,255 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.26ms, fps=3302 images/s, loss=0.2699, top1-acc=92.87%, top5-acc=99.61%, remaining_time=0:00:01.678080, arrival_time=2021-04-15 06:18:48.933476, cost_time=0:00:01.678088 2021-04-15 06:18:48,029 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.26ms, fps=3307 images/s, loss=0.2733, top1-acc=92.73%, top5-acc=99.57%, remaining_time=0:00:00.817600, arrival_time=2021-04-15 06:18:48.847530, cost_time=0:00:02.452802 2021-04-15 06:18:48,736 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=3285 images/s, loss=0.2689, top1-acc=92.73%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-15 06:18:48.736420, cost_time=0:00:03.159331 2021-04-15 06:18:49,588 INFO : Epoch=0153 complete, best val top1-acc=92.73%, top5-acc=99.63% (epoch=153), remaining_time=0:45:48.664669, arrival_time=2021-04-15 07:04:38.252742, cost_time=2:29:07.780750 2021-04-15 06:18:49,589 INFO : Train start, epoch=0154, lr=0.013018 2021-04-15 06:18:52,545 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.56ms, fps=866 images/s, loss=0.0142, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:54.975648, arrival_time=2021-04-15 06:19:47.521342, cost_time=0:00:02.955675 2021-04-15 06:18:55,335 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0164, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:50.558992, arrival_time=2021-04-15 06:19:45.894261, cost_time=0:00:05.745346 2021-04-15 06:18:58,132 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0161, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:47.268002, arrival_time=2021-04-15 06:19:45.400419, cost_time=0:00:08.542407 2021-04-15 06:19:00,936 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.35ms, fps=913 images/s, loss=0.0164, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:44.249556, arrival_time=2021-04-15 06:19:45.185518, cost_time=0:00:11.346031 2021-04-15 06:19:03,736 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0160, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:41.308364, arrival_time=2021-04-15 06:19:45.045029, cost_time=0:00:14.146679 2021-04-15 06:19:06,534 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0167, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:38.408304, arrival_time=2021-04-15 06:19:44.943067, cost_time=0:00:16.944821 2021-04-15 06:19:09,332 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.0164, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:35.537292, arrival_time=2021-04-15 06:19:44.870176, cost_time=0:00:19.742965 2021-04-15 06:19:12,133 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.24ms, fps=914 images/s, loss=0.0164, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:32.687872, arrival_time=2021-04-15 06:19:44.821136, cost_time=0:00:22.543338 2021-04-15 06:19:14,935 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.0162, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:29.850978, arrival_time=2021-04-15 06:19:44.786248, cost_time=0:00:25.345185 2021-04-15 06:19:17,734 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0163, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:27.018240, arrival_time=2021-04-15 06:19:44.752180, cost_time=0:00:28.143992 2021-04-15 06:19:20,534 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.52ms, fps=914 images/s, loss=0.0160, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:24.193348, arrival_time=2021-04-15 06:19:44.728292, cost_time=0:00:30.945007 2021-04-15 06:19:23,337 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.0159, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:21.373328, arrival_time=2021-04-15 06:19:44.710605, cost_time=0:00:33.747361 2021-04-15 06:19:26,125 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0161, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:18.548706, arrival_time=2021-04-15 06:19:44.673909, cost_time=0:00:36.535277 2021-04-15 06:19:28,915 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0166, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:15.730288, arrival_time=2021-04-15 06:19:44.646004, cost_time=0:00:39.325754 2021-04-15 06:19:31,714 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0163, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:12.918318, arrival_time=2021-04-15 06:19:44.633163, cost_time=0:00:42.124919 2021-04-15 06:19:34,514 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.37ms, fps=915 images/s, loss=0.0164, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:10.107972, arrival_time=2021-04-15 06:19:44.622180, cost_time=0:00:44.924284 2021-04-15 06:19:37,312 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0165, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:07.298746, arrival_time=2021-04-15 06:19:44.611231, cost_time=0:00:47.722557 2021-04-15 06:19:40,112 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0165, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:04.490896, arrival_time=2021-04-15 06:19:44.603445, cost_time=0:00:50.522609 2021-04-15 06:19:42,909 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.14ms, fps=915 images/s, loss=0.0165, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:01.683786, arrival_time=2021-04-15 06:19:44.593605, cost_time=0:00:53.319850 2021-04-15 06:19:44,407 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.04ms, fps=908 images/s, loss=0.0165, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:19:44.407542, cost_time=0:00:54.817634 2021-04-15 06:19:45,286 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.25ms, fps=2917 images/s, loss=0.2788, top1-acc=93.63%, top5-acc=99.92%, remaining_time=0:00:02.633190, arrival_time=2021-04-15 06:19:47.920052, cost_time=0:00:00.877729 2021-04-15 06:19:46,059 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.22ms, fps=3314 images/s, loss=0.3069, top1-acc=92.58%, top5-acc=99.77%, remaining_time=0:00:01.650520, arrival_time=2021-04-15 06:19:47.710191, cost_time=0:00:01.650518 2021-04-15 06:19:46,831 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.17ms, fps=3320 images/s, loss=0.2990, top1-acc=92.77%, top5-acc=99.80%, remaining_time=0:00:00.807320, arrival_time=2021-04-15 06:19:47.638424, cost_time=0:00:02.421972 2021-04-15 06:19:47,535 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.3044, top1-acc=92.52%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-15 06:19:47.535862, cost_time=0:00:03.126741 2021-04-15 06:19:47,963 INFO : Epoch=0154 complete, best val top1-acc=92.73%, top5-acc=99.63% (epoch=153), remaining_time=0:44:50.150610, arrival_time=2021-04-15 07:04:38.114364, cost_time=2:30:06.156457 2021-04-15 06:19:47,964 INFO : Train start, epoch=0155, lr=0.012494 2021-04-15 06:19:50,912 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.29ms, fps=868 images/s, loss=0.0210, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:54.827964, arrival_time=2021-04-15 06:20:45.740776, cost_time=0:00:02.947740 2021-04-15 06:19:53,706 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.60ms, fps=917 images/s, loss=0.0208, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:50.523264, arrival_time=2021-04-15 06:20:44.229701, cost_time=0:00:05.741287 2021-04-15 06:19:56,500 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.61ms, fps=916 images/s, loss=0.0205, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:47.231482, arrival_time=2021-04-15 06:20:43.732421, cost_time=0:00:08.535811 2021-04-15 06:19:59,292 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0191, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:44.175612, arrival_time=2021-04-15 06:20:43.467802, cost_time=0:00:11.327097 2021-04-15 06:20:02,082 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0180, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:41.222224, arrival_time=2021-04-15 06:20:43.304499, cost_time=0:00:14.117209 2021-04-15 06:20:04,881 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.21ms, fps=915 images/s, loss=0.0180, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:38.343704, arrival_time=2021-04-15 06:20:43.225273, cost_time=0:00:16.916366 2021-04-15 06:20:07,689 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.73ms, fps=912 images/s, loss=0.0181, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:35.503272, arrival_time=2021-04-15 06:20:43.192384, cost_time=0:00:19.724032 2021-04-15 06:20:10,490 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.0185, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:32.662004, arrival_time=2021-04-15 06:20:43.152600, cost_time=0:00:22.525534 2021-04-15 06:20:13,291 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.30ms, fps=914 images/s, loss=0.0179, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:29.828930, arrival_time=2021-04-15 06:20:43.120467, cost_time=0:00:25.326466 2021-04-15 06:20:16,088 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0178, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:26.998560, arrival_time=2021-04-15 06:20:43.087142, cost_time=0:00:28.123455 2021-04-15 06:20:18,877 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0183, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:24.167978, arrival_time=2021-04-15 06:20:43.045578, cost_time=0:00:30.912512 2021-04-15 06:20:21,669 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0178, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:21.345816, arrival_time=2021-04-15 06:20:43.014781, cost_time=0:00:33.703894 2021-04-15 06:20:24,456 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0177, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:18.526530, arrival_time=2021-04-15 06:20:42.983283, cost_time=0:00:36.491691 2021-04-15 06:20:27,245 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:15.712312, arrival_time=2021-04-15 06:20:42.958170, cost_time=0:00:39.280794 2021-04-15 06:20:30,034 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:12.901298, arrival_time=2021-04-15 06:20:42.935819, cost_time=0:00:42.069432 2021-04-15 06:20:32,826 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0175, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:10.093716, arrival_time=2021-04-15 06:20:42.919735, cost_time=0:00:44.860954 2021-04-15 06:20:35,616 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.44ms, fps=918 images/s, loss=0.0174, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:07.287826, arrival_time=2021-04-15 06:20:42.904107, cost_time=0:00:47.651219 2021-04-15 06:20:38,404 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.48ms, fps=918 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:04.483456, arrival_time=2021-04-15 06:20:42.887425, cost_time=0:00:50.438914 2021-04-15 06:20:41,191 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.03ms, fps=918 images/s, loss=0.0174, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:01.680846, arrival_time=2021-04-15 06:20:42.872713, cost_time=0:00:53.226809 2021-04-15 06:20:42,691 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.07ms, fps=907 images/s, loss=0.0173, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:20:42.691570, cost_time=0:00:54.726443 2021-04-15 06:20:43,574 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=2.50ms, fps=2903 images/s, loss=0.2807, top1-acc=92.89%, top5-acc=99.80%, remaining_time=0:00:02.645070, arrival_time=2021-04-15 06:20:46.219932, cost_time=0:00:00.881692 2021-04-15 06:20:44,346 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.27ms, fps=3321 images/s, loss=0.2796, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:01.652920, arrival_time=2021-04-15 06:20:45.999018, cost_time=0:00:01.652925 2021-04-15 06:20:45,117 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.26ms, fps=3320 images/s, loss=0.2879, top1-acc=92.99%, top5-acc=99.74%, remaining_time=0:00:00.808070, arrival_time=2021-04-15 06:20:45.925470, cost_time=0:00:02.424206 2021-04-15 06:20:45,822 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.05ms, fps=3292 images/s, loss=0.2734, top1-acc=92.99%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-15 06:20:45.822417, cost_time=0:00:03.129268 2021-04-15 06:20:46,692 INFO : Epoch=0155 complete, best val top1-acc=92.99%, top5-acc=99.75% (epoch=155), remaining_time=0:43:51.740895, arrival_time=2021-04-15 07:04:38.433509, cost_time=2:31:04.885301 2021-04-15 06:20:46,693 INFO : Train start, epoch=0156, lr=0.011980 2021-04-15 06:20:49,674 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.33ms, fps=859 images/s, loss=0.0099, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:55.427070, arrival_time=2021-04-15 06:21:45.101038, cost_time=0:00:02.979953 2021-04-15 06:20:52,479 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.82ms, fps=913 images/s, loss=0.0121, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:50.912400, arrival_time=2021-04-15 06:21:43.392005, cost_time=0:00:05.785504 2021-04-15 06:20:55,277 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.31ms, fps=915 images/s, loss=0.0116, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:47.496916, arrival_time=2021-04-15 06:21:42.774744, cost_time=0:00:08.583782 2021-04-15 06:20:58,078 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.28ms, fps=914 images/s, loss=0.0127, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:44.398068, arrival_time=2021-04-15 06:21:42.476296, cost_time=0:00:11.384131 2021-04-15 06:21:00,880 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.0127, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:41.423704, arrival_time=2021-04-15 06:21:42.303903, cost_time=0:00:14.186178 2021-04-15 06:21:03,671 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0136, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:38.480928, arrival_time=2021-04-15 06:21:42.151918, cost_time=0:00:16.976895 2021-04-15 06:21:06,461 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0136, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:35.581518, arrival_time=2021-04-15 06:21:42.043034, cost_time=0:00:19.767488 2021-04-15 06:21:09,249 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0135, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:32.706084, arrival_time=2021-04-15 06:21:41.956041, cost_time=0:00:22.555951 2021-04-15 06:21:12,037 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0140, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:29.848964, arrival_time=2021-04-15 06:21:41.886442, cost_time=0:00:25.343468 2021-04-15 06:21:14,825 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0138, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:27.006432, arrival_time=2021-04-15 06:21:41.832109, cost_time=0:00:28.131660 2021-04-15 06:21:17,615 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0144, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:24.174858, arrival_time=2021-04-15 06:21:41.790240, cost_time=0:00:30.921307 2021-04-15 06:21:20,404 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0147, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:21.349692, arrival_time=2021-04-15 06:21:41.753748, cost_time=0:00:33.709994 2021-04-15 06:21:23,193 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0153, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:18.530424, arrival_time=2021-04-15 06:21:41.723709, cost_time=0:00:36.499277 2021-04-15 06:21:25,981 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0155, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:15.715112, arrival_time=2021-04-15 06:21:41.696953, cost_time=0:00:39.287830 2021-04-15 06:21:28,771 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0154, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.903828, arrival_time=2021-04-15 06:21:41.675530, cost_time=0:00:42.077687 2021-04-15 06:21:31,557 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0156, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.094328, arrival_time=2021-04-15 06:21:41.651977, cost_time=0:00:44.863636 2021-04-15 06:21:34,348 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0153, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:07.288268, arrival_time=2021-04-15 06:21:41.636428, cost_time=0:00:47.654145 2021-04-15 06:21:37,134 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.0154, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:04.483600, arrival_time=2021-04-15 06:21:41.618087, cost_time=0:00:50.440477 2021-04-15 06:21:39,924 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.00ms, fps=918 images/s, loss=0.0151, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.680948, arrival_time=2021-04-15 06:21:41.604964, cost_time=0:00:53.230019 2021-04-15 06:21:41,422 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.14ms, fps=908 images/s, loss=0.0151, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:21:41.422742, cost_time=0:00:54.728676 2021-04-15 06:21:42,302 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.33ms, fps=2915 images/s, loss=0.3326, top1-acc=92.03%, top5-acc=99.77%, remaining_time=0:00:02.634960, arrival_time=2021-04-15 06:21:44.937694, cost_time=0:00:00.878325 2021-04-15 06:21:43,074 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.40ms, fps=3321 images/s, loss=0.3389, top1-acc=91.97%, top5-acc=99.77%, remaining_time=0:00:01.649600, arrival_time=2021-04-15 06:21:44.723610, cost_time=0:00:01.649603 2021-04-15 06:21:43,845 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.45ms, fps=3319 images/s, loss=0.3254, top1-acc=92.23%, top5-acc=99.77%, remaining_time=0:00:00.807040, arrival_time=2021-04-15 06:21:44.652579, cost_time=0:00:02.421121 2021-04-15 06:21:44,550 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.3353, top1-acc=92.16%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 06:21:44.550905, cost_time=0:00:03.126512 2021-04-15 06:21:44,966 INFO : Epoch=0156 complete, best val top1-acc=92.99%, top5-acc=99.75% (epoch=155), remaining_time=0:42:53.198848, arrival_time=2021-04-15 07:04:38.165696, cost_time=2:32:03.159559 2021-04-15 06:21:44,968 INFO : Train start, epoch=0157, lr=0.011474 2021-04-15 06:21:47,917 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.29ms, fps=868 images/s, loss=0.0235, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:54.848238, arrival_time=2021-04-15 06:22:42.765298, cost_time=0:00:02.948834 2021-04-15 06:21:50,707 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0174, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:50.506544, arrival_time=2021-04-15 06:22:41.214073, cost_time=0:00:05.739382 2021-04-15 06:21:53,493 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0176, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:47.172552, arrival_time=2021-04-15 06:22:40.665934, cost_time=0:00:08.525153 2021-04-15 06:21:56,284 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0164, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:44.131932, arrival_time=2021-04-15 06:22:40.415955, cost_time=0:00:11.315891 2021-04-15 06:21:59,070 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.61ms, fps=919 images/s, loss=0.0152, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:41.179446, arrival_time=2021-04-15 06:22:40.250175, cost_time=0:00:14.102530 2021-04-15 06:22:01,856 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0159, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:38.280464, arrival_time=2021-04-15 06:22:40.137088, cost_time=0:00:16.888429 2021-04-15 06:22:04,644 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0153, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:35.416836, arrival_time=2021-04-15 06:22:40.060995, cost_time=0:00:19.676025 2021-04-15 06:22:07,431 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.48ms, fps=918 images/s, loss=0.0145, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:32.572104, arrival_time=2021-04-15 06:22:40.003758, cost_time=0:00:22.463513 2021-04-15 06:22:10,218 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0148, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:29.738936, arrival_time=2021-04-15 06:22:39.957120, cost_time=0:00:25.249999 2021-04-15 06:22:13,013 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.51ms, fps=916 images/s, loss=0.0145, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:26.923776, arrival_time=2021-04-15 06:22:39.937554, cost_time=0:00:28.045640 2021-04-15 06:22:15,801 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.43ms, fps=918 images/s, loss=0.0140, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:24.106230, arrival_time=2021-04-15 06:22:39.908020, cost_time=0:00:30.833560 2021-04-15 06:22:18,591 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0146, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:21.294516, arrival_time=2021-04-15 06:22:39.885563, cost_time=0:00:33.622908 2021-04-15 06:22:21,382 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0143, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:18.487458, arrival_time=2021-04-15 06:22:39.870299, cost_time=0:00:36.414698 2021-04-15 06:22:24,174 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.62ms, fps=917 images/s, loss=0.0144, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:15.682296, arrival_time=2021-04-15 06:22:39.856341, cost_time=0:00:39.205803 2021-04-15 06:22:26,967 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.54ms, fps=917 images/s, loss=0.0142, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:12.879724, arrival_time=2021-04-15 06:22:39.847084, cost_time=0:00:41.999141 2021-04-15 06:22:29,756 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0142, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:10.077336, arrival_time=2021-04-15 06:22:39.833628, cost_time=0:00:44.788093 2021-04-15 06:22:32,544 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0141, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:07.276360, arrival_time=2021-04-15 06:22:39.820687, cost_time=0:00:47.576152 2021-04-15 06:22:35,333 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0140, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:04.476880, arrival_time=2021-04-15 06:22:39.809954, cost_time=0:00:50.364948 2021-04-15 06:22:38,121 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=0.96ms, fps=918 images/s, loss=0.0139, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.678536, arrival_time=2021-04-15 06:22:39.800343, cost_time=0:00:53.153608 2021-04-15 06:22:39,620 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.05ms, fps=907 images/s, loss=0.0137, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:22:39.620866, cost_time=0:00:54.652741 2021-04-15 06:22:40,520 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=0.19ms, fps=2851 images/s, loss=0.3220, top1-acc=92.07%, top5-acc=99.69%, remaining_time=0:00:02.694240, arrival_time=2021-04-15 06:22:43.214751, cost_time=0:00:00.898076 2021-04-15 06:22:41,292 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.32ms, fps=3318 images/s, loss=0.3100, top1-acc=92.03%, top5-acc=99.75%, remaining_time=0:00:01.670000, arrival_time=2021-04-15 06:22:42.962423, cost_time=0:00:01.670008 2021-04-15 06:22:42,063 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.14ms, fps=3320 images/s, loss=0.2995, top1-acc=92.45%, top5-acc=99.70%, remaining_time=0:00:00.813830, arrival_time=2021-04-15 06:22:42.877737, cost_time=0:00:02.441476 2021-04-15 06:22:42,769 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.05ms, fps=3291 images/s, loss=0.3103, top1-acc=92.56%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 06:22:42.769141, cost_time=0:00:03.146736 2021-04-15 06:22:43,207 INFO : Epoch=0157 complete, best val top1-acc=92.99%, top5-acc=99.75% (epoch=155), remaining_time=0:41:54.651137, arrival_time=2021-04-15 07:04:37.859065, cost_time=2:33:01.400638 2021-04-15 06:22:43,209 INFO : Train start, epoch=0158, lr=0.010978 2021-04-15 06:22:46,153 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.87ms, fps=869 images/s, loss=0.0124, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:54.765840, arrival_time=2021-04-15 06:23:40.919542, cost_time=0:00:02.944405 2021-04-15 06:22:48,944 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0124, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:50.466240, arrival_time=2021-04-15 06:23:39.410255, cost_time=0:00:05.734806 2021-04-15 06:22:51,734 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0120, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:47.171224, arrival_time=2021-04-15 06:23:38.905420, cost_time=0:00:08.524919 2021-04-15 06:22:54,520 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0114, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:44.111808, arrival_time=2021-04-15 06:23:38.631803, cost_time=0:00:11.310705 2021-04-15 06:22:57,316 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0105, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:41.193024, arrival_time=2021-04-15 06:23:38.509510, cost_time=0:00:14.107190 2021-04-15 06:23:00,108 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0100, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:38.305080, arrival_time=2021-04-15 06:23:38.413610, cost_time=0:00:16.899323 2021-04-15 06:23:02,899 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0098, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:35.441784, arrival_time=2021-04-15 06:23:38.340982, cost_time=0:00:19.689909 2021-04-15 06:23:05,690 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0100, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:32.597276, arrival_time=2021-04-15 06:23:38.287326, cost_time=0:00:22.480863 2021-04-15 06:23:08,483 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0108, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:29.767662, arrival_time=2021-04-15 06:23:38.251361, cost_time=0:00:25.274415 2021-04-15 06:23:11,272 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0106, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:26.940480, arrival_time=2021-04-15 06:23:38.212683, cost_time=0:00:28.062991 2021-04-15 06:23:14,062 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0105, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:24.121796, arrival_time=2021-04-15 06:23:38.184486, cost_time=0:00:30.853495 2021-04-15 06:23:16,854 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0107, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.308424, arrival_time=2021-04-15 06:23:38.162468, cost_time=0:00:33.644844 2021-04-15 06:23:19,641 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0111, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:18.496500, arrival_time=2021-04-15 06:23:38.138382, cost_time=0:00:36.432540 2021-04-15 06:23:22,431 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0111, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:15.688736, arrival_time=2021-04-15 06:23:38.119784, cost_time=0:00:39.221820 2021-04-15 06:23:25,220 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.56ms, fps=918 images/s, loss=0.0113, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:12.883450, arrival_time=2021-04-15 06:23:38.103939, cost_time=0:00:42.011284 2021-04-15 06:23:28,008 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0114, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:10.079928, arrival_time=2021-04-15 06:23:38.088877, cost_time=0:00:44.799751 2021-04-15 06:23:30,797 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0116, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:07.278206, arrival_time=2021-04-15 06:23:38.075693, cost_time=0:00:47.588286 2021-04-15 06:23:33,586 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0117, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:04.478016, arrival_time=2021-04-15 06:23:38.064911, cost_time=0:00:50.377709 2021-04-15 06:23:36,371 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=0.99ms, fps=919 images/s, loss=0.0118, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:01.678806, arrival_time=2021-04-15 06:23:38.050231, cost_time=0:00:53.162235 2021-04-15 06:23:37,869 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.06ms, fps=908 images/s, loss=0.0117, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:23:37.869047, cost_time=0:00:54.659871 2021-04-15 06:23:38,748 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.97ms, fps=2916 images/s, loss=0.3007, top1-acc=92.70%, top5-acc=99.65%, remaining_time=0:00:02.633430, arrival_time=2021-04-15 06:23:41.381827, cost_time=0:00:00.877811 2021-04-15 06:23:39,518 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.43ms, fps=3326 images/s, loss=0.2882, top1-acc=92.71%, top5-acc=99.67%, remaining_time=0:00:01.647780, arrival_time=2021-04-15 06:23:41.166121, cost_time=0:00:01.647774 2021-04-15 06:23:40,290 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.18ms, fps=3319 images/s, loss=0.2944, top1-acc=92.71%, top5-acc=99.67%, remaining_time=0:00:00.806480, arrival_time=2021-04-15 06:23:41.096484, cost_time=0:00:02.419436 2021-04-15 06:23:40,994 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.2917, top1-acc=92.71%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 06:23:40.994706, cost_time=0:00:03.124149 2021-04-15 06:23:41,443 INFO : Epoch=0158 complete, best val top1-acc=92.99%, top5-acc=99.75% (epoch=155), remaining_time=0:40:56.105862, arrival_time=2021-04-15 07:04:37.549566, cost_time=2:33:59.636411 2021-04-15 06:23:41,444 INFO : Train start, epoch=0159, lr=0.010492 2021-04-15 06:23:44,395 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.51ms, fps=868 images/s, loss=0.0144, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:54.881532, arrival_time=2021-04-15 06:24:39.277243, cost_time=0:00:02.950622 2021-04-15 06:23:47,190 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.24ms, fps=916 images/s, loss=0.0152, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:50.554944, arrival_time=2021-04-15 06:24:37.744973, cost_time=0:00:05.744879 2021-04-15 06:23:49,979 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0135, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:47.226336, arrival_time=2021-04-15 06:24:37.206248, cost_time=0:00:08.534874 2021-04-15 06:23:52,767 