2021-04-10 01:22:07,458 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-10 01:22:07,462 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar100'), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_resnet44'), ('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://127.0.0.1:41081', 'modifications': ['model.name=cifar100_resnet44'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/resnet44'), 'world_size': 1} 2021-04-10 01:22:07,524 INFO : Model details: n_params=0.67M, flops=97.44M. 2021-04-10 01:22:14,317 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:16,657 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=8.34ms, fps=1094 images/s, loss=4.7775, top1-acc=1.41%, top5-acc=7.03%, remaining_time=0:00:43.522884, arrival_time=2021-04-10 01:23:00.180287, cost_time=0:00:02.339937 2021-04-10 01:22:18,120 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.94ms, fps=1750 images/s, loss=4.7091, top1-acc=1.56%, top5-acc=7.27%, remaining_time=0:00:33.468160, arrival_time=2021-04-10 01:22:51.588780, cost_time=0:00:03.803196 2021-04-10 01:22:19,590 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.74ms, fps=1742 images/s, loss=4.6412, top1-acc=1.69%, top5-acc=8.24%, remaining_time=0:00:29.179480, arrival_time=2021-04-10 01:22:48.770203, cost_time=0:00:05.273398 2021-04-10 01:22:21,061 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.48ms, fps=1742 images/s, loss=4.5949, top1-acc=2.02%, top5-acc=9.08%, remaining_time=0:00:26.300040, arrival_time=2021-04-10 01:22:47.361142, cost_time=0:00:06.743620 2021-04-10 01:22:22,539 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=5.29ms, fps=1733 images/s, loss=4.5456, top1-acc=2.46%, top5-acc=10.27%, remaining_time=0:00:24.007218, arrival_time=2021-04-10 01:22:46.546272, cost_time=0:00:08.221664 2021-04-10 01:22:24,012 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=4.5061, top1-acc=2.83%, top5-acc=11.17%, remaining_time=0:00:21.975016, arrival_time=2021-04-10 01:22:45.987299, cost_time=0:00:09.694889 2021-04-10 01:22:25,484 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.36ms, fps=1740 images/s, loss=4.4651, top1-acc=3.19%, top5-acc=12.18%, remaining_time=0:00:20.100402, arrival_time=2021-04-10 01:22:45.584719, cost_time=0:00:11.166923 2021-04-10 01:22:26,958 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.14ms, fps=1738 images/s, loss=4.4284, top1-acc=3.45%, top5-acc=13.16%, remaining_time=0:00:18.328928, arrival_time=2021-04-10 01:22:45.286953, cost_time=0:00:12.640601 2021-04-10 01:22:28,431 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.90ms, fps=1738 images/s, loss=4.3943, top1-acc=3.67%, top5-acc=13.99%, remaining_time=0:00:16.622920, arrival_time=2021-04-10 01:22:45.054005, cost_time=0:00:14.113755 2021-04-10 01:22:29,903 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.49ms, fps=1740 images/s, loss=4.3589, top1-acc=3.93%, top5-acc=14.93%, remaining_time=0:00:14.962176, arrival_time=2021-04-10 01:22:44.865148, cost_time=0:00:15.585582 2021-04-10 01:22:31,406 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=2.02ms, fps=1704 images/s, loss=4.3253, top1-acc=4.21%, top5-acc=15.80%, remaining_time=0:00:13.360358, arrival_time=2021-04-10 01:22:44.766531, cost_time=0:00:17.088841 2021-04-10 01:22:32,897 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.84ms, fps=1717 images/s, loss=4.2973, top1-acc=4.51%, top5-acc=16.69%, remaining_time=0:00:11.767460, arrival_time=2021-04-10 01:22:44.665005, cost_time=0:00:18.580159 2021-04-10 01:22:34,367 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.76ms, fps=1743 images/s, loss=4.2691, top1-acc=4.83%, top5-acc=17.55%, remaining_time=0:00:10.178982, arrival_time=2021-04-10 01:22:44.545962, cost_time=0:00:20.049534 2021-04-10 01:22:35,851 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.42ms, fps=1726 images/s, loss=4.2427, top1-acc=5.12%, top5-acc=18.42%, remaining_time=0:00:08.613472, arrival_time=2021-04-10 01:22:44.464641, cost_time=0:00:21.533679 2021-04-10 01:22:37,318 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.38ms, fps=1746 images/s, loss=4.2178, top1-acc=5.35%, top5-acc=19.16%, remaining_time=0:00:07.053594, arrival_time=2021-04-10 01:22:44.371887, cost_time=0:00:23.000905 2021-04-10 01:22:38,785 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=2.19ms, fps=1746 images/s, loss=4.1908, top1-acc=5.67%, top5-acc=20.00%, remaining_time=0:00:05.505300, arrival_time=2021-04-10 01:22:44.290710, cost_time=0:00:24.467946 2021-04-10 01:22:40,330 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.63ms, fps=1657 images/s, loss=4.1672, top1-acc=5.90%, top5-acc=20.73%, remaining_time=0:00:03.978494, arrival_time=2021-04-10 01:22:44.309204, cost_time=0:00:26.013290 2021-04-10 01:22:41,801 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=4.1418, top1-acc=6.19%, top5-acc=21.47%, remaining_time=0:00:02.443072, arrival_time=2021-04-10 01:22:44.244981, cost_time=0:00:27.484516 2021-04-10 01:22:43,271 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.22ms, fps=1743 images/s, loss=4.1205, top1-acc=6.44%, top5-acc=22.17%, remaining_time=0:00:00.914340, arrival_time=2021-04-10 01:22:44.185812, cost_time=0:00:28.954077 2021-04-10 01:22:44,059 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.79ms, fps=1726 images/s, loss=4.1078, top1-acc=6.56%, top5-acc=22.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:44.059843, cost_time=0:00:29.742423 2021-04-10 01:22:44,699 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.30ms, fps=4017 images/s, loss=3.9845, top1-acc=8.83%, top5-acc=27.85%, remaining_time=0:00:01.911960, arrival_time=2021-04-10 01:22:46.611606, cost_time=0:00:00.637315 2021-04-10 01:22:44,998 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.28ms, fps=8588 images/s, loss=3.9817, top1-acc=8.48%, top5-acc=28.18%, remaining_time=0:00:00.936240, arrival_time=2021-04-10 01:22:45.934625, cost_time=0:00:00.936245 2021-04-10 01:22:45,295 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=1.28ms, fps=8634 images/s, loss=3.9850, top1-acc=8.54%, top5-acc=28.27%, remaining_time=0:00:00.411020, arrival_time=2021-04-10 01:22:45.706221, cost_time=0:00:01.233069 2021-04-10 01:22:45,585 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.11ms, fps=8007 images/s, loss=3.9811, top1-acc=8.65%, top5-acc=28.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:45.585371, cost_time=0:00:01.523111 2021-04-10 01:22:45,725 INFO : Epoch=0001 complete, best val top1-acc=8.65%, top5-acc=28.56% (epoch=1), remaining_time=1:44:10.425825, arrival_time=2021-04-10 03:06:56.151528, cost_time=0:00:31.409175 2021-04-10 01:22:45,727 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:47,535 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=0.33ms, fps=1416 images/s, loss=3.6750, top1-acc=12.03%, top5-acc=35.98%, remaining_time=0:00:33.626196, arrival_time=2021-04-10 01:23:21.161949, cost_time=0:00:01.807863 2021-04-10 01:22:49,039 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=2.16ms, fps=1703 images/s, loss=3.6586, top1-acc=12.01%, top5-acc=36.15%, remaining_time=0:00:29.145072, arrival_time=2021-04-10 01:23:18.184750, cost_time=0:00:03.311937 2021-04-10 01:22:50,500 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.87ms, fps=1754 images/s, loss=3.6418, top1-acc=12.38%, top5-acc=36.91%, remaining_time=0:00:26.404956, arrival_time=2021-04-10 01:23:16.904872, cost_time=0:00:04.771984 2021-04-10 01:22:51,966 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=3.6148, top1-acc=12.77%, top5-acc=37.74%, remaining_time=0:00:24.331788, arrival_time=2021-04-10 01:23:16.298547, cost_time=0:00:06.238922 2021-04-10 01:22:53,448 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.10ms, fps=1728 images/s, loss=3.6092, top1-acc=12.80%, top5-acc=37.87%, remaining_time=0:00:22.544736, arrival_time=2021-04-10 01:23:15.993352, cost_time=0:00:07.720795 2021-04-10 01:22:54,922 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=1.68ms, fps=1737 images/s, loss=3.5948, top1-acc=13.15%, top5-acc=38.30%, remaining_time=0:00:20.841592, arrival_time=2021-04-10 01:23:15.764187, cost_time=0:00:09.194810 2021-04-10 01:22:56,407 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.40ms, fps=1725 images/s, loss=3.5864, top1-acc=13.29%, top5-acc=38.46%, remaining_time=0:00:19.222686, arrival_time=2021-04-10 01:23:15.629785, cost_time=0:00:10.679237 2021-04-10 01:22:57,882 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.54ms, fps=1736 images/s, loss=3.5743, top1-acc=13.53%, top5-acc=38.94%, remaining_time=0:00:17.623648, arrival_time=2021-04-10 01:23:15.505630, cost_time=0:00:12.154225 2021-04-10 01:22:59,355 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.86ms, fps=1738 images/s, loss=3.5602, top1-acc=13.75%, top5-acc=39.51%, remaining_time=0:00:16.050414, arrival_time=2021-04-10 01:23:15.405898, cost_time=0:00:13.627736 2021-04-10 01:23:00,833 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.86ms, fps=1732 images/s, loss=3.5487, top1-acc=14.07%, top5-acc=39.88%, remaining_time=0:00:14.501760, arrival_time=2021-04-10 01:23:15.335513, cost_time=0:00:15.105970 2021-04-10 01:23:02,302 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=2.32ms, fps=1744 images/s, loss=3.5388, top1-acc=14.31%, top5-acc=40.14%, remaining_time=0:00:12.958136, arrival_time=2021-04-10 01:23:15.260350, cost_time=0:00:16.574359 2021-04-10 01:23:03,778 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.45ms, fps=1735 images/s, loss=3.5252, top1-acc=14.62%, top5-acc=40.62%, remaining_time=0:00:11.432300, arrival_time=2021-04-10 01:23:15.211084, cost_time=0:00:18.050988 2021-04-10 01:23:05,252 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.42ms, fps=1738 images/s, loss=3.5127, top1-acc=14.89%, top5-acc=40.96%, remaining_time=0:00:09.912474, arrival_time=2021-04-10 01:23:15.164925, cost_time=0:00:19.524576 2021-04-10 01:23:06,727 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.68ms, fps=1737 images/s, loss=3.5007, top1-acc=15.06%, top5-acc=41.30%, remaining_time=0:00:08.399720, arrival_time=2021-04-10 01:23:15.126799, cost_time=0:00:20.999272 2021-04-10 01:23:08,193 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=3.4865, top1-acc=15.31%, top5-acc=41.74%, remaining_time=0:00:06.889328, arrival_time=2021-04-10 01:23:15.082349, cost_time=0:00:22.465230 2021-04-10 01:23:09,670 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.91ms, fps=1733 images/s, loss=3.4717, top1-acc=15.52%, top5-acc=42.20%, remaining_time=0:00:05.387112, arrival_time=2021-04-10 01:23:15.057643, cost_time=0:00:23.942663 2021-04-10 01:23:11,144 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.89ms, fps=1738 images/s, loss=3.4586, top1-acc=15.77%, top5-acc=42.59%, remaining_time=0:00:03.887208, arrival_time=2021-04-10 01:23:15.031317, cost_time=0:00:25.416303 2021-04-10 01:23:12,618 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=3.4463, top1-acc=15.97%, top5-acc=42.92%, remaining_time=0:00:02.390272, arrival_time=2021-04-10 01:23:15.008520, cost_time=0:00:26.890509 2021-04-10 01:23:14,086 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.61ms, fps=1745 images/s, loss=3.4351, top1-acc=16.23%, top5-acc=43.26%, remaining_time=0:00:00.895518, arrival_time=2021-04-10 01:23:14.981487, cost_time=0:00:28.358086 2021-04-10 01:23:14,908 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=2.23ms, fps=1655 images/s, loss=3.4283, top1-acc=16.33%, top5-acc=43.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:14.908634, cost_time=0:00:29.180749 2021-04-10 01:23:15,320 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=2.42ms, fps=6246 images/s, loss=3.5865, top1-acc=15.94%, top5-acc=43.05%, remaining_time=0:00:01.229490, arrival_time=2021-04-10 01:23:16.550257, cost_time=0:00:00.409826 2021-04-10 01:23:15,611 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=0.20ms, fps=8814 images/s, loss=3.5810, top1-acc=16.60%, top5-acc=42.91%, remaining_time=0:00:00.700620, arrival_time=2021-04-10 01:23:16.312184, cost_time=0:00:00.700625 2021-04-10 01:23:15,914 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=4.26ms, fps=8470 images/s, loss=3.5976, top1-acc=15.94%, top5-acc=42.71%, remaining_time=0:00:00.334400, arrival_time=2021-04-10 01:23:16.248589, cost_time=0:00:01.003208 2021-04-10 01:23:16,191 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=8371 images/s, loss=3.5966, top1-acc=16.10%, top5-acc=42.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:16.191778, cost_time=0:00:01.280845 2021-04-10 01:23:16,362 INFO : Epoch=0002 complete, best val top1-acc=16.10%, top5-acc=42.70% (epoch=2), remaining_time=1:42:22.502520, arrival_time=2021-04-10 03:05:38.864491, cost_time=0:01:02.045480 2021-04-10 01:23:16,362 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:23:18,046 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=1.73ms, fps=1520 images/s, loss=3.1778, top1-acc=20.27%, top5-acc=49.88%, remaining_time=0:00:31.317750, arrival_time=2021-04-10 01:23:49.364494, cost_time=0:00:01.683746 2021-04-10 01:23:19,526 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.69ms, fps=1731 images/s, loss=3.1408, top1-acc=20.96%, top5-acc=50.80%, remaining_time=0:00:27.836512, arrival_time=2021-04-10 01:23:47.362756, cost_time=0:00:03.163249 2021-04-10 01:23:21,009 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.40ms, fps=1727 images/s, loss=3.1351, top1-acc=21.48%, top5-acc=51.05%, remaining_time=0:00:25.709084, arrival_time=2021-04-10 01:23:46.718360, cost_time=0:00:04.646218 2021-04-10 01:23:22,488 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.99ms, fps=1732 images/s, loss=3.1178, top1-acc=21.96%, top5-acc=51.64%, remaining_time=0:00:23.887344, arrival_time=2021-04-10 01:23:46.375371, cost_time=0:00:06.124967 2021-04-10 01:23:23,959 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=3.1099, top1-acc=21.98%, top5-acc=51.84%, remaining_time=0:00:22.181050, arrival_time=2021-04-10 01:23:46.140351, cost_time=0:00:07.596246 2021-04-10 01:23:25,430 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=2.20ms, fps=1740 images/s, loss=3.0979, top1-acc=22.20%, top5-acc=52.15%, remaining_time=0:00:20.553272, arrival_time=2021-04-10 01:23:45.983960, cost_time=0:00:09.067632 2021-04-10 01:23:26,908 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.56ms, fps=1734 images/s, loss=3.0811, top1-acc=22.59%, top5-acc=52.75%, remaining_time=0:00:18.981018, arrival_time=2021-04-10 01:23:45.889053, cost_time=0:00:10.544994 2021-04-10 01:23:28,392 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.81ms, fps=1726 images/s, loss=3.0643, top1-acc=22.94%, top5-acc=53.17%, remaining_time=0:00:17.441760, arrival_time=2021-04-10 01:23:45.833707, cost_time=0:00:12.028826 2021-04-10 01:23:29,875 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.64ms, fps=1727 images/s, loss=3.0531, top1-acc=23.07%, top5-acc=53.54%, remaining_time=0:00:15.914204, arrival_time=2021-04-10 01:23:45.789285, cost_time=0:00:13.512033 2021-04-10 01:23:31,345 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=3.0406, top1-acc=23.38%, top5-acc=53.86%, remaining_time=0:00:14.383296, arrival_time=2021-04-10 01:23:45.728909, cost_time=0:00:14.982615 2021-04-10 01:23:32,817 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.14ms, fps=1740 images/s, loss=3.0279, top1-acc=23.66%, top5-acc=54.29%, remaining_time=0:00:12.864396, arrival_time=2021-04-10 01:23:45.681869, cost_time=0:00:16.454414 2021-04-10 01:23:34,307 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.32ms, fps=1719 images/s, loss=3.0165, top1-acc=23.87%, top5-acc=54.59%, remaining_time=0:00:11.364812, arrival_time=2021-04-10 01:23:45.672354, cost_time=0:00:17.944479 2021-04-10 01:23:35,786 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.77ms, fps=1732 images/s, loss=3.0057, top1-acc=24.04%, top5-acc=54.86%, remaining_time=0:00:09.861126, arrival_time=2021-04-10 01:23:45.647562, cost_time=0:00:19.423398 2021-04-10 01:23:37,263 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.96ms, fps=1733 images/s, loss=2.9994, top1-acc=24.17%, top5-acc=55.03%, remaining_time=0:00:08.360352, arrival_time=2021-04-10 01:23:45.624190, cost_time=0:00:20.900827 2021-04-10 01:23:38,746 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.83ms, fps=1727 images/s, loss=2.9922, top1-acc=24.33%, top5-acc=55.23%, remaining_time=0:00:06.864258, arrival_time=2021-04-10 01:23:45.610657, cost_time=0:00:22.383399 2021-04-10 01:23:40,226 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.97ms, fps=1730 images/s, loss=2.9789, top1-acc=24.55%, top5-acc=55.63%, remaining_time=0:00:05.369328, arrival_time=2021-04-10 01:23:45.595993, cost_time=0:00:23.863620 2021-04-10 01:23:41,703 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.79ms, fps=1733 images/s, loss=2.9698, top1-acc=24.64%, top5-acc=55.92%, remaining_time=0:00:03.875664, arrival_time=2021-04-10 01:23:45.579612, cost_time=0:00:25.340948 2021-04-10 01:23:43,179 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.04ms, fps=1735 images/s, loss=2.9589, top1-acc=24.82%, top5-acc=56.22%, remaining_time=0:00:02.383696, arrival_time=2021-04-10 01:23:45.563304, cost_time=0:00:26.816615 2021-04-10 01:23:44,666 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.88ms, fps=1722 images/s, loss=2.9459, top1-acc=25.03%, top5-acc=56.55%, remaining_time=0:00:00.893808, arrival_time=2021-04-10 01:23:45.560661, cost_time=0:00:28.303855 2021-04-10 01:23:45,458 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.23ms, fps=1718 images/s, loss=2.9402, top1-acc=25.14%, top5-acc=56.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:45.458740, cost_time=0:00:29.095741 2021-04-10 01:23:45,841 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.46ms, fps=6723 images/s, loss=2.9835, top1-acc=25.47%, top5-acc=55.66%, remaining_time=0:00:01.142280, arrival_time=2021-04-10 01:23:46.983255, cost_time=0:00:00.380765 2021-04-10 01:23:46,148 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.39ms, fps=8338 images/s, loss=2.9510, top1-acc=25.66%, top5-acc=57.66%, remaining_time=0:00:00.688280, arrival_time=2021-04-10 01:23:46.836757, cost_time=0:00:00.688274 2021-04-10 01:23:46,450 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=2.02ms, fps=8501 images/s, loss=2.9613, top1-acc=25.21%, top5-acc=57.33%, remaining_time=0:00:00.329970, arrival_time=2021-04-10 01:23:46.780086, cost_time=0:00:00.989912 2021-04-10 01:23:46,731 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.10ms, fps=8248 images/s, loss=2.9292, top1-acc=25.54%, top5-acc=57.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:46.731853, cost_time=0:00:01.271681 2021-04-10 01:23:46,866 INFO : Epoch=0003 complete, best val top1-acc=25.54%, top5-acc=57.32% (epoch=3), remaining_time=1:41:17.446060, arrival_time=2021-04-10 03:05:04.312513, cost_time=0:01:32.549941 2021-04-10 01:23:46,867 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:48,596 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=2.24ms, fps=1481 images/s, loss=2.7306, top1-acc=28.55%, top5-acc=61.87%, remaining_time=0:00:32.147496, arrival_time=2021-04-10 01:24:20.743916, cost_time=0:00:01.728363 2021-04-10 01:23:50,094 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.41ms, fps=1710 images/s, loss=2.7428, top1-acc=29.12%, top5-acc=61.48%, remaining_time=0:00:28.389504, arrival_time=2021-04-10 01:24:18.483641, cost_time=0:00:03.226082 2021-04-10 01:23:51,574 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.87ms, fps=1730 images/s, loss=2.7003, top1-acc=29.84%, top5-acc=62.53%, remaining_time=0:00:26.040586, arrival_time=2021-04-10 01:24:17.614806, cost_time=0:00:04.706133 2021-04-10 01:23:53,040 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.83ms, fps=1747 images/s, loss=2.6885, top1-acc=30.00%, top5-acc=62.95%, remaining_time=0:00:24.070020, arrival_time=2021-04-10 01:24:17.109956, cost_time=0:00:06.171812 2021-04-10 01:23:54,514 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=2.6742, top1-acc=30.26%, top5-acc=63.36%, remaining_time=0:00:22.327050, arrival_time=2021-04-10 01:24:16.841406, cost_time=0:00:07.646232 2021-04-10 01:23:55,995 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=2.18ms, fps=1729 images/s, loss=2.6636, top1-acc=30.43%, top5-acc=63.65%, remaining_time=0:00:20.689000, arrival_time=2021-04-10 01:24:16.684540, cost_time=0:00:09.127482 2021-04-10 01:23:57,466 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.61ms, fps=1741 images/s, loss=2.6562, top1-acc=30.65%, top5-acc=63.76%, remaining_time=0:00:19.076904, arrival_time=2021-04-10 01:24:16.543345, cost_time=0:00:10.598255 2021-04-10 01:23:58,944 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.10ms, fps=1733 images/s, loss=2.6545, top1-acc=30.79%, top5-acc=63.73%, remaining_time=0:00:17.510896, arrival_time=2021-04-10 01:24:16.455430, cost_time=0:00:12.076458 2021-04-10 01:24:00,411 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.36ms, fps=1746 images/s, loss=2.6415, top1-acc=31.05%, top5-acc=63.93%, remaining_time=0:00:15.950668, arrival_time=2021-04-10 01:24:16.361788, cost_time=0:00:13.543031 2021-04-10 01:24:01,886 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=2.27ms, fps=1736 images/s, loss=2.6316, top1-acc=31.29%, top5-acc=64.16%, remaining_time=0:00:14.417664, arrival_time=2021-04-10 01:24:16.304181, cost_time=0:00:15.018409 2021-04-10 01:24:03,358 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.56ms, fps=1739 images/s, loss=2.6218, top1-acc=31.60%, top5-acc=64.40%, remaining_time=0:00:12.892776, arrival_time=2021-04-10 01:24:16.251663, cost_time=0:00:16.490782 2021-04-10 01:24:04,831 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.68ms, fps=1739 images/s, loss=2.6092, top1-acc=31.71%, top5-acc=64.66%, remaining_time=0:00:11.376744, arrival_time=2021-04-10 01:24:16.208137, cost_time=0:00:17.963269 2021-04-10 01:24:06,307 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=2.08ms, fps=1735 images/s, loss=2.5998, top1-acc=31.94%, top5-acc=64.88%, remaining_time=0:00:09.868980, arrival_time=2021-04-10 01:24:16.176027, cost_time=0:00:19.438932 2021-04-10 01:24:07,781 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.46ms, fps=1737 images/s, loss=2.5945, top1-acc=32.03%, top5-acc=65.03%, remaining_time=0:00:08.365392, arrival_time=2021-04-10 01:24:16.146906, cost_time=0:00:20.913412 2021-04-10 01:24:09,252 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.44ms, fps=1741 images/s, loss=2.5843, top1-acc=32.26%, top5-acc=65.30%, remaining_time=0:00:06.864534, arrival_time=2021-04-10 01:24:16.116888, cost_time=0:00:22.384293 2021-04-10 01:24:10,717 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.71ms, fps=1748 images/s, loss=2.5838, top1-acc=32.27%, top5-acc=65.31%, remaining_time=0:00:05.366052, arrival_time=2021-04-10 01:24:16.083286, cost_time=0:00:23.849136 2021-04-10 01:24:12,195 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.54ms, fps=1732 images/s, loss=2.5785, top1-acc=32.25%, top5-acc=65.42%, remaining_time=0:00:03.873636, arrival_time=2021-04-10 01:24:16.069359, cost_time=0:00:25.327635 2021-04-10 01:24:13,687 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.80ms, fps=1717 images/s, loss=2.5735, top1-acc=32.30%, top5-acc=65.58%, remaining_time=0:00:02.383904, arrival_time=2021-04-10 01:24:16.070910, cost_time=0:00:26.818901 2021-04-10 01:24:15,169 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.55ms, fps=1727 images/s, loss=2.5657, top1-acc=32.53%, top5-acc=65.72%, remaining_time=0:00:00.893730, arrival_time=2021-04-10 01:24:16.063304, cost_time=0:00:28.301516 2021-04-10 01:24:15,983 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.94ms, fps=1672 images/s, loss=2.5631, top1-acc=32.60%, top5-acc=65.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:15.983349, cost_time=0:00:29.115247 2021-04-10 01:24:16,403 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.30ms, fps=6123 images/s, loss=2.8120, top1-acc=29.06%, top5-acc=62.70%, remaining_time=0:00:01.254300, arrival_time=2021-04-10 01:24:17.657972, cost_time=0:00:00.418101 2021-04-10 01:24:16,727 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=2.94ms, fps=7926 images/s, loss=2.8104, top1-acc=29.61%, top5-acc=62.52%, remaining_time=0:00:00.741540, arrival_time=2021-04-10 01:24:17.468736, cost_time=0:00:00.741532 2021-04-10 01:24:17,029 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.81ms, fps=8494 images/s, loss=2.8071, top1-acc=29.65%, top5-acc=62.64%, remaining_time=0:00:00.347890, arrival_time=2021-04-10 01:24:17.377123, cost_time=0:00:01.043659 2021-04-10 01:24:17,303 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.07ms, fps=8464 images/s, loss=2.7780, top1-acc=29.94%, top5-acc=62.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:17.303815, cost_time=0:00:01.318288 2021-04-10 01:24:17,437 INFO : Epoch=0004 complete, best val top1-acc=29.94%, top5-acc=62.44% (epoch=4), remaining_time=1:40:32.948600, arrival_time=2021-04-10 03:04:50.386496, cost_time=0:02:03.121400 2021-04-10 01:24:17,438 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:24:19,156 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=0.34ms, fps=1490 images/s, loss=2.4132, top1-acc=35.31%, top5-acc=68.98%, remaining_time=0:00:31.947918, arrival_time=2021-04-10 01:24:51.104495, cost_time=0:00:01.717634 2021-04-10 01:24:20,629 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.45ms, fps=1739 images/s, loss=2.3956, top1-acc=36.19%, top5-acc=69.45%, remaining_time=0:00:28.076400, arrival_time=2021-04-10 01:24:48.705828, cost_time=0:00:03.190499 2021-04-10 01:24:22,104 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=2.3934, top1-acc=35.95%, top5-acc=69.61%, remaining_time=0:00:25.817814, arrival_time=2021-04-10 01:24:47.922616, cost_time=0:00:04.665868 2021-04-10 01:24:23,571 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.45ms, fps=1746 images/s, loss=2.3971, top1-acc=35.97%, top5-acc=69.56%, remaining_time=0:00:23.917920, arrival_time=2021-04-10 01:24:47.489657, cost_time=0:00:06.132788 2021-04-10 01:24:25,041 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=2.3940, top1-acc=35.98%, top5-acc=69.55%, remaining_time=0:00:22.198570, arrival_time=2021-04-10 01:24:47.239754, cost_time=0:00:07.602252 2021-04-10 01:24:26,514 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.55ms, fps=1739 images/s, loss=2.3830, top1-acc=36.09%, top5-acc=69.73%, remaining_time=0:00:20.570000, arrival_time=2021-04-10 01:24:47.083961, cost_time=0:00:09.074979 2021-04-10 01:24:27,991 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.51ms, fps=1733 images/s, loss=2.3704, top1-acc=36.33%, top5-acc=69.99%, remaining_time=0:00:18.994248, arrival_time=2021-04-10 01:24:46.985562, cost_time=0:00:10.552378 2021-04-10 01:24:29,467 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=2.14ms, fps=1735 images/s, loss=2.3559, top1-acc=36.63%, top5-acc=70.26%, remaining_time=0:00:17.441180, arrival_time=2021-04-10 01:24:46.908499, cost_time=0:00:12.028387 2021-04-10 01:24:30,935 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.87ms, fps=1744 images/s, loss=2.3490, top1-acc=36.94%, top5-acc=70.36%, remaining_time=0:00:15.896290, arrival_time=2021-04-10 01:24:46.832120, cost_time=0:00:13.496893 2021-04-10 01:24:32,414 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.02ms, fps=1732 images/s, loss=2.3476, top1-acc=36.82%, top5-acc=70.45%, remaining_time=0:00:14.376288, arrival_time=2021-04-10 01:24:46.790564, cost_time=0:00:14.975341 2021-04-10 01:24:33,894 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=2.80ms, fps=1730 images/s, loss=2.3446, top1-acc=36.97%, top5-acc=70.49%, remaining_time=0:00:12.864998, arrival_time=2021-04-10 01:24:46.759328, cost_time=0:00:16.455270 2021-04-10 01:24:35,406 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.71ms, fps=1693 images/s, loss=2.3420, top1-acc=36.96%, top5-acc=70.58%, remaining_time=0:00:11.379632, arrival_time=2021-04-10 01:24:46.786401, cost_time=0:00:17.967833 2021-04-10 01:24:36,881 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.99ms, fps=1737 images/s, loss=2.3343, top1-acc=37.24%, top5-acc=70.71%, remaining_time=0:00:09.870762, arrival_time=2021-04-10 01:24:46.752211, cost_time=0:00:19.442392 2021-04-10 01:24:38,358 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.57ms, fps=1733 images/s, loss=2.3280, top1-acc=37.39%, top5-acc=70.86%, remaining_time=0:00:08.367968, arrival_time=2021-04-10 01:24:46.726830, cost_time=0:00:20.919872 2021-04-10 01:24:39,842 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.51ms, fps=1727 images/s, loss=2.3200, top1-acc=37.58%, top5-acc=71.06%, remaining_time=0:00:06.870192, arrival_time=2021-04-10 01:24:46.712081, cost_time=0:00:22.402820 2021-04-10 01:24:41,319 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.37ms, fps=1733 images/s, loss=2.3165, top1-acc=37.70%, top5-acc=71.17%, remaining_time=0:00:05.373216, arrival_time=2021-04-10 01:24:46.693055, cost_time=0:00:23.880908 2021-04-10 01:24:42,807 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.45ms, fps=1721 images/s, loss=2.3145, top1-acc=37.81%, top5-acc=71.23%, remaining_time=0:00:03.879902, arrival_time=2021-04-10 01:24:46.687609, cost_time=0:00:25.368621 2021-04-10 01:24:44,288 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=2.05ms, fps=1730 images/s, loss=2.3081, top1-acc=38.08%, top5-acc=71.30%, remaining_time=0:00:02.386592, arrival_time=2021-04-10 01:24:46.674760, cost_time=0:00:26.849188 2021-04-10 01:24:45,763 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.34ms, fps=1736 images/s, loss=2.3032, top1-acc=38.14%, top5-acc=71.46%, remaining_time=0:00:00.894462, arrival_time=2021-04-10 01:24:46.658100, cost_time=0:00:28.324659 2021-04-10 01:24:46,575 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.77ms, fps=1677 images/s, loss=2.3002, top1-acc=38.18%, top5-acc=71.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:46.574997, cost_time=0:00:29.136022 2021-04-10 01:24:46,965 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=9.92ms, fps=6586 images/s, loss=2.4959, top1-acc=34.30%, top5-acc=68.52%, remaining_time=0:00:01.166040, arrival_time=2021-04-10 01:24:48.131822, cost_time=0:00:00.388683 2021-04-10 01:24:47,264 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.30ms, fps=8577 images/s, loss=2.5339, top1-acc=33.55%, top5-acc=67.83%, remaining_time=0:00:00.687660, arrival_time=2021-04-10 01:24:47.952379, cost_time=0:00:00.687669 2021-04-10 01:24:47,564 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=3.48ms, fps=8539 images/s, loss=2.5208, top1-acc=34.04%, top5-acc=68.22%, remaining_time=0:00:00.329270, arrival_time=2021-04-10 01:24:47.894145, cost_time=0:00:00.987824 2021-04-10 01:24:47,842 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=8372 images/s, loss=2.5249, top1-acc=34.46%, top5-acc=67.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:47.842300, cost_time=0:00:01.265271 2021-04-10 01:24:47,969 INFO : Epoch=0005 complete, best val top1-acc=34.46%, top5-acc=67.92% (epoch=5), remaining_time=1:39:52.472850, arrival_time=2021-04-10 03:04:40.442492, cost_time=0:02:33.653150 2021-04-10 01:24:47,970 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:24:49,717 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=2.09ms, fps=1466 images/s, loss=2.1918, top1-acc=40.43%, top5-acc=74.02%, remaining_time=0:00:32.488620, arrival_time=2021-04-10 01:25:22.206130, cost_time=0:00:01.746700 2021-04-10 01:24:51,238 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.30ms, fps=1684 images/s, loss=2.1925, top1-acc=40.92%, top5-acc=73.79%, remaining_time=0:00:28.752592, arrival_time=2021-04-10 01:25:19.990584, cost_time=0:00:03.267347 2021-04-10 01:24:52,726 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.53ms, fps=1721 images/s, loss=2.1607, top1-acc=41.20%, top5-acc=74.36%, remaining_time=0:00:26.312494, arrival_time=2021-04-10 01:25:19.038438, cost_time=0:00:04.755261 2021-04-10 01:24:54,205 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=2.1488, top1-acc=41.48%, top5-acc=74.34%, remaining_time=0:00:24.313380, arrival_time=2021-04-10 01:25:18.518391, cost_time=0:00:06.234214 2021-04-10 01:24:55,675 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.40ms, fps=1742 images/s, loss=2.1514, top1-acc=41.41%, top5-acc=74.36%, remaining_time=0:00:22.497432, arrival_time=2021-04-10 01:25:18.172659, cost_time=0:00:07.704604 2021-04-10 01:24:57,164 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=1.56ms, fps=1719 images/s, loss=2.1541, top1-acc=41.41%, top5-acc=74.34%, remaining_time=0:00:20.839960, arrival_time=2021-04-10 01:25:18.004708, cost_time=0:00:09.194096 2021-04-10 01:24:58,667 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.54ms, fps=1705 images/s, loss=2.1466, top1-acc=41.55%, top5-acc=74.50%, remaining_time=0:00:19.253304, arrival_time=2021-04-10 01:25:17.920480, cost_time=0:00:10.696251 2021-04-10 01:25:00,147 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.41ms, fps=1730 images/s, loss=2.1444, top1-acc=41.71%, top5-acc=74.57%, remaining_time=0:00:17.656476, arrival_time=2021-04-10 01:25:17.803947, cost_time=0:00:12.176854 2021-04-10 01:25:01,653 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=2.27ms, fps=1701 images/s, loss=2.1369, top1-acc=41.99%, top5-acc=74.75%, remaining_time=0:00:16.114862, arrival_time=2021-04-10 01:25:17.767973, cost_time=0:00:13.682437 2021-04-10 01:25:03,137 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.53ms, fps=1725 images/s, loss=2.1302, top1-acc=42.15%, top5-acc=74.84%, remaining_time=0:00:14.560128, arrival_time=2021-04-10 01:25:17.697691, cost_time=0:00:15.166791 2021-04-10 01:25:04,621 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=2.75ms, fps=1727 images/s, loss=2.1236, top1-acc=42.36%, top5-acc=75.00%, remaining_time=0:00:13.017562, arrival_time=2021-04-10 01:25:17.638560, cost_time=0:00:16.650323 2021-04-10 01:25:06,099 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.32ms, fps=1732 images/s, loss=2.1237, top1-acc=42.29%, top5-acc=75.03%, remaining_time=0:00:11.481776, arrival_time=2021-04-10 01:25:17.581558, cost_time=0:00:18.129117 2021-04-10 01:25:07,575 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.67ms, fps=1736 images/s, loss=2.1208, top1-acc=42.34%, top5-acc=75.17%, remaining_time=0:00:09.953196, arrival_time=2021-04-10 01:25:17.528539, cost_time=0:00:19.604734 2021-04-10 01:25:09,047 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.52ms, fps=1740 images/s, loss=2.1157, top1-acc=42.54%, top5-acc=75.21%, remaining_time=0:00:08.430520, arrival_time=2021-04-10 01:25:17.477446, cost_time=0:00:21.076235 2021-04-10 01:25:10,512 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.31ms, fps=1747 images/s, loss=2.1128, top1-acc=42.59%, top5-acc=75.28%, remaining_time=0:00:06.912880, arrival_time=2021-04-10 01:25:17.425495, cost_time=0:00:22.541958 2021-04-10 01:25:11,995 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.60ms, fps=1727 images/s, loss=2.1094, top1-acc=42.69%, top5-acc=75.33%, remaining_time=0:00:05.405508, arrival_time=2021-04-10 01:25:17.400554, cost_time=0:00:24.024438 2021-04-10 01:25:13,475 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.88ms, fps=1729 images/s, loss=2.1052, top1-acc=42.89%, top5-acc=75.44%, remaining_time=0:00:03.900806, arrival_time=2021-04-10 01:25:17.376616, cost_time=0:00:25.505203 2021-04-10 01:25:14,950 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.38ms, fps=1736 images/s, loss=2.1012, top1-acc=42.95%, top5-acc=75.57%, remaining_time=0:00:02.398224, arrival_time=2021-04-10 01:25:17.348985, cost_time=0:00:26.980087 2021-04-10 01:25:16,439 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=2.35ms, fps=1721 images/s, loss=2.1005, top1-acc=42.95%, top5-acc=75.59%, remaining_time=0:00:00.898998, arrival_time=2021-04-10 01:25:17.337928, cost_time=0:00:28.468258 2021-04-10 01:25:17,242 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.63ms, fps=1693 images/s, loss=2.1040, top1-acc=42.91%, top5-acc=75.53%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:17.242936, cost_time=0:00:29.272323 2021-04-10 01:25:17,623 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=3.64ms, fps=6757 images/s, loss=3.4086, top1-acc=26.29%, top5-acc=55.16%, remaining_time=0:00:01.136550, arrival_time=2021-04-10 01:25:18.759761, cost_time=0:00:00.378850 2021-04-10 01:25:17,924 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.43ms, fps=8510 images/s, loss=3.4249, top1-acc=26.50%, top5-acc=55.12%, remaining_time=0:00:00.680000, arrival_time=2021-04-10 01:25:18.604408, cost_time=0:00:00.680004 2021-04-10 01:25:18,232 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.58ms, fps=8314 images/s, loss=3.4278, top1-acc=26.08%, top5-acc=54.97%, remaining_time=0:00:00.329460, arrival_time=2021-04-10 01:25:18.562207, cost_time=0:00:00.988380 2021-04-10 01:25:18,519 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.11ms, fps=8108 images/s, loss=3.4040, top1-acc=26.14%, top5-acc=55.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:18.519244, cost_time=0:00:01.274837 2021-04-10 01:25:18,575 INFO : Epoch=0006 complete, best val top1-acc=34.46%, top5-acc=67.92% (epoch=5), remaining_time=1:39:17.716332, arrival_time=2021-04-10 03:04:36.292091, cost_time=0:03:04.259270 2021-04-10 01:25:18,576 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:25:20,246 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.94ms, fps=1534 images/s, loss=2.0497, top1-acc=43.98%, top5-acc=76.80%, remaining_time=0:00:31.042656, arrival_time=2021-04-10 01:25:51.288578, cost_time=0:00:01.668964 2021-04-10 01:25:21,735 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.77ms, fps=1720 images/s, loss=2.0229, top1-acc=44.22%, top5-acc=77.07%, remaining_time=0:00:27.796560, arrival_time=2021-04-10 01:25:49.532242, cost_time=0:00:03.158700 2021-04-10 01:25:23,207 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.36ms, fps=1740 images/s, loss=2.0109, top1-acc=44.56%, top5-acc=77.70%, remaining_time=0:00:25.621436, arrival_time=2021-04-10 01:25:48.828609, cost_time=0:00:04.630374 2021-04-10 01:25:24,679 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.35ms, fps=1740 images/s, loss=1.9812, top1-acc=45.12%, top5-acc=78.29%, remaining_time=0:00:23.799360, arrival_time=2021-04-10 01:25:48.478545, cost_time=0:00:06.102390 2021-04-10 01:25:26,157 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.31ms, fps=1732 images/s, loss=1.9744, top1-acc=45.37%, top5-acc=78.27%, remaining_time=0:00:22.136082, arrival_time=2021-04-10 01:25:48.293910, cost_time=0:00:07.580873 2021-04-10 01:25:27,642 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.83ms, fps=1725 images/s, loss=1.9723, top1-acc=45.63%, top5-acc=78.28%, remaining_time=0:00:20.549736, arrival_time=2021-04-10 01:25:48.192628, cost_time=0:00:09.066057 2021-04-10 01:25:29,120 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.87ms, fps=1733 images/s, loss=1.9694, top1-acc=45.76%, top5-acc=78.44%, remaining_time=0:00:18.978120, arrival_time=2021-04-10 01:25:48.098345, cost_time=0:00:10.543428 2021-04-10 01:25:30,606 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.83ms, fps=1723 images/s, loss=1.9657, top1-acc=45.86%, top5-acc=78.54%, remaining_time=0:00:17.443268, arrival_time=2021-04-10 01:25:48.049922, cost_time=0:00:12.029818 2021-04-10 01:25:32,104 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.71ms, fps=1710 images/s, loss=1.9700, top1-acc=45.68%, top5-acc=78.55%, remaining_time=0:00:15.932436, arrival_time=2021-04-10 01:25:48.037059, cost_time=0:00:13.527578 2021-04-10 01:25:33,595 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.81ms, fps=1718 images/s, loss=1.9718, top1-acc=45.56%, top5-acc=78.52%, remaining_time=0:00:14.417664, arrival_time=2021-04-10 01:25:48.012937, cost_time=0:00:15.018357 2021-04-10 01:25:35,078 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.55ms, fps=1728 images/s, loss=1.9700, top1-acc=45.67%, top5-acc=78.58%, remaining_time=0:00:12.900774, arrival_time=2021-04-10 01:25:47.978666, cost_time=0:00:16.500937 2021-04-10 01:25:36,557 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.39ms, fps=1731 images/s, loss=1.9702, top1-acc=45.69%, top5-acc=78.57%, remaining_time=0:00:11.387688, arrival_time=2021-04-10 01:25:47.945031, cost_time=0:00:17.980550 2021-04-10 01:25:38,042 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.41ms, fps=1724 images/s, loss=1.9696, top1-acc=45.62%, top5-acc=78.54%, remaining_time=0:00:09.882576, arrival_time=2021-04-10 01:25:47.925190, cost_time=0:00:19.465702 2021-04-10 01:25:39,517 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=1.9649, top1-acc=45.68%, top5-acc=78.62%, remaining_time=0:00:08.376200, arrival_time=2021-04-10 01:25:47.893496, cost_time=0:00:20.940491 2021-04-10 01:25:40,992 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.39ms, fps=1736 images/s, loss=1.9668, top1-acc=45.61%, top5-acc=78.56%, remaining_time=0:00:06.874056, arrival_time=2021-04-10 01:25:47.866205, cost_time=0:00:22.415355 2021-04-10 01:25:42,468 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=2.03ms, fps=1735 images/s, loss=1.9652, top1-acc=45.72%, top5-acc=78.55%, remaining_time=0:00:05.375520, arrival_time=2021-04-10 01:25:47.843478, cost_time=0:00:23.891121 2021-04-10 01:25:43,950 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.94ms, fps=1728 images/s, loss=1.9632, top1-acc=45.76%, top5-acc=78.56%, remaining_time=0:00:03.880578, arrival_time=2021-04-10 01:25:47.830534, cost_time=0:00:25.373035 2021-04-10 01:25:45,430 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=1.99ms, fps=1730 images/s, loss=1.9588, top1-acc=45.80%, top5-acc=78.69%, remaining_time=0:00:02.387008, arrival_time=2021-04-10 01:25:47.817737, cost_time=0:00:26.853894 2021-04-10 01:25:46,913 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.70ms, fps=1727 images/s, loss=1.9608, top1-acc=45.79%, top5-acc=78.61%, remaining_time=0:00:00.894840, arrival_time=2021-04-10 01:25:47.808247, cost_time=0:00:28.336572 2021-04-10 01:25:47,714 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=0.08ms, fps=1699 images/s, loss=1.9595, top1-acc=45.81%, top5-acc=78.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:47.714525, cost_time=0:00:29.137695 2021-04-10 01:25:48,119 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.29ms, fps=6359 images/s, loss=2.5069, top1-acc=36.37%, top5-acc=70.16%, remaining_time=0:00:01.207740, arrival_time=2021-04-10 01:25:49.327013, cost_time=0:00:00.402579 2021-04-10 01:25:48,420 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.48ms, fps=8522 images/s, loss=2.4289, top1-acc=37.38%, top5-acc=71.56%, remaining_time=0:00:00.703480, arrival_time=2021-04-10 01:25:49.123612, cost_time=0:00:00.703477 2021-04-10 01:25:48,728 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.67ms, fps=8313 images/s, loss=2.4332, top1-acc=37.40%, top5-acc=71.39%, remaining_time=0:00:00.337260, arrival_time=2021-04-10 01:25:49.065740, cost_time=0:00:01.011785 2021-04-10 01:25:49,017 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.09ms, fps=8042 images/s, loss=2.4231, top1-acc=37.82%, top5-acc=71.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:49.017439, cost_time=0:00:01.300762 2021-04-10 01:25:49,140 INFO : Epoch=0007 complete, best val top1-acc=37.82%, top5-acc=71.52% (epoch=7), remaining_time=1:38:43.008266, arrival_time=2021-04-10 03:04:32.148909, cost_time=0:03:34.824131 2021-04-10 01:25:49,142 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:25:50,788 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.71ms, fps=1555 images/s, loss=1.8331, top1-acc=48.01%, top5-acc=81.56%, remaining_time=0:00:30.628620, arrival_time=2021-04-10 01:26:21.417551, cost_time=0:00:01.646697 2021-04-10 01:25:52,277 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.54ms, fps=1721 images/s, loss=1.8336, top1-acc=48.77%, top5-acc=81.09%, remaining_time=0:00:27.587296, arrival_time=2021-04-10 01:26:19.864484, cost_time=0:00:03.134921 2021-04-10 01:25:53,753 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=1.8447, top1-acc=48.91%, top5-acc=80.70%, remaining_time=0:00:25.514864, arrival_time=2021-04-10 01:26:19.268264, cost_time=0:00:04.611111 2021-04-10 01:25:55,236 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=2.12ms, fps=1727 images/s, loss=1.8350, top1-acc=49.18%, top5-acc=80.81%, remaining_time=0:00:23.765508, arrival_time=2021-04-10 01:26:19.001578, cost_time=0:00:06.093720 2021-04-10 01:25:56,715 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=1.8427, top1-acc=48.79%, top5-acc=80.42%, remaining_time=0:00:22.114182, arrival_time=2021-04-10 01:26:18.829769, cost_time=0:00:07.573357 2021-04-10 01:25:58,201 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.78ms, fps=1724 images/s, loss=1.8411, top1-acc=48.68%, top5-acc=80.48%, remaining_time=0:00:20.533824, arrival_time=2021-04-10 01:26:18.735081, cost_time=0:00:09.059015 2021-04-10 01:25:59,674 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.46ms, fps=1738 images/s, loss=1.8396, top1-acc=48.88%, top5-acc=80.70%, remaining_time=0:00:18.958716, arrival_time=2021-04-10 01:26:18.633540, cost_time=0:00:10.532597 2021-04-10 01:26:01,154 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.81ms, fps=1730 images/s, loss=1.8423, top1-acc=48.90%, top5-acc=80.61%, remaining_time=0:00:17.417864, arrival_time=2021-04-10 01:26:18.572472, cost_time=0:00:12.012344 2021-04-10 01:26:02,635 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.85ms, fps=1729 images/s, loss=1.8390, top1-acc=48.99%, top5-acc=80.56%, remaining_time=0:00:15.891944, arrival_time=2021-04-10 01:26:18.527290, cost_time=0:00:13.493115 2021-04-10 01:26:04,109 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.60ms, fps=1737 images/s, loss=1.8432, top1-acc=48.88%, top5-acc=80.55%, remaining_time=0:00:14.368800, arrival_time=2021-04-10 01:26:18.478593, cost_time=0:00:14.967512 2021-04-10 01:26:05,582 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=2.11ms, fps=1738 images/s, loss=1.8416, top1-acc=48.92%, top5-acc=80.55%, remaining_time=0:00:12.853560, arrival_time=2021-04-10 01:26:18.436486, cost_time=0:00:16.440652 2021-04-10 01:26:07,078 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.44ms, fps=1713 images/s, loss=1.8439, top1-acc=48.82%, top5-acc=80.50%, remaining_time=0:00:11.359492, arrival_time=2021-04-10 01:26:18.437724, cost_time=0:00:17.936003 2021-04-10 01:26:08,557 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.99ms, fps=1731 images/s, loss=1.8495, top1-acc=48.69%, top5-acc=80.42%, remaining_time=0:00:09.856902, arrival_time=2021-04-10 01:26:18.414365, cost_time=0:00:19.415095 2021-04-10 01:26:10,040 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.54ms, fps=1728 images/s, loss=1.8535, top1-acc=48.62%, top5-acc=80.36%, remaining_time=0:00:08.359064, arrival_time=2021-04-10 01:26:18.399122, cost_time=0:00:20.897697 2021-04-10 01:26:11,520 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.58ms, fps=1730 images/s, loss=1.8528, top1-acc=48.63%, top5-acc=80.40%, remaining_time=0:00:06.862648, arrival_time=2021-04-10 01:26:18.383051, cost_time=0:00:22.378133 2021-04-10 01:26:13,004 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.54ms, fps=1726 images/s, loss=1.8521, top1-acc=48.62%, top5-acc=80.38%, remaining_time=0:00:05.368896, arrival_time=2021-04-10 01:26:18.372954, cost_time=0:00:23.861764 2021-04-10 01:26:14,483 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.68ms, fps=1731 images/s, loss=1.8509, top1-acc=48.60%, top5-acc=80.38%, remaining_time=0:00:03.875742, arrival_time=2021-04-10 01:26:18.359480, cost_time=0:00:25.341459 2021-04-10 01:26:15,965 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.45ms, fps=1729 images/s, loss=1.8516, top1-acc=48.52%, top5-acc=80.43%, remaining_time=0:00:02.384272, arrival_time=2021-04-10 01:26:18.349520, cost_time=0:00:26.823010 2021-04-10 01:26:17,447 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.71ms, fps=1727 images/s, loss=1.8521, top1-acc=48.56%, top5-acc=80.42%, remaining_time=0:00:00.893862, arrival_time=2021-04-10 01:26:18.341654, cost_time=0:00:28.305557 2021-04-10 01:26:18,236 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.48ms, fps=1726 images/s, loss=1.8520, top1-acc=48.61%, top5-acc=80.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:18.236247, cost_time=0:00:29.094023 2021-04-10 01:26:18,638 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.37ms, fps=6391 images/s, loss=2.3604, top1-acc=38.16%, top5-acc=71.99%, remaining_time=0:00:01.201560, arrival_time=2021-04-10 01:26:19.839795, cost_time=0:00:00.400518 2021-04-10 01:26:18,945 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=2.58ms, fps=8351 images/s, loss=2.3742, top1-acc=37.87%, top5-acc=71.97%, remaining_time=0:00:00.707520, arrival_time=2021-04-10 01:26:19.652761, cost_time=0:00:00.707517 2021-04-10 01:26:19,254 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.95ms, fps=8302 images/s, loss=2.4184, top1-acc=37.34%, top5-acc=71.12%, remaining_time=0:00:00.338860, arrival_time=2021-04-10 01:26:19.593261, cost_time=0:00:01.016595 2021-04-10 01:26:19,543 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.10ms, fps=8038 images/s, loss=2.4009, top1-acc=37.55%, top5-acc=71.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:19.543678, cost_time=0:00:01.305963 2021-04-10 01:26:19,680 INFO : Epoch=0008 complete, best val top1-acc=37.82%, top5-acc=71.52% (epoch=7), remaining_time=1:38:08.727168, arrival_time=2021-04-10 03:04:28.407303, cost_time=0:04:05.363636 2021-04-10 01:26:19,681 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:26:21,352 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.97ms, fps=1532 images/s, loss=1.7852, top1-acc=50.12%, top5-acc=81.80%, remaining_time=0:00:31.078368, arrival_time=2021-04-10 01:26:52.430484, cost_time=0:00:01.670882 2021-04-10 01:26:22,852 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.78ms, fps=1707 images/s, loss=1.7725, top1-acc=50.47%, top5-acc=81.82%, remaining_time=0:00:27.905856, arrival_time=2021-04-10 01:26:50.758172, cost_time=0:00:03.171123 2021-04-10 01:26:24,339 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.86ms, fps=1722 images/s, loss=1.7664, top1-acc=50.66%, top5-acc=81.91%, remaining_time=0:00:25.773492, arrival_time=2021-04-10 01:26:50.112572, cost_time=0:00:04.657849 2021-04-10 01:26:25,828 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.55ms, fps=1720 images/s, loss=1.7629, top1-acc=50.71%, top5-acc=81.84%, remaining_time=0:00:23.973768, arrival_time=2021-04-10 01:26:49.802168, cost_time=0:00:06.147137 2021-04-10 01:26:27,302 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=2.06ms, fps=1737 images/s, loss=1.7505, top1-acc=51.10%, top5-acc=82.19%, remaining_time=0:00:22.254050, arrival_time=2021-04-10 01:26:49.556560, cost_time=0:00:07.621254 2021-04-10 01:26:28,792 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.69ms, fps=1719 images/s, loss=1.7435, top1-acc=51.32%, top5-acc=82.42%, remaining_time=0:00:20.651872, arrival_time=2021-04-10 01:26:49.444202, cost_time=0:00:09.111096 2021-04-10 01:26:30,275 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.95ms, fps=1726 images/s, loss=1.7428, top1-acc=51.15%, top5-acc=82.37%, remaining_time=0:00:19.069848, arrival_time=2021-04-10 01:26:49.345533, cost_time=0:00:10.594362 2021-04-10 01:26:31,764 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.93ms, fps=1720 images/s, loss=1.7460, top1-acc=51.17%, top5-acc=82.28%, remaining_time=0:00:17.520524, arrival_time=2021-04-10 01:26:49.284876, cost_time=0:00:12.083095 2021-04-10 01:26:33,243 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=1.7487, top1-acc=51.14%, top5-acc=82.31%, remaining_time=0:00:15.973670, arrival_time=2021-04-10 01:26:49.217456, cost_time=0:00:13.562537 2021-04-10 01:26:34,729 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.84ms, fps=1724 images/s, loss=1.7508, top1-acc=51.05%, top5-acc=82.34%, remaining_time=0:00:14.445792, arrival_time=2021-04-10 01:26:49.174925, cost_time=0:00:15.047737 2021-04-10 01:26:36,206 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.67ms, fps=1734 images/s, loss=1.7467, top1-acc=51.21%, top5-acc=82.43%, remaining_time=0:00:12.919350, arrival_time=2021-04-10 01:26:49.125372, cost_time=0:00:16.524769 2021-04-10 01:26:37,693 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.89ms, fps=1722 images/s, loss=1.7454, top1-acc=51.21%, top5-acc=82.43%, remaining_time=0:00:11.407600, arrival_time=2021-04-10 01:26:49.100756, cost_time=0:00:18.011959 2021-04-10 01:26:39,172 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.65ms, fps=1731 images/s, loss=1.7497, top1-acc=51.00%, top5-acc=82.40%, remaining_time=0:00:09.895776, arrival_time=2021-04-10 01:26:49.068655, cost_time=0:00:19.491642 2021-04-10 01:26:40,646 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.50ms, fps=1738 images/s, loss=1.7512, top1-acc=50.99%, top5-acc=82.36%, remaining_time=0:00:08.386112, arrival_time=2021-04-10 01:26:49.032532, cost_time=0:00:20.965228 2021-04-10 01:26:42,125 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.65ms, fps=1732 images/s, loss=1.7511, top1-acc=50.99%, top5-acc=82.35%, remaining_time=0:00:06.882842, arrival_time=2021-04-10 01:26:49.008137, cost_time=0:00:22.444040 2021-04-10 01:26:43,595 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.33ms, fps=1741 images/s, loss=1.7507, top1-acc=50.98%, top5-acc=82.40%, remaining_time=0:00:05.380776, arrival_time=2021-04-10 01:26:48.976591, cost_time=0:00:23.914613 2021-04-10 01:26:45,065 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.86ms, fps=1742 images/s, loss=1.7495, top1-acc=50.97%, top5-acc=82.41%, remaining_time=0:00:03.882294, arrival_time=2021-04-10 01:26:48.947672, cost_time=0:00:25.384154 2021-04-10 01:26:46,581 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=2.27ms, fps=1689 images/s, loss=1.7527, top1-acc=50.86%, top5-acc=82.31%, remaining_time=0:00:02.391120, arrival_time=2021-04-10 01:26:48.972411, cost_time=0:00:26.900098 2021-04-10 01:26:48,061 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.55ms, fps=1729 images/s, loss=1.7578, top1-acc=50.72%, top5-acc=82.21%, remaining_time=0:00:00.896232, arrival_time=2021-04-10 01:26:48.958098, cost_time=0:00:28.380673 2021-04-10 01:26:48,855 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.35ms, fps=1715 images/s, loss=1.7585, top1-acc=50.69%, top5-acc=82.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:48.855277, cost_time=0:00:29.174086 2021-04-10 01:26:49,235 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=2.75ms, fps=6765 images/s, loss=2.3413, top1-acc=40.31%, top5-acc=72.03%, remaining_time=0:00:01.135140, arrival_time=2021-04-10 01:26:50.370205, cost_time=0:00:00.378378 2021-04-10 01:26:49,537 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.28ms, fps=8490 images/s, loss=2.3669, top1-acc=39.69%, top5-acc=71.11%, remaining_time=0:00:00.680380, arrival_time=2021-04-10 01:26:50.217453, cost_time=0:00:00.680384 2021-04-10 01:26:49,838 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.73ms, fps=8499 images/s, loss=2.3593, top1-acc=39.75%, top5-acc=71.13%, remaining_time=0:00:00.327350, arrival_time=2021-04-10 01:26:50.166104, cost_time=0:00:00.982060 2021-04-10 01:26:50,125 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.10ms, fps=8115 images/s, loss=2.3622, top1-acc=40.13%, top5-acc=71.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:50.125086, cost_time=0:00:01.268424 2021-04-10 01:26:50,280 INFO : Epoch=0009 complete, best val top1-acc=40.13%, top5-acc=71.39% (epoch=9), remaining_time=1:37:36.565004, arrival_time=2021-04-10 03:04:26.845295, cost_time=0:04:35.963798 2021-04-10 01:26:50,281 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:26:51,975 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=2.28ms, fps=1511 images/s, loss=1.7204, top1-acc=51.80%, top5-acc=83.05%, remaining_time=0:00:31.503192, arrival_time=2021-04-10 01:27:23.478184, cost_time=0:00:01.693717 2021-04-10 01:26:53,491 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.44ms, fps=1689 images/s, loss=1.6969, top1-acc=52.09%, top5-acc=83.55%, remaining_time=0:00:28.248000, arrival_time=2021-04-10 01:27:21.739338, cost_time=0:00:03.210008 2021-04-10 01:26:54,977 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.85ms, fps=1723 images/s, loss=1.6959, top1-acc=52.08%, top5-acc=83.55%, remaining_time=0:00:25.986636, arrival_time=2021-04-10 01:27:20.964336, cost_time=0:00:04.696366 2021-04-10 01:26:56,459 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.45ms, fps=1729 images/s, loss=1.6901, top1-acc=52.29%, top5-acc=83.86%, remaining_time=0:00:24.092796, arrival_time=2021-04-10 01:27:20.551830, cost_time=0:00:06.177628 2021-04-10 01:26:57,937 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.43ms, fps=1733 images/s, loss=1.6937, top1-acc=52.22%, top5-acc=83.78%, remaining_time=0:00:22.354936, arrival_time=2021-04-10 01:27:20.292002, cost_time=0:00:07.655800 2021-04-10 01:26:59,415 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.76ms, fps=1732 images/s, loss=1.6917, top1-acc=52.37%, top5-acc=83.85%, remaining_time=0:00:20.703960, arrival_time=2021-04-10 01:27:20.119452, cost_time=0:00:09.134086 2021-04-10 01:27:00,899 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.90ms, fps=1726 images/s, loss=1.6918, top1-acc=52.39%, top5-acc=83.71%, remaining_time=0:00:19.112436, arrival_time=2021-04-10 01:27:20.011719, cost_time=0:00:10.618004 2021-04-10 01:27:02,378 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.42ms, fps=1731 images/s, loss=1.6947, top1-acc=52.31%, top5-acc=83.61%, remaining_time=0:00:17.541056, arrival_time=2021-04-10 01:27:19.919580, cost_time=0:00:12.097253 2021-04-10 01:27:03,854 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.80ms, fps=1735 images/s, loss=1.6906, top1-acc=52.41%, top5-acc=83.59%, remaining_time=0:00:15.986072, arrival_time=2021-04-10 01:27:19.840448, cost_time=0:00:13.573068 2021-04-10 01:27:05,339 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.35ms, fps=1725 images/s, loss=1.6871, top1-acc=52.43%, top5-acc=83.64%, remaining_time=0:00:14.455488, arrival_time=2021-04-10 01:27:19.794570, cost_time=0:00:15.057752 2021-04-10 01:27:06,818 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.88ms, fps=1731 images/s, loss=1.6893, top1-acc=52.34%, top5-acc=83.62%, remaining_time=0:00:12.928896, arrival_time=2021-04-10 01:27:19.747200, cost_time=0:00:16.536989 2021-04-10 01:27:08,296 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=2.00ms, fps=1732 images/s, loss=1.6891, top1-acc=52.35%, top5-acc=83.59%, remaining_time=0:00:11.409652, arrival_time=2021-04-10 01:27:19.706191, cost_time=0:00:18.015249 2021-04-10 01:27:09,774 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.36ms, fps=1732 images/s, loss=1.6884, top1-acc=52.38%, top5-acc=83.62%, remaining_time=0:00:09.896766, arrival_time=2021-04-10 01:27:19.671673, cost_time=0:00:19.493638 2021-04-10 01:27:11,251 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=1.6892, top1-acc=52.37%, top5-acc=83.58%, remaining_time=0:00:08.388184, arrival_time=2021-04-10 01:27:19.639877, cost_time=0:00:20.970426 2021-04-10 01:27:12,725 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=2.03ms, fps=1737 images/s, loss=1.6920, top1-acc=52.31%, top5-acc=83.53%, remaining_time=0:00:06.882980, arrival_time=2021-04-10 01:27:19.608731, cost_time=0:00:22.444483 2021-04-10 01:27:14,207 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.99ms, fps=1728 images/s, loss=1.6922, top1-acc=52.37%, top5-acc=83.48%, remaining_time=0:00:05.383404, arrival_time=2021-04-10 01:27:19.590895, cost_time=0:00:23.926178 2021-04-10 01:27:15,688 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=2.07ms, fps=1729 images/s, loss=1.6925, top1-acc=52.34%, top5-acc=83.49%, remaining_time=0:00:03.885778, arrival_time=2021-04-10 01:27:19.574078, cost_time=0:00:25.406984 2021-04-10 01:27:17,181 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=2.15ms, fps=1716 images/s, loss=1.6952, top1-acc=52.34%, top5-acc=83.37%, remaining_time=0:00:02.391088, arrival_time=2021-04-10 01:27:19.572109, cost_time=0:00:26.899694 2021-04-10 01:27:18,643 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.26ms, fps=1751 images/s, loss=1.6958, top1-acc=52.31%, top5-acc=83.39%, remaining_time=0:00:00.895656, arrival_time=2021-04-10 01:27:19.539314, cost_time=0:00:28.362392 2021-04-10 01:27:19,447 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.35ms, fps=1693 images/s, loss=1.6953, top1-acc=52.32%, top5-acc=83.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:19.447487, cost_time=0:00:29.166179 2021-04-10 01:27:19,897 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.31ms, fps=5720 images/s, loss=2.1732, top1-acc=43.95%, top5-acc=75.16%, remaining_time=0:00:01.342590, arrival_time=2021-04-10 01:27:21.239717, cost_time=0:00:00.447533 2021-04-10 01:27:20,210 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=2.22ms, fps=8189 images/s, loss=2.1681, top1-acc=43.67%, top5-acc=75.27%, remaining_time=0:00:00.760920, arrival_time=2021-04-10 01:27:20.971453, cost_time=0:00:00.760929 2021-04-10 01:27:20,509 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=0.44ms, fps=8573 images/s, loss=2.1585, top1-acc=44.24%, top5-acc=75.38%, remaining_time=0:00:00.353370, arrival_time=2021-04-10 01:27:20.863142, cost_time=0:00:01.060104 2021-04-10 01:27:20,788 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=8349 images/s, loss=2.1656, top1-acc=44.19%, top5-acc=75.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:20.788233, cost_time=0:00:01.338713 2021-04-10 01:27:20,893 INFO : Epoch=0010 complete, best val top1-acc=44.19%, top5-acc=75.72% (epoch=10), remaining_time=1:37:04.966800, arrival_time=2021-04-10 03:04:25.860498, cost_time=0:05:06.577203 2021-04-10 01:27:20,894 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:27:22,606 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=2.16ms, fps=1495 images/s, loss=1.6096, top1-acc=54.92%, top5-acc=84.88%, remaining_time=0:00:31.839852, arrival_time=2021-04-10 01:27:54.446488, cost_time=0:00:01.711823 2021-04-10 01:27:24,094 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.56ms, fps=1722 images/s, loss=1.6367, top1-acc=54.55%, top5-acc=84.24%, remaining_time=0:00:28.153840, arrival_time=2021-04-10 01:27:52.247926, cost_time=0:00:03.199292 2021-04-10 01:27:25,575 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.75ms, fps=1729 images/s, loss=1.6065, top1-acc=55.03%, top5-acc=84.73%, remaining_time=0:00:25.901810, arrival_time=2021-04-10 01:27:51.477616, cost_time=0:00:04.681064 2021-04-10 01:27:27,066 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.44ms, fps=1718 images/s, loss=1.6141, top1-acc=54.45%, top5-acc=84.73%, remaining_time=0:00:24.070332, arrival_time=2021-04-10 01:27:51.136929, cost_time=0:00:06.171868 2021-04-10 01:27:28,553 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.51ms, fps=1723 images/s, loss=1.6172, top1-acc=54.35%, top5-acc=84.75%, remaining_time=0:00:22.362236, arrival_time=2021-04-10 01:27:50.915215, cost_time=0:00:07.658311 2021-04-10 01:27:30,036 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.85ms, fps=1726 images/s, loss=1.6267, top1-acc=54.15%, top5-acc=84.51%, remaining_time=0:00:20.721096, arrival_time=2021-04-10 01:27:50.757546, cost_time=0:00:09.141646 2021-04-10 01:27:31,519 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.79ms, fps=1727 images/s, loss=1.6355, top1-acc=53.99%, top5-acc=84.40%, remaining_time=0:00:19.124784, arrival_time=2021-04-10 01:27:50.644351, cost_time=0:00:10.624860 2021-04-10 01:27:32,991 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.38ms, fps=1739 images/s, loss=1.6310, top1-acc=54.19%, top5-acc=84.44%, remaining_time=0:00:17.540940, arrival_time=2021-04-10 01:27:50.532823, cost_time=0:00:12.097220 2021-04-10 01:27:34,480 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=7.07ms, fps=1720 images/s, loss=1.6350, top1-acc=54.18%, top5-acc=84.28%, remaining_time=0:00:16.001548, arrival_time=2021-04-10 01:27:50.482437, cost_time=0:00:13.586182 2021-04-10 01:27:35,955 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=2.15ms, fps=1736 images/s, loss=1.6377, top1-acc=54.07%, top5-acc=84.25%, remaining_time=0:00:14.458464, arrival_time=2021-04-10 01:27:50.414184, cost_time=0:00:15.060924 2021-04-10 01:27:37,434 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.81ms, fps=1732 images/s, loss=1.6386, top1-acc=54.03%, top5-acc=84.23%, remaining_time=0:00:12.931046, arrival_time=2021-04-10 01:27:50.365383, cost_time=0:00:16.539659 2021-04-10 01:27:38,930 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.80ms, fps=1712 images/s, loss=1.6391, top1-acc=53.99%, top5-acc=84.18%, remaining_time=0:00:11.422344, arrival_time=2021-04-10 01:27:50.352309, cost_time=0:00:18.035235 2021-04-10 01:27:40,409 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.94ms, fps=1731 images/s, loss=1.6433, top1-acc=53.87%, top5-acc=84.10%, remaining_time=0:00:09.907656, arrival_time=2021-04-10 01:27:50.317413, cost_time=0:00:19.515021 2021-04-10 01:27:41,892 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.92ms, fps=1727 images/s, loss=1.6450, top1-acc=53.85%, top5-acc=84.13%, remaining_time=0:00:08.399160, arrival_time=2021-04-10 01:27:50.291881, cost_time=0:00:20.997898 2021-04-10 01:27:43,366 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=1.6441, top1-acc=53.91%, top5-acc=84.15%, remaining_time=0:00:06.891444, arrival_time=2021-04-10 01:27:50.258218, cost_time=0:00:22.472108 2021-04-10 01:27:44,843 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=2.16ms, fps=1734 images/s, loss=1.6392, top1-acc=53.94%, top5-acc=84.27%, remaining_time=0:00:05.388516, arrival_time=2021-04-10 01:27:50.232301, cost_time=0:00:23.948981 2021-04-10 01:27:46,327 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.45ms, fps=1726 images/s, loss=1.6439, top1-acc=53.77%, top5-acc=84.16%, remaining_time=0:00:03.889730, arrival_time=2021-04-10 01:27:50.217381, cost_time=0:00:25.432924 2021-04-10 01:27:47,804 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.42ms, fps=1734 images/s, loss=1.6434, top1-acc=53.77%, top5-acc=84.17%, remaining_time=0:00:02.391984, arrival_time=2021-04-10 01:27:50.196548, cost_time=0:00:26.909871 2021-04-10 01:27:49,283 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=1.6400, top1-acc=53.95%, top5-acc=84.21%, remaining_time=0:00:00.896490, arrival_time=2021-04-10 01:27:50.180097, cost_time=0:00:28.388901 2021-04-10 01:27:50,090 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.73ms, fps=1687 images/s, loss=1.6393, top1-acc=53.95%, top5-acc=84.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:50.090288, cost_time=0:00:29.195623 2021-04-10 01:27:50,500 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=1.81ms, fps=6268 images/s, loss=2.0592, top1-acc=46.13%, top5-acc=77.66%, remaining_time=0:00:01.225200, arrival_time=2021-04-10 01:27:51.725278, cost_time=0:00:00.408404 2021-04-10 01:27:50,802 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.29ms, fps=8487 images/s, loss=2.0713, top1-acc=46.04%, top5-acc=77.85%, remaining_time=0:00:00.710400, arrival_time=2021-04-10 01:27:51.512510, cost_time=0:00:00.710403 2021-04-10 01:27:51,101 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.77ms, fps=8553 images/s, loss=2.0701, top1-acc=45.53%, top5-acc=77.80%, remaining_time=0:00:00.336720, arrival_time=2021-04-10 01:27:51.438596, cost_time=0:00:01.010160 2021-04-10 01:27:51,380 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.07ms, fps=8337 images/s, loss=2.0630, top1-acc=45.84%, top5-acc=77.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:51.380645, cost_time=0:00:01.288899 2021-04-10 01:27:51,561 INFO : Epoch=0011 complete, best val top1-acc=45.84%, top5-acc=77.74% (epoch=11), remaining_time=1:36:34.475211, arrival_time=2021-04-10 03:04:26.036319, cost_time=0:05:37.244594 2021-04-10 01:27:51,562 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:27:53,242 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.23ms, fps=1524 images/s, loss=1.5818, top1-acc=55.66%, top5-acc=84.22%, remaining_time=0:00:31.248558, arrival_time=2021-04-10 01:28:24.491288, cost_time=0:00:01.680030 2021-04-10 01:27:54,716 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.09ms, fps=1737 images/s, loss=1.5863, top1-acc=55.45%, top5-acc=84.55%, remaining_time=0:00:27.753792, arrival_time=2021-04-10 01:28:22.470337, cost_time=0:00:03.153841 2021-04-10 01:27:56,190 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.83ms, fps=1737 images/s, loss=1.5600, top1-acc=55.60%, top5-acc=85.04%, remaining_time=0:00:25.605998, arrival_time=2021-04-10 01:28:21.796288, cost_time=0:00:04.627596 2021-04-10 01:27:57,660 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.45ms, fps=1742 images/s, loss=1.5731, top1-acc=55.46%, top5-acc=84.78%, remaining_time=0:00:23.779392, arrival_time=2021-04-10 01:28:21.439349, cost_time=0:00:06.097262 2021-04-10 01:27:59,123 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=1.5727, top1-acc=55.69%, top5-acc=84.85%, remaining_time=0:00:22.077390, arrival_time=2021-04-10 01:28:21.200827, cost_time=0:00:07.560742 2021-04-10 01:28:00,603 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.79ms, fps=1730 images/s, loss=1.5732, top1-acc=55.74%, top5-acc=84.97%, remaining_time=0:00:20.493296, arrival_time=2021-04-10 01:28:21.097166, cost_time=0:00:09.041130 2021-04-10 01:28:02,093 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.69ms, fps=1720 images/s, loss=1.5700, top1-acc=55.92%, top5-acc=84.98%, remaining_time=0:00:18.954558, arrival_time=2021-04-10 01:28:21.047579, cost_time=0:00:10.530321 2021-04-10 01:28:03,574 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.85ms, fps=1729 images/s, loss=1.5742, top1-acc=55.62%, top5-acc=84.99%, remaining_time=0:00:17.416704, arrival_time=2021-04-10 01:28:20.990961, cost_time=0:00:12.011481 2021-04-10 01:28:05,053 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.76ms, fps=1731 images/s, loss=1.5745, top1-acc=55.60%, top5-acc=84.95%, remaining_time=0:00:15.889400, arrival_time=2021-04-10 01:28:20.943230, cost_time=0:00:13.491044 2021-04-10 01:28:06,537 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.38ms, fps=1727 images/s, loss=1.5781, top1-acc=55.48%, top5-acc=85.02%, remaining_time=0:00:14.375232, arrival_time=2021-04-10 01:28:20.912197, cost_time=0:00:14.974226 2021-04-10 01:28:08,019 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.92ms, fps=1727 images/s, loss=1.5786, top1-acc=55.40%, top5-acc=85.00%, remaining_time=0:00:12.866202, arrival_time=2021-04-10 01:28:20.885768, cost_time=0:00:16.456813 2021-04-10 01:28:09,498 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=1.5790, top1-acc=55.35%, top5-acc=85.06%, remaining_time=0:00:11.359644, arrival_time=2021-04-10 01:28:20.858589, cost_time=0:00:17.936248 2021-04-10 01:28:10,972 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.85ms, fps=1738 images/s, loss=1.5770, top1-acc=55.33%, top5-acc=85.16%, remaining_time=0:00:09.854130, arrival_time=2021-04-10 01:28:20.826436, cost_time=0:00:19.409608 2021-04-10 01:28:12,447 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.82ms, fps=1736 images/s, loss=1.5827, top1-acc=55.19%, top5-acc=85.02%, remaining_time=0:00:08.353856, arrival_time=2021-04-10 01:28:20.801193, cost_time=0:00:20.884640 2021-04-10 01:28:13,923 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=1.5849, top1-acc=55.14%, top5-acc=85.01%, remaining_time=0:00:06.857220, arrival_time=2021-04-10 01:28:20.780455, cost_time=0:00:22.360539 2021-04-10 01:28:15,397 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.90ms, fps=1737 images/s, loss=1.5879, top1-acc=55.05%, top5-acc=84.98%, remaining_time=0:00:05.362848, arrival_time=2021-04-10 01:28:20.760434, cost_time=0:00:23.834838 2021-04-10 01:28:16,902 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.59ms, fps=1701 images/s, loss=1.5888, top1-acc=55.05%, top5-acc=85.00%, remaining_time=0:00:03.875560, arrival_time=2021-04-10 01:28:20.778418, cost_time=0:00:25.340128 2021-04-10 01:28:18,379 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=1.5894, top1-acc=55.04%, top5-acc=84.98%, remaining_time=0:00:02.383728, arrival_time=2021-04-10 01:28:20.763424, cost_time=0:00:26.817001 2021-04-10 01:28:19,874 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.58ms, fps=1713 images/s, loss=1.5943, top1-acc=54.98%, top5-acc=84.87%, remaining_time=0:00:00.894066, arrival_time=2021-04-10 01:28:20.768923, cost_time=0:00:28.312120 2021-04-10 01:28:20,670 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.20ms, fps=1710 images/s, loss=1.5936, top1-acc=54.98%, top5-acc=84.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:20.670446, cost_time=0:00:29.107751 2021-04-10 01:28:21,047 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=2.60ms, fps=6826 images/s, loss=2.2527, top1-acc=44.06%, top5-acc=76.02%, remaining_time=0:00:01.125060, arrival_time=2021-04-10 01:28:22.172014, cost_time=0:00:00.375022 2021-04-10 01:28:21,350 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.40ms, fps=8442 images/s, loss=2.2421, top1-acc=44.39%, top5-acc=75.70%, remaining_time=0:00:00.678740, arrival_time=2021-04-10 01:28:22.029410, cost_time=0:00:00.678745 2021-04-10 01:28:21,654 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=2.63ms, fps=8449 images/s, loss=2.2458, top1-acc=44.88%, top5-acc=75.64%, remaining_time=0:00:00.327410, arrival_time=2021-04-10 01:28:21.981578, cost_time=0:00:00.982230 2021-04-10 01:28:21,935 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.07ms, fps=8260 images/s, loss=2.2311, top1-acc=45.15%, top5-acc=75.