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0126, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:44.155956, arrival_time=2021-04-15 06:24:36.922995, cost_time=0:00:11.322024 2021-04-15 06:23:55,558 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.50ms, fps=917 images/s, loss=0.0118, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:41.211128, arrival_time=2021-04-15 06:24:36.769598, cost_time=0:00:14.113392 2021-04-15 06:23:58,347 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0113, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:38.312016, arrival_time=2021-04-15 06:24:36.659392, cost_time=0:00:16.902361 2021-04-15 06:24:01,138 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0114, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:35.448210, arrival_time=2021-04-15 06:24:36.586642, cost_time=0:00:19.693419 2021-04-15 06:24:03,927 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.0109, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:32.599596, arrival_time=2021-04-15 06:24:36.527117, cost_time=0:00:22.482516 2021-04-15 06:24:06,712 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.23ms, fps=919 images/s, loss=0.0112, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:29.759500, arrival_time=2021-04-15 06:24:36.472034, cost_time=0:00:25.267512 2021-04-15 06:24:09,504 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0110, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:26.937120, arrival_time=2021-04-15 06:24:36.441684, cost_time=0:00:28.059477 2021-04-15 06:24:12,295 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0109, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:24.119646, arrival_time=2021-04-15 06:24:36.415349, cost_time=0:00:30.850663 2021-04-15 06:24:15,081 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0111, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.302876, arrival_time=2021-04-15 06:24:36.383988, cost_time=0:00:33.636106 2021-04-15 06:24:17,868 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0109, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:18.491814, arrival_time=2021-04-15 06:24:36.360084, cost_time=0:00:36.423266 2021-04-15 06:24:20,656 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0110, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:15.684424, arrival_time=2021-04-15 06:24:36.340437, cost_time=0:00:39.210999 2021-04-15 06:24:23,445 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0111, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:12.880230, arrival_time=2021-04-15 06:24:36.325928, cost_time=0:00:42.000683 2021-04-15 06:24:26,236 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:10.077984, arrival_time=2021-04-15 06:24:36.313973, cost_time=0:00:44.790978 2021-04-15 06:24:29,025 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0111, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:07.276984, arrival_time=2021-04-15 06:24:36.302308, cost_time=0:00:47.580312 2021-04-15 06:24:31,817 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0111, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:04.477568, arrival_time=2021-04-15 06:24:36.295218, cost_time=0:00:50.372636 2021-04-15 06:24:34,606 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.14ms, fps=918 images/s, loss=0.0112, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:01.678776, arrival_time=2021-04-15 06:24:36.285109, cost_time=0:00:53.161281 2021-04-15 06:24:36,106 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.07ms, fps=907 images/s, loss=0.0114, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:24:36.106119, cost_time=0:00:54.661119 2021-04-15 06:24:37,000 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.20ms, fps=2867 images/s, loss=0.2895, top1-acc=92.58%, top5-acc=99.73%, remaining_time=0:00:02.679150, arrival_time=2021-04-15 06:24:39.679932, cost_time=0:00:00.893050 2021-04-15 06:24:37,772 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.23ms, fps=3319 images/s, loss=0.2772, top1-acc=93.05%, top5-acc=99.75%, remaining_time=0:00:01.664780, arrival_time=2021-04-15 06:24:39.437277, cost_time=0:00:01.664785 2021-04-15 06:24:38,544 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.37ms, fps=3318 images/s, loss=0.2845, top1-acc=92.86%, top5-acc=99.77%, remaining_time=0:00:00.812240, arrival_time=2021-04-15 06:24:39.356671, cost_time=0:00:02.436720 2021-04-15 06:24:39,250 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.06ms, fps=3289 images/s, loss=0.2784, top1-acc=93.00%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 06:24:39.250206, cost_time=0:00:03.142520 2021-04-15 06:24:40,096 INFO : Epoch=0159 complete, best val top1-acc=93.00%, top5-acc=99.76% (epoch=159), remaining_time=0:39:57.672005, arrival_time=2021-04-15 07:04:37.768257, cost_time=2:34:58.288940 2021-04-15 06:24:40,097 INFO : Train start, epoch=0160, lr=0.010016 2021-04-15 06:24:43,056 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.34ms, fps=865 images/s, loss=0.0101, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:55.032564, arrival_time=2021-04-15 06:25:38.088976, cost_time=0:00:02.958738 2021-04-15 06:24:45,855 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.31ms, fps=915 images/s, loss=0.0104, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:50.666352, arrival_time=2021-04-15 06:25:36.521558, cost_time=0:00:05.757536 2021-04-15 06:24:48,650 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.0097, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:47.324110, arrival_time=2021-04-15 06:25:35.974355, cost_time=0:00:08.552545 2021-04-15 06:24:51,441 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0094, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:44.240820, arrival_time=2021-04-15 06:25:35.682201, cost_time=0:00:11.343794 2021-04-15 06:24:54,231 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.70ms, fps=918 images/s, loss=0.0098, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:41.270550, arrival_time=2021-04-15 06:25:35.501908, cost_time=0:00:14.133733 2021-04-15 06:24:57,022 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.61ms, fps=917 images/s, loss=0.0101, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:38.362336, arrival_time=2021-04-15 06:25:35.384486, cost_time=0:00:16.924535 2021-04-15 06:24:59,811 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.46ms, fps=918 images/s, loss=0.0100, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:35.485128, arrival_time=2021-04-15 06:25:35.296695, cost_time=0:00:19.713983 2021-04-15 06:25:02,601 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0096, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:32.630568, arrival_time=2021-04-15 06:25:35.231948, cost_time=0:00:22.503809 2021-04-15 06:25:05,388 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0095, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:29.787060, arrival_time=2021-04-15 06:25:35.175542, cost_time=0:00:25.290886 2021-04-15 06:25:08,176 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0093, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:26.955456, arrival_time=2021-04-15 06:25:35.131686, cost_time=0:00:28.078595 2021-04-15 06:25:10,964 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0093, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:24.132546, arrival_time=2021-04-15 06:25:35.097394, cost_time=0:00:30.867236 2021-04-15 06:25:13,755 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0096, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.316404, arrival_time=2021-04-15 06:25:35.071435, cost_time=0:00:33.657437 2021-04-15 06:25:16,542 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0100, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:18.502638, arrival_time=2021-04-15 06:25:35.044817, cost_time=0:00:36.444604 2021-04-15 06:25:19,340 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:15.697080, arrival_time=2021-04-15 06:25:35.037403, cost_time=0:00:39.242735 2021-04-15 06:25:22,138 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:12.892374, arrival_time=2021-04-15 06:25:35.030351, cost_time=0:00:42.040391 2021-04-15 06:25:24,940 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.25ms, fps=914 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.089612, arrival_time=2021-04-15 06:25:35.029883, cost_time=0:00:44.842682 2021-04-15 06:25:27,736 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.0097, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:07.286006, arrival_time=2021-04-15 06:25:35.022842, cost_time=0:00:47.639257 2021-04-15 06:25:30,524 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0095, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:04.482416, arrival_time=2021-04-15 06:25:35.007172, cost_time=0:00:50.427169 2021-04-15 06:25:33,316 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.01ms, fps=917 images/s, loss=0.0096, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.680606, arrival_time=2021-04-15 06:25:34.997456, cost_time=0:00:53.219226 2021-04-15 06:25:34,813 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.07ms, fps=909 images/s, loss=0.0095, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:25:34.813859, cost_time=0:00:54.716300 2021-04-15 06:25:35,694 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.32ms, fps=2911 images/s, loss=0.3001, top1-acc=92.62%, top5-acc=99.69%, remaining_time=0:00:02.638260, arrival_time=2021-04-15 06:25:38.333073, cost_time=0:00:00.879424 2021-04-15 06:25:36,467 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.43ms, fps=3315 images/s, loss=0.2736, top1-acc=92.99%, top5-acc=99.79%, remaining_time=0:00:01.652000, arrival_time=2021-04-15 06:25:38.119404, cost_time=0:00:01.652002 2021-04-15 06:25:37,244 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.20ms, fps=3298 images/s, loss=0.2933, top1-acc=92.97%, top5-acc=99.73%, remaining_time=0:00:00.809540, arrival_time=2021-04-15 06:25:38.053555, cost_time=0:00:02.428635 2021-04-15 06:25:37,950 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.05ms, fps=3287 images/s, loss=0.2881, top1-acc=92.94%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-15 06:25:37.950110, cost_time=0:00:03.134755 2021-04-15 06:25:38,385 INFO : Epoch=0160 complete, best val top1-acc=93.00%, top5-acc=99.76% (epoch=159), remaining_time=0:38:59.144640, arrival_time=2021-04-15 07:04:37.530425, cost_time=2:35:56.578487 2021-04-15 06:25:38,386 INFO : Train start, epoch=0161, lr=0.009549 2021-04-15 06:25:41,359 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.28ms, fps=861 images/s, loss=0.0080, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:55.286826, arrival_time=2021-04-15 06:26:36.646341, cost_time=0:00:02.972411 2021-04-15 06:25:44,155 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0092, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:50.758576, arrival_time=2021-04-15 06:26:34.913790, cost_time=0:00:05.768015 2021-04-15 06:25:46,947 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.82ms, fps=917 images/s, loss=0.0084, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:47.365278, arrival_time=2021-04-15 06:26:34.312422, cost_time=0:00:08.560002 2021-04-15 06:25:49,739 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0081, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:44.274048, arrival_time=2021-04-15 06:26:34.013483, cost_time=0:00:11.352318 2021-04-15 06:25:52,526 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.35ms, fps=919 images/s, loss=0.0078, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:41.286026, arrival_time=2021-04-15 06:26:33.812166, cost_time=0:00:14.139060 2021-04-15 06:25:55,315 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0076, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:38.371584, arrival_time=2021-04-15 06:26:33.687374, cost_time=0:00:16.928625 2021-04-15 06:25:58,101 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:35.486514, arrival_time=2021-04-15 06:26:33.588330, cost_time=0:00:19.714728 2021-04-15 06:26:00,888 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0077, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:32.626508, arrival_time=2021-04-15 06:26:33.514628, cost_time=0:00:22.501047 2021-04-15 06:26:03,677 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0078, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:29.786636, arrival_time=2021-04-15 06:26:33.464282, cost_time=0:00:25.290561 2021-04-15 06:26:06,467 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.86ms, fps=918 images/s, loss=0.0081, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:26.957568, arrival_time=2021-04-15 06:26:33.425464, cost_time=0:00:28.080751 2021-04-15 06:26:09,255 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0082, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:24.133750, arrival_time=2021-04-15 06:26:33.389563, cost_time=0:00:30.868699 2021-04-15 06:26:12,046 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.317392, arrival_time=2021-04-15 06:26:33.363513, cost_time=0:00:33.659027 2021-04-15 06:26:14,835 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.504552, arrival_time=2021-04-15 06:26:33.339986, cost_time=0:00:36.448356 2021-04-15 06:26:17,623 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0083, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:15.694672, arrival_time=2021-04-15 06:26:33.318485, cost_time=0:00:39.236727 2021-04-15 06:26:20,415 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0087, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.888832, arrival_time=2021-04-15 06:26:33.304771, cost_time=0:00:42.028871 2021-04-15 06:26:23,204 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0087, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.083852, arrival_time=2021-04-15 06:26:33.288100, cost_time=0:00:44.817165 2021-04-15 06:26:25,995 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.281222, arrival_time=2021-04-15 06:26:33.276252, cost_time=0:00:47.607956 2021-04-15 06:26:28,780 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0084, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.479456, arrival_time=2021-04-15 06:26:33.260380, cost_time=0:00:50.393846 2021-04-15 06:26:31,570 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=0.99ms, fps=918 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.679490, arrival_time=2021-04-15 06:26:33.250304, cost_time=0:00:53.183762 2021-04-15 06:26:33,069 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.06ms, fps=908 images/s, loss=0.0091, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:26:33.069175, cost_time=0:00:54.682053 2021-04-15 06:26:33,962 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.19ms, fps=2872 images/s, loss=0.3004, top1-acc=93.48%, top5-acc=99.53%, remaining_time=0:00:02.674020, arrival_time=2021-04-15 06:26:36.636063, cost_time=0:00:00.891343 2021-04-15 06:26:34,734 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.71ms, fps=3314 images/s, loss=0.2858, top1-acc=93.50%, top5-acc=99.67%, remaining_time=0:00:01.664040, arrival_time=2021-04-15 06:26:36.398792, cost_time=0:00:01.664035 2021-04-15 06:26:35,509 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.24ms, fps=3308 images/s, loss=0.2801, top1-acc=93.32%, top5-acc=99.71%, remaining_time=0:00:00.812770, arrival_time=2021-04-15 06:26:36.321826, cost_time=0:00:02.438312 2021-04-15 06:26:36,213 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=3295 images/s, loss=0.2857, top1-acc=93.13%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-15 06:26:36.213596, cost_time=0:00:03.142910 2021-04-15 06:26:37,081 INFO : Epoch=0161 complete, best val top1-acc=93.13%, top5-acc=99.68% (epoch=161), remaining_time=0:38:00.718479, arrival_time=2021-04-15 07:04:37.799565, cost_time=2:36:55.273762 2021-04-15 06:26:37,082 INFO : Train start, epoch=0162, lr=0.009093 2021-04-15 06:26:40,032 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.84ms, fps=868 images/s, loss=0.0092, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:54.861444, arrival_time=2021-04-15 06:27:34.894005, cost_time=0:00:02.949542 2021-04-15 06:26:42,820 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0093, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:50.488064, arrival_time=2021-04-15 06:27:33.308290, cost_time=0:00:05.737270 2021-04-15 06:26:45,620 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.35ms, fps=915 images/s, loss=0.0088, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:47.237790, arrival_time=2021-04-15 06:27:32.857761, cost_time=0:00:08.536956 2021-04-15 06:26:48,411 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0096, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:44.181384, arrival_time=2021-04-15 06:27:32.592872, cost_time=0:00:11.328564 2021-04-15 06:26:51,200 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.0099, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:41.222808, arrival_time=2021-04-15 06:27:32.423198, cost_time=0:00:14.117385 2021-04-15 06:26:53,989 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0098, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:38.320856, arrival_time=2021-04-15 06:27:32.310056, cost_time=0:00:16.906268 2021-04-15 06:26:56,776 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0101, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:35.448210, arrival_time=2021-04-15 06:27:32.224558, cost_time=0:00:19.693428 2021-04-15 06:26:59,565 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0100, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:32.599596, arrival_time=2021-04-15 06:27:32.164980, cost_time=0:00:22.482455 2021-04-15 06:27:02,362 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0098, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:29.773492, arrival_time=2021-04-15 06:27:32.135764, cost_time=0:00:25.279356 2021-04-15 06:27:05,152 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0099, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:26.946240, arrival_time=2021-04-15 06:27:32.098266, cost_time=0:00:28.069017 2021-04-15 06:27:07,940 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0096, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:24.124892, arrival_time=2021-04-15 06:27:32.065251, cost_time=0:00:30.857439 2021-04-15 06:27:10,730 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0096, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:21.310020, arrival_time=2021-04-15 06:27:32.040319, cost_time=0:00:33.647367 2021-04-15 06:27:13,522 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0095, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:18.499932, arrival_time=2021-04-15 06:27:32.022101, cost_time=0:00:36.439241 2021-04-15 06:27:16,310 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0093, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:15.690976, arrival_time=2021-04-15 06:27:32.001340, cost_time=0:00:39.227449 2021-04-15 06:27:19,103 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0092, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:12.886164, arrival_time=2021-04-15 06:27:31.989221, cost_time=0:00:42.020131 2021-04-15 06:27:21,893 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0093, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:10.082304, arrival_time=2021-04-15 06:27:31.975479, cost_time=0:00:44.810258 2021-04-15 06:27:24,678 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0094, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:07.279324, arrival_time=2021-04-15 06:27:31.957769, cost_time=0:00:47.595521 2021-04-15 06:27:27,473 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.73ms, fps=916 images/s, loss=0.0093, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:04.479136, arrival_time=2021-04-15 06:27:31.952398, cost_time=0:00:50.390335 2021-04-15 06:27:30,264 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.0092, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:01.679412, arrival_time=2021-04-15 06:27:31.943766, cost_time=0:00:53.181357 2021-04-15 06:27:31,766 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.70ms, fps=906 images/s, loss=0.0093, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:27:31.766639, cost_time=0:00:54.683651 2021-04-15 06:27:32,647 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.18ms, fps=2911 images/s, loss=0.2651, top1-acc=93.52%, top5-acc=99.80%, remaining_time=0:00:02.638620, arrival_time=2021-04-15 06:27:35.286556, cost_time=0:00:00.879538 2021-04-15 06:27:33,419 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.14ms, fps=3318 images/s, loss=0.2746, top1-acc=93.20%, top5-acc=99.79%, remaining_time=0:00:01.651360, arrival_time=2021-04-15 06:27:35.071090, cost_time=0:00:01.651350 2021-04-15 06:27:34,190 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.19ms, fps=3323 images/s, loss=0.2856, top1-acc=93.07%, top5-acc=99.78%, remaining_time=0:00:00.807340, arrival_time=2021-04-15 06:27:34.997759, cost_time=0:00:02.422034 2021-04-15 06:27:34,897 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.05ms, fps=3283 images/s, loss=0.2807, top1-acc=92.99%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-15 06:27:34.897541, cost_time=0:00:03.129097 2021-04-15 06:27:35,324 INFO : Epoch=0162 complete, best val top1-acc=93.13%, top5-acc=99.68% (epoch=161), remaining_time=0:37:02.183114, arrival_time=2021-04-15 07:04:37.507915, cost_time=2:37:53.517501 2021-04-15 06:27:35,326 INFO : Train start, epoch=0163, lr=0.008646 2021-04-15 06:27:38,292 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.32ms, fps=863 images/s, loss=0.0104, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:55.166670, arrival_time=2021-04-15 06:28:33.458870, cost_time=0:00:02.965953 2021-04-15 06:27:41,083 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.67ms, fps=917 images/s, loss=0.0104, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:50.666352, arrival_time=2021-04-15 06:28:31.750154, cost_time=0:00:05.757539 2021-04-15 06:27:43,877 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.33ms, fps=916 images/s, loss=0.0100, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:47.318466, arrival_time=2021-04-15 06:28:31.196156, cost_time=0:00:08.551517 2021-04-15 06:27:46,676 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.0095, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:44.266560, arrival_time=2021-04-15 06:28:30.943230, cost_time=0:00:11.350420 2021-04-15 06:27:49,476 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.19ms, fps=915 images/s, loss=0.0092, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:41.317562, arrival_time=2021-04-15 06:28:30.793555, cost_time=0:00:14.149834 2021-04-15 06:27:52,271 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0092, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:38.409392, arrival_time=2021-04-15 06:28:30.680956, cost_time=0:00:16.945328 2021-04-15 06:27:55,066 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0091, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:35.532756, arrival_time=2021-04-15 06:28:30.599373, cost_time=0:00:19.740452 2021-04-15 06:27:57,857 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0092, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:32.670008, arrival_time=2021-04-15 06:28:30.527210, cost_time=0:00:22.531042 2021-04-15 06:28:00,648 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.0089, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:29.824054, arrival_time=2021-04-15 06:28:30.472555, cost_time=0:00:25.322337 2021-04-15 06:28:03,441 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0088, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:26.990304, arrival_time=2021-04-15 06:28:30.431334, cost_time=0:00:28.114872 2021-04-15 06:28:06,235 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.0088, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:24.165570, arrival_time=2021-04-15 06:28:30.401258, cost_time=0:00:30.909448 2021-04-15 06:28:09,027 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0087, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:21.343916, arrival_time=2021-04-15 06:28:30.371032, cost_time=0:00:33.700886 2021-04-15 06:28:11,817 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0085, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.526266, arrival_time=2021-04-15 06:28:30.343647, cost_time=0:00:36.491119 2021-04-15 06:28:14,607 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0084, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:15.712368, arrival_time=2021-04-15 06:28:30.319468, cost_time=0:00:39.280961 2021-04-15 06:28:17,395 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0084, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.901252, arrival_time=2021-04-15 06:28:30.296847, cost_time=0:00:42.069364 2021-04-15 06:28:20,183 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:10.092924, arrival_time=2021-04-15 06:28:30.276624, cost_time=0:00:44.857518 2021-04-15 06:28:22,971 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.286942, arrival_time=2021-04-15 06:28:30.258409, cost_time=0:00:47.645310 2021-04-15 06:28:25,759 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0081, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:04.482944, arrival_time=2021-04-15 06:28:30.242277, cost_time=0:00:50.433179 2021-04-15 06:28:28,549 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.15ms, fps=918 images/s, loss=0.0080, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.680726, arrival_time=2021-04-15 06:28:30.229892, cost_time=0:00:53.223036 2021-04-15 06:28:30,049 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.44ms, fps=907 images/s, loss=0.0079, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:28:30.049566, cost_time=0:00:54.723377 2021-04-15 06:28:30,952 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.18ms, fps=2841 images/s, loss=0.2792, top1-acc=93.63%, top5-acc=99.77%, remaining_time=0:00:02.703390, arrival_time=2021-04-15 06:28:33.655689, cost_time=0:00:00.901126 2021-04-15 06:28:31,723 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.29ms, fps=3322 images/s, loss=0.2526, top1-acc=93.85%, top5-acc=99.82%, remaining_time=0:00:01.672000, arrival_time=2021-04-15 06:28:33.395209, cost_time=0:00:01.672004 2021-04-15 06:28:32,493 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.15ms, fps=3324 images/s, loss=0.2664, top1-acc=93.49%, top5-acc=99.79%, remaining_time=0:00:00.814200, arrival_time=2021-04-15 06:28:33.307962, cost_time=0:00:02.442586 2021-04-15 06:28:33,198 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2600, top1-acc=93.49%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:28:33.198660, cost_time=0:00:03.147508 2021-04-15 06:28:34,030 INFO : Epoch=0163 complete, best val top1-acc=93.49%, top5-acc=99.81% (epoch=163), remaining_time=0:36:03.756078, arrival_time=2021-04-15 07:04:37.786186, cost_time=2:38:52.222795 2021-04-15 06:28:34,031 INFO : Train start, epoch=0164, lr=0.008210 2021-04-15 06:28:36,979 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.35ms, fps=868 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:54.832800, arrival_time=2021-04-15 06:29:31.812321, cost_time=0:00:02.948005 2021-04-15 06:28:39,781 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.37ms, fps=914 images/s, loss=0.0058, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:50.596480, arrival_time=2021-04-15 06:29:30.377576, cost_time=0:00:05.749596 2021-04-15 06:28:42,579 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.0066, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:47.299376, arrival_time=2021-04-15 06:29:29.878947, cost_time=0:00:08.548067 2021-04-15 06:28:45,376 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.25ms, fps=915 images/s, loss=0.0065, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:44.247528, arrival_time=2021-04-15 06:29:29.624470, cost_time=0:00:11.345512 2021-04-15 06:28:48,174 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.0068, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:41.296538, arrival_time=2021-04-15 06:29:29.470693, cost_time=0:00:14.142672 2021-04-15 06:28:50,975 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.91ms, fps=914 images/s, loss=0.0064, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:38.406264, arrival_time=2021-04-15 06:29:29.381795, cost_time=0:00:16.943924 2021-04-15 06:28:53,788 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.54ms, fps=910 images/s, loss=0.0065, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.561862, arrival_time=2021-04-15 06:29:29.349995, cost_time=0:00:19.756618 2021-04-15 06:28:56,598 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.22ms, fps=911 images/s, loss=0.0063, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:32.721744, arrival_time=2021-04-15 06:29:29.319961, cost_time=0:00:22.566702 2021-04-15 06:28:59,403 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.57ms, fps=913 images/s, loss=0.0061, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:29.881930, arrival_time=2021-04-15 06:29:29.284863, cost_time=0:00:25.371442 2021-04-15 06:29:02,208 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.61ms, fps=913 images/s, loss=0.0061, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:27.049824, arrival_time=2021-04-15 06:29:29.258275, cost_time=0:00:28.176936 2021-04-15 06:29:05,002 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.26ms, fps=916 images/s, loss=0.0061, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:24.213644, arrival_time=2021-04-15 06:29:29.216193, cost_time=0:00:30.970976 2021-04-15 06:29:07,795 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.23ms, fps=917 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:21.383968, arrival_time=2021-04-15 06:29:29.179599, cost_time=0:00:33.764120 2021-04-15 06:29:10,586 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.42ms, fps=918 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:18.558606, arrival_time=2021-04-15 06:29:29.144876, cost_time=0:00:36.554845 2021-04-15 06:29:13,376 