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:21.935470, cost_time=0:00:01.263584 2021-04-10 01:28:21,988 INFO : Epoch=0012 complete, best val top1-acc=45.84%, top5-acc=77.74% (epoch=11), remaining_time=1:36:00.189716, arrival_time=2021-04-10 03:04:22.177893, cost_time=0:06:07.671688 2021-04-10 01:28:21,989 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:28:23,681 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=2.12ms, fps=1513 images/s, loss=1.6006, top1-acc=54.88%, top5-acc=84.69%, remaining_time=0:00:31.468968, arrival_time=2021-04-10 01:28:55.150145, cost_time=0:00:01.691885 2021-04-10 01:28:25,172 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.46ms, fps=1717 images/s, loss=1.5455, top1-acc=56.39%, top5-acc=85.64%, remaining_time=0:00:28.015504, arrival_time=2021-04-10 01:28:53.188313, cost_time=0:00:03.183588 2021-04-10 01:28:26,640 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=3.45ms, fps=1745 images/s, loss=1.5079, top1-acc=57.24%, top5-acc=86.22%, remaining_time=0:00:25.737138, arrival_time=2021-04-10 01:28:52.377576, cost_time=0:00:04.651282 2021-04-10 01:28:28,116 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=2.75ms, fps=1736 images/s, loss=1.5050, top1-acc=57.28%, top5-acc=86.27%, remaining_time=0:00:23.894052, arrival_time=2021-04-10 01:28:52.010019, cost_time=0:00:06.126694 2021-04-10 01:28:29,599 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.32ms, fps=1726 images/s, loss=1.5041, top1-acc=57.37%, top5-acc=86.34%, remaining_time=0:00:22.223244, arrival_time=2021-04-10 01:28:51.823128, cost_time=0:00:07.610724 2021-04-10 01:28:31,084 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=2.10ms, fps=1725 images/s, loss=1.5156, top1-acc=56.95%, top5-acc=86.33%, remaining_time=0:00:20.615696, arrival_time=2021-04-10 01:28:51.699993, cost_time=0:00:09.095142 2021-04-10 01:28:32,563 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.80ms, fps=1731 images/s, loss=1.5233, top1-acc=56.82%, top5-acc=86.12%, remaining_time=0:00:19.034316, arrival_time=2021-04-10 01:28:51.598116, cost_time=0:00:10.574650 2021-04-10 01:28:34,037 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.90ms, fps=1738 images/s, loss=1.5304, top1-acc=56.66%, top5-acc=85.96%, remaining_time=0:00:17.469716, arrival_time=2021-04-10 01:28:51.506917, cost_time=0:00:12.048046 2021-04-10 01:28:35,519 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.44ms, fps=1727 images/s, loss=1.5333, top1-acc=56.71%, top5-acc=85.91%, remaining_time=0:00:15.936040, arrival_time=2021-04-10 01:28:51.455879, cost_time=0:00:13.530619 2021-04-10 01:28:36,996 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=1.5370, top1-acc=56.57%, top5-acc=85.89%, remaining_time=0:00:14.407104, arrival_time=2021-04-10 01:28:51.403715, cost_time=0:00:15.007440 2021-04-10 01:28:38,477 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=1.44ms, fps=1730 images/s, loss=1.5387, top1-acc=56.49%, top5-acc=85.87%, remaining_time=0:00:12.890626, arrival_time=2021-04-10 01:28:51.367809, cost_time=0:00:16.487987 2021-04-10 01:28:39,959 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.37ms, fps=1728 images/s, loss=1.5403, top1-acc=56.45%, top5-acc=85.86%, remaining_time=0:00:11.381076, arrival_time=2021-04-10 01:28:51.340379, cost_time=0:00:17.970154 2021-04-10 01:28:41,428 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.52ms, fps=1743 images/s, loss=1.5367, top1-acc=56.52%, top5-acc=85.91%, remaining_time=0:00:09.869112, arrival_time=2021-04-10 01:28:51.297443, cost_time=0:00:19.439181 2021-04-10 01:28:42,900 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.02ms, fps=1740 images/s, loss=1.5383, top1-acc=56.44%, top5-acc=85.92%, remaining_time=0:00:08.364328, arrival_time=2021-04-10 01:28:51.264317, cost_time=0:00:20.910834 2021-04-10 01:28:44,370 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=2.07ms, fps=1742 images/s, loss=1.5378, top1-acc=56.48%, top5-acc=85.97%, remaining_time=0:00:06.863568, arrival_time=2021-04-10 01:28:51.233850, cost_time=0:00:22.381134 2021-04-10 01:28:45,849 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=2.05ms, fps=1731 images/s, loss=1.5358, top1-acc=56.49%, top5-acc=86.01%, remaining_time=0:00:05.368572, arrival_time=2021-04-10 01:28:51.218032, cost_time=0:00:23.860263 2021-04-10 01:28:47,363 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.51ms, fps=1692 images/s, loss=1.5356, top1-acc=56.49%, top5-acc=86.02%, remaining_time=0:00:03.880838, arrival_time=2021-04-10 01:28:51.244771, cost_time=0:00:25.374781 2021-04-10 01:28:48,836 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=1.5340, top1-acc=56.50%, top5-acc=86.02%, remaining_time=0:00:02.386448, arrival_time=2021-04-10 01:28:51.223263, cost_time=0:00:26.847597 2021-04-10 01:28:50,313 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=1.5347, top1-acc=56.46%, top5-acc=86.01%, remaining_time=0:00:00.894444, arrival_time=2021-04-10 01:28:51.207641, cost_time=0:00:28.323993 2021-04-10 01:28:51,110 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.64ms, fps=1707 images/s, loss=1.5359, top1-acc=56.46%, top5-acc=85.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:51.110315, cost_time=0:00:29.121173 2021-04-10 01:28:51,530 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.29ms, fps=6112 images/s, loss=2.2362, top1-acc=43.01%, top5-acc=75.12%, remaining_time=0:00:01.256550, arrival_time=2021-04-10 01:28:52.787104, cost_time=0:00:00.418852 2021-04-10 01:28:51,832 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.29ms, fps=8496 images/s, loss=2.2202, top1-acc=43.36%, top5-acc=75.27%, remaining_time=0:00:00.720680, arrival_time=2021-04-10 01:28:52.553016, cost_time=0:00:00.720676 2021-04-10 01:28:52,133 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=0.19ms, fps=8507 images/s, loss=2.2477, top1-acc=43.39%, top5-acc=74.95%, remaining_time=0:00:00.340660, arrival_time=2021-04-10 01:28:52.474299, cost_time=0:00:01.021988 2021-04-10 01:28:52,407 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.06ms, fps=8482 images/s, loss=2.2612, top1-acc=43.34%, top5-acc=74.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:52.407506, cost_time=0:00:01.295872 2021-04-10 01:28:52,460 INFO : Epoch=0013 complete, best val top1-acc=45.84%, top5-acc=77.74% (epoch=11), remaining_time=1:35:27.152508, arrival_time=2021-04-10 03:04:19.613288, cost_time=0:06:38.144291 2021-04-10 01:28:52,461 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:28:54,161 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.97ms, fps=1506 images/s, loss=1.5148, top1-acc=57.07%, top5-acc=85.74%, remaining_time=0:00:31.615722, arrival_time=2021-04-10 01:29:25.777390, cost_time=0:00:01.699772 2021-04-10 01:28:55,652 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.84ms, fps=1718 images/s, loss=1.5033, top1-acc=57.66%, top5-acc=86.39%, remaining_time=0:00:28.076576, arrival_time=2021-04-10 01:29:23.728840, cost_time=0:00:03.190511 2021-04-10 01:28:57,145 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=6.67ms, fps=1715 images/s, loss=1.4967, top1-acc=57.76%, top5-acc=86.42%, remaining_time=0:00:25.914758, arrival_time=2021-04-10 01:29:23.059955, cost_time=0:00:04.683388 2021-04-10 01:28:58,631 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.52ms, fps=1724 images/s, loss=1.4907, top1-acc=57.73%, top5-acc=86.37%, remaining_time=0:00:24.059880, arrival_time=2021-04-10 01:29:22.690960, cost_time=0:00:06.169199 2021-04-10 01:29:00,107 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.63ms, fps=1735 images/s, loss=1.4771, top1-acc=57.91%, top5-acc=86.57%, remaining_time=0:00:22.325006, arrival_time=2021-04-10 01:29:22.432404, cost_time=0:00:07.645541 2021-04-10 01:29:01,608 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.37ms, fps=1706 images/s, loss=1.4717, top1-acc=58.18%, top5-acc=86.60%, remaining_time=0:00:20.732656, arrival_time=2021-04-10 01:29:22.341139, cost_time=0:00:09.146740 2021-04-10 01:29:03,074 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.44ms, fps=1746 images/s, loss=1.4822, top1-acc=57.80%, top5-acc=86.46%, remaining_time=0:00:19.103364, arrival_time=2021-04-10 01:29:22.178218, cost_time=0:00:10.612985 2021-04-10 01:29:04,557 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.88ms, fps=1728 images/s, loss=1.4918, top1-acc=57.57%, top5-acc=86.35%, remaining_time=0:00:17.538620, arrival_time=2021-04-10 01:29:22.096027, cost_time=0:00:12.095603 2021-04-10 01:29:06,039 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.42ms, fps=1729 images/s, loss=1.4911, top1-acc=57.52%, top5-acc=86.38%, remaining_time=0:00:15.991372, arrival_time=2021-04-10 01:29:22.030728, cost_time=0:00:13.577612 2021-04-10 01:29:07,516 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.74ms, fps=1734 images/s, loss=1.4931, top1-acc=57.38%, top5-acc=86.35%, remaining_time=0:00:14.452128, arrival_time=2021-04-10 01:29:21.968245, cost_time=0:00:15.054334 2021-04-10 01:29:08,990 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=2.06ms, fps=1737 images/s, loss=1.4903, top1-acc=57.49%, top5-acc=86.41%, remaining_time=0:00:12.922532, arrival_time=2021-04-10 01:29:21.913153, cost_time=0:00:16.528838 2021-04-10 01:29:10,481 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.43ms, fps=1718 images/s, loss=1.4924, top1-acc=57.34%, top5-acc=86.35%, remaining_time=0:00:11.412236, arrival_time=2021-04-10 01:29:21.893361, cost_time=0:00:18.019314 2021-04-10 01:29:11,963 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=2.73ms, fps=1728 images/s, loss=1.4920, top1-acc=57.34%, top5-acc=86.41%, remaining_time=0:00:09.900726, arrival_time=2021-04-10 01:29:21.863920, cost_time=0:00:19.501383 2021-04-10 01:29:13,443 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=2.07ms, fps=1730 images/s, loss=1.4905, top1-acc=57.32%, top5-acc=86.46%, remaining_time=0:00:08.392552, arrival_time=2021-04-10 01:29:21.835615, cost_time=0:00:20.981312 2021-04-10 01:29:14,928 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.03ms, fps=1724 images/s, loss=1.4928, top1-acc=57.26%, top5-acc=86.41%, remaining_time=0:00:06.889696, arrival_time=2021-04-10 01:29:21.818034, cost_time=0:00:22.466460 2021-04-10 01:29:16,407 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.22ms, fps=1732 images/s, loss=1.4943, top1-acc=57.27%, top5-acc=86.31%, remaining_time=0:00:05.387724, arrival_time=2021-04-10 01:29:21.794929, cost_time=0:00:23.945391 2021-04-10 01:29:17,885 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.98ms, fps=1732 images/s, loss=1.4947, top1-acc=57.29%, top5-acc=86.32%, remaining_time=0:00:03.888378, arrival_time=2021-04-10 01:29:21.774261, cost_time=0:00:25.424075 2021-04-10 01:29:19,367 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=2.02ms, fps=1729 images/s, loss=1.4980, top1-acc=57.25%, top5-acc=86.23%, remaining_time=0:00:02.391568, arrival_time=2021-04-10 01:29:21.758505, cost_time=0:00:26.905070 2021-04-10 01:29:20,847 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=1.5000, top1-acc=57.17%, top5-acc=86.25%, remaining_time=0:00:00.896388, arrival_time=2021-04-10 01:29:21.743850, cost_time=0:00:28.385670 2021-04-10 01:29:21,651 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.88ms, fps=1692 images/s, loss=1.5008, top1-acc=57.17%, top5-acc=86.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:21.651772, cost_time=0:00:29.189890 2021-04-10 01:29:22,072 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.21ms, fps=6125 images/s, loss=2.1559, top1-acc=44.22%, top5-acc=76.68%, remaining_time=0:00:01.253850, arrival_time=2021-04-10 01:29:23.326295, cost_time=0:00:00.417949 2021-04-10 01:29:22,369 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.88ms, fps=8636 images/s, loss=2.1249, top1-acc=45.08%, top5-acc=76.70%, remaining_time=0:00:00.714820, arrival_time=2021-04-10 01:29:23.084188, cost_time=0:00:00.714826 2021-04-10 01:29:22,670 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.49ms, fps=8507 images/s, loss=2.1002, top1-acc=45.18%, top5-acc=77.06%, remaining_time=0:00:00.338760, arrival_time=2021-04-10 01:29:23.009567, cost_time=0:00:01.016279 2021-04-10 01:29:22,949 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=8342 images/s, loss=2.0929, top1-acc=45.19%, top5-acc=76.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:22.949299, cost_time=0:00:01.294824 2021-04-10 01:29:23,020 INFO : Epoch=0014 complete, best val top1-acc=45.84%, top5-acc=77.74% (epoch=11), remaining_time=1:34:55.634898, arrival_time=2021-04-10 03:04:18.655098, cost_time=0:07:08.703705 2021-04-10 01:29:23,021 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:29:24,685 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=0.47ms, fps=1538 images/s, loss=1.5153, top1-acc=56.72%, top5-acc=85.62%, remaining_time=0:00:30.950772, arrival_time=2021-04-10 01:29:55.636013, cost_time=0:00:01.664016 2021-04-10 01:29:26,174 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.07ms, fps=1720 images/s, loss=1.4886, top1-acc=57.30%, top5-acc=86.56%, remaining_time=0:00:27.744992, arrival_time=2021-04-10 01:29:53.919056, cost_time=0:00:03.152841 2021-04-10 01:29:27,650 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.36ms, fps=1735 images/s, loss=1.4894, top1-acc=57.41%, top5-acc=86.47%, remaining_time=0:00:25.615128, arrival_time=2021-04-10 01:29:53.265551, cost_time=0:00:04.629232 2021-04-10 01:29:29,134 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.02ms, fps=1726 images/s, loss=1.4783, top1-acc=57.52%, top5-acc=86.69%, remaining_time=0:00:23.840700, arrival_time=2021-04-10 01:29:52.974910, cost_time=0:00:06.112981 2021-04-10 01:29:30,608 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.69ms, fps=1737 images/s, loss=1.4715, top1-acc=57.87%, top5-acc=86.60%, remaining_time=0:00:22.155500, arrival_time=2021-04-10 01:29:52.764218, cost_time=0:00:07.587494 2021-04-10 01:29:32,094 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=2.17ms, fps=1724 images/s, loss=1.4677, top1-acc=58.05%, top5-acc=86.73%, remaining_time=0:00:20.564832, arrival_time=2021-04-10 01:29:52.658779, cost_time=0:00:09.072731 2021-04-10 01:29:33,605 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.82ms, fps=1695 images/s, loss=1.4631, top1-acc=58.20%, top5-acc=86.77%, remaining_time=0:00:19.050444, arrival_time=2021-04-10 01:29:52.655368, cost_time=0:00:10.583593 2021-04-10 01:29:35,094 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=2.06ms, fps=1720 images/s, loss=1.4576, top1-acc=58.25%, top5-acc=86.90%, remaining_time=0:00:17.505560, arrival_time=2021-04-10 01:29:52.599572, cost_time=0:00:12.072829 2021-04-10 01:29:36,573 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=1.4567, top1-acc=58.33%, top5-acc=86.96%, remaining_time=0:00:15.961056, arrival_time=2021-04-10 01:29:52.534116, cost_time=0:00:13.551868 2021-04-10 01:29:38,055 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.52ms, fps=1727 images/s, loss=1.4635, top1-acc=58.08%, top5-acc=86.93%, remaining_time=0:00:14.432832, arrival_time=2021-04-10 01:29:52.488289, cost_time=0:00:15.034234 2021-04-10 01:29:39,537 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.33ms, fps=1727 images/s, loss=1.4669, top1-acc=57.96%, top5-acc=86.89%, remaining_time=0:00:12.913072, arrival_time=2021-04-10 01:29:52.451010, cost_time=0:00:16.516759 2021-04-10 01:29:41,012 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.51ms, fps=1736 images/s, loss=1.4667, top1-acc=57.92%, top5-acc=86.90%, remaining_time=0:00:11.394756, arrival_time=2021-04-10 01:29:52.407691, cost_time=0:00:17.991756 2021-04-10 01:29:42,487 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.99ms, fps=1736 images/s, loss=1.4693, top1-acc=57.96%, top5-acc=86.82%, remaining_time=0:00:09.883038, arrival_time=2021-04-10 01:29:52.370874, cost_time=0:00:19.466603 2021-04-10 01:29:43,968 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.31ms, fps=1729 images/s, loss=1.4702, top1-acc=57.90%, top5-acc=86.82%, remaining_time=0:00:08.378944, arrival_time=2021-04-10 01:29:52.347604, cost_time=0:00:20.947398 2021-04-10 01:29:45,449 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=1.4703, top1-acc=57.87%, top5-acc=86.82%, remaining_time=0:00:06.878104, arrival_time=2021-04-10 01:29:52.327962, cost_time=0:00:22.428640 2021-04-10 01:29:46,935 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.59ms, fps=1724 images/s, loss=1.4681, top1-acc=57.97%, top5-acc=86.85%, remaining_time=0:00:05.380596, arrival_time=2021-04-10 01:29:52.315605, cost_time=0:00:23.913757 2021-04-10 01:29:48,412 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.89ms, fps=1734 images/s, loss=1.4673, top1-acc=58.02%, top5-acc=86.85%, remaining_time=0:00:03.883334, arrival_time=2021-04-10 01:29:52.295574, cost_time=0:00:25.391060 2021-04-10 01:29:49,889 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=2.01ms, fps=1733 images/s, loss=1.4667, top1-acc=58.04%, top5-acc=86.89%, remaining_time=0:00:02.388336, arrival_time=2021-04-10 01:29:52.278277, cost_time=0:00:26.868758 2021-04-10 01:29:51,369 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.25ms, fps=1730 images/s, loss=1.4716, top1-acc=57.95%, top5-acc=86.81%, remaining_time=0:00:00.895218, arrival_time=2021-04-10 01:29:52.265047, cost_time=0:00:28.348647 2021-04-10 01:29:52,160 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.28ms, fps=1722 images/s, loss=1.4714, top1-acc=57.93%, top5-acc=86.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:52.159974, cost_time=0:00:29.138798 2021-04-10 01:29:52,560 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=5.34ms, fps=6409 images/s, loss=2.2105, top1-acc=42.89%, top5-acc=73.79%, remaining_time=0:00:01.198320, arrival_time=2021-04-10 01:29:53.759234, cost_time=0:00:00.399437 2021-04-10 01:29:52,853 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.42ms, fps=8769 images/s, loss=2.2248, top1-acc=42.71%, top5-acc=73.38%, remaining_time=0:00:00.691720, arrival_time=2021-04-10 01:29:53.544953, cost_time=0:00:00.691728 2021-04-10 01:29:53,150 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.56ms, fps=8624 images/s, loss=2.2603, top1-acc=42.24%, top5-acc=73.27%, remaining_time=0:00:00.329680, arrival_time=2021-04-10 01:29:53.480223, cost_time=0:00:00.989031 2021-04-10 01:29:53,429 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.06ms, fps=8334 images/s, loss=2.2572, top1-acc=42.15%, top5-acc=73.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:53.429351, cost_time=0:00:01.267899 2021-04-10 01:29:53,491 INFO : Epoch=0015 complete, best val top1-acc=45.84%, top5-acc=77.74% (epoch=11), remaining_time=1:34:23.156915, arrival_time=2021-04-10 03:04:16.648297, cost_time=0:07:39.174892 2021-04-10 01:29:53,492 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:29:55,145 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.91ms, fps=1549 images/s, loss=1.4341, top1-acc=58.98%, top5-acc=88.20%, remaining_time=0:00:30.747846, arrival_time=2021-04-10 01:30:25.893363, cost_time=0:00:01.653109 2021-04-10 01:29:56,671 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.89ms, fps=1678 images/s, loss=1.4349, top1-acc=59.24%, top5-acc=87.60%, remaining_time=0:00:27.973968, arrival_time=2021-04-10 01:30:24.645238, cost_time=0:00:03.178869 2021-04-10 01:29:58,165 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.09ms, fps=1715 images/s, loss=1.4353, top1-acc=59.08%, top5-acc=87.72%, remaining_time=0:00:25.854666, arrival_time=2021-04-10 01:30:24.019715, cost_time=0:00:04.672523 2021-04-10 01:29:59,649 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=1.4423, top1-acc=58.88%, top5-acc=87.56%, remaining_time=0:00:24.010584, arrival_time=2021-04-10 01:30:23.659636, cost_time=0:00:06.156562 2021-04-10 01:30:01,131 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=2.12ms, fps=1727 images/s, loss=1.4366, top1-acc=59.09%, top5-acc=87.55%, remaining_time=0:00:22.307194, arrival_time=2021-04-10 01:30:23.439037, cost_time=0:00:07.639427 2021-04-10 01:30:02,609 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.41ms, fps=1733 images/s, loss=1.4312, top1-acc=59.15%, top5-acc=87.57%, remaining_time=0:00:20.666288, arrival_time=2021-04-10 01:30:23.276115, cost_time=0:00:09.117472 2021-04-10 01:30:04,080 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=1.4267, top1-acc=59.20%, top5-acc=87.57%, remaining_time=0:00:19.058760, arrival_time=2021-04-10 01:30:23.139498, cost_time=0:00:10.588196 2021-04-10 01:30:05,559 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=2.14ms, fps=1732 images/s, loss=1.4253, top1-acc=59.18%, top5-acc=87.62%, remaining_time=0:00:17.497672, arrival_time=2021-04-10 01:30:23.057370, cost_time=0:00:12.067344 2021-04-10 01:30:07,039 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.35ms, fps=1730 images/s, loss=1.4283, top1-acc=59.03%, top5-acc=87.55%, remaining_time=0:00:15.955438, arrival_time=2021-04-10 01:30:22.994905, cost_time=0:00:13.547089 2021-04-10 01:30:08,515 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.20ms, fps=1735 images/s, loss=1.4298, top1-acc=59.04%, top5-acc=87.49%, remaining_time=0:00:14.422464, arrival_time=2021-04-10 01:30:22.938216, cost_time=0:00:15.023354 2021-04-10 01:30:09,992 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.86ms, fps=1734 images/s, loss=1.4351, top1-acc=58.92%, top5-acc=87.41%, remaining_time=0:00:12.900258, arrival_time=2021-04-10 01:30:22.893029, cost_time=0:00:16.500309 2021-04-10 01:30:11,490 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.52ms, fps=1710 images/s, loss=1.4338, top1-acc=58.91%, top5-acc=87.42%, remaining_time=0:00:11.399012, arrival_time=2021-04-10 01:30:22.889778, cost_time=0:00:17.998388 2021-04-10 01:30:12,968 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=1.43ms, fps=1733 images/s, loss=1.4354, top1-acc=58.86%, top5-acc=87.41%, remaining_time=0:00:09.887988, arrival_time=2021-04-10 01:30:22.856773, cost_time=0:00:19.476378 2021-04-10 01:30:14,449 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=1.4337, top1-acc=58.91%, top5-acc=87.44%, remaining_time=0:00:08.382864, arrival_time=2021-04-10 01:30:22.832328, cost_time=0:00:20.957111 2021-04-10 01:30:15,945 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=9.20ms, fps=1712 images/s, loss=1.4367, top1-acc=58.74%, top5-acc=87.42%, remaining_time=0:00:06.885464, arrival_time=2021-04-10 01:30:22.830534, cost_time=0:00:22.452667 2021-04-10 01:30:17,424 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=2.17ms, fps=1731 images/s, loss=1.4381, top1-acc=58.73%, top5-acc=87.43%, remaining_time=0:00:05.384736, arrival_time=2021-04-10 01:30:22.809362, cost_time=0:00:23.932192 2021-04-10 01:30:18,907 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=2.57ms, fps=1727 images/s, loss=1.4409, top1-acc=58.69%, top5-acc=87.40%, remaining_time=0:00:03.886974, arrival_time=2021-04-10 01:30:22.794196, cost_time=0:00:25.414779 2021-04-10 01:30:20,385 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.93ms, fps=1733 images/s, loss=1.4403, top1-acc=58.76%, top5-acc=87.43%, remaining_time=0:00:02.390448, arrival_time=2021-04-10 01:30:22.775469, cost_time=0:00:26.892617 2021-04-10 01:30:21,869 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.79ms, fps=1726 images/s, loss=1.4404, top1-acc=58.75%, top5-acc=87.47%, remaining_time=0:00:00.896106, arrival_time=2021-04-10 01:30:22.765269, cost_time=0:00:28.376680 2021-04-10 01:30:22,659 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.35ms, fps=1722 images/s, loss=1.4410, top1-acc=58.79%, top5-acc=87.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:22.659485, cost_time=0:00:29.167055 2021-04-10 01:30:23,068 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.20ms, fps=6300 images/s, loss=2.2289, top1-acc=43.98%, top5-acc=75.35%, remaining_time=0:00:01.218960, arrival_time=2021-04-10 01:30:24.287106, cost_time=0:00:00.406319 2021-04-10 01:30:23,370 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.81ms, fps=8487 images/s, loss=2.2766, top1-acc=42.95%, top5-acc=74.98%, remaining_time=0:00:00.708440, arrival_time=2021-04-10 01:30:24.078708, cost_time=0:00:00.708433 2021-04-10 01:30:23,668 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=2.48ms, fps=8604 images/s, loss=2.2599, top1-acc=43.23%, top5-acc=75.34%, remaining_time=0:00:00.335480, arrival_time=2021-04-10 01:30:24.003754, cost_time=0:00:01.006443 2021-04-10 01:30:23,945 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.07ms, fps=8379 images/s, loss=2.2615, top1-acc=43.30%, top5-acc=75.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:23.945587, cost_time=0:00:01.283820 2021-04-10 01:30:24,002 INFO : Epoch=0016 complete, best val top1-acc=45.84%, top5-acc=77.74% (epoch=11), remaining_time=1:33:51.389368, arrival_time=2021-04-10 03:04:15.391893, cost_time=0:08:09.686034 2021-04-10 01:30:24,003 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:30:25,669 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=0.46ms, fps=1537 images/s, loss=1.4533, top1-acc=57.23%, top5-acc=87.62%, remaining_time=0:00:30.981276, arrival_time=2021-04-10 01:30:56.650508, cost_time=0:00:01.665658 2021-04-10 01:30:27,153 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.84ms, fps=1726 images/s, loss=1.4179, top1-acc=58.71%, top5-acc=88.03%, remaining_time=0:00:27.717536, arrival_time=2021-04-10 01:30:54.870780, cost_time=0:00:03.149714 2021-04-10 01:30:28,624 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.46ms, fps=1741 images/s, loss=1.3981, top1-acc=59.23%, top5-acc=88.19%, remaining_time=0:00:25.568316, arrival_time=2021-04-10 01:30:54.192649, cost_time=0:00:04.620788 2021-04-10 01:30:30,095 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.13ms, fps=1741 images/s, loss=1.3893, top1-acc=59.60%, top5-acc=88.25%, remaining_time=0:00:23.758488, arrival_time=2021-04-10 01:30:53.854062, cost_time=0:00:06.091918 2021-04-10 01:30:31,591 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.87ms, fps=1712 images/s, loss=1.3829, top1-acc=59.93%, top5-acc=88.31%, remaining_time=0:00:22.156376, arrival_time=2021-04-10 01:30:53.747702, cost_time=0:00:07.587789 2021-04-10 01:30:33,073 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.42ms, fps=1728 images/s, loss=1.3880, top1-acc=59.79%, top5-acc=88.18%, remaining_time=0:00:20.557216, arrival_time=2021-04-10 01:30:53.630267, cost_time=0:00:09.069383 2021-04-10 01:30:34,545 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=1.3879, top1-acc=59.88%, top5-acc=88.12%, remaining_time=0:00:18.974340, arrival_time=2021-04-10 01:30:53.519373, cost_time=0:00:10.541332 2021-04-10 01:30:36,037 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.44ms, fps=1716 images/s, loss=1.3856, top1-acc=60.07%, top5-acc=88.19%, remaining_time=0:00:17.449184, arrival_time=2021-04-10 01:30:53.486638, cost_time=0:00:12.033925 2021-04-10 01:30:37,514 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.80ms, fps=1734 images/s, loss=1.3899, top1-acc=59.93%, top5-acc=88.20%, remaining_time=0:00:15.912720, arrival_time=2021-04-10 01:30:53.427167, cost_time=0:00:13.510777 2021-04-10 01:30:38,995 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=1.3941, top1-acc=59.79%, top5-acc=88.15%, remaining_time=0:00:14.392320, arrival_time=2021-04-10 01:30:53.387930, cost_time=0:00:14.992029 2021-04-10 01:30:40,480 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.91ms, fps=1725 images/s, loss=1.3964, top1-acc=59.72%, top5-acc=88.05%, remaining_time=0:00:12.881510, arrival_time=2021-04-10 01:30:53.361462, cost_time=0:00:16.476372 2021-04-10 01:30:41,996 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=2.11ms, fps=1689 images/s, loss=1.3955, top1-acc=59.74%, top5-acc=88.05%, remaining_time=0:00:11.395288, arrival_time=2021-04-10 01:30:53.391444, cost_time=0:00:17.992577 2021-04-10 01:30:43,466 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=1.3943, top1-acc=59.73%, top5-acc=88.10%, remaining_time=0:00:09.881058, arrival_time=2021-04-10 01:30:53.347354, cost_time=0:00:19.462721 2021-04-10 01:30:44,943 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=1.3941, top1-acc=59.74%, top5-acc=88.10%, remaining_time=0:00:08.376032, arrival_time=2021-04-10 01:30:53.319846, cost_time=0:00:20.940150 2021-04-10 01:30:46,450 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=2.08ms, fps=1700 images/s, loss=1.3970, top1-acc=59.65%, top5-acc=88.07%, remaining_time=0:00:06.883762, arrival_time=2021-04-10 01:30:53.334350, cost_time=0:00:22.446996 2021-04-10 01:30:47,936 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.87ms, fps=1724 images/s, loss=1.4011, top1-acc=59.57%, top5-acc=88.05%, remaining_time=0:00:05.384808, arrival_time=2021-04-10 01:30:53.320959, cost_time=0:00:23.932551 2021-04-10 01:30:49,422 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.36ms, fps=1723 images/s, loss=1.4029, top1-acc=59.60%, top5-acc=88.00%, remaining_time=0:00:03.887598, arrival_time=2021-04-10 01:30:53.310241, cost_time=0:00:25.418978 2021-04-10 01:30:50,909 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=2.03ms, fps=1723 images/s, loss=1.4042, top1-acc=59.55%, top5-acc=87.98%, remaining_time=0:00:02.391584, arrival_time=2021-04-10 01:30:53.300545, cost_time=0:00:26.905377 2021-04-10 01:30:52,382 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.19ms, fps=1738 images/s, loss=1.4053, top1-acc=59.53%, top5-acc=87.93%, remaining_time=0:00:00.896184, arrival_time=2021-04-10 01:30:53.278947, cost_time=0:00:28.379107 2021-04-10 01:30:53,177 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.32ms, fps=1712 images/s, loss=1.4077, top1-acc=59.49%, top5-acc=87.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:53.177662, cost_time=0:00:29.174130 2021-04-10 01:30:53,562 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.40ms, fps=6680 images/s, loss=1.9171, top1-acc=48.28%, top5-acc=79.92%, remaining_time=0:00:01.149600, arrival_time=2021-04-10 01:30:54.712034, cost_time=0:00:00.383200 2021-04-10 01:30:53,865 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=2.52ms, fps=8456 images/s, loss=1.9017, top1-acc=49.02%, top5-acc=79.86%, remaining_time=0:00:00.686460, arrival_time=2021-04-10 01:30:54.552157, cost_time=0:00:00.686467 2021-04-10 01:30:54,185 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.00ms, fps=8017 images/s, loss=1.8635, top1-acc=49.97%, top5-acc=80.46%, remaining_time=0:00:00.335490, arrival_time=2021-04-10 01:30:54.521184, cost_time=0:00:01.006456 2021-04-10 01:30:54,472 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.10ms, fps=8094 images/s, loss=1.8894, top1-acc=50.29%, top5-acc=80.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:54.472821, cost_time=0:00:01.293641 2021-04-10 01:30:54,623 INFO : Epoch=0017 complete, best val top1-acc=50.29%, top5-acc=80.38% (epoch=17), remaining_time=1:33:20.949972, arrival_time=2021-04-10 03:04:15.573298, cost_time=0:08:40.306830 2021-04-10 01:30:54,624 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:30:56,319 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=0.33ms, fps=1510 images/s, loss=1.3908, top1-acc=59.92%, top5-acc=88.12%, remaining_time=0:00:31.533696, arrival_time=2021-04-10 01:31:27.853387, cost_time=0:00:01.695363 2021-04-10 01:30:57,824 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=2.05ms, fps=1702 images/s, loss=1.3726, top1-acc=60.78%, top5-acc=88.61%, remaining_time=0:00:28.158240, arrival_time=2021-04-10 01:31:25.982385, cost_time=0:00:03.199796 2021-04-10 01:30:59,295 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.36ms, fps=1741 images/s, loss=1.3810, top1-acc=60.57%, top5-acc=88.22%, remaining_time=0:00:25.844706, arrival_time=2021-04-10 01:31:25.139726, cost_time=0:00:04.670731 2021-04-10 01:31:00,784 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=2.47ms, fps=1719 images/s, loss=1.3760, top1-acc=60.50%, top5-acc=88.31%, remaining_time=0:00:24.023844, arrival_time=2021-04-10 01:31:24.808175, cost_time=0:00:06.159956 2021-04-10 01:31:02,257 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=1.54ms, fps=1738 images/s, loss=1.3646, top1-acc=60.78%, top5-acc=88.49%, remaining_time=0:00:22.288798, arrival_time=2021-04-10 01:31:24.546394, cost_time=0:00:07.633169 2021-04-10 01:31:03,738 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.97ms, fps=1729 images/s, loss=1.3635, top1-acc=60.91%, top5-acc=88.44%, remaining_time=0:00:20.659080, arrival_time=2021-04-10 01:31:24.397713, cost_time=0:00:09.114319 2021-04-10 01:31:05,238 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.48ms, fps=1708 images/s, loss=1.3719, top1-acc=60.55%, top5-acc=88.21%, remaining_time=0:00:19.105128, arrival_time=2021-04-10 01:31:24.343397, cost_time=0:00:10.613933 2021-04-10 01:31:06,728 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=2.11ms, fps=1718 images/s, loss=1.3779, top1-acc=60.28%, top5-acc=88.15%, remaining_time=0:00:17.550916, arrival_time=2021-04-10 01:31:24.279375, cost_time=0:00:12.104089 2021-04-10 01:31:08,213 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.88ms, fps=1725 images/s, loss=1.3812, top1-acc=60.14%, top5-acc=88.13%, remaining_time=0:00:16.004940, arrival_time=2021-04-10 01:31:24.218405, cost_time=0:00:13.589125 2021-04-10 01:31:09,688 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=1.86ms, fps=1737 images/s, loss=1.3798, top1-acc=60.18%, top5-acc=88.23%, remaining_time=0:00:14.461248, arrival_time=2021-04-10 01:31:24.149363, cost_time=0:00:15.063816 2021-04-10 01:31:11,167 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.92ms, fps=1731 images/s, loss=1.3816, top1-acc=60.16%, top5-acc=88.19%, remaining_time=0:00:12.933626, arrival_time=2021-04-10 01:31:24.100896, cost_time=0:00:16.542968 2021-04-10 01:31:12,646 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.02ms, fps=1731 images/s, loss=1.3798, top1-acc=60.16%, top5-acc=88.25%, remaining_time=0:00:11.413984, arrival_time=2021-04-10 01:31:24.060504, cost_time=0:00:18.022095 2021-04-10 01:31:14,127 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.38ms, fps=1730 images/s, loss=1.3811, top1-acc=60.16%, top5-acc=88.16%, remaining_time=0:00:09.901386, arrival_time=2021-04-10 01:31:24.028490, cost_time=0:00:19.502732 2021-04-10 01:31:15,612 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=2.23ms, fps=1724 images/s, loss=1.3858, top1-acc=60.01%, top5-acc=88.13%, remaining_time=0:00:08.395184, arrival_time=2021-04-10 01:31:24.007509, cost_time=0:00:20.987998 2021-04-10 01:31:17,084 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.63ms, fps=1740 images/s, loss=1.3854, top1-acc=59.95%, top5-acc=88.15%, remaining_time=0:00:06.887626, arrival_time=2021-04-10 01:31:23.971568, cost_time=0:00:22.459602 2021-04-10 01:31:18,567 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.02ms, fps=1726 images/s, loss=1.3852, top1-acc=60.00%, top5-acc=88.17%, remaining_time=0:00:05.387256, arrival_time=2021-04-10 01:31:23.954959, cost_time=0:00:23.943365 2021-04-10 01:31:20,035 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.55ms, fps=1745 images/s, loss=1.3850, top1-acc=60.07%, top5-acc=88.19%, remaining_time=0:00:03.886428, arrival_time=2021-04-10 01:31:23.922024, cost_time=0:00:25.411256 2021-04-10 01:31:21,519 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.73ms, fps=1726 images/s, loss=1.3842, top1-acc=60.06%, top5-acc=88.21%, remaining_time=0:00:02.390656, arrival_time=2021-04-10 01:31:23.909916, cost_time=0:00:26.894919 2021-04-10 01:31:23,030 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.38ms, fps=1695 images/s, loss=1.3867, top1-acc=60.04%, top5-acc=88.13%, remaining_time=0:00:00.897024, arrival_time=2021-04-10 01:31:23.927182, cost_time=0:00:28.405818 2021-04-10 01:31:23,825 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.40ms, fps=1712 images/s, loss=1.3862, top1-acc=60.05%, top5-acc=88.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:23.824987, cost_time=0:00:29.200695 2021-04-10 01:31:24,236 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.72ms, fps=6245 images/s, loss=2.1330, top1-acc=46.02%, top5-acc=78.98%, remaining_time=0:00:01.229670, arrival_time=2021-04-10 01:31:25.465864, cost_time=0:00:00.409892 2021-04-10 01:31:24,533 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=2.00ms, fps=8611 images/s, loss=2.1185, top1-acc=46.99%, top5-acc=78.50%, remaining_time=0:00:00.707520, arrival_time=2021-04-10 01:31:25.241394, cost_time=0:00:00.707527 2021-04-10 01:31:24,833 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=3.61ms, fps=8555 images/s, loss=2.1033, top1-acc=47.16%, top5-acc=78.48%, remaining_time=0:00:00.335750, arrival_time=2021-04-10 01:31:25.169340, cost_time=0:00:01.007239 2021-04-10 01:31:25,111 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.18ms, fps=8360 images/s, loss=2.1444, top1-acc=46.63%, top5-acc=78.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:25.111593, cost_time=0:00:01.285223 2021-04-10 01:31:25,188 INFO : Epoch=0018 complete, best val top1-acc=50.29%, top5-acc=80.38% (epoch=17), remaining_time=1:32:49.927272, arrival_time=2021-04-10 03:04:15.115714, cost_time=0:09:10.871928 2021-04-10 01:31:25,189 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:31:26,872 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=4.49ms, fps=1522 images/s, loss=1.4081, top1-acc=60.16%, top5-acc=87.89%, remaining_time=0:00:31.288548, arrival_time=2021-04-10 01:31:58.160922, cost_time=0:00:01.682184 2021-04-10 01:31:28,352 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.53ms, fps=1731 images/s, loss=1.3872, top1-acc=60.37%, top5-acc=88.22%, remaining_time=0:00:27.825776, arrival_time=2021-04-10 01:31:56.177958, cost_time=0:00:03.162016 2021-04-10 01:31:29,829 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.03ms, fps=1733 images/s, loss=1.3703, top1-acc=60.90%, top5-acc=88.48%, remaining_time=0:00:25.673726, arrival_time=2021-04-10 01:31:55.503610, cost_time=0:00:04.639816 2021-04-10 01:31:31,318 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.56ms, fps=1721 images/s, loss=1.3631, top1-acc=61.17%, top5-acc=88.53%, remaining_time=0:00:23.898420, arrival_time=2021-04-10 01:31:55.216453, cost_time=0:00:06.127810 2021-04-10 01:31:32,798 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.83ms, fps=1730 images/s, loss=1.3448, top1-acc=61.59%, top5-acc=88.87%, remaining_time=0:00:22.215652, arrival_time=2021-04-10 01:31:55.013806, cost_time=0:00:07.608083 2021-04-10 01:31:34,281 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.40ms, fps=1726 images/s, loss=1.3449, top1-acc=61.36%, top5-acc=88.98%, remaining_time=0:00:20.607808, arrival_time=2021-04-10 01:31:54.889592, cost_time=0:00:09.091652 2021-04-10 01:31:35,753 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.74ms, fps=1740 images/s, loss=1.3463, top1-acc=61.29%, top5-acc=88.98%, remaining_time=0:00:19.014786, arrival_time=2021-04-10 01:31:54.768636, cost_time=0:00:10.563768 2021-04-10 01:31:37,234 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.86ms, fps=1730 images/s, loss=1.3489, top1-acc=61.07%, top5-acc=88.86%, remaining_time=0:00:17.463916, arrival_time=2021-04-10 01:31:54.698133, cost_time=0:00:12.044104 2021-04-10 01:31:38,710 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.98ms, fps=1735 images/s, loss=1.3470, top1-acc=61.07%, top5-acc=88.88%, remaining_time=0:00:15.923638, arrival_time=2021-04-10 01:31:54.633801, cost_time=0:00:13.520055 2021-04-10 01:31:40,188 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.40ms, fps=1732 images/s, loss=1.3466, top1-acc=61.12%, top5-acc=88.82%, remaining_time=0:00:14.398752, arrival_time=2021-04-10 01:31:54.587642, cost_time=0:00:14.998687 2021-04-10 01:31:41,666 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=1.3479, top1-acc=61.00%, top5-acc=88.86%, remaining_time=0:00:12.881854, arrival_time=2021-04-10 01:31:54.548688, cost_time=0:00:16.476763 2021-04-10 01:31:43,146 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=1.3531, top1-acc=60.93%, top5-acc=88.77%, remaining_time=0:00:11.372564, arrival_time=2021-04-10 01:31:54.519311, cost_time=0:00:17.956621 2021-04-10 01:31:44,623 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.06ms, fps=1734 images/s, loss=1.3557, top1-acc=60.91%, top5-acc=88.75%, remaining_time=0:00:09.866208, arrival_time=2021-04-10 01:31:54.489821, cost_time=0:00:19.433497 2021-04-10 01:31:46,125 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.72ms, fps=1705 images/s, loss=1.3563, top1-acc=60.86%, top5-acc=88.75%, remaining_time=0:00:08.374296, arrival_time=2021-04-10 01:31:54.500193, cost_time=0:00:20.935684 2021-04-10 01:31:47,608 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.82ms, fps=1728 images/s, loss=1.3543, top1-acc=60.91%, top5-acc=88.80%, remaining_time=0:00:06.874884, arrival_time=2021-04-10 01:31:54.483161, cost_time=0:00:22.418147 2021-04-10 01:31:49,083 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.94ms, fps=1737 images/s, loss=1.3560, top1-acc=60.88%, top5-acc=88.78%, remaining_time=0:00:05.375880, arrival_time=2021-04-10 01:31:54.458915, cost_time=0:00:23.892837 2021-04-10 01:31:50,559 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=1.3585, top1-acc=60.77%, top5-acc=88.77%, remaining_time=0:00:03.879954, arrival_time=2021-04-10 01:31:54.438983, cost_time=0:00:25.368922 2021-04-10 01:31:52,064 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=2.03ms, fps=1701 images/s, loss=1.3606, top1-acc=60.78%, top5-acc=88.73%, remaining_time=0:00:02.388848, arrival_time=2021-04-10 01:31:54.453521, cost_time=0:00:26.874519 2021-04-10 01:31:53,546 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.30ms, fps=1729 images/s, loss=1.3627, top1-acc=60.73%, top5-acc=88.69%, remaining_time=0:00:00.895452, arrival_time=2021-04-10 01:31:54.441510, cost_time=0:00:28.355984 2021-04-10 01:31:54,335 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.33ms, fps=1724 images/s, loss=1.3644, top1-acc=60.70%, top5-acc=88.