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0066, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:15.737960, arrival_time=2021-04-15 06:29:29.114487, cost_time=0:00:39.344956 2021-04-15 06:29:16,163 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=0.0067, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:12.920618, arrival_time=2021-04-15 06:29:29.084517, cost_time=0:00:42.132454 2021-04-15 06:29:18,953 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0066, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.107468, arrival_time=2021-04-15 06:29:29.060992, cost_time=0:00:44.922088 2021-04-15 06:29:21,743 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.53ms, fps=918 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:07.297160, arrival_time=2021-04-15 06:29:29.040772, cost_time=0:00:47.712191 2021-04-15 06:29:24,532 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0064, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:04.488976, arrival_time=2021-04-15 06:29:29.021454, cost_time=0:00:50.501050 2021-04-15 06:29:27,320 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.02ms, fps=918 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:01.682808, arrival_time=2021-04-15 06:29:29.003212, cost_time=0:00:53.288942 2021-04-15 06:29:28,822 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.13ms, fps=905 images/s, loss=0.0064, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:29:28.822860, cost_time=0:00:54.791435 2021-04-15 06:29:29,718 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=2.19ms, fps=2865 images/s, loss=0.2584, top1-acc=93.55%, top5-acc=99.69%, remaining_time=0:00:02.680350, arrival_time=2021-04-15 06:29:32.398334, cost_time=0:00:00.893451 2021-04-15 06:29:30,488 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.28ms, fps=3326 images/s, loss=0.2535, top1-acc=93.91%, top5-acc=99.71%, remaining_time=0:00:01.663440, arrival_time=2021-04-15 06:29:32.151409, cost_time=0:00:01.663435 2021-04-15 06:29:31,260 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.25ms, fps=3317 images/s, loss=0.2563, top1-acc=93.87%, top5-acc=99.73%, remaining_time=0:00:00.811870, arrival_time=2021-04-15 06:29:32.072006, cost_time=0:00:02.435604 2021-04-15 06:29:31,964 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2589, top1-acc=93.82%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 06:29:31.964890, cost_time=0:00:03.140369 2021-04-15 06:29:32,802 INFO : Epoch=0164 complete, best val top1-acc=93.82%, top5-acc=99.74% (epoch=164), remaining_time=0:35:05.340480, arrival_time=2021-04-15 07:04:38.143306, cost_time=2:39:50.995522 2021-04-15 06:29:32,804 INFO : Train start, epoch=0165, lr=0.007784 2021-04-15 06:29:35,748 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.74ms, fps=869 images/s, loss=0.0080, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:54.767700, arrival_time=2021-04-15 06:30:30.516428, cost_time=0:00:02.944498 2021-04-15 06:29:38,538 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:50.463600, arrival_time=2021-04-15 06:30:29.002314, cost_time=0:00:05.734507 2021-04-15 06:29:41,329 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0064, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:47.173050, arrival_time=2021-04-15 06:30:28.502499, cost_time=0:00:08.525236 2021-04-15 06:29:44,119 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:44.128968, arrival_time=2021-04-15 06:30:28.248234, cost_time=0:00:11.315140 2021-04-15 06:29:46,909 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:41.186746, arrival_time=2021-04-15 06:30:28.096090, cost_time=0:00:14.105054 2021-04-15 06:29:49,699 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:38.295832, arrival_time=2021-04-15 06:30:27.995247, cost_time=0:00:16.895230 2021-04-15 06:29:52,490 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.436240, arrival_time=2021-04-15 06:30:27.927123, cost_time=0:00:19.686768 2021-04-15 06:29:55,277 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0058, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.586604, arrival_time=2021-04-15 06:30:27.864260, cost_time=0:00:22.473522 2021-04-15 06:29:58,065 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:29.752610, arrival_time=2021-04-15 06:30:27.818382, cost_time=0:00:25.261643 2021-04-15 06:30:00,858 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:26.932224, arrival_time=2021-04-15 06:30:27.790791, cost_time=0:00:28.054373 2021-04-15 06:30:03,648 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0058, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:24.114830, arrival_time=2021-04-15 06:30:27.763488, cost_time=0:00:30.844501 2021-04-15 06:30:06,436 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:21.300520, arrival_time=2021-04-15 06:30:27.737038, cost_time=0:00:33.632373 2021-04-15 06:30:09,226 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:18.491418, arrival_time=2021-04-15 06:30:27.717992, cost_time=0:00:36.422444 2021-04-15 06:30:12,011 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.682968, arrival_time=2021-04-15 06:30:27.694464, cost_time=0:00:39.207369 2021-04-15 06:30:14,802 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.879586, arrival_time=2021-04-15 06:30:27.682359, cost_time=0:00:41.998637 2021-04-15 06:30:17,592 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.077300, arrival_time=2021-04-15 06:30:27.669503, cost_time=0:00:44.788077 2021-04-15 06:30:20,378 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:07.276100, arrival_time=2021-04-15 06:30:27.654645, cost_time=0:00:47.574423 2021-04-15 06:30:23,165 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:04.476528, arrival_time=2021-04-15 06:30:27.641624, cost_time=0:00:50.360967 2021-04-15 06:30:25,955 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.51ms, fps=918 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.678452, arrival_time=2021-04-15 06:30:27.633576, cost_time=0:00:53.150959 2021-04-15 06:30:27,454 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.02ms, fps=907 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:30:27.454166, cost_time=0:00:54.650049 2021-04-15 06:30:28,336 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.17ms, fps=2908 images/s, loss=0.2564, top1-acc=93.44%, top5-acc=99.73%, remaining_time=0:00:02.641050, arrival_time=2021-04-15 06:30:30.977135, cost_time=0:00:00.880346 2021-04-15 06:30:29,108 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.33ms, fps=3314 images/s, loss=0.2729, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:01.653140, arrival_time=2021-04-15 06:30:30.762020, cost_time=0:00:01.653149 2021-04-15 06:30:29,881 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.21ms, fps=3316 images/s, loss=0.2643, top1-acc=93.58%, top5-acc=99.75%, remaining_time=0:00:00.808480, arrival_time=2021-04-15 06:30:30.689645, cost_time=0:00:02.425450 2021-04-15 06:30:30,586 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=3290 images/s, loss=0.2742, top1-acc=93.63%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-15 06:30:30.586574, cost_time=0:00:03.130872 2021-04-15 06:30:31,055 INFO : Epoch=0165 complete, best val top1-acc=93.82%, top5-acc=99.74% (epoch=164), remaining_time=0:34:06.810150, arrival_time=2021-04-15 07:04:37.865282, cost_time=2:40:49.247831 2021-04-15 06:30:31,056 INFO : Train start, epoch=0166, lr=0.007368 2021-04-15 06:30:34,017 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.54ms, fps=865 images/s, loss=0.0063, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:55.074042, arrival_time=2021-04-15 06:31:29.091622, cost_time=0:00:02.960973 2021-04-15 06:30:36,810 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.64ms, fps=917 images/s, loss=0.0049, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:50.632384, arrival_time=2021-04-15 06:31:27.442751, cost_time=0:00:05.753679 2021-04-15 06:30:39,600 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0048, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:47.274310, arrival_time=2021-04-15 06:31:26.874465, cost_time=0:00:08.543546 2021-04-15 06:30:42,391 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0046, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:44.203536, arrival_time=2021-04-15 06:31:26.594470, cost_time=0:00:11.334259 2021-04-15 06:30:45,178 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0046, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:41.235802, arrival_time=2021-04-15 06:31:26.414258, cost_time=0:00:14.121860 2021-04-15 06:30:47,967 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0049, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:38.329968, arrival_time=2021-04-15 06:31:26.296954, cost_time=0:00:16.910308 2021-04-15 06:30:50,755 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0046, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:35.458416, arrival_time=2021-04-15 06:31:26.214173, cost_time=0:00:19.699151 2021-04-15 06:30:53,544 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:32.607368, arrival_time=2021-04-15 06:31:26.151830, cost_time=0:00:22.487861 2021-04-15 06:30:56,340 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:29.778580, arrival_time=2021-04-15 06:31:26.118846, cost_time=0:00:25.283673 2021-04-15 06:30:59,143 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.62ms, fps=913 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:26.963520, arrival_time=2021-04-15 06:31:26.107254, cost_time=0:00:28.086986 2021-04-15 06:31:01,945 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0043, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:24.149488, arrival_time=2021-04-15 06:31:26.094936, cost_time=0:00:30.888839 2021-04-15 06:31:04,750 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.66ms, fps=913 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.339356, arrival_time=2021-04-15 06:31:26.089765, cost_time=0:00:33.693778 2021-04-15 06:31:07,548 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.47ms, fps=915 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:18.526530, arrival_time=2021-04-15 06:31:26.074877, cost_time=0:00:36.491671 2021-04-15 06:31:10,338 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:15.712872, arrival_time=2021-04-15 06:31:26.051797, cost_time=0:00:39.282187 2021-04-15 06:31:13,130 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.61ms, fps=917 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:12.902494, arrival_time=2021-04-15 06:31:26.032506, cost_time=0:00:42.073388 2021-04-15 06:31:15,919 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0044, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.094220, arrival_time=2021-04-15 06:31:26.013954, cost_time=0:00:44.863132 2021-04-15 06:31:18,710 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:07.288294, arrival_time=2021-04-15 06:31:25.999156, cost_time=0:00:47.654196 2021-04-15 06:31:21,503 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:04.484192, arrival_time=2021-04-15 06:31:25.987970, cost_time=0:00:50.447166 2021-04-15 06:31:24,298 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.15ms, fps=916 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:01.681320, arrival_time=2021-04-15 06:31:25.979612, cost_time=0:00:53.241709 2021-04-15 06:31:25,802 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.05ms, fps=904 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:31:25.802692, cost_time=0:00:54.746099 2021-04-15 06:31:26,722 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.19ms, fps=2787 images/s, loss=0.2763, top1-acc=93.24%, top5-acc=99.84%, remaining_time=0:00:02.755440, arrival_time=2021-04-15 06:31:29.478309, cost_time=0:00:00.918477 2021-04-15 06:31:27,493 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.48ms, fps=3323 images/s, loss=0.2701, top1-acc=93.34%, top5-acc=99.79%, remaining_time=0:00:01.689200, arrival_time=2021-04-15 06:31:29.182779, cost_time=0:00:01.689191 2021-04-15 06:31:28,265 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.30ms, fps=3318 images/s, loss=0.2800, top1-acc=93.23%, top5-acc=99.77%, remaining_time=0:00:00.820340, arrival_time=2021-04-15 06:31:29.085760, cost_time=0:00:02.461027 2021-04-15 06:31:28,973 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.05ms, fps=3277 images/s, loss=0.2916, top1-acc=93.24%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 06:31:28.973674, cost_time=0:00:03.169265 2021-04-15 06:31:29,493 INFO : Epoch=0166 complete, best val top1-acc=93.82%, top5-acc=99.74% (epoch=164), remaining_time=0:33:08.321156, arrival_time=2021-04-15 07:04:37.814126, cost_time=2:41:47.685677 2021-04-15 06:31:29,494 INFO : Train start, epoch=0167, lr=0.006963 2021-04-15 06:31:32,482 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.38ms, fps=857 images/s, loss=0.0072, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:55.575498, arrival_time=2021-04-15 06:32:28.057848, cost_time=0:00:02.987927 2021-04-15 06:31:35,272 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0072, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:50.844112, arrival_time=2021-04-15 06:32:26.116185, cost_time=0:00:05.777735 2021-04-15 06:31:38,062 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0066, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:47.408272, arrival_time=2021-04-15 06:32:25.470452, cost_time=0:00:08.567750 2021-04-15 06:31:40,850 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0062, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:44.287152, arrival_time=2021-04-15 06:32:25.137177, cost_time=0:00:11.355680 2021-04-15 06:31:43,641 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0057, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:41.308510, arrival_time=2021-04-15 06:32:24.949705, cost_time=0:00:14.146773 2021-04-15 06:31:46,431 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:38.390488, arrival_time=2021-04-15 06:32:24.821833, cost_time=0:00:16.936996 2021-04-15 06:31:49,220 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:35.506422, arrival_time=2021-04-15 06:32:24.726578, cost_time=0:00:19.725822 2021-04-15 06:31:52,008 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0050, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:32.644952, arrival_time=2021-04-15 06:32:24.653068, cost_time=0:00:22.513773 2021-04-15 06:31:54,794 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.798296, arrival_time=2021-04-15 06:32:24.593103, cost_time=0:00:25.300466 2021-04-15 06:31:57,589 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.24ms, fps=916 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:26.970528, arrival_time=2021-04-15 06:32:24.559399, cost_time=0:00:28.094314 2021-04-15 06:32:00,395 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.0052, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:24.159292, arrival_time=2021-04-15 06:32:24.555059, cost_time=0:00:30.901381 2021-04-15 06:32:03,200 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.72ms, fps=913 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.347412, arrival_time=2021-04-15 06:32:24.548281, cost_time=0:00:33.706437 2021-04-15 06:32:06,004 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.30ms, fps=913 images/s, loss=0.0055, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.535770, arrival_time=2021-04-15 06:32:24.539965, cost_time=0:00:36.509841 2021-04-15 06:32:08,802 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0056, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:15.723288, arrival_time=2021-04-15 06:32:24.525917, cost_time=0:00:39.308217 2021-04-15 06:32:11,600 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.19ms, fps=915 images/s, loss=0.0055, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:12.912614, arrival_time=2021-04-15 06:32:24.513261, cost_time=0:00:42.106305 2021-04-15 06:32:14,401 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:10.104012, arrival_time=2021-04-15 06:32:24.505101, cost_time=0:00:44.906674 2021-04-15 06:32:17,203 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.27ms, fps=914 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:07.296744, arrival_time=2021-04-15 06:32:24.500644, cost_time=0:00:47.709552 2021-04-15 06:32:19,993 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0054, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.488848, arrival_time=2021-04-15 06:32:24.482770, cost_time=0:00:50.499585 2021-04-15 06:32:22,780 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.05ms, fps=919 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.682724, arrival_time=2021-04-15 06:32:24.463302, cost_time=0:00:53.286251 2021-04-15 06:32:24,280 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.19ms, fps=907 images/s, loss=0.0053, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:32:24.280297, cost_time=0:00:54.785983 2021-04-15 06:32:25,169 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.18ms, fps=2884 images/s, loss=0.2481, top1-acc=93.55%, top5-acc=99.92%, remaining_time=0:00:02.663100, arrival_time=2021-04-15 06:32:27.832626, cost_time=0:00:00.887696 2021-04-15 06:32:25,942 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.30ms, fps=3315 images/s, loss=0.2618, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:01.660140, arrival_time=2021-04-15 06:32:27.602174, cost_time=0:00:01.660146 2021-04-15 06:32:26,714 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.44ms, fps=3315 images/s, loss=0.2729, top1-acc=93.41%, top5-acc=99.84%, remaining_time=0:00:00.810910, arrival_time=2021-04-15 06:32:27.525466, cost_time=0:00:02.432717 2021-04-15 06:32:27,420 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.05ms, fps=3290 images/s, loss=0.2754, top1-acc=93.44%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 06:32:27.420101, cost_time=0:00:03.138273 2021-04-15 06:32:27,817 INFO : Epoch=0167 complete, best val top1-acc=93.82%, top5-acc=99.74% (epoch=164), remaining_time=0:32:09.810432, arrival_time=2021-04-15 07:04:37.628155, cost_time=2:42:46.010427 2021-04-15 06:32:27,818 INFO : Train start, epoch=0168, lr=0.006568 2021-04-15 06:32:30,752 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.39ms, fps=873 images/s, loss=0.0056, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:54.567006, arrival_time=2021-04-15 06:33:25.319801, cost_time=0:00:02.933709 2021-04-15 06:32:33,545 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.77ms, fps=917 images/s, loss=0.0047, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:50.388448, arrival_time=2021-04-15 06:33:23.933531, cost_time=0:00:05.725964 2021-04-15 06:32:36,337 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:47.132878, arrival_time=2021-04-15 06:33:23.469961, cost_time=0:00:08.518002 2021-04-15 06:32:39,127 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:44.100576, arrival_time=2021-04-15 06:33:23.227551, cost_time=0:00:11.307836 2021-04-15 06:32:41,913 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.37ms, fps=919 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:41.155794, arrival_time=2021-04-15 06:33:23.069285, cost_time=0:00:14.094444 2021-04-15 06:32:44,704 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.52ms, fps=918 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.272440, arrival_time=2021-04-15 06:33:22.976477, cost_time=0:00:16.884910 2021-04-15 06:32:47,493 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.51ms, fps=918 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:35.414694, arrival_time=2021-04-15 06:33:22.908569, cost_time=0:00:19.674822 2021-04-15 06:32:50,281 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.569900, arrival_time=2021-04-15 06:33:22.850933, cost_time=0:00:22.461983 2021-04-15 06:32:53,070 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:29.740102, arrival_time=2021-04-15 06:33:22.810224, cost_time=0:00:25.251071 2021-04-15 06:32:55,859 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:26.918400, arrival_time=2021-04-15 06:33:22.777482, cost_time=0:00:28.040033 2021-04-15 06:32:58,649 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.103564, arrival_time=2021-04-15 06:33:22.752847, cost_time=0:00:30.830158 2021-04-15 06:33:01,440 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0042, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.293528, arrival_time=2021-04-15 06:33:22.733952, cost_time=0:00:33.621379 2021-04-15 06:33:04,228 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.484752, arrival_time=2021-04-15 06:33:22.713136, cost_time=0:00:36.409324 2021-04-15 06:33:07,017 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:15.679440, arrival_time=2021-04-15 06:33:22.697136, cost_time=0:00:39.198654 2021-04-15 06:33:09,807 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.876596, arrival_time=2021-04-15 06:33:22.684497, cost_time=0:00:41.988848 2021-04-15 06:33:12,597 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.075176, arrival_time=2021-04-15 06:33:22.672803, cost_time=0:00:44.778589 2021-04-15 06:33:15,384 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.274696, arrival_time=2021-04-15 06:33:22.659139, cost_time=0:00:47.565389 2021-04-15 06:33:18,182 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.61ms, fps=915 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.476736, arrival_time=2021-04-15 06:33:22.659040, cost_time=0:00:50.363220 2021-04-15 06:33:20,995 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.21ms, fps=910 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.679244, arrival_time=2021-04-15 06:33:22.674528, cost_time=0:00:53.176155 2021-04-15 06:33:22,506 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.20ms, fps=900 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:33:22.506332, cost_time=0:00:54.687188 2021-04-15 06:33:23,390 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=1.39ms, fps=2900 images/s, loss=0.3054, top1-acc=92.89%, top5-acc=99.69%, remaining_time=0:00:02.648400, arrival_time=2021-04-15 06:33:26.039328, cost_time=0:00:00.882802 2021-04-15 06:33:24,162 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.30ms, fps=3319 images/s, loss=0.2714, top1-acc=93.55%, top5-acc=99.75%, remaining_time=0:00:01.654520, arrival_time=2021-04-15 06:33:25.817165, cost_time=0:00:01.654518 2021-04-15 06:33:24,934 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.42ms, fps=3320 images/s, loss=0.2523, top1-acc=93.89%, top5-acc=99.74%, remaining_time=0:00:00.808640, arrival_time=2021-04-15 06:33:25.742702, cost_time=0:00:02.425927 2021-04-15 06:33:25,644 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.05ms, fps=3267 images/s, loss=0.2569, top1-acc=93.78%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 06:33:25.644806, cost_time=0:00:03.136625 2021-04-15 06:33:26,429 INFO : Epoch=0168 complete, best val top1-acc=93.82%, top5-acc=99.74% (epoch=164), remaining_time=0:31:11.356608, arrival_time=2021-04-15 07:04:37.786135, cost_time=2:43:44.622232 2021-04-15 06:33:26,430 INFO : Train start, epoch=0169, lr=0.006185 2021-04-15 06:33:29,364 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.74ms, fps=873 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.566448, arrival_time=2021-04-15 06:34:23.931125, cost_time=0:00:02.933678 2021-04-15 06:33:32,163 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:50.447232, arrival_time=2021-04-15 06:34:22.610788, cost_time=0:00:05.732650 2021-04-15 06:33:34,966 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:47.229822, arrival_time=2021-04-15 06:34:22.196287, cost_time=0:00:08.535501 2021-04-15 06:33:37,761 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:44.190120, arrival_time=2021-04-15 06:34:21.951800, cost_time=0:00:11.330788 2021-04-15 06:33:40,552 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0035, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:41.236094, arrival_time=2021-04-15 06:34:21.788978, cost_time=0:00:14.121933 2021-04-15 06:33:43,343 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:38.334728, arrival_time=2021-04-15 06:34:21.677984, cost_time=0:00:16.912360 2021-04-15 06:33:46,137 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.471898, arrival_time=2021-04-15 06:34:21.609399, cost_time=0:00:19.706612 2021-04-15 06:33:48,925 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:32.616764, arrival_time=2021-04-15 06:34:21.541997, cost_time=0:00:22.494349 2021-04-15 06:33:51,711 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.57ms, fps=919 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.775400, arrival_time=2021-04-15 06:34:21.487321, cost_time=0:00:25.280973 2021-04-15 06:33:54,498 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.945088, arrival_time=2021-04-15 06:34:21.443829, cost_time=0:00:28.067835 2021-04-15 06:33:57,284 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:24.121710, arrival_time=2021-04-15 06:34:21.405973, cost_time=0:00:30.853362 2021-04-15 06:34:00,072 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.306296, arrival_time=2021-04-15 06:34:21.378693, cost_time=0:00:33.641509 2021-04-15 06:34:02,863 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:18.496500, arrival_time=2021-04-15 06:34:21.359818, cost_time=0:00:36.432435 2021-04-15 06:34:05,652 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.688568, arrival_time=2021-04-15 06:34:21.340897, cost_time=0:00:39.221440 2021-04-15 06:34:08,442 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.883496, arrival_time=2021-04-15 06:34:21.325725, cost_time=0:00:42.011356 2021-04-15 06:34:11,236 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.081296, arrival_time=2021-04-15 06:34:21.317910, cost_time=0:00:44.805729 2021-04-15 06:34:14,028 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:07.279688, arrival_time=2021-04-15 06:34:21.308589, cost_time=0:00:47.598015 2021-04-15 06:34:16,818 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.478880, arrival_time=2021-04-15 06:34:21.297118, cost_time=0:00:50.387353 2021-04-15 06:34:19,610 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=0.98ms, fps=917 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.679346, arrival_time=2021-04-15 06:34:21.289538, cost_time=0:00:53.179261 2021-04-15 06:34:21,108 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.36ms, fps=908 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:34:21.108239, cost_time=0:00:54.677358 2021-04-15 06:34:21,990 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.20ms, fps=2906 images/s, loss=0.2286, top1-acc=94.41%, top5-acc=99.84%, remaining_time=0:00:02.642880, arrival_time=2021-04-15 06:34:24.633690, cost_time=0:00:00.880956 2021-04-15 06:34:22,763 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.41ms, fps=3316 images/s, loss=0.2469, top1-acc=94.24%, top5-acc=99.80%, remaining_time=0:00:01.653400, arrival_time=2021-04-15 06:34:24.416633, cost_time=0:00:01.653390 2021-04-15 06:34:23,534 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.29ms, fps=3321 images/s, loss=0.2528, top1-acc=94.11%, top5-acc=99.82%, remaining_time=0:00:00.808160, arrival_time=2021-04-15 06:34:24.342500, cost_time=0:00:02.424488 2021-04-15 06:34:24,239 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=3291 images/s, loss=0.2815, top1-acc=93.86%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 06:34:24.239508, cost_time=0:00:03.129679 2021-04-15 06:34:25,120 INFO : Epoch=0169 complete, best val top1-acc=93.86%, top5-acc=99.82% (epoch=169), remaining_time=0:30:12.915402, arrival_time=2021-04-15 07:04:38.035727, cost_time=2:44:43.313018 2021-04-15 06:34:25,121 INFO : Train start, epoch=0170, lr=0.005812 2021-04-15 06:34:28,130 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.37ms, fps=851 images/s, loss=0.0041, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:55.952148, arrival_time=2021-04-15 06:35:24.082104, cost_time=0:00:03.008180 2021-04-15 06:34:30,919 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:51.022752, arrival_time=2021-04-15 06:35:21.942443, cost_time=0:00:05.798048 2021-04-15 06:34:33,706 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.44ms, fps=919 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.501232, arrival_time=2021-04-15 06:35:21.207477, cost_time=0:00:08.584560 2021-04-15 06:34:36,496 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:44.362968, arrival_time=2021-04-15 06:35:20.859680, cost_time=0:00:11.375106 2021-04-15 06:34:39,285 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.359464, arrival_time=2021-04-15 06:35:20.645368, cost_time=0:00:14.164211 2021-04-15 06:34:42,077 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:38.433192, arrival_time=2021-04-15 06:35:20.510625, cost_time=0:00:16.955824 2021-04-15 06:34:44,865 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:35.538426, arrival_time=2021-04-15 06:35:20.403621, cost_time=0:00:19.743587 2021-04-15 06:34:47,653 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.35ms, fps=918 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.670704, arrival_time=2021-04-15 06:35:20.323850, cost_time=0:00:22.531541 2021-04-15 06:34:50,439 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.818330, arrival_time=2021-04-15 06:35:20.257389, cost_time=0:00:25.317454 2021-04-15 06:34:53,231 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.55ms, fps=917 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:26.985120, arrival_time=2021-04-15 06:35:20.216298, cost_time=0:00:28.109502 2021-04-15 06:34:56,020 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:24.157142, arrival_time=2021-04-15 06:35:20.177405, cost_time=0:00:30.898665 2021-04-15 06:34:58,806 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.333884, arrival_time=2021-04-15 06:35:20.140616, cost_time=0:00:33.685115 2021-04-15 06:35:01,601 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.35ms, fps=916 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:18.520524, arrival_time=2021-04-15 06:35:20.121967, cost_time=0:00:36.479838 2021-04-15 06:35:04,390 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0033, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:15.707720, arrival_time=2021-04-15 