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:54.335450, cost_time=0:00:29.145383 2021-04-10 01:31:54,758 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.59ms, fps=6071 images/s, loss=1.8395, top1-acc=49.69%, top5-acc=81.72%, remaining_time=0:00:01.265010, arrival_time=2021-04-10 01:31:56.023692, cost_time=0:00:00.421668 2021-04-10 01:31:55,063 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.36ms, fps=8416 images/s, loss=1.8399, top1-acc=50.37%, top5-acc=81.19%, remaining_time=0:00:00.726320, arrival_time=2021-04-10 01:31:55.789668, cost_time=0:00:00.726327 2021-04-10 01:31:55,367 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=2.00ms, fps=8429 images/s, loss=1.8355, top1-acc=50.68%, top5-acc=81.29%, remaining_time=0:00:00.343510, arrival_time=2021-04-10 01:31:55.711019, cost_time=0:00:01.030535 2021-04-10 01:31:55,649 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.11ms, fps=8251 images/s, loss=1.8555, top1-acc=50.31%, top5-acc=81.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:55.649019, cost_time=0:00:01.312059 2021-04-10 01:31:55,842 INFO : Epoch=0019 complete, best val top1-acc=50.31%, top5-acc=81.19% (epoch=19), remaining_time=1:32:19.800754, arrival_time=2021-04-10 03:04:15.643295, cost_time=0:09:41.526055 2021-04-10 01:31:55,843 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:31:57,545 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.98ms, fps=1505 images/s, loss=1.3441, top1-acc=60.70%, top5-acc=89.41%, remaining_time=0:00:31.647900, arrival_time=2021-04-10 01:32:29.193018, cost_time=0:00:01.701496 2021-04-10 01:31:59,039 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.82ms, fps=1714 images/s, loss=1.3417, top1-acc=61.31%, top5-acc=89.30%, remaining_time=0:00:28.127264, arrival_time=2021-04-10 01:32:27.167102, cost_time=0:00:03.196286 2021-04-10 01:32:00,519 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.61ms, fps=1731 images/s, loss=1.3179, top1-acc=62.14%, top5-acc=89.44%, remaining_time=0:00:25.874752, arrival_time=2021-04-10 01:32:26.394523, cost_time=0:00:04.676166 2021-04-10 01:32:02,010 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=2.10ms, fps=1718 images/s, loss=1.3001, top1-acc=62.63%, top5-acc=89.62%, remaining_time=0:00:24.051144, arrival_time=2021-04-10 01:32:26.061655, cost_time=0:00:06.166969 2021-04-10 01:32:03,486 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.94ms, fps=1735 images/s, loss=1.3023, top1-acc=62.43%, top5-acc=89.69%, remaining_time=0:00:22.316976, arrival_time=2021-04-10 01:32:25.803285, cost_time=0:00:07.642777 2021-04-10 01:32:04,966 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.49ms, fps=1730 images/s, loss=1.2953, top1-acc=62.58%, top5-acc=89.69%, remaining_time=0:00:20.678664, arrival_time=2021-04-10 01:32:25.645210, cost_time=0:00:09.122925 2021-04-10 01:32:06,448 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=2.19ms, fps=1728 images/s, loss=1.3026, top1-acc=62.63%, top5-acc=89.48%, remaining_time=0:00:19.089756, arrival_time=2021-04-10 01:32:25.538683, cost_time=0:00:10.605448 2021-04-10 01:32:07,930 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.85ms, fps=1728 images/s, loss=1.3088, top1-acc=62.41%, top5-acc=89.29%, remaining_time=0:00:17.526208, arrival_time=2021-04-10 01:32:25.456746, cost_time=0:00:12.087007 2021-04-10 01:32:09,405 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=2.17ms, fps=1736 images/s, loss=1.3126, top1-acc=62.38%, top5-acc=89.19%, remaining_time=0:00:15.972822, arrival_time=2021-04-10 01:32:25.378184, cost_time=0:00:13.561836 2021-04-10 01:32:10,884 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.97ms, fps=1732 images/s, loss=1.3133, top1-acc=62.26%, top5-acc=89.15%, remaining_time=0:00:14.438784, arrival_time=2021-04-10 01:32:25.322788, cost_time=0:00:15.040420 2021-04-10 01:32:12,358 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=2.07ms, fps=1737 images/s, loss=1.3179, top1-acc=62.12%, top5-acc=89.20%, remaining_time=0:00:12.911524, arrival_time=2021-04-10 01:32:25.269799, cost_time=0:00:16.514765 2021-04-10 01:32:13,846 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.70ms, fps=1721 images/s, loss=1.3171, top1-acc=62.12%, top5-acc=89.22%, remaining_time=0:00:11.401748, arrival_time=2021-04-10 01:32:25.247975, cost_time=0:00:18.002736 2021-04-10 01:32:15,327 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=2.10ms, fps=1729 images/s, loss=1.3199, top1-acc=61.96%, top5-acc=89.18%, remaining_time=0:00:09.891750, arrival_time=2021-04-10 01:32:25.218950, cost_time=0:00:19.483715 2021-04-10 01:32:16,802 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.15ms, fps=1736 images/s, loss=1.3232, top1-acc=61.79%, top5-acc=89.14%, remaining_time=0:00:08.383536, arrival_time=2021-04-10 01:32:25.185890, cost_time=0:00:20.958828 2021-04-10 01:32:18,284 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.51ms, fps=1728 images/s, loss=1.3271, top1-acc=61.66%, top5-acc=89.06%, remaining_time=0:00:06.881830, arrival_time=2021-04-10 01:32:25.166019, cost_time=0:00:22.440707 2021-04-10 01:32:19,758 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.08ms, fps=1737 images/s, loss=1.3275, top1-acc=61.62%, top5-acc=89.10%, remaining_time=0:00:05.380812, arrival_time=2021-04-10 01:32:25.139122, cost_time=0:00:23.914778 2021-04-10 01:32:21,247 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.90ms, fps=1719 images/s, loss=1.3318, top1-acc=61.53%, top5-acc=89.01%, remaining_time=0:00:03.885362, arrival_time=2021-04-10 01:32:25.133174, cost_time=0:00:25.404264 2021-04-10 01:32:22,734 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.94ms, fps=1722 images/s, loss=1.3355, top1-acc=61.42%, top5-acc=88.90%, remaining_time=0:00:02.390352, arrival_time=2021-04-10 01:32:25.125237, cost_time=0:00:26.891399 2021-04-10 01:32:24,208 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=1.3392, top1-acc=61.38%, top5-acc=88.82%, remaining_time=0:00:00.895734, arrival_time=2021-04-10 01:32:25.104274, cost_time=0:00:28.364972 2021-04-10 01:32:25,000 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.39ms, fps=1718 images/s, loss=1.3413, top1-acc=61.35%, top5-acc=88.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:25.000628, cost_time=0:00:29.157150 2021-04-10 01:32:25,402 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=2.26ms, fps=6386 images/s, loss=2.1087, top1-acc=47.66%, top5-acc=77.85%, remaining_time=0:00:01.202640, arrival_time=2021-04-10 01:32:26.605501, cost_time=0:00:00.400884 2021-04-10 01:32:25,707 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=1.49ms, fps=8426 images/s, loss=2.0357, top1-acc=49.30%, top5-acc=79.34%, remaining_time=0:00:00.705200, arrival_time=2021-04-10 01:32:26.412355, cost_time=0:00:00.705192 2021-04-10 01:32:26,005 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.78ms, fps=8588 images/s, loss=2.0097, top1-acc=49.37%, top5-acc=79.83%, remaining_time=0:00:00.334580, arrival_time=2021-04-10 01:32:26.340248, cost_time=0:00:01.003739 2021-04-10 01:32:26,280 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.07ms, fps=8445 images/s, loss=1.9852, top1-acc=49.21%, top5-acc=79.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:26.280709, cost_time=0:00:01.278799 2021-04-10 01:32:26,349 INFO : Epoch=0020 complete, best val top1-acc=50.31%, top5-acc=81.19% (epoch=19), remaining_time=1:31:48.299160, arrival_time=2021-04-10 03:04:14.648894, cost_time=0:10:12.033242 2021-04-10 01:32:26,350 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:32:28,046 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.43ms, fps=1509 images/s, loss=1.2873, top1-acc=62.27%, top5-acc=89.77%, remaining_time=0:00:31.546530, arrival_time=2021-04-10 01:32:59.593339, cost_time=0:00:01.696051 2021-04-10 01:32:29,526 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.63ms, fps=1731 images/s, loss=1.2686, top1-acc=62.60%, top5-acc=90.10%, remaining_time=0:00:27.947920, arrival_time=2021-04-10 01:32:57.474576, cost_time=0:00:03.175902 2021-04-10 01:32:31,034 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.46ms, fps=1698 images/s, loss=1.2834, top1-acc=62.34%, top5-acc=89.97%, remaining_time=0:00:25.918576, arrival_time=2021-04-10 01:32:56.953406, cost_time=0:00:04.684070 2021-04-10 01:32:32,514 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.86ms, fps=1731 images/s, loss=1.2728, top1-acc=62.68%, top5-acc=90.08%, remaining_time=0:00:24.038820, arrival_time=2021-04-10 01:32:56.553340, cost_time=0:00:06.163805 2021-04-10 01:32:33,982 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=1.2926, top1-acc=62.34%, top5-acc=89.80%, remaining_time=0:00:22.284710, arrival_time=2021-04-10 01:32:56.267191, cost_time=0:00:07.631760 2021-04-10 01:32:35,463 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=2.16ms, fps=1729 images/s, loss=1.3009, top1-acc=62.23%, top5-acc=89.52%, remaining_time=0:00:20.655544, arrival_time=2021-04-10 01:32:56.118973, cost_time=0:00:09.112719 2021-04-10 01:32:36,957 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.11ms, fps=1713 images/s, loss=1.3005, top1-acc=62.28%, top5-acc=89.68%, remaining_time=0:00:19.092906, arrival_time=2021-04-10 01:32:56.050790, cost_time=0:00:10.607174 2021-04-10 01:32:38,441 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.90ms, fps=1726 images/s, loss=1.3048, top1-acc=62.14%, top5-acc=89.61%, remaining_time=0:00:17.531660, arrival_time=2021-04-10 01:32:55.973221, cost_time=0:00:12.090774 2021-04-10 01:32:39,925 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.92ms, fps=1727 images/s, loss=1.3062, top1-acc=62.14%, top5-acc=89.58%, remaining_time=0:00:15.987238, arrival_time=2021-04-10 01:32:55.912179, cost_time=0:00:13.574100 2021-04-10 01:32:41,407 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.55ms, fps=1728 images/s, loss=1.3067, top1-acc=62.21%, top5-acc=89.56%, remaining_time=0:00:14.454336, arrival_time=2021-04-10 01:32:55.861675, cost_time=0:00:15.056594 2021-04-10 01:32:42,883 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=2.24ms, fps=1735 images/s, loss=1.3112, top1-acc=62.02%, top5-acc=89.51%, remaining_time=0:00:12.925800, arrival_time=2021-04-10 01:32:55.809563, cost_time=0:00:16.532981 2021-04-10 01:32:44,356 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=1.3137, top1-acc=61.91%, top5-acc=89.49%, remaining_time=0:00:11.403724, arrival_time=2021-04-10 01:32:55.760351, cost_time=0:00:18.005890 2021-04-10 01:32:45,848 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.89ms, fps=1716 images/s, loss=1.3198, top1-acc=61.78%, top5-acc=89.38%, remaining_time=0:00:09.899010, arrival_time=2021-04-10 01:32:55.747770, cost_time=0:00:19.498047 2021-04-10 01:32:47,317 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=1.3237, top1-acc=61.68%, top5-acc=89.27%, remaining_time=0:00:08.386840, arrival_time=2021-04-10 01:32:55.704721, cost_time=0:00:20.967123 2021-04-10 01:32:48,809 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.68ms, fps=1717 images/s, loss=1.3219, top1-acc=61.77%, top5-acc=89.26%, remaining_time=0:00:06.887258, arrival_time=2021-04-10 01:32:55.696426, cost_time=0:00:22.458415 2021-04-10 01:32:50,291 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.42ms, fps=1728 images/s, loss=1.3235, top1-acc=61.68%, top5-acc=89.24%, remaining_time=0:00:05.386572, arrival_time=2021-04-10 01:32:55.677645, cost_time=0:00:23.940296 2021-04-10 01:32:51,773 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.85ms, fps=1727 images/s, loss=1.3214, top1-acc=61.76%, top5-acc=89.33%, remaining_time=0:00:03.888196, arrival_time=2021-04-10 01:32:55.661868, cost_time=0:00:25.422889 2021-04-10 01:32:53,248 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.42ms, fps=1736 images/s, loss=1.3217, top1-acc=61.75%, top5-acc=89.29%, remaining_time=0:00:02.390912, arrival_time=2021-04-10 01:32:55.639445, cost_time=0:00:26.897746 2021-04-10 01:32:54,722 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.36ms, fps=1737 images/s, loss=1.3240, top1-acc=61.73%, top5-acc=89.17%, remaining_time=0:00:00.895956, arrival_time=2021-04-10 01:32:55.618547, cost_time=0:00:28.371877 2021-04-10 01:32:55,523 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.34ms, fps=1698 images/s, loss=1.3280, top1-acc=61.73%, top5-acc=89.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:55.523926, cost_time=0:00:29.173179 2021-04-10 01:32:55,941 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.31ms, fps=6167 images/s, loss=1.9667, top1-acc=48.24%, top5-acc=79.88%, remaining_time=0:00:01.245360, arrival_time=2021-04-10 01:32:57.186389, cost_time=0:00:00.415119 2021-04-10 01:32:56,238 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.30ms, fps=8627 images/s, loss=1.9910, top1-acc=48.85%, top5-acc=79.57%, remaining_time=0:00:00.712220, arrival_time=2021-04-10 01:32:56.950378, cost_time=0:00:00.712215 2021-04-10 01:32:56,538 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=2.00ms, fps=8537 images/s, loss=1.9811, top1-acc=48.63%, top5-acc=79.77%, remaining_time=0:00:00.337520, arrival_time=2021-04-10 01:32:56.876025, cost_time=0:00:01.012550 2021-04-10 01:32:56,817 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.08ms, fps=8338 images/s, loss=1.9662, top1-acc=48.89%, top5-acc=79.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:56.817176, cost_time=0:00:01.291284 2021-04-10 01:32:56,875 INFO : Epoch=0021 complete, best val top1-acc=50.31%, top5-acc=81.19% (epoch=19), remaining_time=1:31:17.048981, arrival_time=2021-04-10 03:04:13.924294, cost_time=0:10:42.558824 2021-04-10 01:32:56,876 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:32:58,668 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=2.64ms, fps=1429 images/s, loss=1.3059, top1-acc=61.80%, top5-acc=89.61%, remaining_time=0:00:33.322086, arrival_time=2021-04-10 01:33:31.989981, cost_time=0:00:01.791506 2021-04-10 01:33:00,189 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=2.41ms, fps=1684 images/s, loss=1.3032, top1-acc=62.66%, top5-acc=89.41%, remaining_time=0:00:29.151584, arrival_time=2021-04-10 01:33:29.340647, cost_time=0:00:03.312689 2021-04-10 01:33:01,678 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.37ms, fps=1720 images/s, loss=1.3026, top1-acc=62.77%, top5-acc=89.26%, remaining_time=0:00:26.568798, arrival_time=2021-04-10 01:33:28.246796, cost_time=0:00:04.801592 2021-04-10 01:33:03,166 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=2.98ms, fps=1720 images/s, loss=1.2864, top1-acc=63.00%, top5-acc=89.62%, remaining_time=0:00:24.532404, arrival_time=2021-04-10 01:33:27.699091, cost_time=0:00:06.290355 2021-04-10 01:33:04,644 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.88ms, fps=1733 images/s, loss=1.2848, top1-acc=62.98%, top5-acc=89.65%, remaining_time=0:00:22.682706, arrival_time=2021-04-10 01:33:27.327017, cost_time=0:00:07.768047 2021-04-10 01:33:06,126 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.91ms, fps=1728 images/s, loss=1.2831, top1-acc=62.97%, top5-acc=89.73%, remaining_time=0:00:20.966576, arrival_time=2021-04-10 01:33:27.092949, cost_time=0:00:09.249968 2021-04-10 01:33:07,604 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.73ms, fps=1733 images/s, loss=1.2948, top1-acc=62.53%, top5-acc=89.70%, remaining_time=0:00:19.310508, arrival_time=2021-04-10 01:33:26.914884, cost_time=0:00:10.728048 2021-04-10 01:33:09,080 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=1.2887, top1-acc=62.64%, top5-acc=89.65%, remaining_time=0:00:17.696264, arrival_time=2021-04-10 01:33:26.776840, cost_time=0:00:12.204297 2021-04-10 01:33:10,559 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.31ms, fps=1732 images/s, loss=1.2887, top1-acc=62.63%, top5-acc=89.70%, remaining_time=0:00:16.115498, arrival_time=2021-04-10 01:33:26.674761, cost_time=0:00:13.683003 2021-04-10 01:33:12,031 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.38ms, fps=1739 images/s, loss=1.2858, top1-acc=62.73%, top5-acc=89.74%, remaining_time=0:00:14.549280, arrival_time=2021-04-10 01:33:26.581064, cost_time=0:00:15.155479 2021-04-10 01:33:13,512 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=1.2893, top1-acc=62.66%, top5-acc=89.69%, remaining_time=0:00:13.006382, arrival_time=2021-04-10 01:33:26.518797, cost_time=0:00:16.636084 2021-04-10 01:33:15,009 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.64ms, fps=1710 images/s, loss=1.2913, top1-acc=62.61%, top5-acc=89.65%, remaining_time=0:00:11.484512, arrival_time=2021-04-10 01:33:26.494264, cost_time=0:00:18.133472 2021-04-10 01:33:16,509 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.18ms, fps=1707 images/s, loss=1.2955, top1-acc=62.47%, top5-acc=89.57%, remaining_time=0:00:09.967782, arrival_time=2021-04-10 01:33:26.477658, cost_time=0:00:19.633563 2021-04-10 01:33:17,993 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.55ms, fps=1726 images/s, loss=1.2986, top1-acc=62.42%, top5-acc=89.50%, remaining_time=0:00:08.446816, arrival_time=2021-04-10 01:33:26.440168, cost_time=0:00:21.117050 2021-04-10 01:33:19,467 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.96ms, fps=1737 images/s, loss=1.2988, top1-acc=62.47%, top5-acc=89.44%, remaining_time=0:00:06.928060, arrival_time=2021-04-10 01:33:26.395793, cost_time=0:00:22.591431 2021-04-10 01:33:20,941 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.16ms, fps=1738 images/s, loss=1.2991, top1-acc=62.41%, top5-acc=89.40%, remaining_time=0:00:05.414688, arrival_time=2021-04-10 01:33:26.356213, cost_time=0:00:24.065211 2021-04-10 01:33:22,460 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=3.38ms, fps=1687 images/s, loss=1.2974, top1-acc=62.44%, top5-acc=89.41%, remaining_time=0:00:03.912818, arrival_time=2021-04-10 01:33:26.372963, cost_time=0:00:25.583845 2021-04-10 01:33:23,941 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.67ms, fps=1730 images/s, loss=1.2986, top1-acc=62.45%, top5-acc=89.35%, remaining_time=0:00:02.405776, arrival_time=2021-04-10 01:33:26.346983, cost_time=0:00:27.064891 2021-04-10 01:33:25,416 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.39ms, fps=1736 images/s, loss=1.2999, top1-acc=62.42%, top5-acc=89.37%, remaining_time=0:00:00.901266, arrival_time=2021-04-10 01:33:26.317662, cost_time=0:00:28.540130 2021-04-10 01:33:26,217 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.62ms, fps=1699 images/s, loss=1.3008, top1-acc=62.37%, top5-acc=89.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:26.217251, cost_time=0:00:29.340922 2021-04-10 01:33:26,633 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.19ms, fps=6173 images/s, loss=1.8831, top1-acc=51.76%, top5-acc=79.69%, remaining_time=0:00:01.244100, arrival_time=2021-04-10 01:33:27.877512, cost_time=0:00:00.414699 2021-04-10 01:33:26,936 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.77ms, fps=8458 images/s, loss=1.8820, top1-acc=51.68%, top5-acc=79.94%, remaining_time=0:00:00.717740, arrival_time=2021-04-10 01:33:27.654231, cost_time=0:00:00.717746 2021-04-10 01:33:27,240 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.75ms, fps=8442 images/s, loss=1.8958, top1-acc=50.82%, top5-acc=79.88%, remaining_time=0:00:00.340490, arrival_time=2021-04-10 01:33:27.580726, cost_time=0:00:01.021476 2021-04-10 01:33:27,519 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.06ms, fps=8328 images/s, loss=1.8672, top1-acc=51.00%, top5-acc=80.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:27.519263, cost_time=0:00:01.300575 2021-04-10 01:33:27,677 INFO : Epoch=0022 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:30:48.097976, arrival_time=2021-04-10 03:04:15.774916, cost_time=0:11:13.360421 2021-04-10 01:33:27,678 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:33:29,375 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=2.29ms, fps=1509 images/s, loss=1.2224, top1-acc=64.26%, top5-acc=90.59%, remaining_time=0:00:31.558434, arrival_time=2021-04-10 01:34:00.933746, cost_time=0:00:01.696691 2021-04-10 01:33:30,880 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=2.01ms, fps=1702 images/s, loss=1.2431, top1-acc=63.89%, top5-acc=90.43%, remaining_time=0:00:28.173200, arrival_time=2021-04-10 01:33:59.053260, cost_time=0:00:03.201501 2021-04-10 01:33:32,359 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.39ms, fps=1731 images/s, loss=1.2311, top1-acc=64.05%, top5-acc=90.49%, remaining_time=0:00:25.901312, arrival_time=2021-04-10 01:33:58.260871, cost_time=0:00:04.680960 2021-04-10 01:33:33,836 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.84ms, fps=1734 images/s, loss=1.2315, top1-acc=64.21%, top5-acc=90.42%, remaining_time=0:00:24.014796, arrival_time=2021-04-10 01:33:57.851174, cost_time=0:00:06.157628 2021-04-10 01:33:35,309 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.31ms, fps=1739 images/s, loss=1.2457, top1-acc=63.88%, top5-acc=90.10%, remaining_time=0:00:22.281936, arrival_time=2021-04-10 01:33:57.591344, cost_time=0:00:07.630800 2021-04-10 01:33:36,791 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=1.2509, top1-acc=63.77%, top5-acc=90.08%, remaining_time=0:00:20.654728, arrival_time=2021-04-10 01:33:57.445734, cost_time=0:00:09.112368 2021-04-10 01:33:38,274 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.45ms, fps=1727 images/s, loss=1.2514, top1-acc=63.55%, top5-acc=90.12%, remaining_time=0:00:19.071612, arrival_time=2021-04-10 01:33:57.345560, cost_time=0:00:10.595342 2021-04-10 01:33:39,756 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=1.2545, top1-acc=63.44%, top5-acc=90.07%, remaining_time=0:00:17.513216, arrival_time=2021-04-10 01:33:57.269928, cost_time=0:00:12.078087 2021-04-10 01:33:41,239 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.84ms, fps=1727 images/s, loss=1.2557, top1-acc=63.33%, top5-acc=90.05%, remaining_time=0:00:15.971550, arrival_time=2021-04-10 01:33:57.210904, cost_time=0:00:13.560787 2021-04-10 01:33:42,708 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.56ms, fps=1742 images/s, loss=1.2589, top1-acc=63.32%, top5-acc=89.96%, remaining_time=0:00:14.429184, arrival_time=2021-04-10 01:33:57.138105, cost_time=0:00:15.030363 2021-04-10 01:33:44,182 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=2.11ms, fps=1738 images/s, loss=1.2663, top1-acc=63.17%, top5-acc=89.84%, remaining_time=0:00:12.902752, arrival_time=2021-04-10 01:33:57.084829, cost_time=0:00:16.503475 2021-04-10 01:33:45,720 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=2.95ms, fps=1665 images/s, loss=1.2722, top1-acc=63.02%, top5-acc=89.70%, remaining_time=0:00:11.426448, arrival_time=2021-04-10 01:33:57.146784, cost_time=0:00:18.041700 2021-04-10 01:33:47,212 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.40ms, fps=1717 images/s, loss=1.2731, top1-acc=62.97%, top5-acc=89.71%, remaining_time=0:00:09.917028, arrival_time=2021-04-10 01:33:57.129148, cost_time=0:00:19.533488 2021-04-10 01:33:48,687 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.89ms, fps=1736 images/s, loss=1.2747, top1-acc=62.84%, top5-acc=89.69%, remaining_time=0:00:08.403584, arrival_time=2021-04-10 01:33:57.091177, cost_time=0:00:21.008949 2021-04-10 01:33:50,163 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=1.2781, top1-acc=62.76%, top5-acc=89.69%, remaining_time=0:00:06.895308, arrival_time=2021-04-10 01:33:57.058590, cost_time=0:00:22.484718 2021-04-10 01:33:51,686 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.61ms, fps=1681 images/s, loss=1.2822, top1-acc=62.71%, top5-acc=89.61%, remaining_time=0:00:05.401836, arrival_time=2021-04-10 01:33:57.088661, cost_time=0:00:24.008163 2021-04-10 01:33:53,156 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=1.2843, top1-acc=62.67%, top5-acc=89.59%, remaining_time=0:00:03.896568, arrival_time=2021-04-10 01:33:57.052762, cost_time=0:00:25.477620 2021-04-10 01:33:54,636 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.91ms, fps=1730 images/s, loss=1.2912, top1-acc=62.45%, top5-acc=89.49%, remaining_time=0:00:02.396224, arrival_time=2021-04-10 01:33:57.032355, cost_time=0:00:26.957525 2021-04-10 01:33:56,114 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.18ms, fps=1732 images/s, loss=1.2921, top1-acc=62.49%, top5-acc=89.46%, remaining_time=0:00:00.897990, arrival_time=2021-04-10 01:33:57.012890, cost_time=0:00:28.436340 2021-04-10 01:33:56,913 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.18ms, fps=1704 images/s, loss=1.2930, top1-acc=62.49%, top5-acc=89.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:56.913229, cost_time=0:00:29.234674 2021-04-10 01:33:57,323 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=4.48ms, fps=6261 images/s, loss=2.0494, top1-acc=50.59%, top5-acc=77.70%, remaining_time=0:00:01.226610, arrival_time=2021-04-10 01:33:58.550135, cost_time=0:00:00.408870 2021-04-10 01:33:57,628 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=2.34ms, fps=8409 images/s, loss=2.0393, top1-acc=50.12%, top5-acc=78.11%, remaining_time=0:00:00.713780, arrival_time=2021-04-10 01:33:58.342348, cost_time=0:00:00.713788 2021-04-10 01:33:57,927 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.39ms, fps=8572 images/s, loss=2.0635, top1-acc=49.30%, top5-acc=78.09%, remaining_time=0:00:00.337730, arrival_time=2021-04-10 01:33:58.265576, cost_time=0:00:01.013192 2021-04-10 01:33:58,207 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=8319 images/s, loss=2.0704, top1-acc=49.10%, top5-acc=78.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:58.207123, cost_time=0:00:01.292528 2021-04-10 01:33:58,267 INFO : Epoch=0023 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:30:17.363598, arrival_time=2021-04-10 03:04:15.631285, cost_time=0:11:43.951194 2021-04-10 01:33:58,268 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:33:59,956 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=3.57ms, fps=1517 images/s, loss=1.2452, top1-acc=64.49%, top5-acc=90.66%, remaining_time=0:00:31.392336, arrival_time=2021-04-10 01:34:31.348831, cost_time=0:00:01.687755 2021-04-10 01:34:01,440 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.67ms, fps=1726 images/s, loss=1.2345, top1-acc=64.59%, top5-acc=90.49%, remaining_time=0:00:27.914304, arrival_time=2021-04-10 01:34:29.355129, cost_time=0:00:03.172082 2021-04-10 01:34:02,922 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.88ms, fps=1728 images/s, loss=1.2380, top1-acc=64.43%, top5-acc=90.36%, remaining_time=0:00:25.751248, arrival_time=2021-04-10 01:34:28.673763, cost_time=0:00:04.653832 2021-04-10 01:34:04,403 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=2.11ms, fps=1730 images/s, loss=1.2453, top1-acc=64.35%, top5-acc=90.24%, remaining_time=0:00:23.923848, arrival_time=2021-04-10 01:34:28.326836, cost_time=0:00:06.134306 2021-04-10 01:34:05,875 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.72ms, fps=1739 images/s, loss=1.2419, top1-acc=64.30%, top5-acc=90.20%, remaining_time=0:00:22.212294, arrival_time=2021-04-10 01:34:28.088065, cost_time=0:00:07.606963 2021-04-10 01:34:07,374 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=2.03ms, fps=1709 images/s, loss=1.2494, top1-acc=64.04%, top5-acc=90.08%, remaining_time=0:00:20.639904, arrival_time=2021-04-10 01:34:28.014631, cost_time=0:00:09.105858 2021-04-10 01:34:08,866 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=2.29ms, fps=1717 images/s, loss=1.2530, top1-acc=63.88%, top5-acc=90.11%, remaining_time=0:00:19.075518, arrival_time=2021-04-10 01:34:27.941763, cost_time=0:00:10.597497 2021-04-10 01:34:10,338 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.80ms, fps=1740 images/s, loss=1.2574, top1-acc=63.67%, top5-acc=89.99%, remaining_time=0:00:17.500572, arrival_time=2021-04-10 01:34:27.838704, cost_time=0:00:12.069382 2021-04-10 01:34:11,818 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.83ms, fps=1730 images/s, loss=1.2626, top1-acc=63.56%, top5-acc=89.94%, remaining_time=0:00:15.958512, arrival_time=2021-04-10 01:34:27.776951, cost_time=0:00:13.549710 2021-04-10 01:34:13,309 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.23ms, fps=1718 images/s, loss=1.2578, top1-acc=63.75%, top5-acc=89.92%, remaining_time=0:00:14.438976, arrival_time=2021-04-10 01:34:27.748370, cost_time=0:00:15.040573 2021-04-10 01:34:14,795 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=2.19ms, fps=1724 images/s, loss=1.2576, top1-acc=63.75%, top5-acc=89.93%, remaining_time=0:00:12.920468, arrival_time=2021-04-10 01:34:27.715409, cost_time=0:00:16.526221 2021-04-10 01:34:16,282 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.93ms, fps=1722 images/s, loss=1.2600, top1-acc=63.69%, top5-acc=89.88%, remaining_time=0:00:11.408436, arrival_time=2021-04-10 01:34:27.690627, cost_time=0:00:18.013353 2021-04-10 01:34:17,757 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.49ms, fps=1736 images/s, loss=1.2605, top1-acc=63.57%, top5-acc=89.89%, remaining_time=0:00:09.894126, arrival_time=2021-04-10 01:34:27.651234, cost_time=0:00:19.488385 2021-04-10 01:34:19,229 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.70ms, fps=1739 images/s, loss=1.2628, top1-acc=63.51%, top5-acc=89.86%, remaining_time=0:00:08.384320, arrival_time=2021-04-10 01:34:27.613920, cost_time=0:00:20.960863 2021-04-10 01:34:20,706 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.55ms, fps=1734 images/s, loss=1.2663, top1-acc=63.41%, top5-acc=89.77%, remaining_time=0:00:06.880910, arrival_time=2021-04-10 01:34:27.587371, cost_time=0:00:22.437740 2021-04-10 01:34:22,183 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.40ms, fps=1733 images/s, loss=1.2688, top1-acc=63.38%, top5-acc=89.74%, remaining_time=0:00:05.380920, arrival_time=2021-04-10 01:34:27.564801, cost_time=0:00:23.915201 2021-04-10 01:34:23,659 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=2.06ms, fps=1736 images/s, loss=1.2707, top1-acc=63.33%, top5-acc=89.72%, remaining_time=0:00:03.883256, arrival_time=2021-04-10 01:34:27.542513, cost_time=0:00:25.390580 2021-04-10 01:34:25,135 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.98ms, fps=1735 images/s, loss=1.2698, top1-acc=63.31%, top5-acc=89.73%, remaining_time=0:00:02.388128, arrival_time=2021-04-10 01:34:27.523267, cost_time=0:00:26.866416 2021-04-10 01:34:26,620 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.87ms, fps=1724 images/s, loss=1.2713, top1-acc=63.33%, top5-acc=89.66%, remaining_time=0:00:00.895326, arrival_time=2021-04-10 01:34:27.516055, cost_time=0:00:28.352053 2021-04-10 01:34:27,425 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.53ms, fps=1692 images/s, loss=1.2703, top1-acc=63.31%, top5-acc=89.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:27.425048, cost_time=0:00:29.156121 2021-04-10 01:34:27,851 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=4.90ms, fps=6046 images/s, loss=1.9298, top1-acc=48.91%, top5-acc=80.04%, remaining_time=0:00:01.270290, arrival_time=2021-04-10 01:34:29.121794, cost_time=0:00:00.423432 2021-04-10 01:34:28,151 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.73ms, fps=8548 images/s, loss=1.9523, top1-acc=48.46%, top5-acc=79.73%, remaining_time=0:00:00.723380, arrival_time=2021-04-10 01:34:28.874820, cost_time=0:00:00.723374 2021-04-10 01:34:28,452 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=1.46ms, fps=8511 images/s, loss=1.9476, top1-acc=48.65%, top5-acc=79.78%, remaining_time=0:00:00.341540, arrival_time=2021-04-10 01:34:28.794243, cost_time=0:00:01.024633 2021-04-10 01:34:28,728 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.07ms, fps=8414 images/s, loss=1.9457, top1-acc=48.89%, top5-acc=79.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:28.728893, cost_time=0:00:01.300840 2021-04-10 01:34:28,823 INFO : Epoch=0024 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:29:46.381616, arrival_time=2021-04-10 03:04:15.204694, cost_time=0:12:14.506591 2021-04-10 01:34:28,823 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:34:30,494 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.53ms, fps=1532 images/s, loss=1.2622, top1-acc=63.32%, top5-acc=89.92%, remaining_time=0:00:31.072602, arrival_time=2021-04-10 01:35:01.567313, cost_time=0:00:01.670571 2021-04-10 01:34:32,064 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.41ms, fps=1632 images/s, loss=1.2597, top1-acc=63.48%, top5-acc=90.33%, remaining_time=0:00:28.514464, arrival_time=2021-04-10 01:35:00.578826, cost_time=0:00:03.240280 2021-04-10 01:34:33,548 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.43ms, fps=1726 images/s, loss=1.2290, top1-acc=64.15%, top5-acc=90.89%, remaining_time=0:00:26.138692, arrival_time=2021-04-10 01:34:59.686706, cost_time=0:00:04.723847 2021-04-10 01:34:35,030 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.49ms, fps=1728 images/s, loss=1.2297, top1-acc=64.30%, top5-acc=90.62%, remaining_time=0:00:24.204336, arrival_time=2021-04-10 01:34:59.234634, cost_time=0:00:06.206231 2021-04-10 01:34:36,511 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.71ms, fps=1729 images/s, loss=1.2322, top1-acc=64.14%, top5-acc=90.55%, remaining_time=0:00:22.446332, arrival_time=2021-04-10 01:34:58.957560, cost_time=0:00:07.687077 2021-04-10 01:34:37,992 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=1.87ms, fps=1729 images/s, loss=1.2311, top1-acc=64.27%, top5-acc=90.51%, remaining_time=0:00:20.781752, arrival_time=2021-04-10 01:34:58.774243, cost_time=0:00:09.168448 2021-04-10 01:34:39,466 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=1.2333, top1-acc=64.08%, top5-acc=90.47%, remaining_time=0:00:19.156284, arrival_time=2021-04-10 01:34:58.622707, cost_time=0:00:10.642351 2021-04-10 01:34:40,945 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.75ms, fps=1732 images/s, loss=1.2332, top1-acc=64.12%, top5-acc=90.48%, remaining_time=0:00:17.575740, arrival_time=2021-04-10 01:34:58.520953, cost_time=0:00:12.121189 2021-04-10 01:34:42,424 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.37ms, fps=1731 images/s, loss=1.2347, top1-acc=64.08%, top5-acc=90.46%, remaining_time=0:00:16.017978, arrival_time=2021-04-10 01:34:58.442401, cost_time=0:00:13.600212 2021-04-10 01:34:43,896 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.35ms, fps=1739 images/s, loss=1.2396, top1-acc=64.00%, top5-acc=90.34%, remaining_time=0:00:14.469984, arrival_time=2021-04-10 01:34:58.366907, cost_time=0:00:15.072902 2021-04-10 01:34:45,378 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.42ms, fps=1728 images/s, loss=1.2431, top1-acc=63.86%, top5-acc=90.29%, remaining_time=0:00:12.942570, arrival_time=2021-04-10 01:34:58.321050, cost_time=0:00:16.554410 2021-04-10 01:34:46,860 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.07ms, fps=1728 images/s, loss=1.2453, top1-acc=63.82%, top5-acc=90.27%, remaining_time=0:00:11.423256, arrival_time=2021-04-10 01:34:58.284058, cost_time=0:00:18.036735 2021-04-10 01:34:48,340 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.59ms, fps=1731 images/s, loss=1.2465, top1-acc=63.84%, top5-acc=90.21%, remaining_time=0:00:09.908184, arrival_time=2021-04-10 01:34:58.248436, cost_time=0:00:19.516183 2021-04-10 01:34:49,812 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=1.2464, top1-acc=63.85%, top5-acc=90.16%, remaining_time=0:00:08.395296, arrival_time=2021-04-10 01:34:58.207524, cost_time=0:00:20.988210 2021-04-10 01:34:51,285 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.35ms, fps=1738 images/s, loss=1.2527, top1-acc=63.82%, top5-acc=89.99%, remaining_time=0:00:06.888224, arrival_time=2021-04-10 01:34:58.173913, cost_time=0:00:22.461622 2021-04-10 01:34:52,764 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.85ms, fps=1732 images/s, loss=1.2542, top1-acc=63.78%, top5-acc=89.99%, remaining_time=0:00:05.386608, arrival_time=2021-04-10 01:34:58.151078, cost_time=0:00:23.940448 2021-04-10 01:34:54,235 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.90ms, fps=1741 images/s, loss=1.2588, top1-acc=63.71%, top5-acc=89.98%, remaining_time=0:00:03.886402, arrival_time=2021-04-10 01:34:58.121541, cost_time=0:00:25.411118 2021-04-10 01:34:55,725 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.26ms, fps=1718 images/s, loss=1.2605, top1-acc=63.72%, top5-acc=89.94%, remaining_time=0:00:02.391232, arrival_time=2021-04-10 01:34:58.116796, cost_time=0:00:26.901397 2021-04-10 01:34:57,198 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.26ms, fps=1739 images/s, loss=1.2604, top1-acc=63.69%, top5-acc=89.97%, remaining_time=0:00:00.896022, arrival_time=2021-04-10 01:34:58.094032, cost_time=0:00:28.373984 2021-04-10 01:34:57,989 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.31ms, fps=1719 images/s, loss=1.2599, top1-acc=63.68%, top5-acc=89.94%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:57.989680, cost_time=0:00:29.165657 2021-04-10 01:34:58,393 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=7.09ms, fps=6362 images/s, loss=2.4433, top1-acc=40.59%, top5-acc=73.48%, remaining_time=0:00:01.207140, arrival_time=2021-04-10 01:34:59.600677, cost_time=0:00:00.402380 2021-04-10 01:34:58,696 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.50ms, fps=8453 images/s, loss=2.3881, top1-acc=42.09%, top5-acc=74.20%, remaining_time=0:00:00.705720, arrival_time=2021-04-10 01:34:59.402560, cost_time=0:00:00.705721 2021-04-10 01:34:58,995 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.30ms, fps=8580 images/s, loss=2.4104, top1-acc=42.38%, top5-acc=73.91%, remaining_time=0:00:00.334800, arrival_time=2021-04-10 01:34:59.330378, cost_time=0:00:01.004410 2021-04-10 01:34:59,268 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.06ms, fps=8505 images/s, loss=2.4240, top1-acc=42.39%, top5-acc=73.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:59.268793, cost_time=0:00:01.277705 2021-04-10 01:34:59,369 INFO : Epoch=0025 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:29:15.367675, arrival_time=2021-04-10 03:04:14.736697, cost_time=0:12:45.052523 2021-04-10 01:34:59,369 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:35:01,077 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.22ms, fps=1500 images/s, loss=1.1962, top1-acc=65.82%, top5-acc=90.78%, remaining_time=0:00:31.749084, arrival_time=2021-04-10 01:35:32.826098, cost_time=0:00:01.706941 2021-04-10 01:35:02,555 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=1.94ms, fps=1733 images/s, loss=1.2048, top1-acc=65.53%, top5-acc=90.90%, remaining_time=0:00:28.029408, arrival_time=2021-04-10 01:35:30.584701, cost_time=0:00:03.185153 2021-04-10 01:35:04,032 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.59ms, fps=1734 images/s, loss=1.1958, top1-acc=65.68%, top5-acc=90.89%, remaining_time=0:00:25.798724, arrival_time=2021-04-10 01:35:29.831162, cost_time=0:00:04.662428 2021-04-10 01:35:05,521 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.99ms, fps=1720 images/s, loss=1.2012, top1-acc=65.19%, top5-acc=90.91%, remaining_time=0:00:23.988432, arrival_time=2021-04-10 01:35:29.509513, cost_time=0:00:06.150864 2021-04-10 01:35:07,014 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.12ms, fps=1715 images/s, loss=1.2076, top1-acc=64.98%, top5-acc=90.78%, remaining_time=0:00:22.322816, arrival_time=2021-04-10 01:35:29.337620, cost_time=0:00:07.644797 2021-04-10 01:35:08,493 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.98ms, fps=1732 images/s, loss=1.2186, top1-acc=64.69%, top5-acc=90.66%, remaining_time=0:00:20.679344, arrival_time=2021-04-10 01:35:29.172607, cost_time=0:00:09.123266 2021-04-10 01:35:09,975 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.21ms, fps=1727 images/s, loss=1.2203, top1-acc=64.52%, top5-acc=90.65%, remaining_time=0:00:19.090386, arrival_time=2021-04-10 01:35:29.066185, cost_time=0:00:10.605798 2021-04-10 01:35:11,458 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.36ms, fps=1727 images/s, loss=1.2185, top1-acc=64.58%, top5-acc=90.70%, remaining_time=0:00:17.528528, arrival_time=2021-04-10 01:35:28.987178, cost_time=0:00:12.088611 2021-04-10 01:35:12,938 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.43ms, fps=1730 images/s, loss=1.2227, top1-acc=64.45%, top5-acc=90.67%, remaining_time=0:00:15.981090, arrival_time=2021-04-10 01:35:28.920001, cost_time=0:00:13.568841 2021-04-10 01:35:14,405 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.87ms, fps=1747 images/s, loss=1.2225, top1-acc=64.45%, top5-acc=90.66%, remaining_time=0:00:14.433504, arrival_time=2021-04-10 01:35:28.838441, cost_time=0:00:15.034888 2021-04-10 01:35:15,889 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.40ms, fps=1725 images/s, loss=1.2270, top1-acc=64.25%, top5-acc=90.52%, remaining_time=0:00:12.915136, arrival_time=2021-04-10 01:35:28.804504, cost_time=0:00:16.519326 2021-04-10 01:35:17,378 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.84ms, fps=1719 images/s, loss=1.2303, top1-acc=64.16%, top5-acc=90.45%, remaining_time=0:00:11.405548, arrival_time=2021-04-10 01:35:28.784355, cost_time=0:00:18.008773 2021-04-10 01:35:18,861 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.98ms, fps=1727 images/s, loss=1.2326, top1-acc=64.06%, top5-acc=90.44%, remaining_time=0:00:09.895776, arrival_time=2021-04-10 01:35:28.757423, cost_time=0:00:19.491651 2021-04-10 01:35:20,335 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=1.2375, top1-acc=63.92%, top5-acc=90.39%, remaining_time=0:00:08.386056, arrival_time=2021-04-10 01:35:28.721286, cost_time=0:00:20.965192 2021-04-10 01:35:21,816 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=2.15ms, fps=1729 images/s, loss=1.2394, top1-acc=63.89%, top5-acc=90.37%, remaining_time=0:00:06.883440, arrival_time=2021-04-10 01:35:28.699512, cost_time=0:00:22.446071 2021-04-10 01:35:23,294 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=1.66ms, fps=1732 images/s, loss=1.2419, top1-acc=63.81%, top5-acc=90.36%, remaining_time=0:00:05.383044, arrival_time=2021-04-10 01:35:28.677633, cost_time=0:00:23.924594 2021-04-10 01:35:24,779 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.92ms, fps=1724 images/s, loss=1.2411, top1-acc=63.86%, top5-acc=90.39%, remaining_time=0:00:03.886168, arrival_time=2021-04-10 01:35:28.665770, cost_time=0:00:25.409554 2021-04-10 01:35:26,261 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.51ms, fps=1728 images/s, loss=1.2456, top1-acc=63.74%, top5-acc=90.33%, remaining_time=0:00:02.390352, arrival_time=2021-04-10 01:35:28.651994, cost_time=0:00:26.891505 2021-04-10 01:35:27,737 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=1.2458, top1-acc=63.79%, top5-acc=90.30%, remaining_time=0:00:00.895824, arrival_time=2021-04-10 01:35:28.633605, cost_time=0:00:28.367742 2021-04-10 01:35:28,531 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.30ms, fps=1714 images/s, loss=1.2447, top1-acc=63.79%, top5-acc=90.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:28.531546, cost_time=0:00:29.161553 2021-04-10 01:35:28,913 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.37ms, fps=6731 images/s, loss=1.8806, top1-acc=50.12%, top5-acc=81.13%, remaining_time=0:00:01.140900, arrival_time=2021-04-10 01:35:30.054239, cost_time=0:00:00.380302 2021-04-10 01:35:29,209 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.68ms, fps=8661 images/s, loss=1.8776, top1-acc=50.08%, top5-acc=81.70%, remaining_time=0:00:00.676500, arrival_time=2021-04-10 01:35:29.885968, cost_time=0:00:00.676492 2021-04-10 01:35:29,511 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=2.32ms, fps=8484 images/s, loss=1.9194, top1-acc=49.24%, top5-acc=80.95%, remaining_time=0:00:00.326230, arrival_time=2021-04-10 01:35:29.837906, cost_time=0:00:00.978698 2021-04-10 01:35:29,800 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.10ms, fps=8060 images/s, loss=1.9243, top1-acc=49.41%, top5-acc=80.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:29.799997, cost_time=0:00:01.267025 2021-04-10 01:35:29,912 INFO : Epoch=0026 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:28:44.371986, arrival_time=2021-04-10 03:04:14.284313, cost_time=0:13:15.595826 2021-04-10 01:35:29,913 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:35:31,553 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.65ms, fps=1561 images/s, loss=1.1924, top1-acc=65.43%, top5-acc=91.05%, remaining_time=0:00:30.497490, arrival_time=2021-04-10 01:36:02.050556, cost_time=0:00:01.639654 2021-04-10 01:35:33,038 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.12ms, fps=1724 images/s, loss=1.1760, top1-acc=65.57%, top5-acc=91.62%, remaining_time=0:00:27.502288, arrival_time=2021-04-10 01:36:00.540919, cost_time=0:00:03.125259 2021-04-10 01:35:34,519 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.48ms, fps=1729 images/s, loss=1.1753, top1-acc=65.33%, top5-acc=91.60%, remaining_time=0:00:25.488138, arrival_time=2021-04-10 01:36:00.007835, cost_time=0:00:04.606291 2021-04-10 01:35:35,994 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.72ms, fps=1736 images/s, loss=1.1793, top1-acc=65.16%, top5-acc=91.28%, remaining_time=0:00:23.716992, arrival_time=2021-04-10 01:35:59.711638, cost_time=0:00:06.081274 2021-04-10 01:35:37,466 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=2.51ms, fps=1740 images/s, loss=1.1847, top1-acc=65.10%, top5-acc=91.20%, remaining_time=0:00:22.054030, arrival_time=2021-04-10 01:35:59.520191, cost_time=0:00:07.552747 2021-04-10 01:35:38,956 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.11ms, fps=1718 images/s, loss=1.1867, top1-acc=65.36%, top5-acc=91.02%, remaining_time=0:00:20.498328, arrival_time=2021-04-10 01:35:59.455071, cost_time=0:00:09.043376 2021-04-10 01:35:40,438 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.29ms, fps=1729 images/s, loss=1.1917, top1-acc=65.26%, top5-acc=90.93%, remaining_time=0:00:18.944352, arrival_time=2021-04-10 01:35:59.382400, cost_time=0:00:10.524623 2021-04-10 01:35:41,918 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.34ms, fps=1731 images/s, loss=1.1965, top1-acc=65.11%, top5-acc=90.84%, remaining_time=0:00:17.406960, arrival_time=2021-04-10 01:35:59.325157, cost_time=0:00:12.004786 2021-04-10 01:35:43,396 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=2.15ms, fps=1732 images/s, loss=1.2000, top1-acc=64.94%, top5-acc=90.76%, remaining_time=0:00:15.880072, arrival_time=2021-04-10 01:35:59.276520, cost_time=0:00:13.483078 2021-04-10 01:35:44,872 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.81ms, fps=1735 images/s, loss=1.1982, top1-acc=64.93%, top5-acc=90.82%, remaining_time=0:00:14.360448, arrival_time=2021-04-10 01:35:59.232657, cost_time=0:00:14.958796 2021-04-10 01:35:46,351 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.39ms, fps=1732 images/s, loss=1.2027, top1-acc=64.85%, top5-acc=90.75%, remaining_time=0:00:12.851238, arrival_time=2021-04-10 01:35:59.202273, cost_time=0:00:16.437618 2021-04-10 01:35:47,824 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.90ms, fps=1738 images/s, loss=1.2039, top1-acc=64.78%, top5-acc=90.74%, remaining_time=0:00:11.343684, arrival_time=2021-04-10 01:35:59.168177, cost_time=0:00:17.911074 2021-04-10 01:35:49,312 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.98ms, fps=1721 images/s, loss=1.2105, top1-acc=64.59%, top5-acc=90.66%, remaining_time=0:00:09.848652, arrival_time=2021-04-10 01:35:59.160884, cost_time=0:00:19.398863 2021-04-10 01:35:50,786 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.85ms, fps=1737 images/s, loss=1.2149, top1-acc=64.53%, top5-acc=90.59%, remaining_time=0:00:08.349096, arrival_time=2021-04-10 01:35:59.135246, cost_time=0:00:20.872783 2021-04-10 01:35:52,266 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=2.09ms, fps=1729 images/s, loss=1.2187, top1-acc=64.41%, top5-acc=90.52%, remaining_time=0:00:06.855058, arrival_time=2021-04-10 01:35:59.121896, cost_time=0:00:22.353410 2021-04-10 01:35:53,752 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.75ms, fps=1724 images/s, loss=1.2238, top1-acc=64.38%, top5-acc=90.42%, remaining_time=0:00:05.363676, arrival_time=2021-04-10 01:35:59.115648, cost_time=0:00:23.838595 2021-04-10 01:35:55,225 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=1.2263, top1-acc=64.35%, top5-acc=90.41%, remaining_time=0:00:03.871244, arrival_time=2021-04-10 01:35:59.096781, cost_time=0:00:25.312044 2021-04-10 01:35:56,710 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.87ms, fps=1724 images/s, loss=1.2261, top1-acc=64.36%, top5-acc=90.42%, remaining_time=0:00:02.381984, arrival_time=2021-04-10 01:35:59.092679, cost_time=0:00:26.797280 2021-04-10 01:35:58,182 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.25ms, fps=1740 images/s, loss=1.2269, top1-acc=64.29%, top5-acc=90.40%, remaining_time=0:00:00.892704, arrival_time=2021-04-10 01:35:59.074983, cost_time=0:00:28.268914 2021-04-10 01:35:58,974 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.23ms, fps=1718 images/s, loss=1.2260, top1-acc=64.31%, top5-acc=90.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:58.974420, cost_time=0:00:29.061058 2021-04-10 01:35:59,356 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=5.30ms, fps=6730 images/s, loss=2.0029, top1-acc=49.10%, top5-acc=79.18%, remaining_time=0:00:01.141170, arrival_time=2021-04-10 01:36:00.497278, cost_time=0:00:00.380386 2021-04-10 01:35:59,652 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=2.19ms, fps=8654 images/s, loss=2.0375, top1-acc=48.18%, top5-acc=78.87%, remaining_time=0:00:00.676700, arrival_time=2021-04-10 01:36:00.329113, cost_time=0:00:00.676701 2021-04-10 01:35:59,962 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=2.67ms, fps=8305 images/s, loss=2.0246, top1-acc=48.62%, top5-acc=79.04%, remaining_time=0:00:00.328730, arrival_time=2021-04-10 01:36:00.290676, cost_time=0:00:00.986197 2021-04-10 01:36:00,242 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.09ms, fps=8294 images/s, loss=2.0625, top1-acc=47.99%, top5-acc=78.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:00.242334, cost_time=0:00:01.266659 2021-04-10 01:36:00,295 INFO : Epoch=0027 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:28:12.385033, arrival_time=2021-04-10 03:04:12.680697, cost_time=0:13:45.979170 2021-04-10 01:36:00,296 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:36:01,984 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=2.68ms, fps=1516 images/s, loss=1.2214, top1-acc=63.32%, top5-acc=91.02%, remaining_time=0:00:31.398660, arrival_time=2021-04-10 01:36:33.383470, cost_time=0:00:01.688105 2021-04-10 01:36:03,480 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=2.56ms, fps=1713 images/s, loss=1.1931, top1-acc=64.80%, top5-acc=91.29%, remaining_time=0:00:28.013744, arrival_time=2021-04-10 01:36:31.493940, cost_time=0:00:03.183389 2021-04-10 01:36:04,959 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.50ms, fps=1732 images/s, loss=1.2073, top1-acc=64.49%, top5-acc=90.81%, remaining_time=0:00:25.798060, arrival_time=2021-04-10 01:36:30.757029, cost_time=0:00:04.662307 2021-04-10 01:36:06,441 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=1.2154, top1-acc=64.29%, top5-acc=90.72%, remaining_time=0:00:23.964720, arrival_time=2021-04-10 01:36:30.406265, cost_time=0:00:06.144805 2021-04-10 01:36:07,922 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.75ms, fps=1729 images/s, loss=1.2150, top1-acc=64.20%, top5-acc=90.80%, remaining_time=0:00:22.267920, arrival_time=2021-04-10 01:36:30.190732, cost_time=0:00:07.626012 2021-04-10 01:36:09,400 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.15ms, fps=1733 images/s, loss=1.2103, top1-acc=64.48%, top5-acc=90.76%, remaining_time=0:00:20.636096, arrival_time=2021-04-10 01:36:30.037008, cost_time=0:00:09.104190 2021-04-10 01:36:10,880 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=1.2090, top1-acc=64.51%, top5-acc=90.76%, remaining_time=0:00:19.049940, arrival_time=2021-04-10 01:36:29.930006, cost_time=0:00:10.583269 2021-04-10 01:36:12,361 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.16ms, fps=1729 images/s, loss=1.2056, top1-acc=64.58%, top5-acc=90.77%, remaining_time=0:00:17.493496, arrival_time=2021-04-10 01:36:29.854652, cost_time=0:00:12.064481 2021-04-10 01:36:13,837 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.62ms, fps=1735 images/s, loss=1.2070, top1-acc=64.67%, top5-acc=90.71%, remaining_time=0:00:15.947806, arrival_time=2021-04-10 01:36:29.785057, cost_time=0:00:13.540548 2021-04-10 01:36:15,314 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=2.15ms, fps=1734 images/s, loss=1.2075, top1-acc=64.68%, top5-acc=90.71%, remaining_time=0:00:14.416704, arrival_time=2021-04-10 01:36:29.730772, cost_time=0:00:15.017408 2021-04-10 01:36:16,796 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.15ms, fps=1727 images/s, loss=1.2094, top1-acc=64.66%, top5-acc=90.58%, remaining_time=0:00:12.900172, arrival_time=2021-04-10 01:36:29.697073, cost_time=0:00:16.500237 2021-04-10 01:36:18,277 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.99ms, fps=1730 images/s, loss=1.2132, top1-acc=64.48%, top5-acc=90.54%, remaining_time=0:00:11.387764, arrival_time=2021-04-10 01:36:29.665141, cost_time=0:00:17.980645 2021-04-10 01:36:19,750 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.96ms, fps=1738 images/s, loss=1.2174, top1-acc=64.38%, top5-acc=90.53%, remaining_time=0:00:09.876570, arrival_time=2021-04-10 01:36:29.627089, cost_time=0:00:19.453849 2021-04-10 01:36:21,241 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.54ms, fps=1717 images/s, loss=1.2200, top1-acc=64.32%, top5-acc=90.47%, remaining_time=0:00:08.378048, arrival_time=2021-04-10 01:36:29.619857, cost_time=0:00:20.945147 2021-04-10 01:36:22,712 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.66ms, fps=1741 images/s, loss=1.2245, top1-acc=64.24%, top5-acc=90.43%, remaining_time=0:00:06.874148, arrival_time=2021-04-10 01:36:29.586560, cost_time=0:00:22.415750 2021-04-10 01:36:24,198 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.83ms, fps=1723 images/s, loss=1.2273, top1-acc=64.16%, top5-acc=90.37%, remaining_time=0:00:05.377932, arrival_time=2021-04-10 01:36:29.576619, cost_time=0:00:23.901977 2021-04-10 01:36:25,674 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.89ms, fps=1736 images/s, loss=1.2267, top1-acc=64.21%, top5-acc=90.36%, remaining_time=0:00:03.881254, arrival_time=2021-04-10 01:36:29.555354, cost_time=0:00:25.377439 2021-04-10 01:36:27,157 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.77ms, fps=1726 images/s, loss=1.2266, top1-acc=64.21%, top5-acc=90.39%, remaining_time=0:00:02.387632, arrival_time=2021-04-10 01:36:29.545244, cost_time=0:00:26.860910 2021-04-10 01:36:28,643 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.63ms, fps=1723 images/s, loss=1.2262, top1-acc=64.29%, top5-acc=90.35%, remaining_time=0:00:00.895170, arrival_time=2021-04-10 01:36:29.538975, cost_time=0:00:28.347141 2021-04-10 01:36:29,433 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.33ms, fps=1724 images/s, loss=1.2267, top1-acc=64.29%, top5-acc=90.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:29.433219, cost_time=0:00:29.136555 2021-04-10 01:36:29,868 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=0.42ms, fps=5928 images/s, loss=2.0342, top1-acc=47.85%, top5-acc=77.62%, remaining_time=0:00:01.295430, arrival_time=2021-04-10 01:36:31.162000, cost_time=0:00:00.431812 2021-04-10 01:36:30,174 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.42ms, fps=8392 images/s, loss=2.0639, top1-acc=48.05%, top5-acc=77.71%, remaining_time=0:00:00.739420, arrival_time=2021-04-10 01:36:30.913490, cost_time=0:00:00.739413 2021-04-10 01:36:30,482 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.45ms, fps=8308 images/s, loss=2.0769, top1-acc=47.89%, top5-acc=77.88%, remaining_time=0:00:00.349300, arrival_time=2021-04-10 01:36:30.831892, cost_time=0:00:01.047896 2021-04-10 01:36:30,786 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.07ms, fps=7673 images/s, loss=2.0868, top1-acc=47.79%, top5-acc=77.85%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:30.786209, cost_time=0:00:01.351571 2021-04-10 01:36:30,848 INFO : Epoch=0028 complete, best val top1-acc=51.00%, top5-acc=80.09% (epoch=22), remaining_time=1:27:41.554820, arrival_time=2021-04-10 03:04:12.403489, cost_time=0:14:16.532179 2021-04-10 01:36:30,849 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:36:32,507 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.33ms, fps=1544 images/s, loss=1.1646, top1-acc=64.73%, top5-acc=91.21%, remaining_time=0:00:30.842148, arrival_time=2021-04-10 01:37:03.350059, cost_time=0:00:01.658185 2021-04-10 01:36:33,991 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=2.23ms, fps=1726 images/s, loss=1.1694, top1-acc=65.04%, top5-acc=90.92%, remaining_time=0:00:27.648368, arrival_time=2021-04-10 01:37:01.639895, cost_time=0:00:03.141860 2021-04-10 01:36:35,472 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.80ms, fps=1729 images/s, loss=1.1802, top1-acc=64.75%, top5-acc=90.92%, remaining_time=0:00:25.581928, arrival_time=2021-04-10 01:37:01.054809, cost_time=0:00:04.623226 2021-04-10 01:36:36,953 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.94ms, fps=1729 images/s, loss=1.1770, top1-acc=64.96%, top5-acc=91.02%, remaining_time=0:00:23.805600, arrival_time=2021-04-10 01:37:00.759387, cost_time=0:00:06.104001 2021-04-10 01:36:38,437 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.62ms, fps=1726 images/s, loss=1.1889, top1-acc=64.68%, top5-acc=90.92%, remaining_time=0:00:22.155646, arrival_time=2021-04-10 01:37:00.593040, cost_time=0:00:07.587561 2021-04-10 01:36:39,919 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.82ms, fps=1728 images/s, loss=1.1888, top1-acc=64.87%, top5-acc=90.90%, remaining_time=0:00:20.558168, arrival_time=2021-04-10 01:37:00.477610, cost_time=0:00:09.069775 2021-04-10 01:36:41,395 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=2.25ms, fps=1735 images/s, loss=1.1885, top1-acc=65.07%, top5-acc=90.71%, remaining_time=0:00:18.982278, arrival_time=2021-04-10 01:37:00.377709, cost_time=0:00:10.545695 2021-04-10 01:36:42,866 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.09ms, fps=1741 images/s, loss=1.1884, top1-acc=65.16%, top5-acc=90.64%, remaining_time=0:00:17.424476, arrival_time=2021-04-10 01:37:00.291107, cost_time=0:00:12.016918 2021-04-10 01:36:44,343 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.55ms, fps=1734 images/s, loss=1.1875, top1-acc=65.15%, top5-acc=90.71%, remaining_time=0:00:15.892156, arrival_time=2021-04-10 01:37:00.235196, cost_time=0:00:13.493379 2021-04-10 01:36:45,824 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.68ms, fps=1728 images/s, loss=1.1921, top1-acc=65.07%, top5-acc=90.68%, remaining_time=0:00:14.376096, arrival_time=2021-04-10 01:37:00.200928, cost_time=0:00:14.975125 2021-04-10 01:36:47,318 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.01ms, fps=1715 images/s, loss=1.1916, top1-acc=65.12%, top5-acc=90.71%, remaining_time=0:00:12.875318, arrival_time=2021-04-10 01:37:00.193429, cost_time=0:00:16.468456 2021-04-10 01:36:48,792 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=2.19ms, fps=1737 images/s, loss=1.1923, top1-acc=65.14%, top5-acc=90.71%, remaining_time=0:00:11.363824, arrival_time=2021-04-10 01:37:00.156536, cost_time=0:00:17.942885 2021-04-10 01:36:50,280 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.49ms, fps=1722 images/s, loss=1.1946, top1-acc=65.01%, top5-acc=90.69%, remaining_time=0:00:09.864756, arrival_time=2021-04-10 01:37:00.144957, cost_time=0:00:19.430526 2021-04-10 01:36:51,755 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.94ms, fps=1735 images/s, loss=1.1989, top1-acc=64.95%, top5-acc=90.67%, remaining_time=0:00:08.362424, arrival_time=2021-04-10 01:37:00.118127, cost_time=0:00:20.906032 2021-04-10 01:36:53,252 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.40ms, fps=1711 images/s, loss=1.2012, top1-acc=64.88%, top5-acc=90.64%, remaining_time=0:00:06.870238, arrival_time=2021-04-10 01:37:00.122919, cost_time=0:00:22.403015 2021-04-10 01:36:54,728 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.54ms, fps=1735 images/s, loss=1.2047, top1-acc=64.83%, top5-acc=90.56%, remaining_time=0:00:05.372784, arrival_time=2021-04-10 01:37:00.101467, cost_time=0:00:23.879015 2021-04-10 01:36:56,209 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=1.2046, top1-acc=64.88%, top5-acc=90.57%, remaining_time=0:00:03.878498, arrival_time=2021-04-10 01:37:00.087581, cost_time=0:00:25.359415 2021-04-10 01:36:57,685 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.89ms, fps=1735 images/s, loss=1.2082, top1-acc=64.83%, top5-acc=90.51%, remaining_time=0:00:02.385392, arrival_time=2021-04-10 01:37:00.070729, cost_time=0:00:26.835673 2021-04-10 01:36:59,166 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.59ms, fps=1729 images/s, loss=1.2110, top1-acc=64.74%, top5-acc=90.47%, remaining_time=0:00:00.894210, arrival_time=2021-04-10 01:37:00.060445, cost_time=0:00:28.316572 2021-04-10 01:36:59,959 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.72ms, fps=1715 images/s, loss=1.2097, top1-acc=64.76%, top5-acc=90.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:59.959478, cost_time=0:00:29.109805 2021-04-10 01:37:00,369 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=2.68ms, fps=6270 images/s, loss=1.8402, top1-acc=53.59%, top5-acc=79.92%, remaining_time=0:00:01.224720, arrival_time=2021-04-10 01:37:01.594028, cost_time=0:00:00.408243 2021-04-10 01:37:00,680 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.37ms, fps=8239 images/s, loss=1.8112, top1-acc=53.46%, top5-acc=80.82%, remaining_time=0:00:00.719600, arrival_time=2021-04-10 01:37:01.400191, cost_time=0:00:00.719601 2021-04-10 01:37:00,978 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.47ms, fps=8601 images/s, loss=1.8173, top1-acc=53.09%, top5-acc=81.17%, remaining_time=0:00:00.339240, arrival_time=2021-04-10 01:37:01.318030, cost_time=0:00:01.017716 2021-04-10 01:37:01,263 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.07ms, fps=8168 images/s, loss=1.7892, top1-acc=53.54%, top5-acc=81.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:01.263423, cost_time=0:00:01.302480 2021-04-10 01:37:01,366 INFO : Epoch=0029 complete, best val top1-acc=53.54%, top5-acc=81.60% (epoch=29), remaining_time=1:27:10.537740, arrival_time=2021-04-10 03:04:11.904516, cost_time=0:14:47.050272 2021-04-10 01:37:01,367 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:37:03,086 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=0.36ms, fps=1490 images/s, loss=1.1151, top1-acc=67.77%, top5-acc=91.52%, remaining_time=0:00:31.962612, arrival_time=2021-04-10 01:37:35.048841, cost_time=0:00:01.718417 2021-04-10 01:37:04,589 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=16.99ms, fps=1703 images/s, loss=1.1400, top1-acc=66.66%, top5-acc=91.15%, remaining_time=0:00:28.352896, arrival_time=2021-04-10 01:37:32.942625, cost_time=0:00:03.221917 2021-04-10 01:37:06,071 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.83ms, fps=1728 images/s, loss=1.1332, top1-acc=66.74%, top5-acc=91.24%, remaining_time=0:00:26.027804, arrival_time=2021-04-10 01:37:32.099462, cost_time=0:00:04.703825 2021-04-10 01:37:07,552 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=2.78ms, fps=1730 images/s, loss=1.1472, top1-acc=66.46%, top5-acc=91.20%, remaining_time=0:00:24.119940, arrival_time=2021-04-10 01:37:31.672467, cost_time=0:00:06.184597 2021-04-10 01:37:09,026 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.37ms, fps=1737 images/s, loss=1.1415, top1-acc=66.55%, top5-acc=91.31%, remaining_time=0:00:22.363842, arrival_time=2021-04-10 01:37:31.390521, cost_time=0:00:07.658853 2021-04-10 01:37:10,508 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.86ms, fps=1728 images/s, loss=1.1457, top1-acc=66.60%, top5-acc=91.28%, remaining_time=0:00:20.719872, arrival_time=2021-04-10 01:37:31.228766, cost_time=0:00:09.141128 2021-04-10 01:37:11,992 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.06ms, fps=1726 images/s, loss=1.1569, top1-acc=66.12%, top5-acc=91.22%, remaining_time=0:00:19.124658, arrival_time=2021-04-10 01:37:31.117378, cost_time=0:00:10.624808 2021-04-10 01:37:13,475 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.89ms, fps=1728 images/s, loss=1.1500, top1-acc=66.37%, top5-acc=91.38%, remaining_time=0:00:17.555672, arrival_time=2021-04-10 01:37:31.030974, cost_time=0:00:12.107328 2021-04-10 01:37:14,952 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.88ms, fps=1733 images/s, loss=1.1567, top1-acc=66.11%, top5-acc=91.17%, remaining_time=0:00:16.000170, arrival_time=2021-04-10 01:37:30.953018, cost_time=0:00:13.585018 2021-04-10 01:37:16,438 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.40ms, fps=1724 images/s, loss=1.1610, top1-acc=66.03%, top5-acc=91.15%, remaining_time=0:00:14.467296, arrival_time=2021-04-10 01:37:30.905392, cost_time=0:00:15.070107 2021-04-10 01:37:17,921 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.44ms, fps=1726 images/s, loss=1.1648, top1-acc=65.91%, top5-acc=91.12%, remaining_time=0:00:12.942054, arrival_time=2021-04-10 01:37:30.863673, cost_time=0:00:16.553836 2021-04-10 01:37:19,401 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.85ms, fps=1731 images/s, loss=1.1688, top1-acc=65.67%, top5-acc=91.09%, remaining_time=0:00:11.421052, arrival_time=2021-04-10 01:37:30.822183, cost_time=0:00:18.033216 2021-04-10 01:37:20,880 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.54ms, fps=1732 images/s, loss=1.1728, top1-acc=65.49%, top5-acc=91.03%, remaining_time=0:00:09.906204, arrival_time=2021-04-10 01:37:30.786182, cost_time=0:00:19.512215 2021-04-10 01:37:22,363 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=2.26ms, fps=1726 images/s, loss=1.1767, top1-acc=65.48%, top5-acc=90.98%, remaining_time=0:00:08.398264, arrival_time=2021-04-10 01:37:30.761876, cost_time=0:00:20.995705 2021-04-10 01:37:23,861 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.69ms, fps=1710 images/s, loss=1.1800, top1-acc=65.46%, top5-acc=90.95%, remaining_time=0:00:06.898068, arrival_time=2021-04-10 01:37:30.759525, cost_time=0:00:22.493694 2021-04-10 01:37:25,347 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.96ms, fps=1723 images/s, loss=1.1813, top1-acc=65.44%, top5-acc=90.96%, remaining_time=0:00:05.395500, arrival_time=2021-04-10 01:37:30.743211, cost_time=0:00:23.979943 2021-04-10 01:37:26,828 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.64ms, fps=1729 images/s, loss=1.1852, top1-acc=65.35%, top5-acc=90.90%, remaining_time=0:00:03.894046, arrival_time=2021-04-10 01:37:30.722960, cost_time=0:00:25.461153 2021-04-10 01:37:28,311 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.68ms, fps=1728 images/s, loss=1.1878, top1-acc=65.24%, top5-acc=90.88%, remaining_time=0:00:02.394960, arrival_time=2021-04-10 01:37:30.706246, cost_time=0:00:26.943374 2021-04-10 01:37:29,784 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.92ms, fps=1739 images/s, loss=1.1916, top1-acc=65.14%, top5-acc=90.82%, remaining_time=0:00:00.897354, arrival_time=2021-04-10 01:37:30.681342, cost_time=0:00:28.416173 2021-04-10 01:37:30,594 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.84ms, fps=1679 images/s, loss=1.1955, top1-acc=65.10%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:30.594354, cost_time=0:00:29.226546 2021-04-10 01:37:31,009 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.20ms, fps=6197 images/s, loss=2.1135, top1-acc=47.54%, top5-acc=77.27%, remaining_time=0:00:01.239210, arrival_time=2021-04-10 01:37:32.248761, cost_time=0:00:00.413071 2021-04-10 01:37:31,311 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=2.49ms, fps=8505 images/s, loss=2.0739, top1-acc=47.52%, top5-acc=77.70%, remaining_time=0:00:00.714520, arrival_time=2021-04-10 01:37:32.025521, cost_time=0:00:00.714517 2021-04-10 01:37:31,618 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=2.74ms, fps=8340 images/s, loss=2.0632, top1-acc=47.42%, top5-acc=77.54%, remaining_time=0:00:00.340650, arrival_time=2021-04-10 01:37:31.959075, cost_time=0:00:01.021947 2021-04-10 01:37:31,908 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.10ms, fps=8021 images/s, loss=2.0642, top1-acc=47.05%, top5-acc=77.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:31.908141, cost_time=0:00:01.311685 2021-04-10 01:37:31,996 INFO : Epoch=0030 complete, best val top1-acc=53.54%, top5-acc=81.60% (epoch=29), remaining_time=1:26:40.187970, arrival_time=2021-04-10 03:04:12.184705, cost_time=0:15:17.680242 2021-04-10 01:37:31,997 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:37:33,697 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=2.87ms, fps=1506 images/s, loss=1.1945, top1-acc=65.82%, top5-acc=90.31%, remaining_time=0:00:31.619628, arrival_time=2021-04-10 01:38:05.317505, cost_time=0:00:01.699984 2021-04-10 01:37:35,186 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.40ms, fps=1721 images/s, loss=1.1728, top1-acc=65.98%, top5-acc=90.82%, remaining_time=0:00:28.056688, arrival_time=2021-04-10 01:38:03.242806, cost_time=0:00:03.188255 2021-04-10 01:37:36,685 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.41ms, fps=1708 images/s, loss=1.1551, top1-acc=66.28%, top5-acc=91.05%, remaining_time=0:00:25.940156, arrival_time=2021-04-10 01:38:02.625908, cost_time=0:00:04.687973 2021-04-10 01:37:38,169 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.34ms, fps=1726 images/s, loss=1.1680, top1-acc=65.75%, top5-acc=90.95%, remaining_time=0:00:24.069240, arrival_time=2021-04-10 01:38:02.238643, cost_time=0:00:06.171598 2021-04-10 01:37:39,647 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.48ms, fps=1732 images/s, loss=1.1595, top1-acc=66.03%, top5-acc=91.16%, remaining_time=0:00:22.337562, arrival_time=2021-04-10 01:38:01.985173, cost_time=0:00:07.649837 2021-04-10 01:37:41,134 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.50ms, fps=1722 images/s, loss=1.1630, top1-acc=65.75%, top5-acc=91.12%, remaining_time=0:00:20.710352, arrival_time=2021-04-10 01:38:01.845076, cost_time=0:00:09.136925 2021-04-10 01:37:42,610 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.38ms, fps=1736 images/s, loss=1.1664, top1-acc=65.70%, top5-acc=91.13%, remaining_time=0:00:19.102356, arrival_time=2021-04-10 01:38:01.712522, cost_time=0:00:10.612433 2021-04-10 01:37:44,086 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.54ms, fps=1735 images/s, loss=1.1726, top1-acc=65.45%, top5-acc=91.06%, remaining_time=0:00:17.528180, arrival_time=2021-04-10 01:38:01.614273, cost_time=0:00:12.088366 2021-04-10 01:37:45,581 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=4.49ms, fps=1713 images/s, loss=1.1733, top1-acc=65.45%, top5-acc=91.12%, remaining_time=0:00:15.998474, arrival_time=2021-04-10 01:38:01.579881, cost_time=0:00:13.583595 2021-04-10 01:37:47,067 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.40ms, fps=1723 images/s, loss=1.1754, top1-acc=65.47%, top5-acc=91.05%, remaining_time=0:00:14.467008, arrival_time=2021-04-10 01:38:01.534583, cost_time=0:00:15.069773 2021-04-10 01:37:48,553 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=2.07ms, fps=1724 images/s, loss=1.1827, top1-acc=65.31%, top5-acc=90.94%, remaining_time=0:00:12.943258, arrival_time=2021-04-10 01:38:01.496401, cost_time=0:00:16.555340 2021-04-10 01:37:50,031 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.82ms, fps=1732 images/s, loss=1.1841, top1-acc=65.34%, top5-acc=90.91%, remaining_time=0:00:11.421508, arrival_time=2021-04-10 01:38:01.453207, cost_time=0:00:18.033972 2021-04-10 01:37:51,514 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.47ms, fps=1728 images/s, loss=1.1828, top1-acc=65.37%, top5-acc=90.97%, remaining_time=0:00:09.908184, arrival_time=2021-04-10 01:38:01.422111, cost_time=0:00:19.516134 2021-04-10 01:37:52,999 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.88ms, fps=1724 images/s, loss=1.1871, top1-acc=65.21%, top5-acc=90.92%, remaining_time=0:00:08.400784, arrival_time=2021-04-10 01:38:01.400548, cost_time=0:00:21.002025 2021-04-10 01:37:54,479 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.59ms, fps=1730 images/s, loss=1.1872, top1-acc=65.23%, top5-acc=90.91%, remaining_time=0:00:06.894526, arrival_time=2021-04-10 01:38:01.374441, cost_time=0:00:22.482185 2021-04-10 01:37:55,951 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=2.24ms, fps=1740 images/s, loss=1.1922, top1-acc=65.06%, top5-acc=90.84%, remaining_time=0:00:05.389596, arrival_time=2021-04-10 01:38:01.341199, cost_time=0:00:23.953826 2021-04-10 01:37:57,432 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=1.94ms, fps=1729 images/s, loss=1.1926, top1-acc=65.06%, top5-acc=90.85%, remaining_time=0:00:03.890068, arrival_time=2021-04-10 01:38:01.322944, cost_time=0:00:25.435101 2021-04-10 01:37:58,914 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.33ms, fps=1729 images/s, loss=1.1923, top1-acc=65.09%, top5-acc=90.84%, remaining_time=0:00:02.392560, arrival_time=2021-04-10 01:38:01.306716, cost_time=0:00:26.916353 2021-04-10 01:38:00,401 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.89ms, fps=1721 images/s, loss=1.1940, top1-acc=65.08%, top5-acc=90.82%, remaining_time=0:00:00.896970, arrival_time=2021-04-10 01:38:01.298881, cost_time=0:00:28.404131 2021-04-10 01:38:01,209 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.59ms, fps=1686 images/s, loss=1.1962, top1-acc=65.06%, top5-acc=90.