06:35:20.098665, cost_time=0:00:39.269338 2021-04-15 06:35:07,178 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.37ms, fps=919 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:12.897342, arrival_time=2021-04-15 06:35:20.075507, cost_time=0:00:42.056560 2021-04-15 06:35:09,965 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.34ms, fps=919 images/s, loss=0.0032, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:10.089792, arrival_time=2021-04-15 06:35:20.054867, cost_time=0:00:44.843472 2021-04-15 06:35:12,751 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:07.284602, arrival_time=2021-04-15 06:35:20.036221, cost_time=0:00:47.630013 2021-04-15 06:35:15,538 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.37ms, fps=919 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.481488, arrival_time=2021-04-15 06:35:20.019816, cost_time=0:00:50.416724 2021-04-15 06:35:18,329 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.01ms, fps=917 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:01.680240, arrival_time=2021-04-15 06:35:20.009460, cost_time=0:00:53.207574 2021-04-15 06:35:19,828 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.14ms, fps=907 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:35:19.828432, cost_time=0:00:54.706845 2021-04-15 06:35:20,733 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.19ms, fps=2835 images/s, loss=0.2707, top1-acc=93.28%, top5-acc=99.73%, remaining_time=0:00:02.709180, arrival_time=2021-04-15 06:35:23.442225, cost_time=0:00:00.903058 2021-04-15 06:35:21,504 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.21ms, fps=3320 images/s, loss=0.2433, top1-acc=93.79%, top5-acc=99.84%, remaining_time=0:00:01.674580, arrival_time=2021-04-15 06:35:23.179139, cost_time=0:00:01.674574 2021-04-15 06:35:22,276 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.38ms, fps=3318 images/s, loss=0.2435, top1-acc=93.62%, top5-acc=99.84%, remaining_time=0:00:00.815460, arrival_time=2021-04-15 06:35:23.091796, cost_time=0:00:02.446371 2021-04-15 06:35:22,982 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.05ms, fps=3289 images/s, loss=0.2437, top1-acc=93.71%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 06:35:22.981971, cost_time=0:00:03.152027 2021-04-15 06:35:23,425 INFO : Epoch=0170 complete, best val top1-acc=93.86%, top5-acc=99.82% (epoch=169), remaining_time=0:29:14.403180, arrival_time=2021-04-15 07:04:37.828527, cost_time=2:45:41.618051 2021-04-15 06:35:23,426 INFO : Train start, epoch=0171, lr=0.005450 2021-04-15 06:35:26,428 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.80ms, fps=853 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.825854, arrival_time=2021-04-15 06:36:22.254008, cost_time=0:00:03.001390 2021-04-15 06:35:29,217 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.961152, arrival_time=2021-04-15 06:36:20.178940, cost_time=0:00:05.791050 2021-04-15 06:35:32,008 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.0028, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.487288, arrival_time=2021-04-15 06:36:19.496078, cost_time=0:00:08.582049 2021-04-15 06:35:34,799 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0035, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:44.354388, arrival_time=2021-04-15 06:36:19.153966, cost_time=0:00:11.372903 2021-04-15 06:35:37,591 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:41.361800, arrival_time=2021-04-15 06:36:18.953681, cost_time=0:00:14.165025 2021-04-15 06:35:40,384 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:38.436728, arrival_time=2021-04-15 06:36:18.820779, cost_time=0:00:16.957386 2021-04-15 06:35:43,173 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:35.543340, arrival_time=2021-04-15 06:36:18.716322, cost_time=0:00:19.746322 2021-04-15 06:35:45,959 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.673140, arrival_time=2021-04-15 06:36:18.632981, cost_time=0:00:22.533179 2021-04-15 06:35:48,752 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.827870, arrival_time=2021-04-15 06:36:18.580071, cost_time=0:00:25.325542 2021-04-15 06:35:51,542 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:26.990976, arrival_time=2021-04-15 06:36:18.533335, cost_time=0:00:28.115588 2021-04-15 06:35:54,332 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.162474, arrival_time=2021-04-15 06:36:18.494646, cost_time=0:00:30.905517 2021-04-15 06:35:57,119 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.338748, arrival_time=2021-04-15 06:36:18.458187, cost_time=0:00:33.692773 2021-04-15 06:35:59,909 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.522240, arrival_time=2021-04-15 06:36:18.432044, cost_time=0:00:36.483143 2021-04-15 06:36:02,699 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.708952, arrival_time=2021-04-15 06:36:18.407977, cost_time=0:00:39.272369 2021-04-15 06:36:05,486 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.898262, arrival_time=2021-04-15 06:36:18.384531, cost_time=0:00:42.059607 2021-04-15 06:36:08,275 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.091016, arrival_time=2021-04-15 06:36:18.366665, cost_time=0:00:44.848988 2021-04-15 06:36:11,062 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.40ms, fps=919 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.285564, arrival_time=2021-04-15 06:36:18.348520, cost_time=0:00:47.636301 2021-04-15 06:36:13,852 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.482272, arrival_time=2021-04-15 06:36:18.334412, cost_time=0:00:50.425479 2021-04-15 06:36:16,645 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.680594, arrival_time=2021-04-15 06:36:18.326020, cost_time=0:00:53.218733 2021-04-15 06:36:18,143 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.16ms, fps=908 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:36:18.143430, cost_time=0:00:54.716784 2021-04-15 06:36:19,024 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=2.21ms, fps=2911 images/s, loss=0.2322, top1-acc=94.80%, top5-acc=99.84%, remaining_time=0:00:02.638290, arrival_time=2021-04-15 06:36:21.662739, cost_time=0:00:00.879427 2021-04-15 06:36:19,794 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.22ms, fps=3326 images/s, loss=0.2601, top1-acc=94.08%, top5-acc=99.84%, remaining_time=0:00:01.649600, arrival_time=2021-04-15 06:36:21.444201, cost_time=0:00:01.649606 2021-04-15 06:36:20,565 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.22ms, fps=3322 images/s, loss=0.2585, top1-acc=94.09%, top5-acc=99.86%, remaining_time=0:00:00.806840, arrival_time=2021-04-15 06:36:21.372359, cost_time=0:00:02.420509 2021-04-15 06:36:21,270 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.05ms, fps=3294 images/s, loss=0.2466, top1-acc=94.15%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 06:36:21.270233, cost_time=0:00:03.125255 2021-04-15 06:36:22,102 INFO : Epoch=0171 complete, best val top1-acc=94.15%, top5-acc=99.85% (epoch=171), remaining_time=0:28:15.956424, arrival_time=2021-04-15 07:04:38.058556, cost_time=2:46:40.294822 2021-04-15 06:36:22,126 INFO : Train start, epoch=0172, lr=0.005099 2021-04-15 06:36:25,080 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.60ms, fps=867 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.934170, arrival_time=2021-04-15 06:37:20.014134, cost_time=0:00:02.953449 2021-04-15 06:36:27,873 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.573952, arrival_time=2021-04-15 06:37:18.447492, cost_time=0:00:05.747044 2021-04-15 06:36:30,664 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.62ms, fps=917 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.244430, arrival_time=2021-04-15 06:37:17.909088, cost_time=0:00:08.538160 2021-04-15 06:36:33,452 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.172024, arrival_time=2021-04-15 06:37:17.624613, cost_time=0:00:11.326148 2021-04-15 06:36:36,243 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.220034, arrival_time=2021-04-15 06:37:17.463038, cost_time=0:00:14.116446 2021-04-15 06:36:39,032 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.319904, arrival_time=2021-04-15 06:37:17.352207, cost_time=0:00:16.905834 2021-04-15 06:36:41,822 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.47ms, fps=918 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.453628, arrival_time=2021-04-15 06:37:17.276516, cost_time=0:00:19.696479 2021-04-15 06:36:44,608 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.21ms, fps=919 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.599596, arrival_time=2021-04-15 06:37:17.208482, cost_time=0:00:22.482475 2021-04-15 06:36:47,398 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.765224, arrival_time=2021-04-15 06:37:17.164010, cost_time=0:00:25.272366 2021-04-15 06:36:50,190 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.941344, arrival_time=2021-04-15 06:37:17.131669, cost_time=0:00:28.063856 2021-04-15 06:36:53,008 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.32ms, fps=909 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.144070, arrival_time=2021-04-15 06:37:17.152455, cost_time=0:00:30.881937 2021-04-15 06:36:55,820 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.51ms, fps=911 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.339508, arrival_time=2021-04-15 06:37:17.160028, cost_time=0:00:33.694016 2021-04-15 06:36:58,627 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.34ms, fps=912 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.531282, arrival_time=2021-04-15 06:37:17.158744, cost_time=0:00:36.500957 2021-04-15 06:37:01,434 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.723176, arrival_time=2021-04-15 06:37:17.157585, cost_time=0:00:39.307913 2021-04-15 06:37:04,236 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.92ms, fps=914 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.913764, arrival_time=2021-04-15 06:37:17.150223, cost_time=0:00:42.110038 2021-04-15 06:37:07,035 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.39ms, fps=915 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.104480, arrival_time=2021-04-15 06:37:17.139830, cost_time=0:00:44.908815 2021-04-15 06:37:09,828 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.295548, arrival_time=2021-04-15 06:37:17.123732, cost_time=0:00:47.701639 2021-04-15 06:37:12,618 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.488160, arrival_time=2021-04-15 06:37:17.106404, cost_time=0:00:50.491795 2021-04-15 06:37:15,411 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.682694, arrival_time=2021-04-15 06:37:17.094431, cost_time=0:00:53.285322 2021-04-15 06:37:16,912 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.01ms, fps=907 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:37:16.912063, cost_time=0:00:54.785669 2021-04-15 06:37:17,795 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.18ms, fps=2903 images/s, loss=0.2495, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:02.645490, arrival_time=2021-04-15 06:37:20.441028, cost_time=0:00:00.881831 2021-04-15 06:37:18,566 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=1.16ms, fps=3324 images/s, loss=0.2500, top1-acc=94.14%, top5-acc=99.84%, remaining_time=0:00:01.652320, arrival_time=2021-04-15 06:37:20.218327, cost_time=0:00:01.652319 2021-04-15 06:37:19,338 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.47ms, fps=3315 images/s, loss=0.2515, top1-acc=94.05%, top5-acc=99.88%, remaining_time=0:00:00.808330, arrival_time=2021-04-15 06:37:20.147011, cost_time=0:00:02.424990 2021-04-15 06:37:20,043 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2418, top1-acc=94.17%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 06:37:20.043625, cost_time=0:00:03.129960 2021-04-15 06:37:20,902 INFO : Epoch=0172 complete, best val top1-acc=94.17%, top5-acc=99.88% (epoch=172), remaining_time=0:27:17.527052, arrival_time=2021-04-15 07:04:38.429062, cost_time=2:47:39.094698 2021-04-15 06:37:20,903 INFO : Train start, epoch=0173, lr=0.004759 2021-04-15 06:37:23,879 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.68ms, fps=860 images/s, loss=0.0029, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.355832, arrival_time=2021-04-15 06:38:19.235400, cost_time=0:00:02.976125 2021-04-15 06:37:26,680 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.840064, arrival_time=2021-04-15 06:38:17.520797, cost_time=0:00:05.777284 2021-04-15 06:37:29,482 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0027, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:47.472016, arrival_time=2021-04-15 06:38:16.954744, cost_time=0:00:08.579284 2021-04-15 06:37:32,275 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0028, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:44.352360, arrival_time=2021-04-15 06:38:16.628132, cost_time=0:00:11.372404 2021-04-15 06:37:35,071 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:41.370706, arrival_time=2021-04-15 06:38:16.442223, cost_time=0:00:14.168033 2021-04-15 06:37:37,862 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.439856, arrival_time=2021-04-15 06:38:16.301959, cost_time=0:00:16.958735 2021-04-15 06:37:40,650 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.544600, arrival_time=2021-04-15 06:38:16.194962, cost_time=0:00:19.747011 2021-04-15 06:37:43,436 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.673024, arrival_time=2021-04-15 06:38:16.109497, cost_time=0:00:22.533108 2021-04-15 06:37:46,226 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:29.825114, arrival_time=2021-04-15 06:38:16.051655, cost_time=0:00:25.323185 2021-04-15 06:37:49,018 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.49ms, fps=917 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:26.990880, arrival_time=2021-04-15 06:38:16.009768, cost_time=0:00:28.115451 2021-04-15 06:37:51,811 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:24.164710, arrival_time=2021-04-15 06:38:15.976439, cost_time=0:00:30.908383 2021-04-15 06:37:54,596 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.339128, arrival_time=2021-04-15 06:38:15.935946, cost_time=0:00:33.693411 2021-04-15 06:37:57,389 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.523824, arrival_time=2021-04-15 06:38:15.913499, cost_time=0:00:36.486316 2021-04-15 06:38:00,177 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:15.709512, arrival_time=2021-04-15 06:38:15.886659, cost_time=0:00:39.273803 2021-04-15 06:38:02,971 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.900746, arrival_time=2021-04-15 06:38:15.871779, cost_time=0:00:42.067671 2021-04-15 06:38:05,762 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.093212, arrival_time=2021-04-15 06:38:15.855310, cost_time=0:00:44.858743 2021-04-15 06:38:08,551 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.287358, arrival_time=2021-04-15 06:38:15.838846, cost_time=0:00:47.648134 2021-04-15 06:38:11,342 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.483504, arrival_time=2021-04-15 06:38:15.826297, cost_time=0:00:50.439438 2021-04-15 06:38:14,131 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.15ms, fps=918 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.680882, arrival_time=2021-04-15 06:38:15.812193, cost_time=0:00:53.227913 2021-04-15 06:38:15,629 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.40ms, fps=908 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:38:15.629653, cost_time=0:00:54.726318 2021-04-15 06:38:16,510 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.20ms, fps=2912 images/s, loss=0.2191, top1-acc=95.08%, top5-acc=99.92%, remaining_time=0:00:02.637150, arrival_time=2021-04-15 06:38:19.147432, cost_time=0:00:00.879048 2021-04-15 06:38:17,281 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.16ms, fps=3323 images/s, loss=0.2534, top1-acc=94.28%, top5-acc=99.84%, remaining_time=0:00:01.649780, arrival_time=2021-04-15 06:38:18.930766, cost_time=0:00:01.649782 2021-04-15 06:38:18,051 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.26ms, fps=3325 images/s, loss=0.2488, top1-acc=94.30%, top5-acc=99.84%, remaining_time=0:00:00.806670, arrival_time=2021-04-15 06:38:18.857874, cost_time=0:00:02.420002 2021-04-15 06:38:18,755 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2405, top1-acc=94.34%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 06:38:18.755916, cost_time=0:00:03.124733 2021-04-15 06:38:19,690 INFO : Epoch=0173 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:26:19.091517, arrival_time=2021-04-15 07:04:38.781541, cost_time=2:48:37.882721 2021-04-15 06:38:19,691 INFO : Train start, epoch=0174, lr=0.004430 2021-04-15 06:38:22,643 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.28ms, fps=867 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:54.902364, arrival_time=2021-04-15 06:39:17.545466, cost_time=0:00:02.951740 2021-04-15 06:38:25,445 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.24ms, fps=914 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.636432, arrival_time=2021-04-15 06:39:16.081941, cost_time=0:00:05.754149 2021-04-15 06:38:28,243 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.48ms, fps=915 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.321620, arrival_time=2021-04-15 06:39:15.565079, cost_time=0:00:08.552109 2021-04-15 06:38:31,043 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.273268, arrival_time=2021-04-15 06:39:15.316656, cost_time=0:00:11.352101 2021-04-15 06:38:33,843 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.325300, arrival_time=2021-04-15 06:39:15.169114, cost_time=0:00:14.152489 2021-04-15 06:38:36,643 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.29ms, fps=914 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.425440, arrival_time=2021-04-15 06:39:15.069162, cost_time=0:00:16.952401 2021-04-15 06:38:39,445 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=3.42ms, fps=914 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.556822, arrival_time=2021-04-15 06:39:15.001869, cost_time=0:00:19.753765 2021-04-15 06:38:42,243 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.700980, arrival_time=2021-04-15 06:39:14.944678, cost_time=0:00:22.552429 2021-04-15 06:38:45,031 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.844936, arrival_time=2021-04-15 06:39:14.876291, cost_time=0:00:25.340073 2021-04-15 06:38:47,821 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.004416, arrival_time=2021-04-15 06:39:14.825352, cost_time=0:00:28.129566 2021-04-15 06:38:50,609 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.172278, arrival_time=2021-04-15 06:39:14.781589, cost_time=0:00:30.918025 2021-04-15 06:38:53,398 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.20ms, fps=918 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.347792, arrival_time=2021-04-15 06:39:14.746103, cost_time=0:00:33.707031 2021-04-15 06:38:56,186 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.528180, arrival_time=2021-04-15 06:39:14.714367, cost_time=0:00:36.494917 2021-04-15 06:38:58,975 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.713488, arrival_time=2021-04-15 06:39:14.688541, cost_time=0:00:39.283769 2021-04-15 06:39:01,766 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.903092, arrival_time=2021-04-15 06:39:14.669673, cost_time=0:00:42.075303 2021-04-15 06:39:04,553 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.094004, arrival_time=2021-04-15 06:39:14.647569, cost_time=0:00:44.862294 2021-04-15 06:39:07,342 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.287774, arrival_time=2021-04-15 06:39:14.629939, cost_time=0:00:47.650891 2021-04-15 06:39:10,128 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.483344, arrival_time=2021-04-15 06:39:14.612239, cost_time=0:00:50.437625 2021-04-15 06:39:12,922 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.08ms, fps=916 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.680990, arrival_time=2021-04-15 06:39:14.603708, cost_time=0:00:53.231411 2021-04-15 06:39:14,421 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.03ms, fps=908 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:39:14.421150, cost_time=0:00:54.729893 2021-04-15 06:39:15,310 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.22ms, fps=2884 images/s, loss=0.2552, top1-acc=94.14%, top5-acc=99.88%, remaining_time=0:00:02.662770, arrival_time=2021-04-15 06:39:17.973064, cost_time=0:00:00.887591 2021-04-15 06:39:16,081 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.22ms, fps=3320 images/s, loss=0.2336, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:01.659060, arrival_time=2021-04-15 06:39:17.740786, cost_time=0:00:01.659067 2021-04-15 06:39:16,852 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.23ms, fps=3323 images/s, loss=0.2344, top1-acc=94.22%, top5-acc=99.87%, remaining_time=0:00:00.809900, arrival_time=2021-04-15 06:39:17.662244, cost_time=0:00:02.429687 2021-04-15 06:39:17,556 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=3299 images/s, loss=0.2527, top1-acc=94.16%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 06:39:17.555994, cost_time=0:00:03.133355 2021-04-15 06:39:17,981 INFO : Epoch=0174 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:25:20.577812, arrival_time=2021-04-15 07:04:38.559613, cost_time=2:49:36.174506 2021-04-15 06:39:17,983 INFO : Train start, epoch=0175, lr=0.004112 2021-04-15 06:39:20,945 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.83ms, fps=864 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.105662, arrival_time=2021-04-15 06:40:16.051543, cost_time=0:00:02.962672 2021-04-15 06:39:23,743 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.25ms, fps=915 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.686240, arrival_time=2021-04-15 06:40:14.429205, cost_time=0:00:05.759790 2021-04-15 06:39:26,529 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.39ms, fps=919 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.291574, arrival_time=2021-04-15 06:40:13.821405, cost_time=0:00:08.546684 2021-04-15 06:39:29,321 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.219604, arrival_time=2021-04-15 06:40:13.541060, cost_time=0:00:11.338358 2021-04-15 06:39:32,111 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.253468, arrival_time=2021-04-15 06:40:13.364436, cost_time=0:00:14.127887 2021-04-15 06:39:34,904 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.354312, arrival_time=2021-04-15 06:40:13.258554, cost_time=0:00:16.921036 2021-04-15 06:39:37,690 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.472906, arrival_time=2021-04-15 06:40:13.163184, cost_time=0:00:19.707200 2021-04-15 06:39:40,479 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.619548, arrival_time=2021-04-15 06:40:13.098831, cost_time=0:00:22.496205 2021-04-15 06:39:43,269 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.781230, arrival_time=2021-04-15 06:40:13.050261, cost_time=0:00:25.285947 2021-04-15 06:39:46,061 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:26.954688, arrival_time=2021-04-15 06:40:13.015631, cost_time=0:00:28.077767 2021-04-15 06:39:48,852 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.56ms, fps=917 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.134266, arrival_time=2021-04-15 06:40:12.986776, cost_time=0:00:30.869417 2021-04-15 06:39:51,637 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.314580, arrival_time=2021-04-15 06:40:12.952227, cost_time=0:00:33.654557 2021-04-15 06:39:54,426 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.501912, arrival_time=2021-04-15 06:40:12.928132, cost_time=0:00:36.443139 2021-04-15 06:39:57,215 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.692768, arrival_time=2021-04-15 06:40:12.907828, cost_time=0:00:39.231981 2021-04-15 06:40:00,007 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.887314, arrival_time=2021-04-15 06:40:12.894403, cost_time=0:00:42.023814 2021-04-15 06:40:02,805 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.36ms, fps=915 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.085076, arrival_time=2021-04-15 06:40:12.890742, cost_time=0:00:44.822582 2021-04-15 06:40:05,597 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.282236, arrival_time=2021-04-15 06:40:12.879883, cost_time=0:00:47.614568 2021-04-15 06:40:08,388 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.480464, arrival_time=2021-04-15 06:40:12.868697, cost_time=0:00:50.405150 2021-04-15 06:40:11,189 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.28ms, fps=914 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.680216, arrival_time=2021-04-15 06:40:12.870100, cost_time=0:00:53.206748 2021-04-15 06:40:12,698 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.16ms, fps=901 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:40:12.698911, cost_time=0:00:54.715795 2021-04-15 06:40:13,606 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.20ms, fps=2825 images/s, loss=0.2500, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:02.718870, arrival_time=2021-04-15 06:40:16.325791, cost_time=0:00:00.906288 2021-04-15 06:40:14,380 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.19ms, fps=3312 images/s, loss=0.2365, top1-acc=94.28%, top5-acc=99.84%, remaining_time=0:00:01.679580, arrival_time=2021-04-15 06:40:16.059794, cost_time=0:00:01.679579 2021-04-15 06:40:15,153 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.30ms, fps=3313 images/s, loss=0.2461, top1-acc=94.19%, top5-acc=99.83%, remaining_time=0:00:00.817530, arrival_time=2021-04-15 06:40:15.970752, cost_time=0:00:02.452591 2021-04-15 06:40:15,859 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.06ms, fps=3284 images/s, loss=0.2480, top1-acc=94.13%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:40:15.859913, cost_time=0:00:03.159298 2021-04-15 06:40:16,323 INFO : Epoch=0175 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:24:22.073775, arrival_time=2021-04-15 07:04:38.397474, cost_time=2:50:34.516397 2021-04-15 06:40:16,324 INFO : Train start, epoch=0176, lr=0.003806 2021-04-15 06:40:19,286 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.43ms, fps=865 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.076460, arrival_time=2021-04-15 06:41:14.362655, cost_time=0:00:02.961104 2021-04-15 06:40:22,089 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.44ms, fps=913 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.727248, arrival_time=2021-04-15 06:41:12.816815, cost_time=0:00:05.764469 2021-04-15 06:40:24,896 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.32ms, fps=912 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.426532, arrival_time=2021-04-15 06:41:12.322688, cost_time=0:00:08.571063 2021-04-15 06:40:27,691 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.329116, arrival_time=2021-04-15 06:41:12.020578, cost_time=0:00:11.366439 2021-04-15 06:40:30,480 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.66ms, fps=918 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.334936, arrival_time=2021-04-15 06:41:11.815830, cost_time=0:00:14.155825 2021-04-15 06:40:33,270 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.53ms, fps=918 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.409800, arrival_time=2021-04-15 06:41:11.680364, cost_time=0:00:16.945526 2021-04-15 06:40:36,059 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.521164, arrival_time=2021-04-15 06:41:11.580175, cost_time=0:00:19.734000 2021-04-15 06:40:38,850 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.662004, arrival_time=2021-04-15 06:41:11.512496, cost_time=0:00:22.525483 2021-04-15 06:40:41,640 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.815998, arrival_time=2021-04-15 06:41:11.456516, cost_time=0:00:25.315495 2021-04-15 06:40:44,431 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:26.982528, arrival_time=2021-04-15 06:41:11.414363, cost_time=0:00:28.106767 2021-04-15 06:40:47,224 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:24.157400, arrival_time=2021-04-15 06:41:11.381442, cost_time=0:00:30.899008 2021-04-15 06:40:50,019 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.25ms, fps=916 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.339888, arrival_time=2021-04-15 06:41:11.359406, cost_time=0:00:33.694500 2021-04-15 06:40:52,810 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.523560, arrival_time=2021-04-15 06:41:11.334311, cost_time=0:00:36.485742 2021-04-15 06:40:55,597 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.708784, arrival_time=2021-04-15 06:41:11.305777, cost_time=0:00:39.271977 2021-04-15 06:40:58,384 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.898308, arrival_time=2021-04-15 06:41:11.282996, cost_time=0:00:42.059679 2021-04-15 06:41:01,173 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.091016, arrival_time=2021-04-15 06:41:11.264943, cost_time=0:00:44.848919 2021-04-15 06:41:03,961 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.285538, arrival_time=2021-04-15 06:41:11.246805, cost_time=0:00:47.636260 2021-04-15 06:41:06,752 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.482400, arrival_time=2021-04-15 06:41:11.234464, cost_time=0:00:50.427050 2021-04-15 06:41:09,545 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.16ms, fps=917 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.680642, arrival_time=2021-04-15 06:41:11.226106, cost_time=0:00:53.220413 2021-04-15 06:41:11,044 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.18ms, fps=907 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:41:11.044502, cost_time=0:00:54.719505 2021-04-15 06:41:11,937 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.18ms, fps=2871 images/s, loss=0.2389, top1-acc=94.26%, top5-acc=99.80%, remaining_time=0:00:02.674770, arrival_time=2021-04-15 06:41:14.612390, cost_time=0:00:00.891590 2021-04-15 06:41:12,711 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.39ms, fps=3312 