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:01.209263, cost_time=0:00:29.211527 2021-04-10 01:38:01,615 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=5.02ms, fps=6320 images/s, loss=2.2100, top1-acc=46.45%, top5-acc=77.81%, remaining_time=0:00:01.215120, arrival_time=2021-04-10 01:38:02.830898, cost_time=0:00:00.405036 2021-04-10 01:38:01,919 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=0.30ms, fps=8437 images/s, loss=2.1863, top1-acc=46.46%, top5-acc=77.36%, remaining_time=0:00:00.708920, arrival_time=2021-04-10 01:38:02.628580, cost_time=0:00:00.708923 2021-04-10 01:38:02,220 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.41ms, fps=8534 images/s, loss=2.1837, top1-acc=46.41%, top5-acc=77.36%, remaining_time=0:00:00.336440, arrival_time=2021-04-10 01:38:02.556469, cost_time=0:00:01.009321 2021-04-10 01:38:02,494 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.06ms, fps=8449 images/s, loss=2.2471, top1-acc=46.21%, top5-acc=77.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:02.494951, cost_time=0:00:01.284270 2021-04-10 01:38:02,548 INFO : Epoch=0031 complete, best val top1-acc=53.54%, top5-acc=81.60% (epoch=29), remaining_time=1:26:09.394815, arrival_time=2021-04-10 03:04:11.943491, cost_time=0:15:48.232180 2021-04-10 01:38:02,549 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:38:04,252 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=2.03ms, fps=1504 images/s, loss=1.2119, top1-acc=65.39%, top5-acc=90.74%, remaining_time=0:00:31.661850, arrival_time=2021-04-10 01:38:35.913946, cost_time=0:00:01.702251 2021-04-10 01:38:05,748 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=2.51ms, fps=1712 images/s, loss=1.1822, top1-acc=65.64%, top5-acc=91.46%, remaining_time=0:00:28.144336, arrival_time=2021-04-10 01:38:33.892414, cost_time=0:00:03.198218 2021-04-10 01:38:07,227 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.54ms, fps=1732 images/s, loss=1.1737, top1-acc=65.99%, top5-acc=91.46%, remaining_time=0:00:25.880728, arrival_time=2021-04-10 01:38:33.107742, cost_time=0:00:04.677250 2021-04-10 01:38:08,708 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.78ms, fps=1729 images/s, loss=1.1648, top1-acc=66.00%, top5-acc=91.57%, remaining_time=0:00:24.017448, arrival_time=2021-04-10 01:38:32.725525, cost_time=0:00:06.158315 2021-04-10 01:38:10,186 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=1.1633, top1-acc=66.02%, top5-acc=91.59%, remaining_time=0:00:22.299310, arrival_time=2021-04-10 01:38:32.485815, cost_time=0:00:07.636758 2021-04-10 01:38:11,662 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=1.1576, top1-acc=66.07%, top5-acc=91.69%, remaining_time=0:00:20.654592, arrival_time=2021-04-10 01:38:32.316636, cost_time=0:00:09.112329 2021-04-10 01:38:13,140 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=1.1570, top1-acc=66.07%, top5-acc=91.63%, remaining_time=0:00:19.063044, arrival_time=2021-04-10 01:38:32.203326, cost_time=0:00:10.590569 2021-04-10 01:38:14,622 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.84ms, fps=1728 images/s, loss=1.1616, top1-acc=66.10%, top5-acc=91.50%, remaining_time=0:00:17.505444, arrival_time=2021-04-10 01:38:32.127978, cost_time=0:00:12.072750 2021-04-10 01:38:16,098 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.84ms, fps=1735 images/s, loss=1.1614, top1-acc=66.16%, top5-acc=91.52%, remaining_time=0:00:15.957028, arrival_time=2021-04-10 01:38:32.055203, cost_time=0:00:13.548462 2021-04-10 01:38:17,568 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=1.1654, top1-acc=66.11%, top5-acc=91.41%, remaining_time=0:00:14.418048, arrival_time=2021-04-10 01:38:31.986655, cost_time=0:00:15.018821 2021-04-10 01:38:19,052 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.41ms, fps=1726 images/s, loss=1.1619, top1-acc=66.27%, top5-acc=91.50%, remaining_time=0:00:12.901978, arrival_time=2021-04-10 01:38:31.954256, cost_time=0:00:16.502564 2021-04-10 01:38:20,530 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.54ms, fps=1733 images/s, loss=1.1619, top1-acc=66.32%, top5-acc=91.51%, remaining_time=0:00:11.387688, arrival_time=2021-04-10 01:38:31.917933, cost_time=0:00:17.980533 2021-04-10 01:38:22,008 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=1.1616, top1-acc=66.28%, top5-acc=91.50%, remaining_time=0:00:09.879144, arrival_time=2021-04-10 01:38:31.887800, cost_time=0:00:19.458937 2021-04-10 01:38:23,489 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=2.04ms, fps=1730 images/s, loss=1.1678, top1-acc=66.10%, top5-acc=91.43%, remaining_time=0:00:08.375752, arrival_time=2021-04-10 01:38:31.864874, cost_time=0:00:20.939414 2021-04-10 01:38:24,964 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.52ms, fps=1736 images/s, loss=1.1727, top1-acc=65.95%, top5-acc=91.34%, remaining_time=0:00:06.873734, arrival_time=2021-04-10 01:38:31.837991, cost_time=0:00:22.414401 2021-04-10 01:38:26,439 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.99ms, fps=1736 images/s, loss=1.1771, top1-acc=65.83%, top5-acc=91.28%, remaining_time=0:00:05.375196, arrival_time=2021-04-10 01:38:31.814724, cost_time=0:00:23.889821 2021-04-10 01:38:27,908 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=1.1765, top1-acc=65.88%, top5-acc=91.28%, remaining_time=0:00:03.878316, arrival_time=2021-04-10 01:38:31.786314, cost_time=0:00:25.358243 2021-04-10 01:38:29,389 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.48ms, fps=1729 images/s, loss=1.1786, top1-acc=65.77%, top5-acc=91.26%, remaining_time=0:00:02.385744, arrival_time=2021-04-10 01:38:31.775110, cost_time=0:00:26.839588 2021-04-10 01:38:30,874 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.41ms, fps=1725 images/s, loss=1.1801, top1-acc=65.75%, top5-acc=91.22%, remaining_time=0:00:00.894456, arrival_time=2021-04-10 01:38:31.768635, cost_time=0:00:28.324470 2021-04-10 01:38:31,664 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.26ms, fps=1721 images/s, loss=1.1795, top1-acc=65.82%, top5-acc=91.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:31.664642, cost_time=0:00:29.114929 2021-04-10 01:38:32,070 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=0.41ms, fps=6326 images/s, loss=1.6162, top1-acc=55.94%, top5-acc=83.95%, remaining_time=0:00:01.213920, arrival_time=2021-04-10 01:38:33.284617, cost_time=0:00:00.404638 2021-04-10 01:38:32,372 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.84ms, fps=8505 images/s, loss=1.6243, top1-acc=55.12%, top5-acc=84.24%, remaining_time=0:00:00.706400, arrival_time=2021-04-10 01:38:33.078846, cost_time=0:00:00.706390 2021-04-10 01:38:32,668 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.73ms, fps=8650 images/s, loss=1.6178, top1-acc=55.21%, top5-acc=84.44%, remaining_time=0:00:00.334270, arrival_time=2021-04-10 01:38:33.003150, cost_time=0:00:01.002822 2021-04-10 01:38:32,948 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.06ms, fps=8317 images/s, loss=1.6388, top1-acc=55.64%, top5-acc=84.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:32.948237, cost_time=0:00:01.282242 2021-04-10 01:38:33,063 INFO : Epoch=0032 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:25:38.421624, arrival_time=2021-04-10 03:04:11.485107, cost_time=0:16:18.746984 2021-04-10 01:38:33,064 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:38:34,756 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.22ms, fps=1513 images/s, loss=1.0870, top1-acc=68.12%, top5-acc=92.19%, remaining_time=0:00:31.462830, arrival_time=2021-04-10 01:39:06.218882, cost_time=0:00:01.691548 2021-04-10 01:38:36,253 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.44ms, fps=1710 images/s, loss=1.0889, top1-acc=67.95%, top5-acc=92.07%, remaining_time=0:00:28.061440, arrival_time=2021-04-10 01:39:04.314739, cost_time=0:00:03.188798 2021-04-10 01:38:37,765 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.38ms, fps=1694 images/s, loss=1.0953, top1-acc=67.94%, top5-acc=92.15%, remaining_time=0:00:26.011868, arrival_time=2021-04-10 01:39:03.777289, cost_time=0:00:04.700926 2021-04-10 01:38:39,258 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.84ms, fps=1716 images/s, loss=1.0984, top1-acc=67.63%, top5-acc=92.29%, remaining_time=0:00:24.154728, arrival_time=2021-04-10 01:39:03.412709, cost_time=0:00:06.193527 2021-04-10 01:38:40,730 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.99ms, fps=1739 images/s, loss=1.1043, top1-acc=67.59%, top5-acc=92.12%, remaining_time=0:00:22.383552, arrival_time=2021-04-10 01:39:03.113598, cost_time=0:00:07.665592 2021-04-10 01:38:42,205 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=2.55ms, fps=1736 images/s, loss=1.1199, top1-acc=67.07%, top5-acc=91.87%, remaining_time=0:00:20.718784, arrival_time=2021-04-10 01:39:02.923927, cost_time=0:00:09.140653 2021-04-10 01:38:43,684 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.78ms, fps=1731 images/s, loss=1.1327, top1-acc=66.82%, top5-acc=91.61%, remaining_time=0:00:19.116720, arrival_time=2021-04-10 01:39:02.801574, cost_time=0:00:10.620385 2021-04-10 01:38:45,190 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.90ms, fps=1701 images/s, loss=1.1387, top1-acc=66.59%, top5-acc=91.58%, remaining_time=0:00:17.582004, arrival_time=2021-04-10 01:39:02.772015, cost_time=0:00:12.125524 2021-04-10 01:38:46,667 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=1.1411, top1-acc=66.49%, top5-acc=91.57%, remaining_time=0:00:16.020946, arrival_time=2021-04-10 01:39:02.688163, cost_time=0:00:13.602715 2021-04-10 01:38:48,146 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.50ms, fps=1731 images/s, loss=1.1460, top1-acc=66.28%, top5-acc=91.46%, remaining_time=0:00:14.478624, arrival_time=2021-04-10 01:39:02.625124, cost_time=0:00:15.081920 2021-04-10 01:38:49,629 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=1.1454, top1-acc=66.26%, top5-acc=91.46%, remaining_time=0:00:12.950482, arrival_time=2021-04-10 01:39:02.579557, cost_time=0:00:16.564567 2021-04-10 01:38:51,103 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.96ms, fps=1737 images/s, loss=1.1446, top1-acc=66.26%, top5-acc=91.50%, remaining_time=0:00:11.424700, arrival_time=2021-04-10 01:39:02.528241, cost_time=0:00:18.039033 2021-04-10 01:38:52,576 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.50ms, fps=1738 images/s, loss=1.1479, top1-acc=66.19%, top5-acc=91.45%, remaining_time=0:00:09.906138, arrival_time=2021-04-10 01:39:02.482743, cost_time=0:00:19.512117 2021-04-10 01:38:54,060 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.91ms, fps=1726 images/s, loss=1.1518, top1-acc=66.14%, top5-acc=91.41%, remaining_time=0:00:08.398320, arrival_time=2021-04-10 01:39:02.458556, cost_time=0:00:20.995780 2021-04-10 01:38:55,535 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=1.1557, top1-acc=66.04%, top5-acc=91.35%, remaining_time=0:00:06.891260, arrival_time=2021-04-10 01:39:02.427213, cost_time=0:00:22.471500 2021-04-10 01:38:57,018 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.98ms, fps=1728 images/s, loss=1.1555, top1-acc=65.95%, top5-acc=91.40%, remaining_time=0:00:05.389560, arrival_time=2021-04-10 01:39:02.407555, cost_time=0:00:23.953540 2021-04-10 01:38:58,499 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=1.1580, top1-acc=65.97%, top5-acc=91.35%, remaining_time=0:00:03.889990, arrival_time=2021-04-10 01:39:02.389042, cost_time=0:00:25.434554 2021-04-10 01:38:59,981 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.00ms, fps=1728 images/s, loss=1.1578, top1-acc=66.03%, top5-acc=91.32%, remaining_time=0:00:02.392592, arrival_time=2021-04-10 01:39:02.373626, cost_time=0:00:26.916587 2021-04-10 01:39:01,467 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.48ms, fps=1723 images/s, loss=1.1602, top1-acc=66.00%, top5-acc=91.29%, remaining_time=0:00:00.896928, arrival_time=2021-04-10 01:39:02.364235, cost_time=0:00:28.402803 2021-04-10 01:39:02,267 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.66ms, fps=1700 images/s, loss=1.1588, top1-acc=66.00%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:02.267792, cost_time=0:00:29.203292 2021-04-10 01:39:02,673 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=2.40ms, fps=6350 images/s, loss=1.8939, top1-acc=52.70%, top5-acc=80.74%, remaining_time=0:00:01.209390, arrival_time=2021-04-10 01:39:03.882546, cost_time=0:00:00.403127 2021-04-10 01:39:02,969 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.51ms, fps=8648 images/s, loss=1.8894, top1-acc=52.79%, top5-acc=80.84%, remaining_time=0:00:00.699660, arrival_time=2021-04-10 01:39:03.669346, cost_time=0:00:00.699662 2021-04-10 01:39:03,267 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.45ms, fps=8624 images/s, loss=1.8957, top1-acc=52.60%, top5-acc=80.65%, remaining_time=0:00:00.332330, arrival_time=2021-04-10 01:39:03.599312, cost_time=0:00:00.996992 2021-04-10 01:39:03,541 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.07ms, fps=8459 images/s, loss=1.8942, top1-acc=52.52%, top5-acc=80.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:03.541561, cost_time=0:00:01.271597 2021-04-10 01:39:03,594 INFO : Epoch=0033 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:25:07.560231, arrival_time=2021-04-10 03:04:11.155088, cost_time=0:16:49.278366 2021-04-10 01:39:03,595 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:39:05,272 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.32ms, fps=1527 images/s, loss=1.1926, top1-acc=64.92%, top5-acc=90.90%, remaining_time=0:00:31.180668, arrival_time=2021-04-10 01:39:36.452913, cost_time=0:00:01.676381 2021-04-10 01:39:06,753 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=1.1574, top1-acc=66.33%, top5-acc=91.27%, remaining_time=0:00:27.788464, arrival_time=2021-04-10 01:39:34.542161, cost_time=0:00:03.157789 2021-04-10 01:39:08,237 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.82ms, fps=1726 images/s, loss=1.1359, top1-acc=66.65%, top5-acc=91.67%, remaining_time=0:00:25.685014, arrival_time=2021-04-10 01:39:33.922743, cost_time=0:00:04.641860 2021-04-10 01:39:09,719 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.96ms, fps=1728 images/s, loss=1.1364, top1-acc=66.64%, top5-acc=91.44%, remaining_time=0:00:23.882040, arrival_time=2021-04-10 01:39:33.601533, cost_time=0:00:06.123589 2021-04-10 01:39:11,211 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.75ms, fps=1717 images/s, loss=1.1330, top1-acc=66.74%, top5-acc=91.43%, remaining_time=0:00:22.236092, arrival_time=2021-04-10 01:39:33.447090, cost_time=0:00:07.615107 2021-04-10 01:39:12,694 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.52ms, fps=1727 images/s, loss=1.1279, top1-acc=66.84%, top5-acc=91.55%, remaining_time=0:00:20.622768, arrival_time=2021-04-10 01:39:33.316889, cost_time=0:00:09.098254 2021-04-10 01:39:14,167 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=1.96ms, fps=1738 images/s, loss=1.1298, top1-acc=66.92%, top5-acc=91.47%, remaining_time=0:00:19.029024, arrival_time=2021-04-10 01:39:33.196633, cost_time=0:00:10.571677 2021-04-10 01:39:15,669 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.91ms, fps=1706 images/s, loss=1.1356, top1-acc=66.90%, top5-acc=91.47%, remaining_time=0:00:17.506024, arrival_time=2021-04-10 01:39:33.175109, cost_time=0:00:12.073142 2021-04-10 01:39:17,149 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.92ms, fps=1730 images/s, loss=1.1405, top1-acc=66.72%, top5-acc=91.48%, remaining_time=0:00:15.962752, arrival_time=2021-04-10 01:39:33.111902, cost_time=0:00:13.553292 2021-04-10 01:39:18,629 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.87ms, fps=1730 images/s, loss=1.1442, top1-acc=66.64%, top5-acc=91.39%, remaining_time=0:00:14.432448, arrival_time=2021-04-10 01:39:33.062130, cost_time=0:00:15.033821 2021-04-10 01:39:20,103 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.90ms, fps=1737 images/s, loss=1.1474, top1-acc=66.57%, top5-acc=91.34%, remaining_time=0:00:12.906106, arrival_time=2021-04-10 01:39:33.009835, cost_time=0:00:16.507827 2021-04-10 01:39:21,583 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=1.1469, top1-acc=66.53%, top5-acc=91.33%, remaining_time=0:00:11.392020, arrival_time=2021-04-10 01:39:32.975348, cost_time=0:00:17.987402 2021-04-10 01:39:23,061 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.84ms, fps=1733 images/s, loss=1.1473, top1-acc=66.53%, top5-acc=91.35%, remaining_time=0:00:09.882378, arrival_time=2021-04-10 01:39:32.943511, cost_time=0:00:19.465279 2021-04-10 01:39:24,542 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.10ms, fps=1729 images/s, loss=1.1519, top1-acc=66.39%, top5-acc=91.29%, remaining_time=0:00:08.378440, arrival_time=2021-04-10 01:39:32.920497, cost_time=0:00:20.946153 2021-04-10 01:39:26,030 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.97ms, fps=1722 images/s, loss=1.1519, top1-acc=66.43%, top5-acc=91.27%, remaining_time=0:00:06.879944, arrival_time=2021-04-10 01:39:32.910491, cost_time=0:00:22.434545 2021-04-10 01:39:27,501 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.58ms, fps=1742 images/s, loss=1.1566, top1-acc=66.27%, top5-acc=91.23%, remaining_time=0:00:05.378652, arrival_time=2021-04-10 01:39:32.879766, cost_time=0:00:23.905195 2021-04-10 01:39:28,996 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.84ms, fps=1713 images/s, loss=1.1561, top1-acc=66.28%, top5-acc=91.21%, remaining_time=0:00:03.884842, arrival_time=2021-04-10 01:39:32.881725, cost_time=0:00:25.400876 2021-04-10 01:39:30,478 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.56ms, fps=1729 images/s, loss=1.1581, top1-acc=66.24%, top5-acc=91.20%, remaining_time=0:00:02.389536, arrival_time=2021-04-10 01:39:32.867697, cost_time=0:00:26.882260 2021-04-10 01:39:31,960 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.26ms, fps=1728 images/s, loss=1.1584, top1-acc=66.21%, top5-acc=91.22%, remaining_time=0:00:00.895722, arrival_time=2021-04-10 01:39:32.856191, cost_time=0:00:28.364540 2021-04-10 01:39:32,753 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.22ms, fps=1717 images/s, loss=1.1583, top1-acc=66.18%, top5-acc=91.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:32.753017, cost_time=0:00:29.157110 2021-04-10 01:39:33,160 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=6.53ms, fps=6318 images/s, loss=2.1533, top1-acc=48.59%, top5-acc=77.30%, remaining_time=0:00:01.215510, arrival_time=2021-04-10 01:39:34.375827, cost_time=0:00:00.405174 2021-04-10 01:39:33,461 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=2.24ms, fps=8521 images/s, loss=2.0803, top1-acc=49.86%, top5-acc=78.55%, remaining_time=0:00:00.706080, arrival_time=2021-04-10 01:39:34.167313, cost_time=0:00:00.706083 2021-04-10 01:39:33,769 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.93ms, fps=8318 images/s, loss=2.0576, top1-acc=50.14%, top5-acc=78.96%, remaining_time=0:00:00.338100, arrival_time=2021-04-10 01:39:34.107677, cost_time=0:00:01.014314 2021-04-10 01:39:34,051 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.07ms, fps=8251 images/s, loss=2.0249, top1-acc=50.34%, top5-acc=78.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:34.051362, cost_time=0:00:01.296252 2021-04-10 01:39:34,144 INFO : Epoch=0034 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:24:36.805888, arrival_time=2021-04-10 03:04:10.950129, cost_time=0:17:19.827725 2021-04-10 01:39:34,145 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:39:35,866 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.22ms, fps=1488 images/s, loss=1.1723, top1-acc=64.84%, top5-acc=90.98%, remaining_time=0:00:31.996650, arrival_time=2021-04-10 01:40:07.862844, cost_time=0:00:01.720247 2021-04-10 01:39:37,345 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.36ms, fps=1731 images/s, loss=1.1347, top1-acc=65.84%, top5-acc=91.52%, remaining_time=0:00:28.153136, arrival_time=2021-04-10 01:40:05.498343, cost_time=0:00:03.199213 2021-04-10 01:39:38,826 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=2.19ms, fps=1729 images/s, loss=1.1242, top1-acc=66.03%, top5-acc=91.86%, remaining_time=0:00:25.900150, arrival_time=2021-04-10 01:40:04.726893, cost_time=0:00:04.680745 2021-04-10 01:39:40,307 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.45ms, fps=1730 images/s, loss=1.1166, top1-acc=66.46%, top5-acc=92.01%, remaining_time=0:00:24.029616, arrival_time=2021-04-10 01:40:04.337025, cost_time=0:00:06.161426 2021-04-10 01:39:41,793 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.72ms, fps=1724 images/s, loss=1.1179, top1-acc=66.59%, top5-acc=91.77%, remaining_time=0:00:22.329678, arrival_time=2021-04-10 01:40:04.122907, cost_time=0:00:07.647144 2021-04-10 01:39:43,272 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.72ms, fps=1732 images/s, loss=1.1118, top1-acc=66.80%, top5-acc=92.00%, remaining_time=0:00:20.686144, arrival_time=2021-04-10 01:40:03.958364, cost_time=0:00:09.126270 2021-04-10 01:39:44,750 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.88ms, fps=1733 images/s, loss=1.1128, top1-acc=67.13%, top5-acc=91.96%, remaining_time=0:00:19.087614, arrival_time=2021-04-10 01:40:03.837951, cost_time=0:00:10.604251 2021-04-10 01:39:46,230 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.52ms, fps=1731 images/s, loss=1.1099, top1-acc=67.26%, top5-acc=92.10%, remaining_time=0:00:17.522264, arrival_time=2021-04-10 01:40:03.752577, cost_time=0:00:12.084351 2021-04-10 01:39:47,710 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.39ms, fps=1730 images/s, loss=1.1151, top1-acc=67.01%, top5-acc=92.03%, remaining_time=0:00:15.976108, arrival_time=2021-04-10 01:40:03.686696, cost_time=0:00:13.564636 2021-04-10 01:39:49,191 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.87ms, fps=1729 images/s, loss=1.1196, top1-acc=66.93%, top5-acc=91.95%, remaining_time=0:00:14.443488, arrival_time=2021-04-10 01:40:03.634777, cost_time=0:00:15.045299 2021-04-10 01:39:50,657 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.97ms, fps=1747 images/s, loss=1.1270, top1-acc=66.78%, top5-acc=91.87%, remaining_time=0:00:12.908686, arrival_time=2021-04-10 01:40:03.565998, cost_time=0:00:16.511147 2021-04-10 01:39:52,143 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=2.10ms, fps=1723 images/s, loss=1.1343, top1-acc=66.70%, top5-acc=91.75%, remaining_time=0:00:11.398404, arrival_time=2021-04-10 01:40:03.541825, cost_time=0:00:17.997471 2021-04-10 01:39:53,642 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.46ms, fps=1708 images/s, loss=1.1379, top1-acc=66.63%, top5-acc=91.66%, remaining_time=0:00:09.898218, arrival_time=2021-04-10 01:40:03.540612, cost_time=0:00:19.496431 2021-04-10 01:39:55,131 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.68ms, fps=1719 images/s, loss=1.1396, top1-acc=66.60%, top5-acc=91.65%, remaining_time=0:00:08.394288, arrival_time=2021-04-10 01:40:03.526053, cost_time=0:00:20.985773 2021-04-10 01:39:56,605 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.51ms, fps=1738 images/s, loss=1.1415, top1-acc=66.58%, top5-acc=91.63%, remaining_time=0:00:06.887580, arrival_time=2021-04-10 01:40:03.493012, cost_time=0:00:22.459483 2021-04-10 01:39:58,086 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=1.1424, top1-acc=66.61%, top5-acc=91.64%, remaining_time=0:00:05.386608, arrival_time=2021-04-10 01:40:03.473072, cost_time=0:00:23.940514 2021-04-10 01:39:59,560 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=2.11ms, fps=1737 images/s, loss=1.1449, top1-acc=66.53%, top5-acc=91.60%, remaining_time=0:00:03.886948, arrival_time=2021-04-10 01:40:03.447590, cost_time=0:00:25.414692 2021-04-10 01:40:01,043 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.59ms, fps=1727 images/s, loss=1.1472, top1-acc=66.49%, top5-acc=91.55%, remaining_time=0:00:02.390912, arrival_time=2021-04-10 01:40:03.434673, cost_time=0:00:26.897773 2021-04-10 01:40:02,526 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.40ms, fps=1727 images/s, loss=1.1484, top1-acc=66.47%, top5-acc=91.56%, remaining_time=0:00:00.896220, arrival_time=2021-04-10 01:40:03.422409, cost_time=0:00:28.380237 2021-04-10 01:40:03,317 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.37ms, fps=1719 images/s, loss=1.1483, top1-acc=66.48%, top5-acc=91.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:03.317717, cost_time=0:00:29.171771 2021-04-10 01:40:03,737 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=2.09ms, fps=6126 images/s, loss=2.0113, top1-acc=49.34%, top5-acc=79.69%, remaining_time=0:00:01.253460, arrival_time=2021-04-10 01:40:04.990631, cost_time=0:00:00.417820 2021-04-10 01:40:04,039 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.29ms, fps=8484 images/s, loss=2.0059, top1-acc=48.93%, top5-acc=79.90%, remaining_time=0:00:00.720320, arrival_time=2021-04-10 01:40:04.759792, cost_time=0:00:00.720320 2021-04-10 01:40:04,336 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=1.80ms, fps=8628 images/s, loss=2.0100, top1-acc=49.39%, top5-acc=79.82%, remaining_time=0:00:00.339130, arrival_time=2021-04-10 01:40:04.675726, cost_time=0:00:01.017380 2021-04-10 01:40:04,611 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.07ms, fps=8465 images/s, loss=2.0212, top1-acc=49.29%, top5-acc=79.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:04.611105, cost_time=0:00:01.291980 2021-04-10 01:40:04,700 INFO : Epoch=0035 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:24:06.096000, arrival_time=2021-04-10 03:04:10.796483, cost_time=0:17:50.383984 2021-04-10 01:40:04,701 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:40:06,371 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.81ms, fps=1533 images/s, loss=1.1175, top1-acc=67.62%, top5-acc=91.99%, remaining_time=0:00:31.054932, arrival_time=2021-04-10 01:40:37.426112, cost_time=0:00:01.669618 2021-04-10 01:40:07,862 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.88ms, fps=1717 images/s, loss=1.1154, top1-acc=67.38%, top5-acc=91.97%, remaining_time=0:00:27.816448, arrival_time=2021-04-10 01:40:35.678972, cost_time=0:00:03.160957 2021-04-10 01:40:09,354 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.41ms, fps=1716 images/s, loss=1.1018, top1-acc=67.58%, top5-acc=91.90%, remaining_time=0:00:25.748592, arrival_time=2021-04-10 01:40:35.103499, cost_time=0:00:04.653347 2021-04-10 01:40:10,850 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.88ms, fps=1712 images/s, loss=1.0818, top1-acc=68.17%, top5-acc=92.29%, remaining_time=0:00:23.980944, arrival_time=2021-04-10 01:40:34.831533, cost_time=0:00:06.148950 2021-04-10 01:40:12,330 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=1.0903, top1-acc=67.84%, top5-acc=92.20%, remaining_time=0:00:22.274636, arrival_time=2021-04-10 01:40:34.604586, cost_time=0:00:07.628285 2021-04-10 01:40:13,803 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=1.0989, top1-acc=67.61%, top5-acc=92.17%, remaining_time=0:00:20.630112, arrival_time=2021-04-10 01:40:34.433200, cost_time=0:00:09.101550 2021-04-10 01:40:15,302 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.79ms, fps=1707 images/s, loss=1.1073, top1-acc=67.38%, top5-acc=92.06%, remaining_time=0:00:19.082448, arrival_time=2021-04-10 01:40:34.385365, cost_time=0:00:10.601352 2021-04-10 01:40:16,787 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.37ms, fps=1725 images/s, loss=1.1167, top1-acc=67.08%, top5-acc=91.98%, remaining_time=0:00:17.524816, arrival_time=2021-04-10 01:40:34.312556, cost_time=0:00:12.086071 2021-04-10 01:40:18,267 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=2.15ms, fps=1731 images/s, loss=1.1221, top1-acc=66.99%, top5-acc=91.93%, remaining_time=0:00:15.977380, arrival_time=2021-04-10 01:40:34.244659, cost_time=0:00:13.565695 2021-04-10 01:40:19,746 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=1.56ms, fps=1732 images/s, loss=1.1243, top1-acc=66.94%, top5-acc=91.88%, remaining_time=0:00:14.442624, arrival_time=2021-04-10 01:40:34.188605, cost_time=0:00:15.044405 2021-04-10 01:40:21,230 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=2.30ms, fps=1726 images/s, loss=1.1234, top1-acc=66.99%, top5-acc=91.89%, remaining_time=0:00:12.922274, arrival_time=2021-04-10 01:40:34.152317, cost_time=0:00:16.528522 2021-04-10 01:40:22,715 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.83ms, fps=1724 images/s, loss=1.1225, top1-acc=67.00%, top5-acc=91.88%, remaining_time=0:00:11.408816, arrival_time=2021-04-10 01:40:34.124309, cost_time=0:00:18.013897 2021-04-10 01:40:24,194 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.73ms, fps=1731 images/s, loss=1.1220, top1-acc=67.01%, top5-acc=91.87%, remaining_time=0:00:09.896634, arrival_time=2021-04-10 01:40:34.091530, cost_time=0:00:19.493374 2021-04-10 01:40:25,676 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.93ms, fps=1729 images/s, loss=1.1239, top1-acc=66.98%, top5-acc=91.80%, remaining_time=0:00:08.389920, arrival_time=2021-04-10 01:40:34.066266, cost_time=0:00:20.974758 2021-04-10 01:40:27,155 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.34ms, fps=1732 images/s, loss=1.1276, top1-acc=66.91%, top5-acc=91.71%, remaining_time=0:00:06.885740, arrival_time=2021-04-10 01:40:34.040779, cost_time=0:00:22.453472 2021-04-10 01:40:28,628 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.38ms, fps=1738 images/s, loss=1.1323, top1-acc=66.78%, top5-acc=91.62%, remaining_time=0:00:05.383620, arrival_time=2021-04-10 01:40:34.012399, cost_time=0:00:23.927210 2021-04-10 01:40:30,115 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.81ms, fps=1723 images/s, loss=1.1346, top1-acc=66.74%, top5-acc=91.58%, remaining_time=0:00:03.886792, arrival_time=2021-04-10 01:40:34.001978, cost_time=0:00:25.413611 2021-04-10 01:40:31,593 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.87ms, fps=1732 images/s, loss=1.1378, top1-acc=66.66%, top5-acc=91.53%, remaining_time=0:00:02.390416, arrival_time=2021-04-10 01:40:33.984170, cost_time=0:00:26.892233 2021-04-10 01:40:33,073 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.26ms, fps=1730 images/s, loss=1.1382, top1-acc=66.66%, top5-acc=91.55%, remaining_time=0:00:00.895968, arrival_time=2021-04-10 01:40:33.969724, cost_time=0:00:28.372236 2021-04-10 01:40:33,882 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.76ms, fps=1682 images/s, loss=1.1395, top1-acc=66.65%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:33.882827, cost_time=0:00:29.181265 2021-04-10 01:40:34,285 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=1.78ms, fps=6393 images/s, loss=1.7409, top1-acc=53.36%, top5-acc=82.93%, remaining_time=0:00:01.201350, arrival_time=2021-04-10 01:40:35.486796, cost_time=0:00:00.400447 2021-04-10 01:40:34,588 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=2.00ms, fps=8470 images/s, loss=1.7528, top1-acc=53.54%, top5-acc=82.56%, remaining_time=0:00:00.703160, arrival_time=2021-04-10 01:40:35.291295, cost_time=0:00:00.703150 2021-04-10 01:40:34,889 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.28ms, fps=8506 images/s, loss=1.7521, top1-acc=52.73%, top5-acc=82.73%, remaining_time=0:00:00.334860, arrival_time=2021-04-10 01:40:35.224399, cost_time=0:00:01.004586 2021-04-10 01:40:35,173 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.09ms, fps=8198 images/s, loss=1.7560, top1-acc=52.92%, top5-acc=82.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:35.173019, cost_time=0:00:01.287917 2021-04-10 01:40:35,278 INFO : Epoch=0036 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:23:35.494904, arrival_time=2021-04-10 03:04:10.773719, cost_time=0:18:20.962291 2021-04-10 01:40:35,280 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:40:36,978 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=1.31ms, fps=1507 images/s, loss=1.1639, top1-acc=66.76%, top5-acc=90.59%, remaining_time=0:00:31.586148, arrival_time=2021-04-10 01:41:08.564838, cost_time=0:00:01.698182 2021-04-10 01:40:38,462 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.88ms, fps=1726 images/s, loss=1.1238, top1-acc=66.91%, top5-acc=91.84%, remaining_time=0:00:28.001072, arrival_time=2021-04-10 01:41:06.463507, cost_time=0:00:03.181941 2021-04-10 01:40:39,976 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.11ms, fps=1692 images/s, loss=1.1209, top1-acc=67.08%, top5-acc=91.78%, remaining_time=0:00:25.982652, arrival_time=2021-04-10 01:41:05.958841, cost_time=0:00:04.695666 2021-04-10 01:40:41,449 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.93ms, fps=1739 images/s, loss=1.1161, top1-acc=67.29%, top5-acc=91.79%, remaining_time=0:00:24.056760, arrival_time=2021-04-10 01:41:05.505701, cost_time=0:00:06.168416 2021-04-10 01:40:42,931 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=5.24ms, fps=1728 images/s, loss=1.1094, top1-acc=67.46%, top5-acc=91.87%, remaining_time=0:00:22.340190, arrival_time=2021-04-10 01:41:05.271371, cost_time=0:00:07.650726 2021-04-10 01:40:44,402 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.63ms, fps=1740 images/s, loss=1.1127, top1-acc=67.35%, top5-acc=91.93%, remaining_time=0:00:20.677032, arrival_time=2021-04-10 01:41:05.079697, cost_time=0:00:09.122213 2021-04-10 01:40:45,889 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=2.21ms, fps=1722 images/s, loss=1.1177, top1-acc=67.16%, top5-acc=91.85%, remaining_time=0:00:19.096560, arrival_time=2021-04-10 01:41:04.986266, cost_time=0:00:10.609169 2021-04-10 01:40:47,368 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.64ms, fps=1732 images/s, loss=1.1191, top1-acc=67.10%, top5-acc=91.87%, remaining_time=0:00:17.527136, arrival_time=2021-04-10 01:41:04.895348, cost_time=0:00:12.087717 2021-04-10 01:40:48,851 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=2.00ms, fps=1726 images/s, loss=1.1197, top1-acc=66.98%, top5-acc=91.87%, remaining_time=0:00:15.983952, arrival_time=2021-04-10 01:41:04.835720, cost_time=0:00:13.571320 2021-04-10 01:40:50,332 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.87ms, fps=1729 images/s, loss=1.1223, top1-acc=66.85%, top5-acc=91.83%, remaining_time=0:00:14.449824, arrival_time=2021-04-10 01:41:04.782171, cost_time=0:00:15.051899 2021-04-10 01:40:51,808 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.93ms, fps=1735 images/s, loss=1.1222, top1-acc=66.92%, top5-acc=91.79%, remaining_time=0:00:12.921930, arrival_time=2021-04-10 01:41:04.730539, cost_time=0:00:16.528008 2021-04-10 01:40:53,280 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.37ms, fps=1740 images/s, loss=1.1236, top1-acc=66.88%, top5-acc=91.77%, remaining_time=0:00:11.400076, arrival_time=2021-04-10 01:41:04.680733, cost_time=0:00:18.000148 2021-04-10 01:40:54,755 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.59ms, fps=1737 images/s, loss=1.1246, top1-acc=66.84%, top5-acc=91.73%, remaining_time=0:00:09.887130, arrival_time=2021-04-10 01:41:04.642270, cost_time=0:00:19.474693 2021-04-10 01:40:56,233 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.99ms, fps=1733 images/s, loss=1.1235, top1-acc=66.90%, top5-acc=91.72%, remaining_time=0:00:08.381072, arrival_time=2021-04-10 01:41:04.614178, cost_time=0:00:20.952618 2021-04-10 01:40:57,717 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=2.16ms, fps=1725 images/s, loss=1.1252, top1-acc=66.89%, top5-acc=91.71%, remaining_time=0:00:06.880726, arrival_time=2021-04-10 01:41:04.598347, cost_time=0:00:22.437138 2021-04-10 01:40:59,220 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=17.37ms, fps=1704 images/s, loss=1.1236, top1-acc=66.94%, top5-acc=91.72%, remaining_time=0:00:05.386464, arrival_time=2021-04-10 01:41:04.606732, cost_time=0:00:23.939821 2021-04-10 01:41:00,701 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.10ms, fps=1729 images/s, loss=1.1266, top1-acc=66.86%, top5-acc=91.68%, remaining_time=0:00:03.887936, arrival_time=2021-04-10 01:41:04.589451, cost_time=0:00:25.421064 2021-04-10 01:41:02,179 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.39ms, fps=1732 images/s, loss=1.1253, top1-acc=66.92%, top5-acc=91.69%, remaining_time=0:00:02.391056, arrival_time=2021-04-10 01:41:04.570832, cost_time=0:00:26.899326 2021-04-10 01:41:03,668 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.61ms, fps=1721 images/s, loss=1.1282, top1-acc=66.85%, top5-acc=91.65%, remaining_time=0:00:00.896448, arrival_time=2021-04-10 01:41:04.564653, cost_time=0:00:28.387613 2021-04-10 01:41:04,480 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.64ms, fps=1676 images/s, loss=1.1285, top1-acc=66.83%, top5-acc=91.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:04.480484, cost_time=0:00:29.199907 2021-04-10 01:41:04,899 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=3.42ms, fps=6139 images/s, loss=2.0365, top1-acc=47.66%, top5-acc=79.10%, remaining_time=0:00:01.250880, arrival_time=2021-04-10 01:41:06.150673, cost_time=0:00:00.416963 2021-04-10 01:41:05,201 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.29ms, fps=8494 images/s, loss=2.0444, top1-acc=47.93%, top5-acc=79.14%, remaining_time=0:00:00.718900, arrival_time=2021-04-10 01:41:05.920582, cost_time=0:00:00.718901 2021-04-10 01:41:05,499 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.34ms, fps=8601 images/s, loss=2.0232, top1-acc=48.89%, top5-acc=79.60%, remaining_time=0:00:00.338960, arrival_time=2021-04-10 01:41:05.838618, cost_time=0:00:01.016873 2021-04-10 01:41:05,778 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.07ms, fps=8336 images/s, loss=2.0182, top1-acc=49.00%, top5-acc=80.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:05.778295, cost_time=0:00:01.295530 2021-04-10 01:41:05,831 INFO : Epoch=0037 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:23:04.782218, arrival_time=2021-04-10 03:04:10.613697, cost_time=0:18:51.514983 2021-04-10 01:41:05,832 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:41:07,494 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.37ms, fps=1540 images/s, loss=1.1257, top1-acc=65.98%, top5-acc=92.07%, remaining_time=0:00:30.913200, arrival_time=2021-04-10 01:41:38.407631, cost_time=0:00:01.661997 2021-04-10 01:41:08,977 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.57ms, fps=1727 images/s, loss=1.1368, top1-acc=66.33%, top5-acc=91.58%, remaining_time=0:00:27.675296, arrival_time=2021-04-10 01:41:36.652789, cost_time=0:00:03.144921 2021-04-10 01:41:10,461 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.71ms, fps=1726 images/s, loss=1.1281, top1-acc=66.54%, top5-acc=91.82%, remaining_time=0:00:25.611642, arrival_time=2021-04-10 01:41:36.072697, cost_time=0:00:04.628607 2021-04-10 01:41:11,950 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.79ms, fps=1719 images/s, loss=1.1202, top1-acc=66.72%, top5-acc=92.11%, remaining_time=0:00:23.861760, arrival_time=2021-04-10 01:41:35.812651, cost_time=0:00:06.118382 2021-04-10 01:41:13,427 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.83ms, fps=1734 images/s, loss=1.1157, top1-acc=66.91%, top5-acc=92.06%, remaining_time=0:00:22.177692, arrival_time=2021-04-10 01:41:35.605285, cost_time=0:00:07.595089 2021-04-10 01:41:14,912 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=2.15ms, fps=1725 images/s, loss=1.1022, top1-acc=67.22%, top5-acc=92.25%, remaining_time=0:00:20.581288, arrival_time=2021-04-10 01:41:35.493729, cost_time=0:00:09.080007 2021-04-10 01:41:16,389 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.87ms, fps=1734 images/s, loss=1.1061, top1-acc=67.32%, top5-acc=92.05%, remaining_time=0:00:19.002564, arrival_time=2021-04-10 01:41:35.392050, cost_time=0:00:10.556982 2021-04-10 01:41:17,866 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=7.30ms, fps=1734 images/s, loss=1.1105, top1-acc=67.11%, top5-acc=92.01%, remaining_time=0:00:17.449068, arrival_time=2021-04-10 01:41:35.315431, cost_time=0:00:12.033864 2021-04-10 01:41:19,352 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.86ms, fps=1723 images/s, loss=1.1106, top1-acc=67.13%, top5-acc=92.06%, remaining_time=0:00:15.923638, arrival_time=2021-04-10 01:41:35.276132, cost_time=0:00:13.520065 2021-04-10 01:41:20,827 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.02ms, fps=1736 images/s, loss=1.1097, top1-acc=67.23%, top5-acc=92.09%, remaining_time=0:00:14.395392, arrival_time=2021-04-10 01:41:35.223025, cost_time=0:00:14.995155 2021-04-10 01:41:22,300 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.10ms, fps=1738 images/s, loss=1.1132, top1-acc=67.12%, top5-acc=92.11%, remaining_time=0:00:12.875232, arrival_time=2021-04-10 01:41:35.176087, cost_time=0:00:16.468372 2021-04-10 01:41:23,772 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=1.1197, top1-acc=66.92%, top5-acc=92.01%, remaining_time=0:00:11.361924, arrival_time=2021-04-10 01:41:35.134415, cost_time=0:00:17.939923 2021-04-10 01:41:25,265 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.35ms, fps=1715 images/s, loss=1.1218, top1-acc=66.88%, top5-acc=91.93%, remaining_time=0:00:09.866142, arrival_time=2021-04-10 01:41:35.131915, cost_time=0:00:19.433329 2021-04-10 01:41:26,743 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.84ms, fps=1733 images/s, loss=1.1246, top1-acc=66.78%, top5-acc=91.91%, remaining_time=0:00:08.364272, arrival_time=2021-04-10 01:41:35.107488, cost_time=0:00:20.910737 2021-04-10 01:41:28,220 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=1.1284, top1-acc=66.67%, top5-acc=91.86%, remaining_time=0:00:06.865500, arrival_time=2021-04-10 01:41:35.085469, cost_time=0:00:22.387538 2021-04-10 01:41:29,700 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.35ms, fps=1730 images/s, loss=1.1292, top1-acc=66.68%, top5-acc=91.86%, remaining_time=0:00:05.370228, arrival_time=2021-04-10 01:41:35.070375, cost_time=0:00:23.867676 2021-04-10 01:41:31,177 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.50ms, fps=1733 images/s, loss=1.1296, top1-acc=66.70%, top5-acc=91.85%, remaining_time=0:00:03.876288, arrival_time=2021-04-10 01:41:35.053749, cost_time=0:00:25.345026 2021-04-10 01:41:32,660 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.38ms, fps=1726 images/s, loss=1.1293, top1-acc=66.64%, top5-acc=91.87%, remaining_time=0:00:02.384736, arrival_time=2021-04-10 01:41:35.045474, cost_time=0:00:26.828258 2021-04-10 01:41:34,132 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=1.1311, top1-acc=66.63%, top5-acc=91.83%, remaining_time=0:00:00.893694, arrival_time=2021-04-10 01:41:35.026364, cost_time=0:00:28.300239 2021-04-10 01:41:34,932 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.55ms, fps=1701 images/s, loss=1.1322, top1-acc=66.58%, top5-acc=91.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:34.932595, cost_time=0:00:29.100154 2021-04-10 01:41:35,339 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=1.85ms, fps=6309 images/s, loss=1.6727, top1-acc=54.53%, top5-acc=84.34%, remaining_time=0:00:01.217340, arrival_time=2021-04-10 01:41:36.557076, cost_time=0:00:00.405783 2021-04-10 01:41:35,639 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.32ms, fps=8548 images/s, loss=1.7230, top1-acc=54.18%, top5-acc=83.75%, remaining_time=0:00:00.705600, arrival_time=2021-04-10 01:41:36.345306, cost_time=0:00:00.705598 2021-04-10 01:41:35,942 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.88ms, fps=8467 images/s, loss=1.7392, top1-acc=53.89%, top5-acc=83.45%, remaining_time=0:00:00.336250, arrival_time=2021-04-10 01:41:36.278992, cost_time=0:00:01.008762 2021-04-10 01:41:36,233 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=8000 images/s, loss=1.7343, top1-acc=54.02%, top5-acc=83.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:36.233195, cost_time=0:00:01.299204 2021-04-10 01:41:36,321 INFO : Epoch=0038 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:22:33.809016, arrival_time=2021-04-10 03:04:10.130103, cost_time=0:19:22.004565 2021-04-10 01:41:36,322 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:41:38,067 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=0.24ms, fps=1467 images/s, loss=1.0922, top1-acc=68.63%, top5-acc=91.99%, remaining_time=0:00:32.449188, arrival_time=2021-04-10 01:42:10.516511, cost_time=0:00:01.744583 2021-04-10 01:41:39,565 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.34ms, fps=1710 images/s, loss=1.0886, top1-acc=68.44%, top5-acc=92.17%, remaining_time=0:00:28.534000, arrival_time=2021-04-10 01:42:08.099235, cost_time=0:00:03.242491 2021-04-10 01:41:41,045 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.80ms, fps=1730 images/s, loss=1.0797, top1-acc=68.91%, top5-acc=92.19%, remaining_time=0:00:26.133712, arrival_time=2021-04-10 01:42:07.179360, cost_time=0:00:04.722947 2021-04-10 01:41:42,522 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.58ms, fps=1734 images/s, loss=1.0825, top1-acc=68.45%, top5-acc=92.31%, remaining_time=0:00:24.178908, arrival_time=2021-04-10 01:42:06.701377, cost_time=0:00:06.199705 2021-04-10 01:41:43,999 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=2.05ms, fps=1734 images/s, loss=1.0901, top1-acc=68.17%, top5-acc=92.09%, remaining_time=0:00:22.416694, arrival_time=2021-04-10 01:42:06.416384, cost_time=0:00:07.676942 2021-04-10 01:41:45,512 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.79ms, fps=1693 images/s, loss=1.0873, top1-acc=68.16%, top5-acc=92.26%, remaining_time=0:00:20.829216, arrival_time=2021-04-10 01:42:06.341248, cost_time=0:00:09.189337 2021-04-10 01:41:46,996 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.79ms, fps=1725 images/s, loss=1.0876, top1-acc=68.21%, top5-acc=92.31%, remaining_time=0:00:19.212480, arrival_time=2021-04-10 01:42:06.209077, cost_time=0:00:10.673604 2021-04-10 01:41:48,500 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.62ms, fps=1703 images/s, loss=1.0849, top1-acc=68.21%, top5-acc=92.34%, remaining_time=0:00:17.657868, arrival_time=2021-04-10 01:42:06.158494, cost_time=0:00:12.177851 2021-04-10 01:41:49,971 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.55ms, fps=1742 images/s, loss=1.0890, top1-acc=68.06%, top5-acc=92.28%, remaining_time=0:00:16.074370, arrival_time=2021-04-10 01:42:06.045272, cost_time=0:00:13.648052 2021-04-10 01:41:51,446 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=1.0922, top1-acc=67.99%, top5-acc=92.20%, remaining_time=0:00:14.519040, arrival_time=2021-04-10 01:42:05.965746, cost_time=0:00:15.124002 2021-04-10 01:41:52,924 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.45ms, fps=1733 images/s, loss=1.0977, top1-acc=67.91%, top5-acc=92.09%, remaining_time=0:00:12.979636, arrival_time=2021-04-10 01:42:05.904339, cost_time=0:00:16.601852 2021-04-10 01:41:54,405 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.35ms, fps=1730 images/s, loss=1.1032, top1-acc=67.72%, top5-acc=92.01%, remaining_time=0:00:11.452364, arrival_time=2021-04-10 01:42:05.857807, cost_time=0:00:18.082736 2021-04-10 01:41:55,886 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.38ms, fps=1728 images/s, loss=1.1067, top1-acc=67.67%, top5-acc=91.92%, remaining_time=0:00:09.932604, arrival_time=2021-04-10 01:42:05.819482, cost_time=0:00:19.564177 2021-04-10 01:41:57,359 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=1.1092, top1-acc=67.53%, top5-acc=91.89%, remaining_time=0:00:08.414504, arrival_time=2021-04-10 01:42:05.773496, cost_time=0:00:21.036240 2021-04-10 01:41:58,853 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=2.86ms, fps=1714 images/s, loss=1.1067, top1-acc=67.62%, top5-acc=91.91%, remaining_time=0:00:06.909292, arrival_time=2021-04-10 01:42:05.762462, cost_time=0:00:22.530339 2021-04-10 01:42:00,341 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.27ms, fps=1721 images/s, loss=1.1083, top1-acc=67.58%, top5-acc=91.91%, remaining_time=0:00:05.404140, arrival_time=2021-04-10 01:42:05.745347, cost_time=0:00:24.018435 2021-04-10 01:42:01,831 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.41ms, fps=1718 images/s, loss=1.1113, top1-acc=67.47%, top5-acc=91.89%, remaining_time=0:00:03.901352, arrival_time=2021-04-10 01:42:05.732984, cost_time=0:00:25.508850 2021-04-10 01:42:03,309 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=4.39ms, fps=1733 images/s, loss=1.1108, top1-acc=67.48%, top5-acc=91.90%, remaining_time=0:00:02.398816, arrival_time=2021-04-10 01:42:05.708221, cost_time=0:00:26.986700 2021-04-10 01:42:04,787 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.37ms, fps=1733 images/s, loss=1.1140, top1-acc=67.38%, top5-acc=91.85%, remaining_time=0:00:00.898872, arrival_time=2021-04-10 01:42:05.685845, cost_time=0:00:28.464198 2021-04-10 01:42:05,583 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.38ms, fps=1708 images/s, loss=1.1160, top1-acc=67.31%, top5-acc=91.84%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:05.583580, cost_time=0:00:29.260812 2021-04-10 01:42:06,005 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=4.32ms, fps=6100 images/s, loss=1.8624, top1-acc=51.80%, top5-acc=81.21%, remaining_time=0:00:01.259010, arrival_time=2021-04-10 01:42:07.264458, cost_time=0:00:00.419668 2021-04-10 01:42:06,313 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.38ms, fps=8320 images/s, loss=1.8734, top1-acc=51.13%, top5-acc=81.66%, remaining_time=0:00:00.727720, arrival_time=2021-04-10 01:42:07.041239, cost_time=0:00:00.727710 2021-04-10 01:42:06,624 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=0.47ms, fps=8252 images/s, loss=1.8642, top1-acc=51.33%, top5-acc=81.89%, remaining_time=0:00:00.346120, arrival_time=2021-04-10 01:42:06.970379, cost_time=0:00:01.038362 2021-04-10 01:42:06,914 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.09ms, fps=8014 images/s, loss=1.8747, top1-acc=51.16%, top5-acc=81.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:06.914348, cost_time=0:00:01.328527 2021-04-10 01:42:06,985 INFO : Epoch=0039 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:22:03.581733, arrival_time=2021-04-10 03:04:10.567081, cost_time=0:19:52.668854 2021-04-10 01:42:06,986 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:42:08,706 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=1.98ms, fps=1488 images/s, loss=1.1058, top1-acc=67.19%, top5-acc=91.76%, remaining_time=0:00:31.994976, arrival_time=2021-04-10 01:42:40.701472, cost_time=0:00:01.720159 2021-04-10 01:42:10,190 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=2.09ms, fps=1725 images/s, loss=1.0888, top1-acc=67.79%, top5-acc=92.13%, remaining_time=0:00:28.198368, arrival_time=2021-04-10 01:42:38.389074, cost_time=0:00:03.204368 2021-04-10 01:42:11,687 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.36ms, fps=1712 images/s, loss=1.0947, top1-acc=67.76%, top5-acc=92.19%, remaining_time=0:00:26.010540, arrival_time=2021-04-10 01:42:37.697516, cost_time=0:00:04.700686 2021-04-10 01:42:13,172 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.38ms, fps=1724 images/s, loss=1.0801, top1-acc=68.18%, top5-acc=92.48%, remaining_time=0:00:24.124932, arrival_time=2021-04-10 01:42:37.297181, cost_time=0:00:06.185875 2021-04-10 01:42:14,676 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=2.30ms, fps=1702 images/s, loss=1.0886, top1-acc=67.91%, top5-acc=92.30%, remaining_time=0:00:22.455676, arrival_time=2021-04-10 01:42:37.132347, cost_time=0:00:07.690280 2021-04-10 01:42:16,156 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.75ms, fps=1731 images/s, loss=1.0856, top1-acc=68.05%, top5-acc=92.29%, remaining_time=0:00:20.785832, arrival_time=2021-04-10 01:42:36.942381, cost_time=0:00:09.170198 2021-04-10 01:42:17,648 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.73ms, fps=1717 images/s, loss=1.0819, top1-acc=68.07%, top5-acc=92.34%, remaining_time=0:00:19.191438, arrival_time=2021-04-10 01:42:36.839720, cost_time=0:00:10.661918 2021-04-10 01:42:19,127 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.36ms, fps=1731 images/s, loss=1.0861, top1-acc=67.98%, top5-acc=92.38%, remaining_time=0:00:17.604972, arrival_time=2021-04-10 01:42:36.732724, cost_time=0:00:12.141395 2021-04-10 01:42:20,605 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.52ms, fps=1733 images/s, loss=1.0945, top1-acc=67.84%, top5-acc=92.24%, remaining_time=0:00:16.040662, arrival_time=2021-04-10 01:42:36.646468, cost_time=0:00:13.619473 2021-04-10 01:42:22,092 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.84ms, fps=1723 images/s, loss=1.0972, top1-acc=67.82%, top5-acc=92.16%, remaining_time=0:00:14.501568, arrival_time=2021-04-10 01:42:36.593649, cost_time=0:00:15.105751 2021-04-10 01:42:23,568 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.50ms, fps=1734 images/s, loss=1.1050, top1-acc=67.61%, top5-acc=92.08%, remaining_time=0:00:12.964328, arrival_time=2021-04-10 01:42:36.532949, cost_time=0:00:16.582316 2021-04-10 01:42:25,040 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=1.1055, top1-acc=67.63%, top5-acc=92.14%, remaining_time=0:00:11.434276, arrival_time=2021-04-10 01:42:36.474806, cost_time=0:00:18.054103 2021-04-10 01:42:26,514 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.51ms, fps=1738 images/s, loss=1.1027, top1-acc=67.70%, top5-acc=92.10%, remaining_time=0:00:09.914058, arrival_time=2021-04-10 01:42:36.428106, cost_time=0:00:19.527740 2021-04-10 01:42:27,991 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.40ms, fps=1733 images/s, loss=1.1036, top1-acc=67.67%, top5-acc=92.09%, remaining_time=0:00:08.402184, arrival_time=2021-04-10 01:42:36.393977, cost_time=0:00:21.005509 2021-04-10 01:42:29,473 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.50ms, fps=1728 images/s, loss=1.1085, top1-acc=67.58%, top5-acc=91.99%, remaining_time=0:00:06.895998, arrival_time=2021-04-10 01:42:36.369249, cost_time=0:00:22.486915 2021-04-10 01:42:30,959 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.53ms, fps=1723 images/s, loss=1.1058, top1-acc=67.62%, top5-acc=92.02%, remaining_time=0:00:05.393952, arrival_time=2021-04-10 01:42:36.353376, cost_time=0:00:23.973086 2021-04-10 01:42:32,441 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.50ms, fps=1728 images/s, loss=1.1058, top1-acc=67.70%, top5-acc=91.98%, remaining_time=0:00:03.893110, arrival_time=2021-04-10 01:42:36.334516, cost_time=0:00:25.454974 2021-04-10 01:42:33,935 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.88ms, fps=1714 images/s, loss=1.1083, top1-acc=67.59%, top5-acc=91.96%, remaining_time=0:00:02.395488, arrival_time=2021-04-10 01:42:36.331191, cost_time=0:00:26.949270 2021-04-10 01:42:35,419 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.48ms, fps=1726 images/s, loss=1.1097, top1-acc=67.55%, top5-acc=91.93%, remaining_time=0:00:00.897882, arrival_time=2021-04-10 01:42:36.317218, cost_time=0:00:28.432902 2021-04-10 01:42:36,214 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.41ms, fps=1712 images/s, loss=1.1105, top1-acc=67.54%, top5-acc=91.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:36.214445, cost_time=0:00:29.228111 2021-04-10 01:42:36,641 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.39ms, fps=6025 images/s, loss=1.9341, top1-acc=50.90%, top5-acc=80.47%, remaining_time=0:00:01.274700, arrival_time=2021-04-10 01:42:37.916254, cost_time=0:00:00.424900 2021-04-10 01:42:36,940 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.53ms, fps=8574 images/s, loss=1.9470, top1-acc=50.62%, top5-acc=80.53%, remaining_time=0:00:00.724260, arrival_time=2021-04-10 01:42:37.665091, cost_time=0:00:00.724261 2021-04-10 01:42:37,243 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=1.43ms, fps=8479 images/s, loss=1.9255, top1-acc=51.04%, top5-acc=80.72%, remaining_time=0:00:00.342240, arrival_time=2021-04-10 01:42:37.585523, cost_time=0:00:01.026726 2021-04-10 01:42:37,523 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.07ms, fps=8295 images/s, loss=1.9251, top1-acc=51.39%, top5-acc=80.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:37.523445, cost_time=0:00:01.306938 2021-04-10 01:42:37,588 INFO : Epoch=0040 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:21:33.086560, arrival_time=2021-04-10 03:04:10.674712, cost_time=0:20:23.271655 2021-04-10 01:42:37,589 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:42:39,321 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.23ms, fps=1478 images/s, loss=1.0853, top1-acc=68.52%, top5-acc=92.93%, remaining_time=0:00:32.217804, arrival_time=2021-04-10 01:43:11.539215, cost_time=0:00:01.732142 2021-04-10 01:42:40,812 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=3.79ms, fps=1718 images/s, loss=1.0641, top1-acc=69.00%, top5-acc=92.64%, remaining_time=0:00:28.362576, arrival_time=2021-04-10 01:43:09.174862, cost_time=0:00:03.223022 2021-04-10 01:42:42,294 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.54ms, fps=1728 images/s, loss=1.0561, top1-acc=68.89%, top5-acc=92.83%, remaining_time=0:00:26.033282, arrival_time=2021-04-10 01:43:08.327317, cost_time=0:00:04.704809 2021-04-10 01:42:43,818 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.82ms, fps=1680 images/s, loss=1.0519, top1-acc=68.86%, top5-acc=92.85%, remaining_time=0:00:24.294504, arrival_time=2021-04-10 01:43:08.113215, cost_time=0:00:06.229343 2021-04-10 01:42:45,307 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.38ms, fps=1721 images/s, loss=1.0602, top1-acc=68.70%, top5-acc=92.65%, remaining_time=0:00:22.536560, arrival_time=2021-04-10 01:43:07.843899, cost_time=0:00:07.718009 2021-04-10 01:42:46,790 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.27ms, fps=1727 images/s, loss=1.0646, top1-acc=68.48%, top5-acc=92.51%, remaining_time=0:00:20.855464, arrival_time=2021-04-10 01:43:07.645610, cost_time=0:00:09.200923 2021-04-10 01:42:48,264 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=1.0700, top1-acc=68.42%, top5-acc=92.45%, remaining_time=0:00:19.215126, arrival_time=2021-04-10 01:43:07.479466, cost_time=0:00:10.675036 2021-04-10 01:42:49,741 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.68ms, fps=1734 images/s, loss=1.0707, top1-acc=68.40%, top5-acc=92.49%, remaining_time=0:00:17.619936, arrival_time=2021-04-10 01:43:07.360903, cost_time=0:00:12.151681 2021-04-10 01:42:51,222 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.94ms, fps=1728 images/s, loss=1.0711, top1-acc=68.34%, top5-acc=92.49%, remaining_time=0:00:16.057304, arrival_time=2021-04-10 01:43:07.280067, cost_time=0:00:13.633541 2021-04-10 01:42:52,691 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.65ms, fps=1744 images/s, loss=1.0760, top1-acc=68.17%, top5-acc=92.45%, remaining_time=0:00:14.498112, arrival_time=2021-04-10 01:43:07.189546, cost_time=0:00:15.102170 2021-04-10 01:42:54,176 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.56ms, fps=1724 images/s, loss=1.0795, top1-acc=68.08%, top5-acc=92.42%, remaining_time=0:00:12.968370, arrival_time=2021-04-10 01:43:07.145108, cost_time=0:00:16.587472 2021-04-10 01:42:55,653 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.77ms, fps=1734 images/s, loss=1.0842, top1-acc=67.99%, top5-acc=92.34%, remaining_time=0:00:11.440812, arrival_time=2021-04-10 01:43:07.094594, cost_time=0:00:18.064432 2021-04-10 01:42:57,148 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=2.02ms, fps=1713 images/s, loss=1.0863, top1-acc=67.99%, top5-acc=92.35%, remaining_time=0:00:09.930294, arrival_time=2021-04-10 01:43:07.079242, cost_time=0:00:19.559715 2021-04-10 01:42:58,634 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.41ms, fps=1725 images/s, loss=1.0903, top1-acc=67.91%, top5-acc=92.33%, remaining_time=0:00:08.417808, arrival_time=2021-04-10 01:43:07.051736, cost_time=0:00:21.044554 2021-04-10 01:43:00,126 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.83ms, fps=1716 images/s, loss=1.0930, top1-acc=67.82%, top5-acc=92.34%, remaining_time=0:00:06.911454, arrival_time=2021-04-10 01:43:07.038050, cost_time=0:00:22.537289 2021-04-10 01:43:01,599 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.34ms, fps=1738 images/s, loss=1.0958, top1-acc=67.78%, top5-acc=92.25%, remaining_time=0:00:05.402340, arrival_time=2021-04-10 01:43:07.002034, cost_time=0:00:24.010469 2021-04-10 01:43:03,079 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.37ms, fps=1731 images/s, loss=1.0978, top1-acc=67.76%, top5-acc=92.20%, remaining_time=0:00:03.898388, arrival_time=2021-04-10 01:43:06.977296, cost_time=0:00:25.489539 2021-04-10 01:43:04,565 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.91ms, fps=1723 images/s, loss=1.1009, top1-acc=67.68%, top5-acc=92.13%, remaining_time=0:00:02.397856, arrival_time=2021-04-10 01:43:06.962955, cost_time=0:00:26.975867 2021-04-10 01:43:06,045 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.22ms, fps=1730 images/s, loss=1.1007, top1-acc=67.71%, top5-acc=92.14%, remaining_time=0:00:00.898626, arrival_time=2021-04-10 01:43:06.944275, cost_time=0:00:28.456423 2021-04-10 01:43:06,838 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.44ms, fps=1717 images/s, loss=1.1015, top1-acc=67.73%, top5-acc=92.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:06.838147, cost_time=0:00:29.248924 2021-04-10 01:43:07,224 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=2.64ms, fps=6660 images/s, loss=1.8165, top1-acc=52.50%, top5-acc=83.05%, remaining_time=0:00:01.153080, arrival_time=2021-04-10 01:43:08.377027, cost_time=0:00:00.384362 2021-04-10 01:43:07,524 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.30ms, fps=8539 images/s, loss=1.8297, top1-acc=52.81%, top5-acc=82.70%, remaining_time=0:00:00.684600, arrival_time=2021-04-10 01:43:08.208948, cost_time=0:00:00.684596 2021-04-10 01:43:07,824 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=2.47ms, fps=8537 images/s, loss=1.7918, top1-acc=53.16%, top5-acc=83.26%, remaining_time=0:00:00.328420, arrival_time=2021-04-10 01:43:08.153288, cost_time=0:00:00.985264 2021-04-10 01:43:08,101 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.08ms, fps=8391 images/s, loss=1.7949, top1-acc=53.04%, top5-acc=83.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:08.101812, cost_time=0:00:01.262272 2021-04-10 01:43:08,210 INFO : Epoch=0041 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:21:02.662656, arrival_time=2021-04-10 03:04:10.873298, cost_time=0:20:53.894147 2021-04-10 01:43:08,211 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:43:09,856 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=0.34ms, fps=1557 images/s, loss=1.0528, top1-acc=69.49%, top5-acc=92.93%, remaining_time=0:00:30.585654, arrival_time=2021-04-10 01:43:40.441808, cost_time=0:00:01.644386 2021-04-10 01:43:11,352 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=2.58ms, fps=1712 images/s, loss=1.0320, top1-acc=69.80%, top5-acc=93.09%, remaining_time=0:00:27.635520, arrival_time=2021-04-10 01:43:38.987611, cost_time=0:00:03.140400 2021-04-10 01:43:12,838 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.54ms, fps=1723 images/s, loss=1.0121, top1-acc=70.48%, top5-acc=93.16%, remaining_time=0:00:25.600852, arrival_time=2021-04-10 01:43:38.439126, cost_time=0:00:04.626648 2021-04-10 01:43:14,339 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=8.92ms, fps=1705 images/s, loss=1.0213, top1-acc=70.04%, top5-acc=93.09%, remaining_time=0:00:23.899512, arrival_time=2021-04-10 01:43:38.239388, cost_time=0:00:06.128061 2021-04-10 01:43:15,815 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=2.41ms, fps=1736 images/s, loss=1.0404, top1-acc=69.53%, top5-acc=92.77%, remaining_time=0:00:22.202658, arrival_time=2021-04-10 01:43:38.018056, cost_time=0:00:07.603650 2021-04-10 01:43:17,304 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.84ms, fps=1721 images/s, loss=1.0536, top1-acc=69.06%, top5-acc=92.60%, remaining_time=0:00:20.609032, arrival_time=2021-04-10 01:43:37.913109, cost_time=0:00:09.092232 2021-04-10 01:43:18,780 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.60ms, fps=1735 images/s, loss=1.0614, top1-acc=68.84%, top5-acc=92.48%, remaining_time=0:00:19.023102, arrival_time=2021-04-10 01:43:37.803204, cost_time=0:00:10.568413 2021-04-10 01:43:20,258 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=1.0657, top1-acc=68.78%, top5-acc=92.38%, remaining_time=0:00:17.467860, arrival_time=2021-04-10 01:43:37.726281, cost_time=0:00:12.046795 2021-04-10 01:43:21,740 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=2.10ms, fps=1728 images/s, loss=1.0671, top1-acc=68.75%, top5-acc=92.40%, remaining_time=0:00:15.933920, arrival_time=2021-04-10 01:43:37.674454, cost_time=0:00:13.528811 2021-04-10 01:43:23,216 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.54ms, fps=1735 images/s, loss=1.0688, top1-acc=68.68%, top5-acc=92.42%, remaining_time=0:00:14.404704, arrival_time=2021-04-10 01:43:37.621281, cost_time=0:00:15.004893 2021-04-10 01:43:24,696 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.53ms, fps=1731 images/s, loss=1.0748, top1-acc=68.48%, top5-acc=92.39%, remaining_time=0:00:12.887960, arrival_time=2021-04-10 01:43:37.584240, cost_time=0:00:16.484646 2021-04-10 01:43:26,172 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=1.79ms, fps=1734 images/s, loss=1.0786, top1-acc=68.40%, top5-acc=92.37%, remaining_time=0:00:11.375452, arrival_time=2021-04-10 01:43:37.548307, cost_time=0:00:17.961232 2021-04-10 01:43:27,653 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.51ms, fps=1729 images/s, loss=1.0795, top1-acc=68.34%, top5-acc=92.37%, remaining_time=0:00:09.870564, arrival_time=2021-04-10 01:43:37.524392, cost_time=0:00:19.442062 2021-04-10 01:43:29,137 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=2.56ms, fps=1726 images/s, loss=1.0798, top1-acc=68.33%, top5-acc=92.35%, remaining_time=0:00:08.370432, arrival_time=2021-04-10 01:43:37.508183, cost_time=0:00:20.926123 2021-04-10 01:43:30,617 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.74ms, fps=1730 images/s, loss=1.0861, top1-acc=68.18%, top5-acc=92.27%, remaining_time=0:00:06.871158, arrival_time=2021-04-10 01:43:37.488769, cost_time=0:00:22.405917 2021-04-10 01:43:32,112 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.66ms, fps=1713 images/s, loss=1.0885, top1-acc=68.06%, top5-acc=92.26%, remaining_time=0:00:05.377752, arrival_time=2021-04-10 01:43:37.490596, cost_time=0:00:23.901170 2021-04-10 01:43:33,594 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.50ms, fps=1729 images/s, loss=1.0927, top1-acc=67.95%, top5-acc=92.19%, remaining_time=0:00:03.882034, arrival_time=2021-04-10 01:43:37.476323, cost_time=0:00:25.382610 2021-04-10 01:43:35,075 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.64ms, fps=1729 images/s, loss=1.0933, top1-acc=67.91%, top5-acc=92.19%, remaining_time=0:00:02.387904, arrival_time=2021-04-10 01:43:37.463377, cost_time=0:00:26.863847 2021-04-10 01:43:36,557 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=1.0975, top1-acc=67.80%, top5-acc=92.12%, remaining_time=0:00:00.895128, arrival_time=2021-04-10 01:43:37.452480, cost_time=0:00:28.345667 2021-04-10 01:43:37,356 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.20ms, fps=1702 images/s, loss=1.0976, top1-acc=67.81%, top5-acc=92.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:37.356885, cost_time=0:00:29.145211 2021-04-10 01:43:37,779 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.20ms, fps=6091 images/s, loss=1.8019, top1-acc=52.15%, top5-acc=81.45%, remaining_time=0:00:01.260930, arrival_time=2021-04-10 01:43:39.040374, cost_time=0:00:00.420313 2021-04-10 01:43:38,076 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.48ms, fps=8635 images/s, loss=1.7284, top1-acc=53.93%, top5-acc=83.09%, remaining_time=0:00:00.717280, arrival_time=2021-04-10 01:43:38.793644, cost_time=0:00:00.717274 2021-04-10 01:43:38,376 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.56ms, fps=8529 images/s, loss=1.7374, top1-acc=54.34%, top5-acc=83.15%, remaining_time=0:00:00.339260, arrival_time=2021-04-10 01:43:38.716121, cost_time=0:00:01.017771 2021-04-10 01:43:38,651 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.06ms, fps=8464 images/s, loss=1.7310, top1-acc=54.11%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:38.651285, cost_time=0:00:01.292218 2021-04-10 01:43:38,748 INFO : Epoch=0042 complete, best val top1-acc=55.64%, top5-acc=84.18% (epoch=32), remaining_time=1:20:31.909074, arrival_time=2021-04-10 03:04:10.657101, cost_time=0:21:24.431531 2021-04-10 01:43:38,748 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:43:40,465 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=2.15ms, fps=1491 images/s, loss=1.0688, top1-acc=67.42%, top5-acc=92.81%, remaining_time=0:00:31.929504, arrival_time=2021-04-10 01:44:12.395344, cost_time=0:00:01.716635 2021-04-10 01:43:42,000 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.53ms, fps=1669 images/s, loss=1.0730, top1-acc=67.99%, top5-acc=92.38%, remaining_time=0:00:28.612496, arrival_time=2021-04-10 01:44:10.613037, cost_time=0:00:03.251429 2021-04-10 01:43:43,483 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.89ms, fps=1727 images/s, loss=1.0576, top1-acc=68.74%, top5-acc=92.63%, remaining_time=0:00:26.196294, arrival_time=2021-04-10 01:44:09.679646, cost_time=0:00:04.734265 2021-04-10 01:43:44,984 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.86ms, fps=1706 images/s, loss=1.0517, top1-acc=68.77%, top5-acc=92.87%, remaining_time=0:00:24.316500, arrival_time=2021-04-10 01:44:09.300604, cost_time=0:00:06.234990 2021-04-10 01:43:46,462 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=1.0454, top1-acc=68.93%, top5-acc=92.88%, remaining_time=0:00:22.521668, arrival_time=2021-04-10 01:44:08.983720, cost_time=0:00:07.712899 2021-04-10 01:43:47,942 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=2.07ms, fps=1730 images/s, loss=1.0474, top1-acc=68.92%, top5-acc=92.82%, remaining_time=0:00:20.839008, arrival_time=2021-04-10 01:44:08.781759, cost_time=0:00:09.193705 2021-04-10 01:43:49,412 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=1.0478, top1-acc=69.02%, top5-acc=92.86%, remaining_time=0:00:19.194588, arrival_time=2021-04-10 01:44:08.607394, cost_time=0:00:10.663685 2021-04-10 01:43:50,884 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.84ms, fps=1740 images/s, loss=1.0473, top1-acc=69.01%, top5-acc=92.81%, remaining_time=0:00:17.596040, arrival_time=2021-04-10 01:44:08.480270, cost_time=0:00:12.135169 2021-04-10 01:43:52,360 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=1.0503, top1-acc=68.99%, top5-acc=92.83%, remaining_time=0:00:16.031334, arrival_time=2021-04-10 01:44:08.391956, cost_time=0:00:13.611513 2021-04-10 01:43:53,835 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=1.0575, top1-acc=68.86%, top5-acc=92.72%, remaining_time=0:00:14.482752, arrival_time=2021-04-10 01:44:08.318076, cost_time=0:00:15.086235 2021-04-10 01:43:55,322 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.46ms, fps=1722 images/s, loss=1.0622, top1-acc=68.65%, top5-acc=92.66%, remaining_time=0:00:12.957362, arrival_time=2021-04-10 01:44:08.279798, cost_time=0:00:16.573395 2021-04-10 01:43:56,798 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=2.54ms, fps=1735 images/s, loss=1.0646, top1-acc=68.58%, top5-acc=92.57%, remaining_time=0:00:11.431312, arrival_time=2021-04-10 01:44:08.229836, cost_time=0:00:18.049405 2021-04-10 01:43:58,279 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=2.15ms, fps=1729 images/s, loss=1.0671, top1-acc=68.45%, top5-acc=92.58%, remaining_time=0:00:09.915378, arrival_time=2021-04-10 01:44:08.194732, cost_time=0:00:19.530304 2021-04-10 01:43:59,757 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.54ms, fps=1732 images/s, loss=1.0729, top1-acc=68.25%, top5-acc=92.51%, remaining_time=0:00:08.403416, arrival_time=2021-04-10 01:44:08.160985, cost_time=0:00:21.008487 2021-04-10 01:44:01,233 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=1.0751, top1-acc=68.17%, top5-acc=92.47%, remaining_time=0:00:06.895078, arrival_time=2021-04-10 01:44:08.128104, cost_time=0:00:22.483934 2021-04-10 01:44:02,696 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.76ms, fps=1750 images/s, loss=1.0775, top1-acc=68.20%, top5-acc=92.41%, remaining_time=0:00:05.388120, arrival_time=2021-04-10 01:44:08.084459, cost_time=0:00:23.947240 2021-04-10 01:44:04,179 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.39ms, fps=1726 images/s, loss=1.0796, top1-acc=68.09%, top5-acc=92.39%, remaining_time=0:00:03.889418, arrival_time=2021-04-10 01:44:08.069301, cost_time=0:00:25.430791 2021-04-10 01:44:05,690 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.13ms, fps=1696 images/s, loss=1.0829, top1-acc=68.04%, top5-acc=92.36%, remaining_time=0:00:02.394752, arrival_time=2021-04-10 01:44:08.084892, cost_time=0:00:26.941049 2021-04-10 01:44:07,169 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=2.04ms, fps=1731 images/s, loss=1.0844, top1-acc=67.97%, top5-acc=92.33%, remaining_time=0:00:00.897474, arrival_time=2021-04-10 01:44:08.066768, cost_time=0:00:28.420058 2021-04-10 01:44:07,967 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.23ms, fps=1706 images/s, loss=1.0859, top1-acc=67.93%, top5-acc=92.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:07.967429, cost_time=0:00:29.218391 2021-04-10 01:44:08,401 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=2.53ms, fps=5923 images/s, loss=1.6455, top1-acc=57.07%, top5-acc=84.37%, remaining_time=0:00:01.296600, arrival_time=2021-04-10 01:44:09.697714, cost_time=0:00:00.432202 2021-04-10 01:44:08,713 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=2.32ms, fps=8202 images/s, loss=1.6581, top1-acc=56.33%, top5-acc=84.28%, remaining_time=0:00:00.744800, arrival_time=2021-04-10 01:44:09.458620, cost_time=0:00:00.744805 2021-04-10 01:44:09,018 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.75ms, fps=8424 images/s, loss=1.6673, top1-acc=55.70%, top5-acc=84.41%, remaining_time=0:00:00.349820, arrival_time=2021-04-10 01:44:09.368185, cost_time=0:00:01.049450 2021-04-10 01:44:09,299 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.07ms, fps=8259 images/s, loss=1.6616, top1-acc=55.82%, top5-acc=84.