images/s, loss=0.2436, top1-acc=93.96%, top5-acc=99.79%, remaining_time=0:00:01.664880, arrival_time=2021-04-15 06:41:14.375826, cost_time=0:00:01.664886 2021-04-15 06:41:13,484 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.29ms, fps=3313 images/s, loss=0.2449, top1-acc=94.06%, top5-acc=99.79%, remaining_time=0:00:00.812710, arrival_time=2021-04-15 06:41:14.296866, cost_time=0:00:02.438120 2021-04-15 06:41:14,188 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.2453, top1-acc=94.13%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 06:41:14.188321, cost_time=0:00:03.142312 2021-04-15 06:41:14,618 INFO : Epoch=0176 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:23:23.565192, arrival_time=2021-04-15 07:04:38.183822, cost_time=2:51:32.811329 2021-04-15 06:41:14,619 INFO : Train start, epoch=0177, lr=0.003511 2021-04-15 06:41:17,557 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.34ms, fps=871 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.637128, arrival_time=2021-04-15 06:42:12.194557, cost_time=0:00:02.937478 2021-04-15 06:41:20,349 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.415552, arrival_time=2021-04-15 06:42:10.764523, cost_time=0:00:05.729035 2021-04-15 06:41:23,140 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.60ms, fps=917 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.149146, arrival_time=2021-04-15 06:42:10.290019, cost_time=0:00:08.520936 2021-04-15 06:41:25,926 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.36ms, fps=919 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.093868, arrival_time=2021-04-15 06:42:10.019929, cost_time=0:00:11.306125 2021-04-15 06:41:28,717 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.164700, arrival_time=2021-04-15 06:42:09.882150, cost_time=0:00:14.097517 2021-04-15 06:41:31,516 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.299640, arrival_time=2021-04-15 06:42:09.816452, cost_time=0:00:16.896877 2021-04-15 06:41:34,305 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.433090, arrival_time=2021-04-15 06:42:09.738052, cost_time=0:00:19.685026 2021-04-15 06:41:37,091 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.584168, arrival_time=2021-04-15 06:42:09.675961, cost_time=0:00:22.471855 2021-04-15 06:41:39,883 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.55ms, fps=917 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.754836, arrival_time=2021-04-15 06:42:09.638300, cost_time=0:00:25.263530 2021-04-15 06:41:42,672 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.930784, arrival_time=2021-04-15 06:42:09.603579, cost_time=0:00:28.052856 2021-04-15 06:41:45,464 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.115174, arrival_time=2021-04-15 06:42:09.580081, cost_time=0:00:30.844966 2021-04-15 06:41:48,256 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.303104, arrival_time=2021-04-15 06:42:09.559593, cost_time=0:00:33.636479 2021-04-15 06:41:51,058 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.499734, arrival_time=2021-04-15 06:42:09.558577, cost_time=0:00:36.438907 2021-04-15 06:41:53,861 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.696520, arrival_time=2021-04-15 06:42:09.557727, cost_time=0:00:39.241239 2021-04-15 06:41:56,664 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.893708, arrival_time=2021-04-15 06:42:09.558409, cost_time=0:00:42.044762 2021-04-15 06:41:59,467 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.37ms, fps=913 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.090764, arrival_time=2021-04-15 06:42:09.558474, cost_time=0:00:44.847764 2021-04-15 06:42:02,271 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.287826, arrival_time=2021-04-15 06:42:09.558874, cost_time=0:00:47.651112 2021-04-15 06:42:05,075 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.42ms, fps=913 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.484896, arrival_time=2021-04-15 06:42:09.559916, cost_time=0:00:50.455081 2021-04-15 06:42:07,881 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.11ms, fps=912 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.681944, arrival_time=2021-04-15 06:42:09.563413, cost_time=0:00:53.261540 2021-04-15 06:42:09,385 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.11ms, fps=904 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:42:09.385850, cost_time=0:00:54.765930 2021-04-15 06:42:10,283 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.20ms, fps=2856 images/s, loss=0.2555, top1-acc=93.98%, top5-acc=99.88%, remaining_time=0:00:02.688810, arrival_time=2021-04-15 06:42:12.972499, cost_time=0:00:00.896268 2021-04-15 06:42:11,055 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.42ms, fps=3317 images/s, loss=0.2546, top1-acc=94.00%, top5-acc=99.88%, remaining_time=0:00:01.668400, arrival_time=2021-04-15 06:42:12.724232, cost_time=0:00:01.668403 2021-04-15 06:42:11,828 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.34ms, fps=3316 images/s, loss=0.2451, top1-acc=94.14%, top5-acc=99.84%, remaining_time=0:00:00.813590, arrival_time=2021-04-15 06:42:12.641778, cost_time=0:00:02.440768 2021-04-15 06:42:12,532 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.2415, top1-acc=94.22%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:42:12.532339, cost_time=0:00:03.144932 2021-04-15 06:42:12,958 INFO : Epoch=0177 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:22:25.064771, arrival_time=2021-04-15 07:04:38.022758, cost_time=2:52:31.150692 2021-04-15 06:42:12,959 INFO : Train start, epoch=0178, lr=0.003228 2021-04-15 06:42:15,965 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.27ms, fps=852 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.915134, arrival_time=2021-04-15 06:43:11.880612, cost_time=0:00:03.006192 2021-04-15 06:42:18,752 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.983328, arrival_time=2021-04-15 06:43:09.736168, cost_time=0:00:05.793552 2021-04-15 06:42:21,538 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.21ms, fps=919 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.474174, arrival_time=2021-04-15 06:43:09.013105, cost_time=0:00:08.579659 2021-04-15 06:42:24,327 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.335044, arrival_time=2021-04-15 06:43:08.662271, cost_time=0:00:11.367944 2021-04-15 06:42:27,117 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.343258, arrival_time=2021-04-15 06:43:08.461174, cost_time=0:00:14.158629 2021-04-15 06:42:29,907 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.417008, arrival_time=2021-04-15 06:43:08.324938, cost_time=0:00:16.948650 2021-04-15 06:42:32,702 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.536914, arrival_time=2021-04-15 06:43:08.239032, cost_time=0:00:19.742763 2021-04-15 06:42:35,493 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.674764, arrival_time=2021-04-15 06:43:08.168381, cost_time=0:00:22.534334 2021-04-15 06:42:38,293 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.838470, arrival_time=2021-04-15 06:43:08.132344, cost_time=0:00:25.334567 2021-04-15 06:42:41,088 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.96ms, fps=916 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.003936, arrival_time=2021-04-15 06:43:08.092280, cost_time=0:00:28.129059 2021-04-15 06:42:43,880 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.174772, arrival_time=2021-04-15 06:43:08.055253, cost_time=0:00:30.921178 2021-04-15 06:42:46,679 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.356228, arrival_time=2021-04-15 06:43:08.035822, cost_time=0:00:33.720304 2021-04-15 06:42:49,468 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.32ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.535638, arrival_time=2021-04-15 06:43:08.004554, cost_time=0:00:36.509634 2021-04-15 06:42:52,257 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.719200, arrival_time=2021-04-15 06:43:07.976473, cost_time=0:00:39.297987 2021-04-15 06:42:55,045 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.906312, arrival_time=2021-04-15 06:43:07.951454, cost_time=0:00:42.085855 2021-04-15 06:42:57,834 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.096884, arrival_time=2021-04-15 06:43:07.931269, cost_time=0:00:44.875102 2021-04-15 06:43:00,622 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.289698, arrival_time=2021-04-15 06:43:07.912423, cost_time=0:00:47.663440 2021-04-15 06:43:03,415 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.484960, arrival_time=2021-04-15 06:43:07.900066, cost_time=0:00:50.455824 2021-04-15 06:43:06,209 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.13ms, fps=916 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.681584, arrival_time=2021-04-15 06:43:07.891049, cost_time=0:00:53.250183 2021-04-15 06:43:07,708 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.22ms, fps=907 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:43:07.708916, cost_time=0:00:54.749650 2021-04-15 06:43:08,589 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.31ms, fps=2911 images/s, loss=0.2550, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:02.637810, arrival_time=2021-04-15 06:43:11.227511, cost_time=0:00:00.879268 2021-04-15 06:43:09,362 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.24ms, fps=3316 images/s, loss=0.2334, top1-acc=94.43%, top5-acc=99.79%, remaining_time=0:00:01.651600, arrival_time=2021-04-15 06:43:11.013625, cost_time=0:00:01.651594 2021-04-15 06:43:10,133 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.39ms, fps=3319 images/s, loss=0.2449, top1-acc=94.21%, top5-acc=99.79%, remaining_time=0:00:00.807750, arrival_time=2021-04-15 06:43:10.941442, cost_time=0:00:02.423264 2021-04-15 06:43:10,842 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=3275 images/s, loss=0.2448, top1-acc=94.28%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 06:43:10.842482, cost_time=0:00:03.132006 2021-04-15 06:43:11,355 INFO : Epoch=0178 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:21:26.573354, arrival_time=2021-04-15 07:04:37.928779, cost_time=2:53:29.548129 2021-04-15 06:43:11,356 INFO : Train start, epoch=0179, lr=0.002956 2021-04-15 06:43:14,312 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.28ms, fps=866 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.969324, arrival_time=2021-04-15 06:44:09.281459, cost_time=0:00:02.955336 2021-04-15 06:43:17,103 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.568496, arrival_time=2021-04-15 06:44:07.671779, cost_time=0:00:05.746429 2021-04-15 06:43:19,896 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.253062, arrival_time=2021-04-15 06:44:07.149637, cost_time=0:00:08.539700 2021-04-15 06:43:22,692 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.206812, arrival_time=2021-04-15 06:44:06.898754, cost_time=0:00:11.335062 2021-04-15 06:43:25,480 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.241350, arrival_time=2021-04-15 06:44:06.721887, cost_time=0:00:14.123730 2021-04-15 06:43:28,271 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.62ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.340032, arrival_time=2021-04-15 06:44:06.611617, cost_time=0:00:16.914705 2021-04-15 06:43:31,061 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.467740, arrival_time=2021-04-15 06:44:06.528860, cost_time=0:00:19.704313 2021-04-15 06:43:33,857 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.80ms, fps=916 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.625580, arrival_time=2021-04-15 06:44:06.482907, cost_time=0:00:22.500425 2021-04-15 06:43:36,650 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.790452, arrival_time=2021-04-15 06:44:06.441164, cost_time=0:00:25.293825 2021-04-15 06:43:39,442 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.45ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.962080, arrival_time=2021-04-15 06:44:06.404501, cost_time=0:00:28.085540 2021-04-15 06:43:42,232 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.138910, arrival_time=2021-04-15 06:44:06.371033, cost_time=0:00:30.875317 2021-04-15 06:43:45,023 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.37ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.322408, arrival_time=2021-04-15 06:44:06.346215, cost_time=0:00:33.667005 2021-04-15 06:43:47,821 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.512934, arrival_time=2021-04-15 06:44:06.334776, cost_time=0:00:36.464924 2021-04-15 06:43:50,612 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.702288, arrival_time=2021-04-15 06:44:06.314770, cost_time=0:00:39.255673 2021-04-15 06:43:53,404 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.894490, arrival_time=2021-04-15 06:44:06.298568, cost_time=0:00:42.047277 2021-04-15 06:43:56,196 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.089036, arrival_time=2021-04-15 06:44:06.285959, cost_time=0:00:44.840123 2021-04-15 06:43:58,988 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.53ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.284758, arrival_time=2021-04-15 06:44:06.272737, cost_time=0:00:47.631121 2021-04-15 06:44:01,780 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.482144, arrival_time=2021-04-15 06:44:06.263054, cost_time=0:00:50.424078 2021-04-15 06:44:04,573 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.10ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.680516, arrival_time=2021-04-15 06:44:06.253600, cost_time=0:00:53.216286 2021-04-15 06:44:06,071 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.12ms, fps=908 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:44:06.071953, cost_time=0:00:54.715176 2021-04-15 06:44:06,957 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=1.35ms, fps=2897 images/s, loss=0.2592, top1-acc=93.98%, top5-acc=99.73%, remaining_time=0:00:02.650860, arrival_time=2021-04-15 06:44:09.607974, cost_time=0:00:00.883623 2021-04-15 06:44:07,730 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.21ms, fps=3311 images/s, loss=0.2527, top1-acc=94.08%, top5-acc=99.77%, remaining_time=0:00:01.657140, arrival_time=2021-04-15 06:44:09.387765, cost_time=0:00:01.657140 2021-04-15 06:44:08,501 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.35ms, fps=3322 images/s, loss=0.2604, top1-acc=93.85%, top5-acc=99.79%, remaining_time=0:00:00.809330, arrival_time=2021-04-15 06:44:09.310804, cost_time=0:00:02.427993 2021-04-15 06:44:09,206 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=3292 images/s, loss=0.2448, top1-acc=93.93%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:44:09.206421, cost_time=0:00:03.132957 2021-04-15 06:44:09,674 INFO : Epoch=0179 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:20:28.073847, arrival_time=2021-04-15 07:04:37.748659, cost_time=2:54:27.867518 2021-04-15 06:44:09,676 INFO : Train start, epoch=0180, lr=0.002696 2021-04-15 06:44:12,664 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.21ms, fps=857 images/s, loss=0.0024, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.578846, arrival_time=2021-04-15 06:45:08.243040, cost_time=0:00:02.988106 2021-04-15 06:44:15,453 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0023, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:50.840240, arrival_time=2021-04-15 06:45:06.293632, cost_time=0:00:05.777294 2021-04-15 06:44:18,241 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.396984, arrival_time=2021-04-15 06:45:05.638782, cost_time=0:00:08.565715 2021-04-15 06:44:21,028 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.23ms, fps=919 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.274828, arrival_time=2021-04-15 06:45:05.303451, cost_time=0:00:11.352530 2021-04-15 06:44:23,812 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.20ms, fps=920 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:41.278872, arrival_time=2021-04-15 06:45:05.091573, cost_time=0:00:14.136618 2021-04-15 06:44:26,597 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.355400, arrival_time=2021-04-15 06:45:04.952995, cost_time=0:00:16.921514 2021-04-15 06:44:29,384 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.31ms, fps=919 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.474670, arrival_time=2021-04-15 06:45:04.858954, cost_time=0:00:19.708133 2021-04-15 06:44:32,173 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.621056, arrival_time=2021-04-15 06:45:04.794426, cost_time=0:00:22.497248 2021-04-15 06:44:34,960 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.57ms, fps=919 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.779640, arrival_time=2021-04-15 06:45:04.740305, cost_time=0:00:25.284574 2021-04-15 06:44:37,748 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.949312, arrival_time=2021-04-15 06:45:04.697638, cost_time=0:00:28.072235 2021-04-15 06:44:40,531 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.31ms, fps=920 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.123000, arrival_time=2021-04-15 06:45:04.654100, cost_time=0:00:30.854992 2021-04-15 06:44:43,322 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.309412, arrival_time=2021-04-15 06:45:04.631892, cost_time=0:00:33.646384 2021-04-15 06:44:46,112 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.498282, arrival_time=2021-04-15 06:45:04.610338, cost_time=0:00:36.435964 2021-04-15 06:44:48,900 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.44ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.689800, arrival_time=2021-04-15 06:45:04.590379, cost_time=0:00:39.224474 2021-04-15 06:44:51,691 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.884692, arrival_time=2021-04-15 06:45:04.576162, cost_time=0:00:42.015373 2021-04-15 06:44:54,480 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.080936, arrival_time=2021-04-15 06:45:04.561180, cost_time=0:00:44.804152 2021-04-15 06:44:57,270 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.279194, arrival_time=2021-04-15 06:45:04.550024, cost_time=0:00:47.594737 2021-04-15 06:45:00,059 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.478512, arrival_time=2021-04-15 06:45:04.537855, cost_time=0:00:50.383248 2021-04-15 06:45:02,851 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.08ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.679214, arrival_time=2021-04-15 06:45:04.530394, cost_time=0:00:53.175085 2021-04-15 06:45:04,353 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.10ms, fps=906 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:45:04.352987, cost_time=0:00:54.676911 2021-04-15 06:45:05,254 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=1.24ms, fps=2845 images/s, loss=0.2652, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:02.699820, arrival_time=2021-04-15 06:45:07.954289, cost_time=0:00:00.899937 2021-04-15 06:45:06,027 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.16ms, fps=3314 images/s, loss=0.2529, top1-acc=94.00%, top5-acc=99.84%, remaining_time=0:00:01.672660, arrival_time=2021-04-15 06:45:07.699917, cost_time=0:00:01.672661 2021-04-15 06:45:06,799 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.19ms, fps=3317 images/s, loss=0.2439, top1-acc=94.10%, top5-acc=99.82%, remaining_time=0:00:00.814940, arrival_time=2021-04-15 06:45:07.614304, cost_time=0:00:02.444811 2021-04-15 06:45:07,505 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.05ms, fps=3287 images/s, loss=0.2517, top1-acc=93.99%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 06:45:07.505394, cost_time=0:00:03.150874 2021-04-15 06:45:07,948 INFO : Epoch=0180 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:19:29.571240, arrival_time=2021-04-15 07:04:37.519762, cost_time=2:55:26.141221 2021-04-15 06:45:07,949 INFO : Train start, epoch=0181, lr=0.002447 2021-04-15 06:45:10,885 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.45ms, fps=872 images/s, loss=0.0026, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:54.609228, arrival_time=2021-04-15 06:46:05.495095, cost_time=0:00:02.935977 2021-04-15 06:45:13,677 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.23ms, fps=917 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.399360, arrival_time=2021-04-15 06:46:04.076493, cost_time=0:00:05.727200 2021-04-15 06:45:16,464 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.115614, arrival_time=2021-04-15 06:46:03.580383, cost_time=0:00:08.514861 2021-04-15 06:45:19,256 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.23ms, fps=917 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.096988, arrival_time=2021-04-15 06:46:03.353778, cost_time=0:00:11.306933 2021-04-15 06:45:22,045 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.157546, arrival_time=2021-04-15 06:46:03.202552, cost_time=0:00:14.095035 2021-04-15 06:45:24,834 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.271760, arrival_time=2021-04-15 06:46:03.106219, cost_time=0:00:16.884570 2021-04-15 06:45:27,621 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:35.409780, arrival_time=2021-04-15 06:46:03.031700, cost_time=0:00:19.672082 2021-04-15 06:45:30,408 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:32.565376, arrival_time=2021-04-15 06:46:02.974085, cost_time=0:00:22.458861 2021-04-15 06:45:33,194 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.732576, arrival_time=2021-04-15 06:46:02.927048, cost_time=0:00:25.244622 2021-04-15 06:45:35,981 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:26.910528, arrival_time=2021-04-15 06:46:02.892231, cost_time=0:00:28.031789 2021-04-15 06:45:38,770 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.095824, arrival_time=2021-04-15 06:46:02.865952, cost_time=0:00:30.820274 2021-04-15 06:45:41,556 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.284484, arrival_time=2021-04-15 06:46:02.841402, cost_time=0:00:33.607070 2021-04-15 06:45:44,345 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:18.477558, arrival_time=2021-04-15 06:46:02.822632, cost_time=0:00:36.395233 2021-04-15 06:45:47,137 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:15.675128, arrival_time=2021-04-15 06:46:02.812852, cost_time=0:00:39.187880 2021-04-15 06:45:49,923 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.23ms, fps=919 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.871904, arrival_time=2021-04-15 06:46:02.795392, cost_time=0:00:41.973646 2021-04-15 06:45:52,709 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.070928, arrival_time=2021-04-15 06:46:02.780422, cost_time=0:00:44.759659 2021-04-15 06:45:55,499 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:07.272226, arrival_time=2021-04-15 06:46:02.771286, cost_time=0:00:47.549209 2021-04-15 06:45:58,289 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.474624, arrival_time=2021-04-15 06:46:02.764065, cost_time=0:00:50.339592 2021-04-15 06:46:01,077 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.677714, arrival_time=2021-04-15 06:46:02.755251, cost_time=0:00:53.127653 2021-04-15 06:46:02,576 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.22ms, fps=908 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:46:02.576103, cost_time=0:00:54.626258 2021-04-15 06:46:03,456 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=1.20ms, fps=2912 images/s, loss=0.2761, top1-acc=93.83%, top5-acc=99.88%, remaining_time=0:00:02.636910, arrival_time=2021-04-15 06:46:06.093637, cost_time=0:00:00.878974 2021-04-15 06:46:04,228 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.18ms, fps=3318 images/s, loss=0.2558, top1-acc=94.24%, top5-acc=99.88%, remaining_time=0:00:01.650880, arrival_time=2021-04-15 06:46:05.879532, cost_time=0:00:01.650886 2021-04-15 06:46:05,000 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.21ms, fps=3320 images/s, loss=0.2509, top1-acc=94.19%, top5-acc=99.90%, remaining_time=0:00:00.807450, arrival_time=2021-04-15 06:46:05.807569, cost_time=0:00:02.422362 2021-04-15 06:46:05,703 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.05ms, fps=3298 images/s, loss=0.2540, top1-acc=94.03%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 06:46:05.703872, cost_time=0:00:03.126134 2021-04-15 06:46:06,143 INFO : Epoch=0181 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:18:31.062886, arrival_time=2021-04-15 07:04:37.206008, cost_time=2:56:24.335824 2021-04-15 06:46:06,144 INFO : Train start, epoch=0182, lr=0.002210 2021-04-15 06:46:09,119 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.33ms, fps=861 images/s, loss=0.0022, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:55.324770, arrival_time=2021-04-15 06:47:04.443719, cost_time=0:00:02.974449 2021-04-15 06:46:11,913 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.765088, arrival_time=2021-04-15 06:47:02.678350, cost_time=0:00:05.768765 2021-04-15 06:46:14,705 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.33ms, fps=917 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.370756, arrival_time=2021-04-15 06:47:02.076325, cost_time=0:00:08.560984 2021-04-15 06:46:17,495 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.60ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.269212, arrival_time=2021-04-15 06:47:01.764695, cost_time=0:00:11.351070 2021-04-15 06:46:20,295 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.319168, arrival_time=2021-04-15 06:47:01.614087, cost_time=0:00:14.150402 2021-04-15 06:46:23,081 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.46ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.390896, arrival_time=2021-04-15 06:47:01.472507, cost_time=0:00:16.937184 2021-04-15 06:46:25,871 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.39ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.509320, arrival_time=2021-04-15 06:47:01.381148, cost_time=0:00:19.727414 2021-04-15 06:46:28,661 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.650172, arrival_time=2021-04-15 06:47:01.311953, cost_time=0:00:22.517368 2021-04-15 06:46:31,452 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.807094, arrival_time=2021-04-15 06:47:01.259445, cost_time=0:00:25.307942 2021-04-15 06:46:34,241 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.45ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.973504, arrival_time=2021-04-15 06:47:01.215355, cost_time=0:00:28.097364 2021-04-15 06:46:37,029 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.53ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.146564, arrival_time=2021-04-15 06:47:01.176153, cost_time=0:00:30.885173 2021-04-15 06:46:39,822 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.329096, arrival_time=2021-04-15 06:47:01.151060, cost_time=0:00:33.677542 2021-04-15 06:46:42,610 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.43ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.513726, arrival_time=2021-04-15 06:47:01.124539, cost_time=0:00:36.466387 2021-04-15 06:46:45,403 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.703408, arrival_time=2021-04-15 06:47:01.106403, cost_time=0:00:39.258577 2021-04-15 06:46:48,192 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.894674, arrival_time=2021-04-15 06:47:01.086903, cost_time=0:00:42.047814 2021-04-15 06:46:50,982 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.088460, arrival_time=2021-04-15 06:47:01.070463, cost_time=0:00:44.837587 2021-04-15 06:46:53,771 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.43ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.284160, arrival_time=2021-04-15 06:47:01.055755, cost_time=0:00:47.627183 2021-04-15 06:46:56,559 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.481360, arrival_time=2021-04-15 06:47:01.041061, cost_time=0:00:50.415290 2021-04-15 06:46:59,352 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.680240, arrival_time=2021-04-15 06:47:01.032339, cost_time=0:00:53.207644 2021-04-15 06:47:00,852 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.18ms, fps=907 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:47:00.852680, cost_time=0:00:54.708254 2021-04-15 06:47:01,740 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=1.21ms, fps=2889 images/s, loss=0.2168, top1-acc=94.53%, top5-acc=99.77%, remaining_time=0:00:02.658240, arrival_time=2021-04-15 06:47:04.398556, cost_time=0:00:00.886083 2021-04-15 06:47:02,512 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.28ms, fps=3315 images/s, loss=0.2227, top1-acc=94.37%, top5-acc=99.79%, remaining_time=0:00:01.658720, arrival_time=2021-04-15 06:47:04.171669, cost_time=0:00:01.658725 2021-04-15 06:47:03,283 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.24ms, fps=3324 images/s, loss=0.2297, top1-acc=94.31%, top5-acc=99.84%, remaining_time=0:00:00.809740, arrival_time=2021-04-15 06:47:04.093160, cost_time=0:00:02.429207 2021-04-15 06:47:03,988 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2376, top1-acc=94.32%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:47:03.988241, cost_time=0:00:03.134044 2021-04-15 06:47:04,479 INFO : Epoch=0182 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:17:32.571924, arrival_time=2021-04-15 07:04:37.050907, cost_time=2:57:22.671687 2021-04-15 06:47:04,480 INFO : Train start, epoch=0183, lr=0.001985 2021-04-15 06:47:07,425 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.71ms, fps=869 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.783882, arrival_time=2021-04-15 06:48:02.209633, cost_time=0:00:02.945366 2021-04-15 06:47:10,217 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.484896, arrival_time=2021-04-15 06:48:00.702174, cost_time=0:00:05.736913 2021-04-15 06:47:13,004 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.87ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.166410, arrival_time=2021-04-15 06:48:00.170823, cost_time=0:00:08.524045 2021-04-15 06:47:15,790 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.108064, arrival_time=2021-04-15 06:47:59.898130, cost_time=0:00:11.309770 2021-04-15 06:47:18,580 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.170832, arrival_time=2021-04-15 06:47:59.750870, cost_time=0:00:14.099595 2021-04-15 06:47:21,368 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.280192, arrival_time=2021-04-15 06:47:59.648866, cost_time=0:00:16.888332 2021-04-15 06:47:24,156 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.417844, arrival_time=2021-04-15 06:47:59.574703, cost_time=0:00:19.676566 2021-04-15 06:47:26,953 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.31ms, fps=916 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.586024, arrival_time=2021-04-15 06:47:59.539476, cost_time=0:00:22.473158 2021-04-15 06:47:29,741 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.15ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.751762, arrival_time=2021-04-15 06:47:59.493026, cost_time=0:00:25.260973 2021-04-15 06:47:32,532 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.930112, arrival_time=2021-04-15 06:47:59.462675, cost_time=0:00:28.052201 2021-04-15 06:47:35,316 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.17ms, fps=920 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.108466, arrival_time=2021-04-15 06:47:59.425236, cost_time=0:00:30.836464 2021-04-15 06:47:38,107 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.17ms, fps=917 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.297328, arrival_time=2021-04-15 06:47:59.404999, cost_time=0:00:33.627379 2021-04-15 06:47:40,895 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.487524, arrival_time=2021-04-15 06:47:59.382596, cost_time=0:00:36.414785 2021-04-15 06:47:43,682 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.680952, arrival_time=2021-04-15 06:47:59.363620, cost_time=0:00:39.202369 2021-04-15 06:47:46,467 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.876228, arrival_time=2021-04-15 06:47:59.344135, cost_time=0:00:41.987625 2021-04-15 06:47:49,255 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.77ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.074384, arrival_time=2021-04-15 06:47:59.329749, cost_time=0:00:44.775075 2021-04-15 06:47:52,052 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.24ms, fps=916 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.275632, arrival_time=2021-04-15 06:47:59.327581, cost_time=0:00:47.571485 2021-04-15 06:47:54,842 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.476592, arrival_time=2021-04-15 06:47:59.318563, cost_time=0:00:50.361653 2021-04-15 06:47:57,629 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=0.99ms, fps=919 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.678386, arrival_time=2021-04-15 06:47:59.307597, cost_time=0:00:53.148873 2021-04-15 06:47:59,127 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.01ms, fps=908 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:47:59.127636, cost_time=0:00:54.647367 2021-04-15 06:48:00,021 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.22ms, fps=2870 images/s, loss=0.2434, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:02.675880, arrival_time=2021-04-15 06:48:02.697016, cost_time=0:00:00.891962 2021-04-15 06:48:00,792 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.22ms, fps=3320 images/s, loss=0.2305, top1-acc=94.26%, top5-acc=99.80%, remaining_time=0:00:01.663460, arrival_time=2021-04-15 06:48:02.456092, cost_time=0:00:01.663451 2021-04-15 06:48:01,564 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.45ms, fps=3317 images/s, loss=0.2416, top1-acc=94.13%, top5-acc=99.86%, remaining_time=0:00:00.811860, arrival_time=2021-04-15 06:48:02.376683, cost_time=0:00:02.435569 2021-04-15 06:48:02,273 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.06ms, fps=3274 images/s, loss=0.2455, top1-acc=94.15%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-15 06:48:02.273808, cost_time=0:00:03.144636 2021-04-15 06:48:02,795 INFO : Epoch=0183 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:16:34.080831, arrival_time=2021-04-15 07:04:36.875931, cost_time=2:58:20.987797 2021-04-15 06:48:02,796 INFO : Train start, epoch=0184, lr=0.001772 2021-04-15 06:48:05,751 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.47ms, fps=866 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.952770, arrival_time=2021-04-15 06:49:00.703952, cost_time=0:00:02.954449 2021-04-15 06:48:08,548 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.86ms, fps=915 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.616368, arrival_time=2021-04-15 06:48:59.164896, cost_time=0:00:05.751858 2021-04-15 06:48:11,336 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:47.254556, arrival_time=2021-04-15 06:48:58.591174, cost_time=0:00:08.539971 2021-04-15 06:48:14,124 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0018, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.179512, arrival_time=2021-04-15 06:48:58.304217, cost_time=0:00:11.328084 2021-04-15 06:48:16,913 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:41.221056, arrival_time=2021-04-15 06:48:58.134545, cost_time=0:00:14.116804 2021-04-15 06:48:19,704 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0016, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:38.323576, arrival_time=2021-04-15 06:48:58.027645, cost_time=0:00:16.907456 2021-04-15 06:48:22,490 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.32ms, fps=919 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.448840, arrival_time=2021-04-15 06:48:57.939227, cost_time=0:00:19.693783 2021-04-15 06:48:25,276 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:32.595420, arrival_time=2021-04-15 06:48:57.871647, cost_time=0:00:22.479624 2021-04-15 06:48:28,065 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.760454, arrival_time=2021-04-15 06:48:57.825471, cost_time=0:00:25.268275 2021-04-15 06:48:30,854 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:26.935200, arrival_time=2021-04-15 06:48:57.789338, cost_time=0:00:28.057497 2021-04-15 06:48:33,640 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.39ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.114486, arrival_time=2021-04-15 06:48:57.755255, cost_time=0:00:30.844139 2021-04-15 06:48:36,426 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.298848, arrival_time=2021-04-15 06:48:57.725195, cost_time=0:00:33.629742 2021-04-15 06:48:39,214 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.488844, arrival_time=2021-04-15 06:48:57.702928, cost_time=0:00:36.417480 2021-04-15 06:48:41,999 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.681288, arrival_time=2021-04-15 06:48:57.681070, cost_time=0:00:39.203170 2021-04-15 06:48:44,789 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.877838, arrival_time=2021-04-15 06:48:57.667405, cost_time=0:00:41.992957 2021-04-15 06:48:47,578 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.075824, arrival_time=2021-04-15 06:48:57.653823, cost_time=0:00:44.781394 2021-04-15 06:48:50,363 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:07.274930, arrival_time=2021-04-15 06:48:57.638341, cost_time=0:00:47.566783 2021-04-15 06:48:53,153 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.476160, arrival_time=2021-04-15 06:48:57.629614, cost_time=0:00:50.356847 2021-04-15 06:48:55,942 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.00ms, fps=918 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.678290, arrival_time=2021-04-15 06:48:57.620837, cost_time=0:00:53.145909 2021-04-15 06:48:57,439 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.12ms, fps=909 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:48:57.439462, cost_time=0:00:54.642850 2021-04-15 06:48:58,328 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.46ms, fps=2885 images/s, loss=0.2721, top1-acc=93.83%, top5-acc=99.80%, remaining_time=0:00:02.662290, arrival_time=2021-04-15 06:49:00.990819, cost_time=0:00:00.887431 2021-04-15 06:48:59,100 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.18ms, fps=3319 images/s, loss=0.2574, top1-acc=94.00%, top5-acc=99.82%, remaining_time=0:00:01.659000, arrival_time=2021-04-15 06:49:00.759075, cost_time=0:00:01.658991 2021-04-15 06:48:59,870 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.26ms, fps=3324 images/s, loss=0.2443, top1-acc=94.27%, top5-acc=99.87%, remaining_time=0:00:00.809800, arrival_time=2021-04-15 06:49:00.680267, cost_time=0:00:02.429391 2021-04-15 06:49:00,574 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.05ms, fps=3296 images/s, loss=0.2499, top1-acc=94.22%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-15 06:49:00.574675, cost_time=0:00:03.133618 2021-04-15 06:49:00,992 INFO : Epoch=0184 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:15:35.581344, arrival_time=2021-04-15 07:04:36.574160, cost_time=2:59:19.185521 2021-04-15 06:49:00,994 INFO : Train start, epoch=0185, lr=0.001571 2021-04-15 06:49:03,921 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.55ms, fps=874 images/s, loss=0.0015, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:54.453174, arrival_time=2021-04-15 06:49:58.374944, cost_time=0:00:02.927590 2021-04-15 06:49:06,718 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.372432, arrival_time=2021-04-15 06:49:57.090748, cost_time=0:00:05.724143 2021-04-15 06:49:09,520 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.176702, arrival_time=2021-04-15 06:49:56.696780, cost_time=0:00:08.525896 2021-04-15 06:49:12,323 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.40ms, fps=913 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.184348, arrival_time=2021-04-15 06:49:56.507769, cost_time=0:00:11.329311 2021-04-15 06:49:15,128 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.81ms, fps=913 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.271426, arrival_time=2021-04-15 06:49:56.399628, cost_time=0:00:14.134048 2021-04-15 06:49:17,932 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.51ms, fps=913 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.393480, arrival_time=2021-04-15 06:49:56.325907, cost_time=0:00:16.938302 2021-04-15 06:49:20,733 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.531622, arrival_time=2021-04-15 06:49:56.265504, cost_time=0:00:19.739780 2021-04-15 06:49:23,540 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.31ms, fps=912 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.692048, arrival_time=2021-04-15 06:49:56.232404, cost_time=0:00:22.546260 2021-04-15 06:49:26,345 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.32ms, fps=913 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.858292, arrival_time=2021-04-15 06:49:56.203730, cost_time=0:00:25.351342 2021-04-15 06:49:29,153 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.79ms, fps=912 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:27.032640, arrival_time=2021-04-15 06:49:56.185773, cost_time=0:00:28.158978 2021-04-15 06:49:31,958 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.208742, arrival_time=2021-04-15 06:49:56.167571, cost_time=0:00:30.964703 2021-04-15 06:49:34,756 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.382904, arrival_time=2021-04-15 06:49:56.139479, cost_time=0:00:33.762460 2021-04-15 06:49:37,557 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.32ms, fps=914 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.562764, arrival_time=2021-04-15 06:49:56.119857, cost_time=0:00:36.562997 2021-04-15 06:49:40,359 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.39ms, fps=914 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.745968, arrival_time=2021-04-15 06:49:56.104978, cost_time=0:00:39.364911 2021-04-15 06:49:43,160 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.69ms, fps=914 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.930922, arrival_time=2021-04-15 06:49:56.091119, cost_time=0:00:42.166097 2021-04-15 06:49:45,961 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.42ms, fps=914 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.117728, arrival_time=2021-04-15 06:49:56.079493, cost_time=0:00:44.967666 2021-04-15 06:49:48,761 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.29ms, fps=915 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:07.305558, arrival_time=2021-04-15 06:49:56.066767, cost_time=0:00:47.767113 2021-04-15 06:49:51,560 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.30ms, fps=915 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:04.494784, arrival_time=2021-04-15 06:49:56.055143, cost_time=0:00:50.566262 2021-04-15 06:49:54,364 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.11ms, fps=913 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:01.685370, arrival_time=2021-04-15 06:49:56.049522, cost_time=0:00:53.369997 2021-04-15 06:49:55,869 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.15ms, fps=904 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:49:55.869482, cost_time=0:00:54.875405 2021-04-15 06:49:56,749 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.29ms, fps=2913 images/s, loss=0.2231, top1-acc=94.18%, top5-acc=99.88%, remaining_time=0:00:02.636640, arrival_time=2021-04-15 06:49:59.386590, cost_time=0:00:00.878884 2021-04-15 06:49:57,520 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.24ms, fps=3322 images/s, loss=0.2395, top1-acc=94.14%, top5-acc=99.90%, remaining_time=0:00:01.649820, arrival_time=2021-04-15 06:49:59.170705, cost_time=0:00:01.649813 2021-04-15 06:49:58,293 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.25ms, fps=3314 images/s, loss=0.2368, top1-acc=94.26%, top5-acc=99.88%, remaining_time=0:00:00.807560, arrival_time=2021-04-15 06:49:59.101359, cost_time=0:00:02.422685 2021-04-15 06:49:59,001 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.06ms, fps=3280 images/s, loss=0.2481, top1-acc=94.25%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 06:49:59.001558, cost_time=0:00:03.130510 2021-04-15 06:49:59,424 INFO : Epoch=0185 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:14:37.104090, arrival_time=2021-04-15 07:04:36.528552, cost_time=3:00:17.617164 2021-04-15 06:49:59,425 INFO : Train start, epoch=0186, lr=0.001382 2021-04-15 06:50:02,386 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.25ms, fps=865 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.065858, arrival_time=2021-04-15 06:50:57.452151, cost_time=0:00:02.960532 2021-04-15 06:50:05,171 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.560048, arrival_time=2021-04-15 06:50:55.731270, cost_time=0:00:05.745463 2021-04-15 06:50:07,957 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.208740, arrival_time=2021-04-15 06:50:55.166212, cost_time=0:00:08.531705 2021-04-15 06:50:10,743 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.140044, arrival_time=2021-04-15 06:50:54.883772, cost_time=0:00:11.317959 2021-04-15 06:50:13,531 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.23ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.189666, arrival_time=2021-04-15 06:50:54.721493, cost_time=0:00:14.106056 2021-04-15 06:50:16,316 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.15ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.285496, arrival_time=2021-04-15 06:50:54.601927, cost_time=0:00:16.890660 2021-04-15 06:50:19,101 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.416080, arrival_time=2021-04-15 06:50:54.517455, cost_time=0:00:19.675608 2021-04-15 06:50:21,888 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.571408, arrival_time=2021-04-15 06:50:54.460227, cost_time=0:00:22.463054 2021-04-15 06:50:24,675 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.15ms, fps=919 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.738406, arrival_time=2021-04-15 06:50:54.413757, cost_time=0:00:25.249589 2021-04-15 06:50:27,461 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.914272, arrival_time=2021-04-15 06:50:54.375711, cost_time=0:00:28.035675 2021-04-15 06:50:30,253 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.101930, arrival_time=2021-04-15 06:50:54.355784, cost_time=0:00:30.828079 2021-04-15 06:50:33,055 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.25ms, fps=914 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.298620, arrival_time=2021-04-15 06:50:54.353750, cost_time=0:00:33.629356 2021-04-15 06:50:35,853 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.20ms, fps=915 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.494190, arrival_time=2021-04-15 06:50:54.348005, cost_time=0:00:36.427986 2021-04-15 06:50:38,649 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.38ms, fps=916 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.689408, arrival_time=2021-04-15 06:50:54.338757, cost_time=0:00:39.223561 2021-04-15 06:50:41,443 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.885520, arrival_time=2021-04-15 06:50:54.329225, cost_time=0:00:42.017936 2021-04-15 06:50:44,242 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.28ms, fps=915 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.083816, arrival_time=2021-04-15 06:50:54.326602, cost_time=0:00:44.817008 2021-04-15 06:50:47,041 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.33ms, fps=915 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.282340, arrival_time=2021-04-15 06:50:54.323399, cost_time=0:00:47.615286 2021-04-15 06:50:49,833 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.480672, arrival_time=2021-04-15 06:50:54.314069, cost_time=0:00:50.407637 2021-04-15 06:50:52,624 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=0.97ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.679946, arrival_time=2021-04-15 06:50:54.303991, cost_time=0:00:53.198300 2021-04-15 06:50:54,122 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=0.97ms, fps=908 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:50:54.122320, cost_time=0:00:54.696571 2021-04-15 06:50:55,021 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.30ms, fps=2850 images/s, loss=0.2400, top1-acc=94.22%, top5-acc=99.73%, remaining_time=0:00:02.694330, arrival_time=2021-04-15 06:50:57.716257, cost_time=0:00:00.898111 2021-04-15 06:50:55,793 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.20ms, fps=3321 images/s, loss=0.2266, top1-acc=94.55%, top5-acc=99.80%, remaining_time=0:00:01.669260, arrival_time=2021-04-15 06:50:57.462352, cost_time=0:00:01.669265 2021-04-15 06:50:56,563 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.29ms, fps=3324 images/s, loss=0.2361, top1-acc=94.19%, top5-acc=99.82%, remaining_time=0:00:00.813220, arrival_time=2021-04-15 06:50:57.376686, cost_time=0:00:02.439649 2021-04-15 06:50:57,266 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.05ms, fps=3301 images/s, loss=0.2417, top1-acc=94.08%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 06:50:57.266631, cost_time=0:00:03.142826 2021-04-15 06:50:57,698 INFO : Epoch=0186 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:13:38.615434, arrival_time=2021-04-15 07:04:36.313438, cost_time=3:01:15.890708 2021-04-15 06:50:57,699 INFO : Train start, epoch=0187, lr=0.001204 2021-04-15 06:51:00,670 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.45ms, fps=862 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.253160, arrival_time=2021-04-15 06:51:55.923108, cost_time=0:00:02.970599 2021-04-15 06:51:03,455 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.654560, arrival_time=2021-04-15 06:51:54.110160, cost_time=0:00:05.756190 2021-04-15 06:51:06,243 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.20ms, fps=919 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.276302, arrival_time=2021-04-15 06:51:53.519517, cost_time=0:00:08.543920 2021-04-15 06:51:09,030 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.30ms, fps=919 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.191056, arrival_time=2021-04-15 06:51:53.221372, cost_time=0:00:11.331039 2021-04-15 06:51:11,817 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.224706, arrival_time=2021-04-15 06:51:53.042110, cost_time=0:00:14.118061 2021-04-15 06:51:14,609 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.329696, arrival_time=2021-04-15 06:51:52.939186, cost_time=0:00:16.910132 2021-04-15 06:51:17,397 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.456022, arrival_time=2021-04-15 06:51:52.853144, cost_time=0:00:19.697762 2021-04-15 06:51:20,188 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.608644, arrival_time=2021-04-15 06:51:52.796698, cost_time=0:00:22.488708 2021-04-15 06:51:22,982 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.36ms, fps=916 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.777944, arrival_time=2021-04-15 06:51:52.760399, cost_time=0:00:25.283176 2021-04-15 06:51:25,784 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.43ms, fps=914 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.961408, arrival_time=2021-04-15 06:51:52.745562, cost_time=0:00:28.084816 2021-04-15 06:51:28,588 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.149488, arrival_time=2021-04-15 06:51:52.737643, cost_time=0:00:30.888853 2021-04-15 06:51:31,392 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.39ms, fps=913 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.339280, arrival_time=2021-04-15 06:51:52.732139, cost_time=0:00:33.693575 2021-04-15 06:51:34,193 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.36ms, fps=914 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.527586, arrival_time=2021-04-15 06:51:52.720650, cost_time=0:00:36.493789 2021-04-15 06:51:36,996 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.36ms, fps=913 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.718864, arrival_time=2021-04-15 06:51:52.715293, cost_time=0:00:39.297152 2021-04-15 06:51:39,812 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.36ms, fps=909 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.914730, arrival_time=2021-04-15 06:51:52.727279, cost_time=0:00:42.113188 2021-04-15 06:51:42,599 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.102608, arrival_time=2021-04-15 06:51:52.702339, cost_time=0:00:44.900446 2021-04-15 06:51:45,391 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.294144, arrival_time=2021-04-15 06:51:52.685832, cost_time=0:00:47.692404 2021-04-15 06:51:48,182 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.487360, arrival_time=2021-04-15 06:51:52.669439, cost_time=0:00:50.482800 2021-04-15 06:51:50,972 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.10ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.682328, arrival_time=2021-04-15 06:51:52.655254, cost_time=0:00:53.273647 2021-04-15 06:51:52,471 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.10ms, fps=908 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:51:52.471778, cost_time=0:00:54.772522 2021-04-15 06:51:53,365 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.18ms, fps=2868 images/s, loss=0.2384, top1-acc=94.45%, top5-acc=99.84%, remaining_time=0:00:02.677620, arrival_time=2021-04-15 06:51:56.043506, cost_time=0:00:00.892538 2021-04-15 06:51:54,137 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.41ms, fps=3319 images/s, loss=0.2546, top1-acc=93.91%, top5-acc=99.92%, remaining_time=0:00:01.664260, arrival_time=2021-04-15 06:51:55.801876, cost_time=0:00:01.664265 2021-04-15 06:51:54,909 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.33ms, fps=3319 images/s, loss=0.2518, top1-acc=94.04%, top5-acc=99.88%, remaining_time=0:00:00.811980, arrival_time=2021-04-15 06:51:55.721293, cost_time=0:00:02.435955 2021-04-15 06:51:55,613 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=3297 images/s, loss=0.2596, top1-acc=94.14%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-15 06:51:55.613342, cost_time=0:00:03.140011 2021-04-15 06:51:56,123 INFO : Epoch=0187 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:12:40.139627, arrival_time=2021-04-15 07:04:36.263086, cost_time=3:02:14.316167 2021-04-15 06:51:56,124 INFO : Train start, epoch=0188, lr=0.001039 2021-04-15 06:51:59,090 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.68ms, fps=863 images/s, loss=0.0017, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.157184, arrival_time=2021-04-15 06:52:54.247471, cost_time=0:00:02.965440 2021-04-15 06:52:01,895 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.48ms, fps=913 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.782160, arrival_time=2021-04-15 06:52:52.677709, cost_time=0:00:05.770696 2021-04-15 06:52:04,697 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.0015, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.432674, arrival_time=2021-04-15 06:52:52.129675, cost_time=0:00:08.572157 2021-04-15 06:52:07,498 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.28ms, fps=914 images/s, loss=0.0017, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:44.355636, arrival_time=2021-04-15 06:52:51.853668, cost_time=0:00:11.373254 2021-04-15 06:52:10,288 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.83ms, fps=918 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.358004, arrival_time=2021-04-15 06:52:51.646524, cost_time=0:00:14.163692 2021-04-15 06:52:13,098 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.53ms, fps=911 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:38.473992, arrival_time=2021-04-15 06:52:51.572655, cost_time=0:00:16.973796 2021-04-15 06:52:15,903 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.38ms, fps=913 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.600544, arrival_time=2021-04-15 06:52:51.503563, cost_time=0:00:19.778096 2021-04-15 06:52:18,706 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.34ms, fps=913 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.743320, arrival_time=2021-04-15 06:52:51.449710, cost_time=0:00:22.581601 2021-04-15 06:52:21,508 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.40ms, fps=914 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.896346, arrival_time=2021-04-15 06:52:51.404761, cost_time=0:00:25.383647 2021-04-15 06:52:24,308 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.35ms, fps=914 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.056256, arrival_time=2021-04-15 06:52:51.364683, cost_time=0:00:28.183586 2021-04-15 06:52:27,114 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.33ms, fps=912 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:24.228350, arrival_time=2021-04-15 06:52:51.342930, cost_time=0:00:30.989804 2021-04-15 06:52:29,915 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.38ms, fps=914 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.400992, arrival_time=2021-04-15 06:52:51.316743, cost_time=0:00:33.790986 2021-04-15 06:52:32,710 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.34ms, fps=916 images/s, loss=0.0015, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.574314, arrival_time=2021-04-15 06:52:51.284802, cost_time=0:00:36.585724 2021-04-15 06:52:35,500 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:15.750280, arrival_time=2021-04-15 06:52:51.250865, cost_time=0:00:39.375653 2021-04-15 06:52:38,295 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.37ms, fps=916 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.932210, arrival_time=2021-04-15 06:52:51.227251, cost_time=0:00:42.170254 2021-04-15 06:52:41,084 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.63ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.115892, arrival_time=2021-04-15 06:52:51.200254, cost_time=0:00:44.959588 2021-04-15 06:52:43,877 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.303348, arrival_time=2021-04-15 06:52:51.180759, cost_time=0:00:47.752644 2021-04-15 06:52:46,679 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.34ms, fps=914 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.493744, arrival_time=2021-04-15 06:52:51.173191, cost_time=0:00:50.554677 2021-04-15 06:52:49,478 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.12ms, fps=915 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.684842, arrival_time=2021-04-15 06:52:51.162986, cost_time=0:00:53.353390 2021-04-15 06:52:50,987 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.38ms, fps=901 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:52:50.987111, cost_time=0:00:54.862351 2021-04-15 06:52:51,868 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=1.56ms, fps=2910 images/s, loss=0.2689, top1-acc=94.02%, top5-acc=99.84%, remaining_time=0:00:02.639400, arrival_time=2021-04-15 06:52:54.508018, cost_time=0:00:00.879797 2021-04-15 06:52:52,640 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.23ms, fps=3319 images/s, loss=0.2659, top1-acc=93.91%, top5-acc=99.88%, remaining_time=0:00:01.651320, arrival_time=2021-04-15 06:52:54.291472, cost_time=0:00:01.651323 2021-04-15 06:52:53,412 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.40ms, fps=3316 images/s, loss=0.2465, top1-acc=94.11%, top5-acc=99.79%, remaining_time=0:00:00.807870, arrival_time=2021-04-15 06:52:54.220291, cost_time=0:00:02.423597 2021-04-15 06:52:54,117 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2444, top1-acc=94.21%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-15 06:52:54.117275, cost_time=0:00:03.128469 2021-04-15 06:52:54,581 INFO : Epoch=0188 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:11:41.666412, arrival_time=2021-04-15 07:04:36.247506, cost_time=3:03:12.773797 2021-04-15 06:52:54,582 INFO : Train start, epoch=0189, lr=0.000886 2021-04-15 06:52:57,523 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.43ms, fps=870 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.712644, arrival_time=2021-04-15 06:53:52.236578, cost_time=0:00:02.941541 2021-04-15 06:53:00,317 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.85ms, fps=917 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.468528, arrival_time=2021-04-15 06:53:50.786106, cost_time=0:00:05.735067 2021-04-15 06:53:03,106 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.168236, arrival_time=2021-04-15 06:53:50.275015, cost_time=0:00:08.524372 2021-04-15 06:53:05,898 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.131152, arrival_time=2021-04-15 06:53:50.029306, cost_time=0:00:11.315673 2021-04-15 06:53:08,687 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.187184, arrival_time=2021-04-15 06:53:49.874777, cost_time=0:00:14.105198 2021-04-15 06:53:11,484 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.310656, arrival_time=2021-04-15 06:53:49.794908, cost_time=0:00:16.901776 2021-04-15 06:53:14,275 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.447454, arrival_time=2021-04-15 06:53:49.722905, cost_time=0:00:19.693043 2021-04-15 06:53:17,065 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.599944, arrival_time=2021-04-15 06:53:49.665067, cost_time=0:00:22.482725 2021-04-15 06:53:19,852 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.762786, arrival_time=2021-04-15 06:53:49.615442, cost_time=0:00:25.270261 2021-04-15 06:53:22,642 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.62ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.937984, arrival_time=2021-04-15 06:53:49.580816, cost_time=0:00:28.060433 2021-04-15 06:53:25,433 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.119474, arrival_time=2021-04-15 06:53:49.552455, cost_time=0:00:30.850507 2021-04-15 06:53:28,230 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.50ms, fps=915 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.310628, arrival_time=2021-04-15 06:53:49.541421, cost_time=0:00:33.648389 2021-04-15 06:53:31,018 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.41ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.498348, arrival_time=2021-04-15 06:53:49.516861, cost_time=0:00:36.436118 2021-04-15 06:53:33,808 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.690304, arrival_time=2021-04-15 06:53:49.498522, cost_time=0:00:39.225824 2021-04-15 06:53:36,597 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.55ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.884692, arrival_time=2021-04-15 06:53:49.482445, cost_time=0:00:42.015306 2021-04-15 06:53:39,393 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.41ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.082520, arrival_time=2021-04-15 06:53:49.476218, cost_time=0:00:44.811222 2021-04-15 06:53:42,186 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.34ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.280572, arrival_time=2021-04-15 06:53:49.466741, cost_time=0:00:47.603691 2021-04-15 06:53:44,978 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.57ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.479680, arrival_time=2021-04-15 06:53:49.458559, cost_time=0:00:50.396396 2021-04-15 06:53:47,765 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.04ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.679460, arrival_time=2021-04-15 06:53:49.444715, cost_time=0:00:53.182884 2021-04-15 06:53:49,261 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.05ms, fps=909 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:53:49.261844, cost_time=0:00:54.679470 2021-04-15 06:53:50,142 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=1.23ms, fps=2913 images/s, loss=0.2416, top1-acc=94.22%, top5-acc=99.80%, remaining_time=0:00:02.636850, arrival_time=2021-04-15 06:53:52.779224, cost_time=0:00:00.878950 2021-04-15 06:53:50,914 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.35ms, fps=3315 images/s, loss=0.2572, top1-acc=93.87%, top5-acc=99.77%, remaining_time=0:00:01.651520, arrival_time=2021-04-15 06:53:52.566442, cost_time=0:00:01.651519 2021-04-15 06:53:51,687 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.28ms, fps=3317 images/s, loss=0.2439, top1-acc=94.04%, top5-acc=99.83%, remaining_time=0:00:00.807880, arrival_time=2021-04-15 06:53:52.494900, cost_time=0:00:02.423638 2021-04-15 06:53:52,391 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.05ms, fps=3295 images/s, loss=0.2389, top1-acc=94.08%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 06:53:52.391426, cost_time=0:00:03.128073 2021-04-15 06:53:52,883 INFO : Epoch=0189 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:10:43.184333, arrival_time=2021-04-15 07:04:36.067949, cost_time=3:04:11.076313 2021-04-15 06:53:52,884 INFO : Train start, epoch=0190, lr=0.000745 2021-04-15 06:53:55,845 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.24ms, fps=865 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.065486, arrival_time=2021-04-15 06:54:50.911158, cost_time=0:00:02.960510 2021-04-15 06:53:58,636 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.43ms, fps=917 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.613376, arrival_time=2021-04-15 06:54:49.250062, cost_time=0:00:05.751524 2021-04-15 06:54:01,427 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.268666, arrival_time=2021-04-15 06:54:48.696400, cost_time=0:00:08.542530 2021-04-15 06:54:04,217 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.44ms, fps=918 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.196048, arrival_time=2021-04-15 06:54:48.413424, cost_time=0:00:11.332301 2021-04-15 06:54:07,011 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=2.10ms, fps=916 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.249088, arrival_time=2021-04-15 06:54:48.260654, cost_time=0:00:14.126423 2021-04-15 06:54:09,805 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.31ms, fps=917 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.351592, arrival_time=2021-04-15 06:54:48.156533, cost_time=0:00:16.919843 2021-04-15 06:54:12,596 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.479710, arrival_time=2021-04-15 06:54:48.075771, cost_time=0:00:19.710978 2021-04-15 06:54:15,385 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.626044, arrival_time=2021-04-15 06:54:48.011877, cost_time=0:00:22.500745 2021-04-15 06:54:18,174 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.785682, arrival_time=2021-04-15 06:54:47.960463, cost_time=0:00:25.289697 2021-04-15 06:54:20,958 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.22ms, fps=920 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.950752, arrival_time=2021-04-15 06:54:47.909620, cost_time=0:00:28.073723 2021-04-15 06:54:23,750 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.130826, arrival_time=2021-04-15 06:54:47.880989, cost_time=0:00:30.865064 2021-04-15 06:54:26,539 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.314200, arrival_time=2021-04-15 06:54:47.853270, cost_time=0:00:33.653971 2021-04-15 06:54:29,334 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.32ms, fps=916 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.505146, arrival_time=2021-04-15 06:54:47.839806, cost_time=0:00:36.449576 2021-04-15 06:54:32,117 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.39ms, fps=920 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:15.693048, arrival_time=2021-04-15 06:54:47.810723, cost_time=0:00:39.232607 2021-04-15 06:54:34,903 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.885658, arrival_time=2021-04-15 06:54:47.789265, cost_time=0:00:42.018524 2021-04-15 06:54:37,691 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:10.081404, arrival_time=2021-04-15 06:54:47.772792, cost_time=0:00:44.806299 2021-04-15 06:54:40,482 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.19ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:07.279558, arrival_time=2021-04-15 06:54:47.761801, cost_time=0:00:47.597157 2021-04-15 06:54:43,270 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.38ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:04.478720, arrival_time=2021-04-15 06:54:47.749428, cost_time=0:00:50.385624 2021-04-15 06:54:46,064 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.02ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:01.679334, arrival_time=2021-04-15 06:54:47.743318, cost_time=0:00:53.178875 2021-04-15 06:54:47,563 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=0.99ms, fps=907 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:54:47.563633, cost_time=0:00:54.678572 2021-04-15 06:54:48,455 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.17ms, fps=2877 images/s, loss=0.2374, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:02.669550, arrival_time=2021-04-15 06:54:51.124573, cost_time=0:00:00.889851 2021-04-15 06:54:49,226 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.20ms, fps=3321 images/s, loss=0.2436, top1-acc=94.20%, top5-acc=99.88%, remaining_time=0:00:01.661180, arrival_time=2021-04-15 06:54:50.887550, cost_time=0:00:01.661178 2021-04-15 06:54:49,997 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.13ms, fps=3321 images/s, loss=0.2360, top1-acc=94.36%, top5-acc=99.87%, remaining_time=0:00:00.810840, arrival_time=2021-04-15 06:54:50.808525, cost_time=0:00:02.432516 2021-04-15 06:54:50,701 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=3297 images/s, loss=0.2399, top1-acc=94.30%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-15 06:54:50.701538, cost_time=0:00:03.136389 2021-04-15 06:54:51,172 INFO : Epoch=0190 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:09:44.703430, arrival_time=2021-04-15 07:04:35.875880, cost_time=3:05:09.365151 2021-04-15 06:54:51,173 INFO : Train start, epoch=0191, lr=0.000616 2021-04-15 06:54:54,100 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.52ms, fps=875 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.427878, arrival_time=2021-04-15 06:55:48.527847, cost_time=0:00:02.926232 2021-04-15 06:54:56,885 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.265248, arrival_time=2021-04-15 06:55:47.150955, cost_time=0:00:05.711964 2021-04-15 06:54:59,669 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.17ms, fps=920 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.009540, arrival_time=2021-04-15 06:55:46.678985, cost_time=0:00:08.495710 2021-04-15 06:55:02,459 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.013216, arrival_time=2021-04-15 06:55:46.472409, cost_time=0:00:11.285454 2021-04-15 06:55:05,245 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.21ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.089364, arrival_time=2021-04-15 06:55:46.334824, cost_time=0:00:14.071718 2021-04-15 06:55:08,032 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.213552, arrival_time=2021-04-15 06:55:46.246208, cost_time=0:00:16.858915 2021-04-15 06:55:10,819 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0014, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:35.361396, arrival_time=2021-04-15 06:55:46.180357, cost_time=0:00:19.645222 2021-04-15 06:55:13,605 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.525588, arrival_time=2021-04-15 06:55:46.130756, cost_time=0:00:22.431421 2021-04-15 06:55:16,391 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.700882, arrival_time=2021-04-15 06:55:46.092330, cost_time=0:00:25.217714 2021-04-15 06:55:19,179 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.885856, arrival_time=2021-04-15 06:55:46.065692, cost_time=0:00:28.006092 2021-04-15 06:55:21,970 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.40ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.077076, arrival_time=2021-04-15 06:55:46.047134, cost_time=0:00:30.796314 2021-04-15 06:55:24,756 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.268828, arrival_time=2021-04-15 06:55:46.024900, cost_time=0:00:33.582331 2021-04-15 06:55:27,541 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.20ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.463632, arrival_time=2021-04-15 06:55:46.005129, cost_time=0:00:36.367761 2021-04-15 06:55:30,331 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.663144, arrival_time=2021-04-15 06:55:45.994799, cost_time=0:00:39.157842 2021-04-15 06:55:33,115 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.24ms, fps=920 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.862244, arrival_time=2021-04-15 06:55:45.978159, cost_time=0:00:41.942141 2021-04-15 06:55:35,902 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.064052, arrival_time=2021-04-15 06:55:45.966974, cost_time=0:00:44.729188 2021-04-15 06:55:38,689 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.267156, arrival_time=2021-04-15 06:55:45.956905, cost_time=0:00:47.516003 2021-04-15 06:55:41,479 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.471664, arrival_time=2021-04-15 06:55:45.951612, cost_time=0:00:50.306202 2021-04-15 06:55:44,269 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.03ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.676706, arrival_time=2021-04-15 06:55:45.946140, cost_time=0:00:53.095716 2021-04-15 06:55:45,768 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.08ms, fps=907 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:55:45.768505, cost_time=0:00:54.594769 2021-04-15 06:55:46,659 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.16ms, fps=2878 images/s, loss=0.2281, top1-acc=94.30%, top5-acc=99.77%, remaining_time=0:00:02.668980, arrival_time=2021-04-15 06:55:49.328688, cost_time=0:00:00.889655 2021-04-15 06:55:47,430 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.23ms, fps=3321 images/s, loss=0.2376, top1-acc=94.36%, top5-acc=99.71%, remaining_time=0:00:01.660900, arrival_time=2021-04-15 06:55:49.091853, cost_time=0:00:01.660893 2021-04-15 06:55:48,201 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.24ms, fps=3323 images/s, loss=0.2360, top1-acc=94.37%, top5-acc=99.77%, remaining_time=0:00:00.810540, arrival_time=2021-04-15 06:55:49.012205, cost_time=0:00:02.431612 2021-04-15 06:55:48,905 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=3298 images/s, loss=0.2336, top1-acc=94.23%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-15 06:55:48.905318, cost_time=0:00:03.135276 2021-04-15 06:55:49,309 INFO : Epoch=0191 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:08:46.217364, arrival_time=2021-04-15 07:04:35.526554, cost_time=3:06:07.501892 2021-04-15 06:55:49,310 INFO : Train start, epoch=0192, lr=0.000499 2021-04-15 06:55:52,269 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.30ms, fps=865 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.043724, arrival_time=2021-04-15 06:56:47.313529, cost_time=0:00:02.959344 2021-04-15 06:55:55,062 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.18ms, fps=917 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.615488, arrival_time=2021-04-15 06:56:45.677802, cost_time=0:00:05.751761 2021-04-15 06:55:57,852 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.267670, arrival_time=2021-04-15 06:56:45.120495, cost_time=0:00:08.542360 2021-04-15 06:56:00,644 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.201352, arrival_time=2021-04-15 06:56:44.845550, cost_time=0:00:11.333663 2021-04-15 06:56:03,433 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.240182, arrival_time=2021-04-15 06:56:44.673974, cost_time=0:00:14.123336 2021-04-15 06:56:06,220 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.329560, arrival_time=2021-04-15 06:56:44.550177, cost_time=0:00:16.910072 2021-04-15 06:56:09,012 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.463204, arrival_time=2021-04-15 06:56:44.475434, cost_time=0:00:19.701761 2021-04-15 06:56:11,800 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.610036, arrival_time=2021-04-15 06:56:44.410132, cost_time=0:00:22.489644 2021-04-15 06:56:14,592 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.777096, arrival_time=2021-04-15 06:56:44.369944, cost_time=0:00:25.282395 2021-04-15 06:56:17,385 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.30ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.951424, arrival_time=2021-04-15 06:56:44.336436, cost_time=0:00:28.074397 2021-04-15 06:56:20,174 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.129622, arrival_time=2021-04-15 06:56:44.303570, cost_time=0:00:30.863470 2021-04-15 06:56:22,963 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.54ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.313288, arrival_time=2021-04-15 06:56:44.276306, cost_time=0:00:33.652545 2021-04-15 06:56:25,748 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.499536, arrival_time=2021-04-15 06:56:44.248464, cost_time=0:00:36.438477 2021-04-15 06:56:28,539 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.33ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.691536, arrival_time=2021-04-15 06:56:44.230765, cost_time=0:00:39.228777 2021-04-15 06:56:31,330 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.886072, arrival_time=2021-04-15 06:56:44.216360, cost_time=0:00:42.019833 2021-04-15 06:56:34,120 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.60ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.082340, arrival_time=2021-04-15 06:56:44.203196, cost_time=0:00:44.810407 2021-04-15 06:56:36,906 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.279376, arrival_time=2021-04-15 06:56:44.185776, cost_time=0:00:47.595941 2021-04-15 06:56:39,697 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.24ms, fps=917 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.478816, arrival_time=2021-04-15 06:56:44.175989, cost_time=0:00:50.386718 2021-04-15 06:56:42,484 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.679166, arrival_time=2021-04-15 06:56:44.163200, cost_time=0:00:53.173593 2021-04-15 06:56:43,984 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.10ms, fps=907 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:56:43.984488, cost_time=0:00:54.673986 2021-04-15 06:56:44,867 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.19ms, fps=2905 images/s, loss=0.2488, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:02.643360, arrival_time=2021-04-15 06:56:47.510554, cost_time=0:00:00.881118 2021-04-15 06:56:45,643 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.42ms, fps=3300 images/s, loss=0.2371, top1-acc=94.30%, top5-acc=99.86%, remaining_time=0:00:01.657180, arrival_time=2021-04-15 06:56:47.300445, cost_time=0:00:01.657189 2021-04-15 06:56:46,415 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.30ms, fps=3315 images/s, loss=0.2408, top1-acc=94.22%, top5-acc=99.87%, remaining_time=0:00:00.809950, arrival_time=2021-04-15 06:56:47.225869, cost_time=0:00:02.429838 2021-04-15 06:56:47,125 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.06ms, fps=3273 images/s, loss=0.2390, top1-acc=94.12%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 06:56:47.125393, cost_time=0:00:03.139315 2021-04-15 06:56:47,563 INFO : Epoch=0192 complete, best val top1-acc=94.34%, top5-acc=99.87% (epoch=173), remaining_time=0:07:47.739832, arrival_time=2021-04-15 07:04:35.303264, cost_time=3:07:05.756052 2021-04-15 06:56:47,564 INFO : Train start, epoch=0193, lr=0.000394 2021-04-15 06:56:50,540 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.27ms, fps=860 images/s, loss=0.0013, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.344114, arrival_time=2021-04-15 06:57:45.884347, cost_time=0:00:02.975494 2021-04-15 06:56:53,350 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.31ms, fps=911 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.911696, arrival_time=2021-04-15 06:57:44.261954, cost_time=0:00:05.785415 2021-04-15 06:56:56,149 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.22ms, fps=915 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.502062, arrival_time=2021-04-15 06:57:43.651599, cost_time=0:00:08.584703 2021-04-15 06:56:58,950 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.23ms, fps=914 images/s, loss=0.0011, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.404620, arrival_time=2021-04-15 06:57:43.355258, cost_time=0:00:11.385812 2021-04-15 06:57:01,750 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.26ms, fps=915 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.421222, arrival_time=2021-04-15 06:57:43.171305, cost_time=0:00:14.185335 2021-04-15 06:57:04,537 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.471680, arrival_time=2021-04-15 06:57:43.009336, cost_time=0:00:16.972827 2021-04-15 06:57:07,327 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.573580, arrival_time=2021-04-15 06:57:42.901428, cost_time=0:00:19.763098 2021-04-15 06:57:10,115 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.698428, arrival_time=2021-04-15 06:57:42.813795, cost_time=0:00:22.550629 2021-04-15 06:57:12,904 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.25ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.844512, arrival_time=2021-04-15 06:57:42.748923, cost_time=0:00:25.339666 2021-04-15 06:57:15,693 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.003072, arrival_time=2021-04-15 06:57:42.696061, cost_time=0:00:28.128242 2021-04-15 06:57:18,483 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.53ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.172364, arrival_time=2021-04-15 06:57:42.655346, cost_time=0:00:30.918169 2021-04-15 06:57:21,274 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.20ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.349236, arrival_time=2021-04-15 06:57:42.623273, cost_time=0:00:33.709274 2021-04-15 06:57:24,066 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.21ms, fps=917 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.531810, arrival_time=2021-04-15 06:57:42.598610, cost_time=0:00:36.502041 2021-04-15 06:57:26,859 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.27ms, fps=917 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.718080, arrival_time=2021-04-15 06:57:42.577992, cost_time=0:00:39.295162 2021-04-15 06:57:29,647 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.905392, arrival_time=2021-04-15 06:57:42.552919, cost_time=0:00:42.082782 2021-04-15 06:57:32,435 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.095984, arrival_time=2021-04-15 06:57:42.531775, cost_time=0:00:44.871048 2021-04-15 06:57:35,225 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.289230, arrival_time=2021-04-15 06:57:42.514348, cost_time=0:00:47.660369 2021-04-15 06:57:38,015 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.21ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.484496, arrival_time=2021-04-15 06:57:42.499743, cost_time=0:00:50.450499 2021-04-15 06:57:40,800 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.04ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.681128, arrival_time=2021-04-15 06:57:42.481577, cost_time=0:00:53.235717 2021-04-15 06:57:42,299 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=0.99ms, fps=907 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:57:42.299741, cost_time=0:00:54.734949 2021-04-15 06:57:43,180 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.31ms, fps=2913 images/s, loss=0.2411, top1-acc=94.57%, top5-acc=99.88%, remaining_time=0:00:02.636640, arrival_time=2021-04-15 06:57:45.816913, cost_time=0:00:00.878884 2021-04-15 06:57:43,950 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.21ms, fps=3324 images/s, loss=0.2187, top1-acc=94.84%, top5-acc=99.88%, remaining_time=0:00:01.649460, arrival_time=2021-04-15 06:57:45.600291, cost_time=0:00:01.649461 2021-04-15 06:57:44,721 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.32ms, fps=3325 images/s, loss=0.2321, top1-acc=94.44%, top5-acc=99.84%, remaining_time=0:00:00.806540, arrival_time=2021-04-15 06:57:45.527535, cost_time=0:00:02.419620 2021-04-15 06:57:45,425 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.05ms, fps=3293 images/s, loss=0.2471, top1-acc=94.39%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 06:57:45.425831, cost_time=0:00:03.124471 2021-04-15 06:57:46,240 INFO : Epoch=0193 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:06:49.279948, arrival_time=2021-04-15 07:04:35.520100, cost_time=3:08:04.432847 2021-04-15 06:57:46,241 INFO : Train start, epoch=0194, lr=0.000302 2021-04-15 06:57:49,232 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.76ms, fps=856 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.639296, arrival_time=2021-04-15 06:58:44.872192, cost_time=0:00:02.991356 2021-04-15 06:57:52,023 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.877376, arrival_time=2021-04-15 06:58:42.900401, cost_time=0:00:05.781529 2021-04-15 06:57:54,811 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.421220, arrival_time=2021-04-15 06:58:42.232986, cost_time=0:00:08.570111 2021-04-15 06:57:57,600 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.300724, arrival_time=2021-04-15 06:58:41.901345, cost_time=0:00:11.359153 2021-04-15 06:58:00,392 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.319606, arrival_time=2021-04-15 06:58:41.711704, cost_time=0:00:14.150550 2021-04-15 06:58:03,182 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.399464, arrival_time=2021-04-15 06:58:41.581863, cost_time=0:00:16.940931 2021-04-15 06:58:05,973 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.15ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.516754, arrival_time=2021-04-15 06:58:41.489759, cost_time=0:00:19.731537 2021-04-15 06:58:08,758 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.650288, arrival_time=2021-04-15 06:58:41.409166, cost_time=0:00:22.517416 2021-04-15 06:58:11,550 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.35ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.807942, arrival_time=2021-04-15 06:58:41.358052, cost_time=0:00:25.308654 2021-04-15 06:58:14,337 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.34ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.971968, arrival_time=2021-04-15 06:58:41.309355, cost_time=0:00:28.095840 2021-04-15 06:58:17,126 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.146478, arrival_time=2021-04-15 06:58:41.272978, cost_time=0:00:30.885008 2021-04-15 06:58:19,911 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.324156, arrival_time=2021-04-15 06:58:41.235342, cost_time=0:00:33.669727 2021-04-15 06:58:22,698 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.509172, arrival_time=2021-04-15 06:58:41.208075, cost_time=0:00:36.457442 2021-04-15 06:58:25,484 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.697024, arrival_time=2021-04-15 06:58:41.181002, cost_time=0:00:39.242524 2021-04-15 06:58:28,271 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.889338, arrival_time=2021-04-15 06:58:41.161247, cost_time=0:00:42.030452 2021-04-15 06:58:31,058 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.46ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.083852, arrival_time=2021-04-15 06:58:41.142387, cost_time=0:00:44.817082 2021-04-15 06:58:33,843 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.14ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.280260, arrival_time=2021-04-15 06:58:41.123450, cost_time=0:00:47.601732 2021-04-15 06:58:36,630 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.42ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.479056, arrival_time=2021-04-15 06:58:41.109817, cost_time=0:00:50.389293 2021-04-15 06:58:39,419 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.02ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.679304, arrival_time=2021-04-15 06:58:41.098679, cost_time=0:00:53.177884 2021-04-15 06:58:40,919 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.17ms, fps=907 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:58:40.919711, cost_time=0:00:54.678265 2021-04-15 06:58:41,816 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.30ms, fps=2861 images/s, loss=0.2542, top1-acc=93.79%, top5-acc=99.77%, remaining_time=0:00:02.684430, arrival_time=2021-04-15 06:58:44.500504, cost_time=0:00:00.894813 2021-04-15 06:58:42,586 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.15ms, fps=3325 images/s, loss=0.2565, top1-acc=93.59%, top5-acc=99.79%, remaining_time=0:00:01.665240, arrival_time=2021-04-15 06:58:44.251708, cost_time=0:00:01.665233 2021-04-15 06:58:43,357 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.13ms, fps=3322 images/s, loss=0.2529, top1-acc=93.78%, top5-acc=99.80%, remaining_time=0:00:00.812010, arrival_time=2021-04-15 06:58:44.169277, cost_time=0:00:02.436035 2021-04-15 06:58:44,060 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.05ms, fps=3300 images/s, loss=0.2406, top1-acc=94.03%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-15 06:58:44.060549, cost_time=0:00:03.139320 2021-04-15 06:58:44,567 INFO : Epoch=0194 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:05:50.807016, arrival_time=2021-04-15 07:04:35.374510, cost_time=3:09:02.760195 2021-04-15 06:58:44,568 INFO : Train start, epoch=0195, lr=0.000222 2021-04-15 06:58:47,553 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.63ms, fps=858 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.506120, arrival_time=2021-04-15 06:59:43.059254, cost_time=0:00:02.984204 2021-04-15 06:58:50,340 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.14ms, fps=919 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.790080, arrival_time=2021-04-15 06:59:41.130575, cost_time=0:00:05.771600 2021-04-15 06:58:53,131 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.44ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:47.379056, arrival_time=2021-04-15 06:59:40.510436, cost_time=0:00:08.562490 2021-04-15 06:58:55,919 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:44.267184, arrival_time=2021-04-15 06:59:40.186543, cost_time=0:00:11.350558 2021-04-15 06:58:58,706 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.16ms, fps=919 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:41.280770, arrival_time=2021-04-15 06:59:39.986825, cost_time=0:00:14.137252 2021-04-15 06:59:01,495 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.366144, arrival_time=2021-04-15 06:59:39.861282, cost_time=0:00:16.926217 2021-04-15 06:59:04,281 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.14ms, fps=919 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.483238, arrival_time=2021-04-15 06:59:39.764939, cost_time=0:00:19.712907 2021-04-15 06:59:07,068 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.623956, arrival_time=2021-04-15 06:59:39.692030, cost_time=0:00:22.499274 2021-04-15 06:59:09,861 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.43ms, fps=916 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.789604, arrival_time=2021-04-15 06:59:39.651464, cost_time=0:00:25.293062 2021-04-15 06:59:12,662 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.33ms, fps=914 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.970240, arrival_time=2021-04-15 06:59:39.633062, cost_time=0:00:28.093959 2021-04-15 06:59:15,458 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.150348, arrival_time=2021-04-15 06:59:39.609126, cost_time=0:00:30.889941 2021-04-15 06:59:18,254 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.334112, arrival_time=2021-04-15 06:59:39.588305, cost_time=0:00:33.685382 2021-04-15 06:59:21,042 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.517290, arrival_time=2021-04-15 06:59:39.559568, cost_time=0:00:36.473468 2021-04-15 06:59:23,828 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.20ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.703912, arrival_time=2021-04-15 06:59:39.532571, cost_time=0:00:39.259848 2021-04-15 06:59:26,614 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.894122, arrival_time=2021-04-15 06:59:39.508909, cost_time=0:00:42.045986 2021-04-15 06:59:29,403 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.22ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.087848, arrival_time=2021-04-15 06:59:39.491493, cost_time=0:00:44.834843 2021-04-15 06:59:32,188 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.282990, arrival_time=2021-04-15 06:59:39.471321, cost_time=0:00:47.619527 2021-04-15 06:59:34,978 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.24ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.480832, arrival_time=2021-04-15 06:59:39.458931, cost_time=0:00:50.409291 2021-04-15 06:59:37,768 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.49ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.679976, arrival_time=2021-04-15 06:59:39.448117, cost_time=0:00:53.199294 2021-04-15 06:59:39,265 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.00ms, fps=909 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 06:59:39.265269, cost_time=0:00:54.696482 2021-04-15 06:59:40,145 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.20ms, fps=2914 images/s, loss=0.2407, top1-acc=94.37%, top5-acc=99.88%, remaining_time=0:00:02.635500, arrival_time=2021-04-15 06:59:42.780797, cost_time=0:00:00.878495 2021-04-15 06:59:40,916 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.24ms, fps=3320 images/s, loss=0.2621, top1-acc=94.04%, top5-acc=99.82%, remaining_time=0:00:01.649880, arrival_time=2021-04-15 06:59:42.566562, cost_time=0:00:01.649877 2021-04-15 06:59:41,688 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.12ms, fps=3320 images/s, loss=0.2444, top1-acc=94.40%, top5-acc=99.84%, remaining_time=0:00:00.807130, arrival_time=2021-04-15 06:59:42.495326, cost_time=0:00:02.421391 2021-04-15 06:59:42,392 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.05ms, fps=3297 images/s, loss=0.2605, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-15 06:59:42.392200, cost_time=0:00:03.125409 2021-04-15 06:59:42,824 INFO : Epoch=0195 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:04:52.333770, arrival_time=2021-04-15 07:04:35.158117, cost_time=3:10:01.017054 2021-04-15 06:59:42,825 INFO : Train start, epoch=0196, lr=0.000154 2021-04-15 06:59:45,804 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.43ms, fps=860 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:55.397124, arrival_time=2021-04-15 07:00:41.201221, cost_time=0:00:02.978341 2021-04-15 06:59:48,593 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.756464, arrival_time=2021-04-15 07:00:39.350080, cost_time=0:00:05.767780 2021-04-15 06:59:51,384 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.37ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.356314, arrival_time=2021-04-15 07:00:38.740514, cost_time=0:00:08.558363 2021-04-15 06:59:54,173 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.19ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.257044, arrival_time=2021-04-15 07:00:38.430864, cost_time=0:00:11.347948 2021-04-15 06:59:56,960 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.40ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.273616, arrival_time=2021-04-15 07:00:38.234163, cost_time=0:00:14.134784 2021-04-15 06:59:59,748 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.46ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.358120, arrival_time=2021-04-15 07:00:38.106632, cost_time=0:00:16.922704 2021-04-15 07:00:02,545 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.16ms, fps=915 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.495208, arrival_time=2021-04-15 07:00:38.040518, cost_time=0:00:19.719530 2021-04-15 07:00:05,329 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.23ms, fps=920 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.630220, arrival_time=2021-04-15 07:00:37.959577, cost_time=0:00:22.503602 2021-04-15 07:00:08,118 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.788650, arrival_time=2021-04-15 07:00:37.906666, cost_time=0:00:25.292268 2021-04-15 07:00:10,906 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.957856, arrival_time=2021-04-15 07:00:37.864703, cost_time=0:00:28.081092 2021-04-15 07:00:13,697 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.136330, arrival_time=2021-04-15 07:00:37.834158, cost_time=0:00:30.872019 2021-04-15 07:00:16,483 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.15ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.316708, arrival_time=2021-04-15 07:00:37.800485, cost_time=0:00:33.658005 2021-04-15 07:00:19,270 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.35ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.502902, arrival_time=2021-04-15 07:00:37.773770, cost_time=0:00:36.445110 2021-04-15 07:00:22,066 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.21ms, fps=916 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.696352, arrival_time=2021-04-15 07:00:37.762987, cost_time=0:00:39.240871 2021-04-15 07:00:24,868 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.22ms, fps=914 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.893064, arrival_time=2021-04-15 07:00:37.761452, cost_time=0:00:42.042630 2021-04-15 07:00:27,667 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.089324, arrival_time=2021-04-15 07:00:37.756474, cost_time=0:00:44.841391 2021-04-15 07:00:30,464 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.20ms, fps=915 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.285928, arrival_time=2021-04-15 07:00:37.750472, cost_time=0:00:47.638772 2021-04-15 07:00:33,264 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.31ms, fps=914 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.483488, arrival_time=2021-04-15 07:00:37.748397, cost_time=0:00:50.439155 2021-04-15 07:00:36,061 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=0.98ms, fps=915 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.681128, arrival_time=2021-04-15 07:00:37.742644, cost_time=0:00:53.235787 2021-04-15 07:00:37,557 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=0.99ms, fps=910 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:00:37.556997, cost_time=0:00:54.731266 2021-04-15 07:00:38,439 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.21ms, fps=2905 images/s, loss=0.2583, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:02.643750, arrival_time=2021-04-15 07:00:41.083582, cost_time=0:00:00.881246 2021-04-15 07:00:39,211 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.15ms, fps=3321 images/s, loss=0.2613, top1-acc=93.98%, top5-acc=99.84%, remaining_time=0:00:01.652460, arrival_time=2021-04-15 07:00:40.863440, cost_time=0:00:01.652459 2021-04-15 07:00:39,980 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.15ms, fps=3330 images/s, loss=0.2583, top1-acc=94.18%, top5-acc=99.83%, remaining_time=0:00:00.807200, arrival_time=2021-04-15 07:00:40.787339, cost_time=0:00:02.421611 2021-04-15 07:00:40,683 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.05ms, fps=3298 images/s, loss=0.2426, top1-acc=94.27%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 07:00:40.683935, cost_time=0:00:03.125427 2021-04-15 07:00:41,121 INFO : Epoch=0196 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:03:53.863544, arrival_time=2021-04-15 07:04:34.984501, cost_time=3:10:59.313662 2021-04-15 07:00:41,122 INFO : Train start, epoch=0197, lr=0.000099 2021-04-15 07:00:44,072 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.22ms, fps=868 images/s, loss=0.0010, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.865722, arrival_time=2021-04-15 07:01:38.937855, cost_time=0:00:02.949773 2021-04-15 07:00:46,863 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.36ms, fps=917 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.525200, arrival_time=2021-04-15 07:01:37.389073, cost_time=0:00:05.741507 2021-04-15 07:00:49,655 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.215878, arrival_time=2021-04-15 07:01:36.871262, cost_time=0:00:08.532997 2021-04-15 07:00:52,445 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.159544, arrival_time=2021-04-15 07:01:36.604765, cost_time=0:00:11.322947 2021-04-15 07:00:55,235 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.210252, arrival_time=2021-04-15 07:01:36.445678, cost_time=0:00:14.113105 2021-04-15 07:00:58,024 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.311336, arrival_time=2021-04-15 07:01:36.335668, cost_time=0:00:16.902039 2021-04-15 07:01:00,810 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.438256, arrival_time=2021-04-15 07:01:36.248439, cost_time=0:00:19.687902 2021-04-15 07:01:03,601 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.25ms, fps=917 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.594376, arrival_time=2021-04-15 07:01:36.195545, cost_time=0:00:22.478907 2021-04-15 07:01:06,388 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.12ms, fps=919 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.757804, arrival_time=2021-04-15 07:01:36.146161, cost_time=0:00:25.266092 2021-04-15 07:01:09,175 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.25ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.931072, arrival_time=2021-04-15 07:01:36.106608, cost_time=0:00:28.053208 2021-04-15 07:01:11,961 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.22ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.110444, arrival_time=2021-04-15 07:01:36.071671, cost_time=0:00:30.838940 2021-04-15 07:01:14,746 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.19ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.295352, arrival_time=2021-04-15 07:01:36.041911, cost_time=0:00:33.624278 2021-04-15 07:01:17,532 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.485214, arrival_time=2021-04-15 07:01:36.017719, cost_time=0:00:36.410213 2021-04-15 07:01:20,325 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.17ms, fps=917 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.681400, arrival_time=2021-04-15 07:01:36.007173, cost_time=0:00:39.203504 2021-04-15 07:01:23,109 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.23ms, fps=920 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.876044, arrival_time=2021-04-15 07:01:35.985441, cost_time=0:00:41.987119 2021-04-15 07:01:25,896 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.26ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.074312, arrival_time=2021-04-15 07:01:35.971267, cost_time=0:00:44.774687 2021-04-15 07:01:28,686 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.14ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.274462, arrival_time=2021-04-15 07:01:35.960558, cost_time=0:00:47.563824 2021-04-15 07:01:31,478 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.476144, arrival_time=2021-04-15 07:01:35.954992, cost_time=0:00:50.356577 2021-04-15 07:01:34,266 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=0.99ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.678218, arrival_time=2021-04-15 07:01:35.944178, cost_time=0:00:53.143650 2021-04-15 07:01:35,762 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=0.99ms, fps=909 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:01:35.762585, cost_time=0:00:54.640330 2021-04-15 07:01:36,640 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.12ms, fps=2922 images/s, loss=0.2732, top1-acc=93.83%, top5-acc=99.88%, remaining_time=0:00:02.628360, arrival_time=2021-04-15 07:01:39.268629, cost_time=0:00:00.876122 2021-04-15 07:01:37,410 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.14ms, fps=3328 images/s, loss=0.2470, top1-acc=94.14%, top5-acc=99.88%, remaining_time=0:00:01.645860, arrival_time=2021-04-15 07:01:39.055832, cost_time=0:00:01.645865 2021-04-15 07:01:38,179 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.15ms, fps=3329 images/s, loss=0.2421, top1-acc=94.45%, top5-acc=99.86%, remaining_time=0:00:00.805070, arrival_time=2021-04-15 07:01:38.984393, cost_time=0:00:02.415215 2021-04-15 07:01:38,886 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.05ms, fps=3284 images/s, loss=0.2406, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 07:01:38.886022, cost_time=0:00:03.121930 2021-04-15 07:01:39,365 INFO : Epoch=0197 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:02:55.394286, arrival_time=2021-04-15 07:04:34.759737, cost_time=3:11:57.558153 2021-04-15 07:01:39,366 INFO : Train start, epoch=0198, lr=0.000056 2021-04-15 07:01:42,351 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.29ms, fps=858 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:55.506120, arrival_time=2021-04-15 07:02:37.857203, cost_time=0:00:02.984197 2021-04-15 07:01:45,142 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.22ms, fps=917 images/s, loss=0.0016, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:50.824224, arrival_time=2021-04-15 07:02:35.966554, cost_time=0:00:05.775482 2021-04-15 07:01:47,934 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.75ms, fps=917 images/s, loss=0.0014, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:47.407774, arrival_time=2021-04-15 07:02:35.342238, cost_time=0:00:08.567679 2021-04-15 07:01:50,722 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:44.286216, arrival_time=2021-04-15 07:02:35.008439, cost_time=0:00:11.355447 2021-04-15 07:01:53,510 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.18ms, fps=918 images/s, loss=0.0012, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:41.298436, arrival_time=2021-04-15 07:02:34.808482, cost_time=0:00:14.143305 2021-04-15 07:01:56,295 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.18ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.372536, arrival_time=2021-04-15 07:02:34.668420, cost_time=0:00:16.929075 2021-04-15 07:01:59,081 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.43ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.487270, arrival_time=2021-04-15 07:02:34.569151, cost_time=0:00:19.715132 2021-04-15 07:02:01,867 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.27ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.625812, arrival_time=2021-04-15 07:02:34.493110, cost_time=0:00:22.500568 2021-04-15 07:02:04,651 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.17ms, fps=920 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.779534, arrival_time=2021-04-15 07:02:34.430817, cost_time=0:00:25.284537 2021-04-15 07:02:07,448 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.76ms, fps=915 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.957952, arrival_time=2021-04-15 07:02:34.405927, cost_time=0:00:28.081195 2021-04-15 07:02:10,245 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.17ms, fps=915 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.141232, arrival_time=2021-04-15 07:02:34.386334, cost_time=0:00:30.878347 2021-04-15 07:02:13,042 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.41ms, fps=915 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.327652, arrival_time=2021-04-15 07:02:34.369646, cost_time=0:00:33.675235 2021-04-15 07:02:15,837 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.29ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.515970, arrival_time=2021-04-15 07:02:34.353519, cost_time=0:00:36.470804 2021-04-15 07:02:18,634 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.20ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.706880, arrival_time=2021-04-15 07:02:34.340880, cost_time=0:00:39.267264 2021-04-15 07:02:21,430 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.24ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.899412, arrival_time=2021-04-15 07:02:34.329484, cost_time=0:00:42.063338 2021-04-15 07:02:24,227 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.34ms, fps=915 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.093716, arrival_time=2021-04-15 07:02:34.321378, cost_time=0:00:44.860929 2021-04-15 07:02:27,022 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.28ms, fps=916 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.288528, arrival_time=2021-04-15 07:02:34.311066, cost_time=0:00:47.655794 2021-04-15 07:02:29,821 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.27ms, fps=915 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.484912, arrival_time=2021-04-15 07:02:34.306838, cost_time=0:00:50.455180 2021-04-15 07:02:32,617 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.01ms, fps=916 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.681596, arrival_time=2021-04-15 07:02:34.298947, cost_time=0:00:53.250605 2021-04-15 07:02:34,125 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.30ms, fps=902 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:02:34.125245, cost_time=0:00:54.758448 2021-04-15 07:02:35,009 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.21ms, fps=2902 images/s, loss=0.2507, top1-acc=93.98%, top5-acc=99.77%, remaining_time=0:00:02.646690, arrival_time=2021-04-15 07:02:37.655840, cost_time=0:00:00.882229 2021-04-15 07:02:35,780 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.19ms, fps=3322 images/s, loss=0.2419, top1-acc=94.24%, top5-acc=99.69%, remaining_time=0:00:01.653220, arrival_time=2021-04-15 07:02:37.433342, cost_time=0:00:01.653213 2021-04-15 07:02:36,551 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.18ms, fps=3319 images/s, loss=0.2474, top1-acc=94.17%, top5-acc=99.77%, remaining_time=0:00:00.808270, arrival_time=2021-04-15 07:02:37.360034, cost_time=0:00:02.424822 2021-04-15 07:02:37,255 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.06ms, fps=3297 images/s, loss=0.2400, top1-acc=94.29%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-15 07:02:37.255905, cost_time=0:00:03.129008 2021-04-15 07:02:37,717 INFO : Epoch=0198 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:01:56.928384, arrival_time=2021-04-15 07:04:34.645608, cost_time=3:12:55.909921 2021-04-15 07:02:37,718 INFO : Train start, epoch=0199, lr=0.000025 2021-04-15 07:02:40,666 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.27ms, fps=868 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.827034, arrival_time=2021-04-15 07:03:35.493268, cost_time=0:00:02.947687 2021-04-15 07:02:43,457 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.39ms, fps=917 images/s, loss=0.0013, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:50.497568, arrival_time=2021-04-15 07:03:33.954629, cost_time=0:00:05.738364 2021-04-15 07:02:46,250 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.208740, arrival_time=2021-04-15 07:03:33.459007, cost_time=0:00:08.531693 2021-04-15 07:02:49,041 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.29ms, fps=917 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.157672, arrival_time=2021-04-15 07:03:33.198776, cost_time=0:00:11.322472 2021-04-15 07:02:51,828 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.29ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.199594, arrival_time=2021-04-15 07:03:33.027581, cost_time=0:00:14.109445 2021-04-15 07:02:54,619 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.46ms, fps=917 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.307664, arrival_time=2021-04-15 07:03:32.926744, cost_time=0:00:16.900454 2021-04-15 07:02:57,407 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.440398, arrival_time=2021-04-15 07:03:32.848049, cost_time=0:00:19.689097 2021-04-15 07:03:00,196 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.592868, arrival_time=2021-04-15 07:03:32.789241, cost_time=0:00:22.477833 2021-04-15 07:03:02,989 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.32ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.764058, arrival_time=2021-04-15 07:03:32.753963, cost_time=0:00:25.271369 2021-04-15 07:03:05,780 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.38ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:26.939616, arrival_time=2021-04-15 07:03:32.720254, cost_time=0:00:28.062091 2021-04-15 07:03:08,573 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.26ms, fps=917 images/s, loss=0.0012, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:24.122742, arrival_time=2021-04-15 07:03:32.696057, cost_time=0:00:30.854693 2021-04-15 07:03:11,362 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.78ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.307816, arrival_time=2021-04-15 07:03:32.670275, cost_time=0:00:33.643873 2021-04-15 07:03:14,153 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.28ms, fps=917 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.497886, arrival_time=2021-04-15 07:03:32.651714, cost_time=0:00:36.435282 2021-04-15 07:03:16,942 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.34ms, fps=918 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.689632, arrival_time=2021-04-15 07:03:32.632191, cost_time=0:00:39.224016 2021-04-15 07:03:19,728 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.882990, arrival_time=2021-04-15 07:03:32.611311, cost_time=0:00:42.009781 2021-04-15 07:03:22,515 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0012, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.079208, arrival_time=2021-04-15 07:03:32.594262, cost_time=0:00:44.796512 2021-04-15 07:03:25,305 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.31ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.277972, arrival_time=2021-04-15 07:03:32.583197, cost_time=0:00:47.586688 2021-04-15 07:03:28,091 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.28ms, fps=919 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.477616, arrival_time=2021-04-15 07:03:32.569338, cost_time=0:00:50.373176 2021-04-15 07:03:30,879 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.16ms, fps=918 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.678764, arrival_time=2021-04-15 07:03:32.558243, cost_time=0:00:53.160939 2021-04-15 07:03:32,381 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.12ms, fps=906 images/s, loss=0.0013, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:03:32.381078, cost_time=0:00:54.662498 2021-04-15 07:03:33,262 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.21ms, fps=2908 images/s, loss=0.2426, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:02.640840, arrival_time=2021-04-15 07:03:35.903787, cost_time=0:00:00.880283 2021-04-15 07:03:34,038 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.13ms, fps=3304 images/s, loss=0.2312, top1-acc=94.49%, top5-acc=99.84%, remaining_time=0:00:01.655420, arrival_time=2021-04-15 07:03:35.693496, cost_time=0:00:01.655427 2021-04-15 07:03:34,810 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.25ms, fps=3314 images/s, loss=0.2340, top1-acc=94.51%, top5-acc=99.83%, remaining_time=0:00:00.809400, arrival_time=2021-04-15 07:03:35.620230, cost_time=0:00:02.428188 2021-04-15 07:03:35,518 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.05ms, fps=3282 images/s, loss=0.2502, top1-acc=94.38%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-15 07:03:35.518047, cost_time=0:00:03.135404 2021-04-15 07:03:35,978 INFO : Epoch=0199 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:00:58.463172, arrival_time=2021-04-15 07:04:34.441794, cost_time=3:13:54.171320 2021-04-15 07:03:35,979 INFO : Train start, epoch=0200, lr=0.000006 2021-04-15 07:03:38,933 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.24ms, fps=867 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:54.928032, arrival_time=2021-04-15 07:04:33.861077, cost_time=0:00:02.953120 2021-04-15 07:03:41,722 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0011, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:50.532768, arrival_time=2021-04-15 07:04:32.255122, cost_time=0:00:05.742350 2021-04-15 07:03:44,516 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.30ms, fps=916 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:47.234470, arrival_time=2021-04-15 07:04:31.750834, cost_time=0:00:08.536352 2021-04-15 07:03:47,310 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.22ms, fps=916 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:44.189184, arrival_time=2021-04-15 07:04:31.499753, cost_time=0:00:11.330540 2021-04-15 07:03:50,096 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.33ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:41.220180, arrival_time=2021-04-15 07:04:31.316581, cost_time=0:00:14.116486 2021-04-15 07:03:52,882 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.24ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:38.312424, arrival_time=2021-04-15 07:04:31.194951, cost_time=0:00:16.902542 2021-04-15 07:03:55,669 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:35.441154, arrival_time=2021-04-15 07:04:31.110645, cost_time=0:00:19.689538 2021-04-15 07:03:58,457 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.27ms, fps=918 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.592172, arrival_time=2021-04-15 07:04:31.049483, cost_time=0:00:22.477379 2021-04-15 07:04:01,245 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.29ms, fps=918 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.757698, arrival_time=2021-04-15 07:04:31.003559, cost_time=0:00:25.265938 2021-04-15 07:04:04,033 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.36ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:26.931264, arrival_time=2021-04-15 07:04:30.964617, cost_time=0:00:28.053433 2021-04-15 07:04:06,822 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:24.112852, arrival_time=2021-04-15 07:04:30.934882, cost_time=0:00:30.842047 2021-04-15 07:04:09,611 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.30ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.299912, arrival_time=2021-04-15 07:04:30.911301, cost_time=0:00:33.631431 2021-04-15 07:04:12,400 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.17ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.490560, arrival_time=2021-04-15 07:04:30.891316, cost_time=0:00:36.420820 2021-04-15 07:04:15,188 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.28ms, fps=918 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:15.683472, arrival_time=2021-04-15 07:04:30.872069, cost_time=0:00:39.208667 2021-04-15 07:04:17,974 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.26ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.878252, arrival_time=2021-04-15 07:04:30.852491, cost_time=0:00:41.994320 2021-04-15 07:04:20,760 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.075608, arrival_time=2021-04-15 07:04:30.836099, cost_time=0:00:44.780555 2021-04-15 07:04:23,545 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.17ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:07.274696, arrival_time=2021-04-15 07:04:30.820016, cost_time=0:00:47.565401 2021-04-15 07:04:26,328 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.17ms, fps=920 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.475440, arrival_time=2021-04-15 07:04:30.804058, cost_time=0:00:50.348698 2021-04-15 07:04:29,114 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.03ms, fps=919 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.677936, arrival_time=2021-04-15 07:04:30.792462, cost_time=0:00:53.134620 2021-04-15 07:04:30,608 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.14ms, fps=910 images/s, loss=0.0014, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-15 07:04:30.608653, cost_time=0:00:54.628742 2021-04-15 07:04:31,495 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=1.37ms, fps=2892 images/s, loss=0.2577, top1-acc=94.02%, top5-acc=99.73%, remaining_time=0:00:02.655540, arrival_time=2021-04-15 07:04:34.150954, cost_time=0:00:00.885179 2021-04-15 07:04:32,266 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.14ms, fps=3321 images/s, loss=0.2530, top1-acc=94.06%, top5-acc=99.73%, remaining_time=0:00:01.656320, arrival_time=2021-04-15 07:04:33.922810, cost_time=0:00:01.656319 2021-04-15 07:04:33,039 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.22ms, fps=3314 images/s, loss=0.2534, top1-acc=93.95%, top5-acc=99.75%, remaining_time=0:00:00.809690, arrival_time=2021-04-15 07:04:33.848943, cost_time=0:00:02.429076 2021-04-15 07:04:33,745 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.06ms, fps=3289 images/s, loss=0.2592, top1-acc=93.90%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-15 07:04:33.744970, cost_time=0:00:03.134810 2021-04-15 07:04:34,165 INFO : Epoch=0200 complete, best val top1-acc=94.39%, top5-acc=99.82% (epoch=193), remaining_time=0:00:00, arrival_time=2021-04-15 07:04:34.165762, cost_time=3:14:52.358462