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:09.299728, cost_time=0:00:01.330862 2021-04-10 01:44:09,492 INFO : Epoch=0043 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:20:01.920517, arrival_time=2021-04-10 03:04:11.412715, cost_time=0:21:55.175696 2021-04-10 01:44:09,493 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:44:11,182 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.35ms, fps=1515 images/s, loss=1.0661, top1-acc=69.10%, top5-acc=92.77%, remaining_time=0:00:31.423398, arrival_time=2021-04-10 01:44:42.606126, cost_time=0:00:01.689434 2021-04-10 01:44:12,684 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.67ms, fps=1706 images/s, loss=1.0510, top1-acc=69.00%, top5-acc=93.30%, remaining_time=0:00:28.081152, arrival_time=2021-04-10 01:44:40.765438, cost_time=0:00:03.191030 2021-04-10 01:44:14,174 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.89ms, fps=1718 images/s, loss=1.0530, top1-acc=69.24%, top5-acc=93.12%, remaining_time=0:00:25.904466, arrival_time=2021-04-10 01:44:40.079316, cost_time=0:00:04.681538 2021-04-10 01:44:15,652 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.01ms, fps=1733 images/s, loss=1.0619, top1-acc=68.96%, top5-acc=92.79%, remaining_time=0:00:24.020880, arrival_time=2021-04-10 01:44:39.673355, cost_time=0:00:06.159219 2021-04-10 01:44:17,126 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.46ms, fps=1737 images/s, loss=1.0633, top1-acc=68.79%, top5-acc=92.77%, remaining_time=0:00:22.289966, arrival_time=2021-04-10 01:44:39.416712, cost_time=0:00:07.633555 2021-04-10 01:44:18,598 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.53ms, fps=1739 images/s, loss=1.0688, top1-acc=68.74%, top5-acc=92.47%, remaining_time=0:00:20.639768, arrival_time=2021-04-10 01:44:39.238708, cost_time=0:00:09.105759 2021-04-10 01:44:20,076 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.72ms, fps=1733 images/s, loss=1.0629, top1-acc=69.02%, top5-acc=92.59%, remaining_time=0:00:19.050066, arrival_time=2021-04-10 01:44:39.126694, cost_time=0:00:10.583360 2021-04-10 01:44:21,557 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.71ms, fps=1729 images/s, loss=1.0622, top1-acc=69.01%, top5-acc=92.55%, remaining_time=0:00:17.493032, arrival_time=2021-04-10 01:44:39.050434, cost_time=0:00:12.064183 2021-04-10 01:44:23,042 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=1.84ms, fps=1724 images/s, loss=1.0629, top1-acc=68.82%, top5-acc=92.65%, remaining_time=0:00:15.958512, arrival_time=2021-04-10 01:44:39.001354, cost_time=0:00:13.549661 2021-04-10 01:44:24,507 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.85ms, fps=1748 images/s, loss=1.0642, top1-acc=68.86%, top5-acc=92.61%, remaining_time=0:00:14.414208, arrival_time=2021-04-10 01:44:38.922143, cost_time=0:00:15.014751 2021-04-10 01:44:25,982 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.92ms, fps=1737 images/s, loss=1.0632, top1-acc=68.83%, top5-acc=92.59%, remaining_time=0:00:12.891486, arrival_time=2021-04-10 01:44:38.873838, cost_time=0:00:16.489097 2021-04-10 01:44:27,456 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.78ms, fps=1737 images/s, loss=1.0654, top1-acc=68.71%, top5-acc=92.54%, remaining_time=0:00:11.376972, arrival_time=2021-04-10 01:44:38.833883, cost_time=0:00:17.963648 2021-04-10 01:44:28,975 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=2.13ms, fps=1687 images/s, loss=1.0685, top1-acc=68.61%, top5-acc=92.47%, remaining_time=0:00:09.890760, arrival_time=2021-04-10 01:44:38.865752, cost_time=0:00:19.481764 2021-04-10 01:44:30,455 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.45ms, fps=1730 images/s, loss=1.0760, top1-acc=68.33%, top5-acc=92.42%, remaining_time=0:00:08.384936, arrival_time=2021-04-10 01:44:38.840557, cost_time=0:00:20.962399 2021-04-10 01:44:31,936 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.85ms, fps=1729 images/s, loss=1.0804, top1-acc=68.23%, top5-acc=92.34%, remaining_time=0:00:06.882612, arrival_time=2021-04-10 01:44:38.819175, cost_time=0:00:22.443356 2021-04-10 01:44:33,408 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.52ms, fps=1740 images/s, loss=1.0790, top1-acc=68.24%, top5-acc=92.38%, remaining_time=0:00:05.380884, arrival_time=2021-04-10 01:44:38.789099, cost_time=0:00:23.915034 2021-04-10 01:44:34,882 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.34ms, fps=1736 images/s, loss=1.0786, top1-acc=68.31%, top5-acc=92.39%, remaining_time=0:00:03.883126, arrival_time=2021-04-10 01:44:38.766041, cost_time=0:00:25.389727 2021-04-10 01:44:36,353 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.06ms, fps=1741 images/s, loss=1.0804, top1-acc=68.25%, top5-acc=92.38%, remaining_time=0:00:02.387584, arrival_time=2021-04-10 01:44:38.741163, cost_time=0:00:26.860397 2021-04-10 01:44:37,841 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.58ms, fps=1721 images/s, loss=1.0828, top1-acc=68.20%, top5-acc=92.35%, remaining_time=0:00:00.895212, arrival_time=2021-04-10 01:44:38.736775, cost_time=0:00:28.348383 2021-04-10 01:44:38,632 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.23ms, fps=1721 images/s, loss=1.0834, top1-acc=68.25%, top5-acc=92.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:38.632258, cost_time=0:00:29.139006 2021-04-10 01:44:39,037 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.43ms, fps=6342 images/s, loss=1.8432, top1-acc=53.87%, top5-acc=83.63%, remaining_time=0:00:01.210860, arrival_time=2021-04-10 01:44:40.248326, cost_time=0:00:00.403619 2021-04-10 01:44:39,338 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.28ms, fps=8521 images/s, loss=1.8307, top1-acc=54.45%, top5-acc=83.42%, remaining_time=0:00:00.704360, arrival_time=2021-04-10 01:44:40.042614, cost_time=0:00:00.704352 2021-04-10 01:44:39,639 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.75ms, fps=8504 images/s, loss=1.8273, top1-acc=54.15%, top5-acc=83.49%, remaining_time=0:00:00.335290, arrival_time=2021-04-10 01:44:39.975051, cost_time=0:00:01.005859 2021-04-10 01:44:39,917 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.06ms, fps=8371 images/s, loss=1.8310, top1-acc=54.08%, top5-acc=83.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:39.917336, cost_time=0:00:01.283489 2021-04-10 01:44:39,973 INFO : Epoch=0044 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:19:30.964380, arrival_time=2021-04-10 03:04:10.937471, cost_time=0:22:25.656599 2021-04-10 01:44:39,973 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:44:41,715 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.91ms, fps=1470 images/s, loss=1.0158, top1-acc=69.73%, top5-acc=93.20%, remaining_time=0:00:32.386320, arrival_time=2021-04-10 01:45:14.101653, cost_time=0:00:01.741200 2021-04-10 01:44:43,200 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.84ms, fps=1724 images/s, loss=1.0274, top1-acc=69.12%, top5-acc=93.09%, remaining_time=0:00:28.391968, arrival_time=2021-04-10 01:45:11.592468, cost_time=0:00:03.226366 2021-04-10 01:44:44,707 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=2.04ms, fps=1699 images/s, loss=1.0280, top1-acc=69.37%, top5-acc=93.06%, remaining_time=0:00:26.192808, arrival_time=2021-04-10 01:45:10.900579, cost_time=0:00:04.733648 2021-04-10 01:44:46,184 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.64ms, fps=1734 images/s, loss=1.0203, top1-acc=69.47%, top5-acc=93.14%, remaining_time=0:00:24.222276, arrival_time=2021-04-10 01:45:10.407190, cost_time=0:00:06.210823 2021-04-10 01:44:47,652 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=1.0167, top1-acc=69.81%, top5-acc=93.09%, remaining_time=0:00:22.420344, arrival_time=2021-04-10 01:45:10.072661, cost_time=0:00:07.678183 2021-04-10 01:44:49,127 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.40ms, fps=1736 images/s, loss=1.0347, top1-acc=69.37%, top5-acc=92.86%, remaining_time=0:00:20.747344, arrival_time=2021-04-10 01:45:09.874682, cost_time=0:00:09.153252 2021-04-10 01:44:50,612 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.79ms, fps=1724 images/s, loss=1.0417, top1-acc=69.19%, top5-acc=92.77%, remaining_time=0:00:19.149480, arrival_time=2021-04-10 01:45:09.762317, cost_time=0:00:10.638611 2021-04-10 01:44:52,122 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.92ms, fps=1697 images/s, loss=1.0483, top1-acc=68.91%, top5-acc=92.69%, remaining_time=0:00:17.614484, arrival_time=2021-04-10 01:45:09.736467, cost_time=0:00:12.147896 2021-04-10 01:44:53,603 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=2.29ms, fps=1729 images/s, loss=1.0496, top1-acc=68.94%, top5-acc=92.72%, remaining_time=0:00:16.051792, arrival_time=2021-04-10 01:45:09.654909, cost_time=0:00:13.628897 2021-04-10 01:44:55,079 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=1.0543, top1-acc=68.87%, top5-acc=92.68%, remaining_time=0:00:14.501568, arrival_time=2021-04-10 01:45:09.581474, cost_time=0:00:15.105753 2021-04-10 01:44:56,566 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.72ms, fps=1723 images/s, loss=1.0547, top1-acc=68.87%, top5-acc=92.71%, remaining_time=0:00:12.972068, arrival_time=2021-04-10 01:45:09.538469, cost_time=0:00:16.592163 2021-04-10 01:44:58,053 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=1.85ms, fps=1723 images/s, loss=1.0584, top1-acc=68.66%, top5-acc=92.71%, remaining_time=0:00:11.450008, arrival_time=2021-04-10 01:45:09.503047, cost_time=0:00:18.078914 2021-04-10 01:44:59,538 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=2.11ms, fps=1724 images/s, loss=1.0608, top1-acc=68.67%, top5-acc=92.65%, remaining_time=0:00:09.932802, arrival_time=2021-04-10 01:45:09.471549, cost_time=0:00:19.564592 2021-04-10 01:45:01,020 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.33ms, fps=1729 images/s, loss=1.0612, top1-acc=68.57%, top5-acc=92.65%, remaining_time=0:00:08.418368, arrival_time=2021-04-10 01:45:09.438458, cost_time=0:00:21.045945 2021-04-10 01:45:02,502 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.55ms, fps=1728 images/s, loss=1.0636, top1-acc=68.59%, top5-acc=92.57%, remaining_time=0:00:06.908556, arrival_time=2021-04-10 01:45:09.410632, cost_time=0:00:22.527942 2021-04-10 01:45:03,977 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.81ms, fps=1736 images/s, loss=1.0690, top1-acc=68.44%, top5-acc=92.53%, remaining_time=0:00:05.400756, arrival_time=2021-04-10 01:45:09.378285, cost_time=0:00:24.003400 2021-04-10 01:45:05,469 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.95ms, fps=1717 images/s, loss=1.0724, top1-acc=68.43%, top5-acc=92.46%, remaining_time=0:00:03.899272, arrival_time=2021-04-10 01:45:09.368857, cost_time=0:00:25.495292 2021-04-10 01:45:06,950 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.85ms, fps=1730 images/s, loss=1.0744, top1-acc=68.38%, top5-acc=92.43%, remaining_time=0:00:02.397856, arrival_time=2021-04-10 01:45:09.347911, cost_time=0:00:26.975970 2021-04-10 01:45:08,443 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.89ms, fps=1715 images/s, loss=1.0774, top1-acc=68.31%, top5-acc=92.39%, remaining_time=0:00:00.899016, arrival_time=2021-04-10 01:45:09.342066, cost_time=0:00:28.468901 2021-04-10 01:45:09,236 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.22ms, fps=1716 images/s, loss=1.0785, top1-acc=68.30%, top5-acc=92.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:09.236306, cost_time=0:00:29.262226 2021-04-10 01:45:09,617 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=2.88ms, fps=6737 images/s, loss=1.7872, top1-acc=53.24%, top5-acc=83.16%, remaining_time=0:00:01.140000, arrival_time=2021-04-10 01:45:10.757774, cost_time=0:00:00.380001 2021-04-10 01:45:09,918 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=2.13ms, fps=8515 images/s, loss=1.7748, top1-acc=53.44%, top5-acc=82.95%, remaining_time=0:00:00.681120, arrival_time=2021-04-10 01:45:10.599969, cost_time=0:00:00.681115 2021-04-10 01:45:10,218 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.71ms, fps=8560 images/s, loss=1.7684, top1-acc=53.76%, top5-acc=83.18%, remaining_time=0:00:00.326840, arrival_time=2021-04-10 01:45:10.545130, cost_time=0:00:00.980510 2021-04-10 01:45:10,511 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.09ms, fps=7942 images/s, loss=1.7683, top1-acc=53.40%, top5-acc=83.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:10.511226, cost_time=0:00:01.273375 2021-04-10 01:45:10,595 INFO : Epoch=0045 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:19:00.516435, arrival_time=2021-04-10 03:04:11.111900, cost_time=0:22:56.278967 2021-04-10 01:45:10,596 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:45:12,268 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=6.45ms, fps=1532 images/s, loss=1.0552, top1-acc=68.71%, top5-acc=92.85%, remaining_time=0:00:31.086738, arrival_time=2021-04-10 01:45:43.354705, cost_time=0:00:01.671326 2021-04-10 01:45:13,770 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=3.10ms, fps=1705 images/s, loss=1.0134, top1-acc=70.10%, top5-acc=93.28%, remaining_time=0:00:27.930144, arrival_time=2021-04-10 01:45:41.700613, cost_time=0:00:03.173886 2021-04-10 01:45:15,266 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=1.65ms, fps=1712 images/s, loss=1.0223, top1-acc=69.69%, top5-acc=93.15%, remaining_time=0:00:25.842050, arrival_time=2021-04-10 01:45:41.108762, cost_time=0:00:04.670246 2021-04-10 01:45:16,742 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.94ms, fps=1736 images/s, loss=1.0291, top1-acc=69.58%, top5-acc=93.14%, remaining_time=0:00:23.967684, arrival_time=2021-04-10 01:45:40.709684, cost_time=0:00:06.145548 2021-04-10 01:45:18,220 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.80ms, fps=1732 images/s, loss=1.0327, top1-acc=69.39%, top5-acc=93.05%, remaining_time=0:00:22.261642, arrival_time=2021-04-10 01:45:40.482071, cost_time=0:00:07.623856 2021-04-10 01:45:19,706 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.97ms, fps=1724 images/s, loss=1.0372, top1-acc=69.17%, top5-acc=93.01%, remaining_time=0:00:20.648608, arrival_time=2021-04-10 01:45:40.354736, cost_time=0:00:09.109673 2021-04-10 01:45:21,179 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.41ms, fps=1739 images/s, loss=1.0411, top1-acc=69.19%, top5-acc=92.89%, remaining_time=0:00:19.048554, arrival_time=2021-04-10 01:45:40.227593, cost_time=0:00:10.582501 2021-04-10 01:45:22,649 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=1.0434, top1-acc=69.12%, top5-acc=92.86%, remaining_time=0:00:17.477256, arrival_time=2021-04-10 01:45:40.127054, cost_time=0:00:12.053303 2021-04-10 01:45:24,127 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=2.07ms, fps=1733 images/s, loss=1.0466, top1-acc=69.05%, top5-acc=92.82%, remaining_time=0:00:15.936676, arrival_time=2021-04-10 01:45:40.064245, cost_time=0:00:13.531120 2021-04-10 01:45:25,607 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.08ms, fps=1731 images/s, loss=1.0480, top1-acc=68.97%, top5-acc=92.77%, remaining_time=0:00:14.410368, arrival_time=2021-04-10 01:45:40.017587, cost_time=0:00:15.010767 2021-04-10 01:45:27,086 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=1.0508, top1-acc=68.88%, top5-acc=92.73%, remaining_time=0:00:12.891658, arrival_time=2021-04-10 01:45:39.977575, cost_time=0:00:16.489316 2021-04-10 01:45:28,571 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.93ms, fps=1724 images/s, loss=1.0534, top1-acc=68.79%, top5-acc=92.69%, remaining_time=0:00:11.384192, arrival_time=2021-04-10 01:45:39.955789, cost_time=0:00:17.975100 2021-04-10 01:45:30,057 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.94ms, fps=1723 images/s, loss=1.0513, top1-acc=68.87%, top5-acc=92.73%, remaining_time=0:00:09.880200, arrival_time=2021-04-10 01:45:39.937740, cost_time=0:00:19.461009 2021-04-10 01:45:31,543 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=4.22ms, fps=1723 images/s, loss=1.0561, top1-acc=68.71%, top5-acc=92.63%, remaining_time=0:00:08.378776, arrival_time=2021-04-10 01:45:39.922376, cost_time=0:00:20.946984 2021-04-10 01:45:33,027 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.62ms, fps=1726 images/s, loss=1.0576, top1-acc=68.66%, top5-acc=92.61%, remaining_time=0:00:06.878794, arrival_time=2021-04-10 01:45:39.906209, cost_time=0:00:22.430924 2021-04-10 01:45:34,509 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.07ms, fps=1728 images/s, loss=1.0590, top1-acc=68.67%, top5-acc=92.60%, remaining_time=0:00:05.380488, arrival_time=2021-04-10 01:45:39.890302, cost_time=0:00:23.913286 2021-04-10 01:45:35,993 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.65ms, fps=1727 images/s, loss=1.0565, top1-acc=68.77%, top5-acc=92.63%, remaining_time=0:00:03.884166, arrival_time=2021-04-10 01:45:39.877166, cost_time=0:00:25.396486 2021-04-10 01:45:37,477 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.67ms, fps=1725 images/s, loss=1.0585, top1-acc=68.72%, top5-acc=92.62%, remaining_time=0:00:02.389440, arrival_time=2021-04-10 01:45:39.867215, cost_time=0:00:26.881253 2021-04-10 01:45:38,951 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.29ms, fps=1738 images/s, loss=1.0611, top1-acc=68.68%, top5-acc=92.57%, remaining_time=0:00:00.895410, arrival_time=2021-04-10 01:45:39.846498, cost_time=0:00:28.354634 2021-04-10 01:45:39,743 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.21ms, fps=1718 images/s, loss=1.0639, top1-acc=68.59%, top5-acc=92.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:39.743030, cost_time=0:00:29.146573 2021-04-10 01:45:40,160 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=2.92ms, fps=6155 images/s, loss=1.9340, top1-acc=51.87%, top5-acc=81.52%, remaining_time=0:00:01.247760, arrival_time=2021-04-10 01:45:41.408223, cost_time=0:00:00.415925 2021-04-10 01:45:40,462 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=2.18ms, fps=8478 images/s, loss=1.9313, top1-acc=51.64%, top5-acc=81.37%, remaining_time=0:00:00.718260, arrival_time=2021-04-10 01:45:41.181061, cost_time=0:00:00.718261 2021-04-10 01:45:40,762 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.64ms, fps=8544 images/s, loss=1.9549, top1-acc=51.59%, top5-acc=81.42%, remaining_time=0:00:00.339420, arrival_time=2021-04-10 01:45:41.102250, cost_time=0:00:01.018249 2021-04-10 01:45:41,040 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.07ms, fps=8358 images/s, loss=1.9459, top1-acc=51.57%, top5-acc=81.25%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:41.040895, cost_time=0:00:01.296288 2021-04-10 01:45:41,095 INFO : Epoch=0046 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:18:29.649714, arrival_time=2021-04-10 03:04:10.744684, cost_time=0:23:26.778475 2021-04-10 01:45:41,095 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:45:42,784 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=2.30ms, fps=1516 images/s, loss=1.0752, top1-acc=68.05%, top5-acc=92.73%, remaining_time=0:00:31.405542, arrival_time=2021-04-10 01:46:14.189956, cost_time=0:00:01.688474 2021-04-10 01:45:44,293 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.57ms, fps=1697 images/s, loss=1.0585, top1-acc=68.59%, top5-acc=92.66%, remaining_time=0:00:28.133776, arrival_time=2021-04-10 01:46:12.426775, cost_time=0:00:03.197012 2021-04-10 01:45:45,762 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=1.0499, top1-acc=69.11%, top5-acc=92.76%, remaining_time=0:00:25.818976, arrival_time=2021-04-10 01:46:11.581001, cost_time=0:00:04.666082 2021-04-10 01:45:47,234 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=1.0356, top1-acc=69.34%, top5-acc=92.87%, remaining_time=0:00:23.939604, arrival_time=2021-04-10 01:46:11.173979, cost_time=0:00:06.138372 2021-04-10 01:45:48,719 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.57ms, fps=1724 images/s, loss=1.0352, top1-acc=69.48%, top5-acc=92.95%, remaining_time=0:00:22.260620, arrival_time=2021-04-10 01:46:10.980109, cost_time=0:00:07.623507 2021-04-10 01:45:50,199 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.65ms, fps=1730 images/s, loss=1.0347, top1-acc=69.59%, top5-acc=93.02%, remaining_time=0:00:20.635008, arrival_time=2021-04-10 01:46:10.834640, cost_time=0:00:09.103652 2021-04-10 01:45:51,676 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=1.0392, top1-acc=69.46%, top5-acc=92.89%, remaining_time=0:00:19.044396, arrival_time=2021-04-10 01:46:10.720521, cost_time=0:00:10.580185 2021-04-10 01:45:53,146 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.68ms, fps=1742 images/s, loss=1.0501, top1-acc=69.03%, top5-acc=92.76%, remaining_time=0:00:17.472384, arrival_time=2021-04-10 01:46:10.618325, cost_time=0:00:12.049960 2021-04-10 01:45:54,626 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.71ms, fps=1729 images/s, loss=1.0543, top1-acc=68.92%, top5-acc=92.73%, remaining_time=0:00:15.936464, arrival_time=2021-04-10 01:46:10.563355, cost_time=0:00:13.530949 2021-04-10 01:45:56,109 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.11ms, fps=1727 images/s, loss=1.0555, top1-acc=68.94%, top5-acc=92.68%, remaining_time=0:00:14.412672, arrival_time=2021-04-10 01:46:10.521862, cost_time=0:00:15.013250 2021-04-10 01:45:57,578 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.16ms, fps=1743 images/s, loss=1.0602, top1-acc=68.74%, top5-acc=92.68%, remaining_time=0:00:12.886412, arrival_time=2021-04-10 01:46:10.464972, cost_time=0:00:16.482574 2021-04-10 01:45:59,077 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.88ms, fps=1708 images/s, loss=1.0616, top1-acc=68.69%, top5-acc=92.68%, remaining_time=0:00:11.388524, arrival_time=2021-04-10 01:46:10.466415, cost_time=0:00:17.981855 2021-04-10 01:46:00,563 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.75ms, fps=1724 images/s, loss=1.0654, top1-acc=68.61%, top5-acc=92.64%, remaining_time=0:00:09.883302, arrival_time=2021-04-10 01:46:10.446439, cost_time=0:00:19.467098 2021-04-10 01:46:02,042 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.83ms, fps=1731 images/s, loss=1.0675, top1-acc=68.55%, top5-acc=92.59%, remaining_time=0:00:08.378552, arrival_time=2021-04-10 01:46:10.420866, cost_time=0:00:20.946317 2021-04-10 01:46:03,517 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.68ms, fps=1736 images/s, loss=1.0669, top1-acc=68.54%, top5-acc=92.58%, remaining_time=0:00:06.875850, arrival_time=2021-04-10 01:46:10.393017, cost_time=0:00:22.421212 2021-04-10 01:46:04,989 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.88ms, fps=1739 images/s, loss=1.0681, top1-acc=68.55%, top5-acc=92.56%, remaining_time=0:00:05.376132, arrival_time=2021-04-10 01:46:10.366013, cost_time=0:00:23.893940 2021-04-10 01:46:06,466 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.71ms, fps=1735 images/s, loss=1.0697, top1-acc=68.52%, top5-acc=92.52%, remaining_time=0:00:03.880136, arrival_time=2021-04-10 01:46:10.346276, cost_time=0:00:25.370157 2021-04-10 01:46:07,946 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.47ms, fps=1730 images/s, loss=1.0686, top1-acc=68.54%, top5-acc=92.50%, remaining_time=0:00:02.386736, arrival_time=2021-04-10 01:46:10.333406, cost_time=0:00:26.850732 2021-04-10 01:46:09,422 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.37ms, fps=1735 images/s, loss=1.0686, top1-acc=68.58%, top5-acc=92.51%, remaining_time=0:00:00.894528, arrival_time=2021-04-10 01:46:10.317203, cost_time=0:00:28.326731 2021-04-10 01:46:10,229 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.60ms, fps=1686 images/s, loss=1.0677, top1-acc=68.57%, top5-acc=92.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:10.229771, cost_time=0:00:29.133832 2021-04-10 01:46:10,645 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=4.27ms, fps=6175 images/s, loss=1.9068, top1-acc=52.89%, top5-acc=81.05%, remaining_time=0:00:01.243740, arrival_time=2021-04-10 01:46:11.889470, cost_time=0:00:00.414580 2021-04-10 01:46:10,950 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=0.30ms, fps=8401 images/s, loss=1.8948, top1-acc=52.52%, top5-acc=81.43%, remaining_time=0:00:00.719640, arrival_time=2021-04-10 01:46:11.670464, cost_time=0:00:00.719638 2021-04-10 01:46:11,252 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.71ms, fps=8489 images/s, loss=1.8954, top1-acc=52.59%, top5-acc=81.38%, remaining_time=0:00:00.340560, arrival_time=2021-04-10 01:46:11.593405, cost_time=0:00:01.021672 2021-04-10 01:46:11,530 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.07ms, fps=8373 images/s, loss=1.8925, top1-acc=52.66%, top5-acc=81.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:11.530261, cost_time=0:00:01.299133 2021-04-10 01:46:11,610 INFO : Epoch=0047 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:17:58.851843, arrival_time=2021-04-10 03:04:10.462689, cost_time=0:23:57.294350 2021-04-10 01:46:11,611 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:46:13,324 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.89ms, fps=1495 images/s, loss=1.0150, top1-acc=69.65%, top5-acc=93.01%, remaining_time=0:00:31.843944, arrival_time=2021-04-10 01:46:45.168022, cost_time=0:00:01.712041 2021-04-10 01:46:14,814 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=2.18ms, fps=1718 images/s, loss=1.0114, top1-acc=69.86%, top5-acc=93.20%, remaining_time=0:00:28.184816, arrival_time=2021-04-10 01:46:42.999663, cost_time=0:00:03.202815 2021-04-10 01:46:16,299 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.41ms, fps=1726 images/s, loss=1.0156, top1-acc=69.70%, top5-acc=93.15%, remaining_time=0:00:25.935176, arrival_time=2021-04-10 01:46:42.234172, cost_time=0:00:04.687094 2021-04-10 01:46:17,776 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=2.91ms, fps=1733 images/s, loss=1.0206, top1-acc=69.43%, top5-acc=92.93%, remaining_time=0:00:24.042096, arrival_time=2021-04-10 01:46:41.818720, cost_time=0:00:06.164656 2021-04-10 01:46:19,247 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.83ms, fps=1741 images/s, loss=1.0204, top1-acc=69.48%, top5-acc=92.90%, remaining_time=0:00:22.295806, arrival_time=2021-04-10 01:46:41.543310, cost_time=0:00:07.635538 2021-04-10 01:46:20,725 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=2.08ms, fps=1733 images/s, loss=1.0271, top1-acc=69.36%, top5-acc=92.85%, remaining_time=0:00:20.656224, arrival_time=2021-04-10 01:46:41.381203, cost_time=0:00:09.113046 2021-04-10 01:46:22,205 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=2.10ms, fps=1730 images/s, loss=1.0328, top1-acc=69.24%, top5-acc=92.81%, remaining_time=0:00:19.068084, arrival_time=2021-04-10 01:46:41.273444, cost_time=0:00:10.593415 2021-04-10 01:46:23,701 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.62ms, fps=1711 images/s, loss=1.0347, top1-acc=69.14%, top5-acc=92.84%, remaining_time=0:00:17.530268, arrival_time=2021-04-10 01:46:41.232016, cost_time=0:00:12.089857 2021-04-10 01:46:25,185 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.82ms, fps=1726 images/s, loss=1.0421, top1-acc=68.96%, top5-acc=92.76%, remaining_time=0:00:15.986602, arrival_time=2021-04-10 01:46:41.172184, cost_time=0:00:13.573553 2021-04-10 01:46:26,664 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.38ms, fps=1732 images/s, loss=1.0435, top1-acc=68.98%, top5-acc=92.78%, remaining_time=0:00:14.450496, arrival_time=2021-04-10 01:46:41.114994, cost_time=0:00:15.052551 2021-04-10 01:46:28,145 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=2.10ms, fps=1729 images/s, loss=1.0433, top1-acc=68.97%, top5-acc=92.79%, remaining_time=0:00:12.926316, arrival_time=2021-04-10 01:46:41.071820, cost_time=0:00:16.533610 2021-04-10 01:46:29,621 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.74ms, fps=1735 images/s, loss=1.0413, top1-acc=69.04%, top5-acc=92.80%, remaining_time=0:00:11.406004, arrival_time=2021-04-10 01:46:41.027369, cost_time=0:00:18.009439 2021-04-10 01:46:31,106 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.97ms, fps=1724 images/s, loss=1.0429, top1-acc=69.01%, top5-acc=92.78%, remaining_time=0:00:09.897426, arrival_time=2021-04-10 01:46:41.004276, cost_time=0:00:19.494911 2021-04-10 01:46:32,588 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.53ms, fps=1728 images/s, loss=1.0455, top1-acc=68.89%, top5-acc=92.77%, remaining_time=0:00:08.390648, arrival_time=2021-04-10 01:46:40.979090, cost_time=0:00:20.976553 2021-04-10 01:46:34,059 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=1.0472, top1-acc=68.90%, top5-acc=92.74%, remaining_time=0:00:06.883808, arrival_time=2021-04-10 01:46:40.942957, cost_time=0:00:22.447213 2021-04-10 01:46:35,541 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.12ms, fps=1727 images/s, loss=1.0500, top1-acc=68.81%, top5-acc=92.70%, remaining_time=0:00:05.384232, arrival_time=2021-04-10 01:46:40.926084, cost_time=0:00:23.929958 2021-04-10 01:46:37,020 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.71ms, fps=1732 images/s, loss=1.0508, top1-acc=68.79%, top5-acc=92.70%, remaining_time=0:00:03.886038, arrival_time=2021-04-10 01:46:40.906608, cost_time=0:00:25.408668 2021-04-10 01:46:38,504 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.88ms, fps=1726 images/s, loss=1.0545, top1-acc=68.69%, top5-acc=92.59%, remaining_time=0:00:02.390432, arrival_time=2021-04-10 01:46:40.894813, cost_time=0:00:26.892420 2021-04-10 01:46:39,978 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=1.0567, top1-acc=68.66%, top5-acc=92.54%, remaining_time=0:00:00.895794, arrival_time=2021-04-10 01:46:40.874412, cost_time=0:00:28.366727 2021-04-10 01:46:40,779 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.50ms, fps=1699 images/s, loss=1.0551, top1-acc=68.68%, top5-acc=92.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:40.779589, cost_time=0:00:29.167701 2021-04-10 01:46:41,195 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.29ms, fps=6181 images/s, loss=2.1205, top1-acc=47.97%, top5-acc=79.22%, remaining_time=0:00:01.242510, arrival_time=2021-04-10 01:46:42.437742, cost_time=0:00:00.414168 2021-04-10 01:46:41,497 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=3.71ms, fps=8484 images/s, loss=2.1502, top1-acc=47.87%, top5-acc=78.07%, remaining_time=0:00:00.716280, arrival_time=2021-04-10 01:46:42.213664, cost_time=0:00:00.716290 2021-04-10 01:46:41,799 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=4.19ms, fps=8479 images/s, loss=2.1572, top1-acc=47.94%, top5-acc=78.29%, remaining_time=0:00:00.339550, arrival_time=2021-04-10 01:46:42.139306, cost_time=0:00:01.018655 2021-04-10 01:46:42,077 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.05ms, fps=8372 images/s, loss=2.1412, top1-acc=48.01%, top5-acc=78.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:42.077284, cost_time=0:00:01.296256 2021-04-10 01:46:42,149 INFO : Epoch=0048 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:17:28.137808, arrival_time=2021-04-10 03:04:10.287283, cost_time=0:24:27.832982 2021-04-10 01:46:42,150 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:46:43,867 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.50ms, fps=1491 images/s, loss=0.9873, top1-acc=70.82%, top5-acc=93.01%, remaining_time=0:00:31.936386, arrival_time=2021-04-10 01:47:15.803851, cost_time=0:00:01.717008 2021-04-10 01:46:45,368 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=5.78ms, fps=1706 images/s, loss=1.0060, top1-acc=70.29%, top5-acc=93.07%, remaining_time=0:00:28.317344, arrival_time=2021-04-10 01:47:13.685835, cost_time=0:00:03.217885 2021-04-10 01:46:46,858 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=2.07ms, fps=1719 images/s, loss=0.9993, top1-acc=70.30%, top5-acc=93.32%, remaining_time=0:00:26.051708, arrival_time=2021-04-10 01:47:12.910306, cost_time=0:00:04.708146 2021-04-10 01:46:48,331 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.45ms, fps=1739 images/s, loss=1.0039, top1-acc=70.15%, top5-acc=93.18%, remaining_time=0:00:24.104652, arrival_time=2021-04-10 01:47:12.435847, cost_time=0:00:06.180694 2021-04-10 01:46:49,813 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.80ms, fps=1728 images/s, loss=1.0085, top1-acc=69.92%, top5-acc=93.09%, remaining_time=0:00:22.376252, arrival_time=2021-04-10 01:47:12.189811, cost_time=0:00:07.663105 2021-04-10 01:46:51,295 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.44ms, fps=1729 images/s, loss=1.0172, top1-acc=69.67%, top5-acc=93.04%, remaining_time=0:00:20.726944, arrival_time=2021-04-10 01:47:12.021842, cost_time=0:00:09.144234 2021-04-10 01:46:52,767 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=1.0245, top1-acc=69.59%, top5-acc=93.00%, remaining_time=0:00:19.111428, arrival_time=2021-04-10 01:47:11.879335, cost_time=0:00:10.617451 2021-04-10 01:46:54,247 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.18ms, fps=1731 images/s, loss=1.0266, top1-acc=69.53%, top5-acc=92.98%, remaining_time=0:00:17.540592, arrival_time=2021-04-10 01:47:11.788087, cost_time=0:00:12.096953 2021-04-10 01:46:55,726 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=1.0327, top1-acc=69.39%, top5-acc=92.89%, remaining_time=0:00:15.989464, arrival_time=2021-04-10 01:47:11.715910, cost_time=0:00:13.575980 2021-04-10 01:46:57,195 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=1.0356, top1-acc=69.26%, top5-acc=92.88%, remaining_time=0:00:14.442912, arrival_time=2021-04-10 01:47:11.638082, cost_time=0:00:15.044668 2021-04-10 01:46:58,709 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=15.38ms, fps=1691 images/s, loss=1.0338, top1-acc=69.27%, top5-acc=92.90%, remaining_time=0:00:12.945924, arrival_time=2021-04-10 01:47:11.655186, cost_time=0:00:16.558763 2021-04-10 01:47:00,185 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=1.0405, top1-acc=69.13%, top5-acc=92.83%, remaining_time=0:00:11.422420, arrival_time=2021-04-10 01:47:11.608332, cost_time=0:00:18.035413 2021-04-10 01:47:01,656 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.84ms, fps=1742 images/s, loss=1.0467, top1-acc=69.02%, top5-acc=92.75%, remaining_time=0:00:09.902970, arrival_time=2021-04-10 01:47:11.559436, cost_time=0:00:19.505889 2021-04-10 01:47:03,135 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.89ms, fps=1732 images/s, loss=1.0487, top1-acc=68.99%, top5-acc=92.71%, remaining_time=0:00:08.393840, arrival_time=2021-04-10 01:47:11.528991, cost_time=0:00:20.984657 2021-04-10 01:47:04,613 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.76ms, fps=1732 images/s, loss=1.0495, top1-acc=68.96%, top5-acc=92.74%, remaining_time=0:00:06.888776, arrival_time=2021-04-10 01:47:11.502656, cost_time=0:00:22.463389 2021-04-10 01:47:06,080 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=2.02ms, fps=1746 images/s, loss=1.0501, top1-acc=69.00%, top5-acc=92.74%, remaining_time=0:00:05.384232, arrival_time=2021-04-10 01:47:11.464563, cost_time=0:00:23.929876 2021-04-10 01:47:07,562 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.80ms, fps=1728 images/s, loss=1.0511, top1-acc=68.93%, top5-acc=92.73%, remaining_time=0:00:03.886506, arrival_time=2021-04-10 01:47:11.448727, cost_time=0:00:25.411764 2021-04-10 01:47:09,036 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=2.26ms, fps=1738 images/s, loss=1.0520, top1-acc=68.93%, top5-acc=92.75%, remaining_time=0:00:02.389808, arrival_time=2021-04-10 01:47:11.425793, cost_time=0:00:26.885376 2021-04-10 01:47:10,524 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.78ms, fps=1722 images/s, loss=1.0545, top1-acc=68.87%, top5-acc=92.71%, remaining_time=0:00:00.896004, arrival_time=2021-04-10 01:47:11.419955, cost_time=0:00:28.373420 2021-04-10 01:47:11,324 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.43ms, fps=1700 images/s, loss=1.0520, top1-acc=68.96%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:11.324325, cost_time=0:00:29.173879 2021-04-10 01:47:11,714 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=3.14ms, fps=6582 images/s, loss=1.6646, top1-acc=55.62%, top5-acc=84.77%, remaining_time=0:00:01.166700, arrival_time=2021-04-10 01:47:12.881354, cost_time=0:00:00.388904 2021-04-10 01:47:12,018 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.38ms, fps=8449 images/s, loss=1.6765, top1-acc=54.82%, top5-acc=84.57%, remaining_time=0:00:00.692400, arrival_time=2021-04-10 01:47:12.710555, cost_time=0:00:00.692394 2021-04-10 01:47:12,309 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.31ms, fps=8816 images/s, loss=1.6763, top1-acc=55.10%, top5-acc=84.47%, remaining_time=0:00:00.327760, arrival_time=2021-04-10 01:47:12.636767, cost_time=0:00:00.983294 2021-04-10 01:47:12,587 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.11ms, fps=8342 images/s, loss=1.6976, top1-acc=55.07%, top5-acc=84.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:12.587540, cost_time=0:00:01.261784 2021-04-10 01:47:12,646 INFO : Epoch=0049 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:16:57.303821, arrival_time=2021-04-10 03:04:09.950711, cost_time=0:24:58.330392 2021-04-10 01:47:12,647 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:47:14,431 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.23ms, fps=1435 images/s, loss=1.0380, top1-acc=69.18%, top5-acc=93.01%, remaining_time=0:00:33.175704, arrival_time=2021-04-10 01:47:47.607322, cost_time=0:00:01.783639 2021-04-10 01:47:15,933 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=2.33ms, fps=1705 images/s, loss=1.0077, top1-acc=70.00%, top5-acc=93.38%, remaining_time=0:00:28.916096, arrival_time=2021-04-10 01:47:44.849957, cost_time=0:00:03.285924 2021-04-10 01:47:17,412 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.70ms, fps=1732 images/s, loss=1.0002, top1-acc=70.43%, top5-acc=93.42%, remaining_time=0:00:26.362460, arrival_time=2021-04-10 01:47:43.774703, cost_time=0:00:04.764312 2021-04-10 01:47:18,888 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=1.0010, top1-acc=70.48%, top5-acc=93.42%, remaining_time=0:00:24.335844, arrival_time=2021-04-10 01:47:43.223787, cost_time=0:00:06.239960 2021-04-10 01:47:20,362 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=1.0011, top1-acc=70.36%, top5-acc=93.44%, remaining_time=0:00:22.526486, arrival_time=2021-04-10 01:47:42.889243, cost_time=0:00:07.714556 2021-04-10 01:47:21,842 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.88ms, fps=1730 images/s, loss=1.0022, top1-acc=70.31%, top5-acc=93.31%, remaining_time=0:00:20.841728, arrival_time=2021-04-10 01:47:42.684614, cost_time=0:00:09.194893 2021-04-10 01:47:23,317 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.94ms, fps=1736 images/s, loss=1.0069, top1-acc=70.17%, top5-acc=93.20%, remaining_time=0:00:19.205928, arrival_time=2021-04-10 01:47:42.523853, cost_time=0:00:10.669942 2021-04-10 01:47:24,792 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.82ms, fps=1737 images/s, loss=1.0109, top1-acc=70.15%, top5-acc=93.18%, remaining_time=0:00:17.609496, arrival_time=2021-04-10 01:47:42.401920, cost_time=0:00:12.144489 2021-04-10 01:47:26,267 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.86ms, fps=1735 images/s, loss=1.0127, top1-acc=70.08%, top5-acc=93.12%, remaining_time=0:00:16.041298, arrival_time=2021-04-10 01:47:42.309232, cost_time=0:00:13.620001 2021-04-10 01:47:27,760 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.84ms, fps=1716 images/s, loss=1.0171, top1-acc=69.90%, top5-acc=93.09%, remaining_time=0:00:14.507808, arrival_time=2021-04-10 01:47:42.268202, cost_time=0:00:15.112311 2021-04-10 01:47:29,264 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.76ms, fps=1703 images/s, loss=1.0208, top1-acc=69.75%, top5-acc=93.03%, remaining_time=0:00:12.990902, arrival_time=2021-04-10 01:47:42.255191, cost_time=0:00:16.616317 2021-04-10 01:47:30,742 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.50ms, fps=1732 images/s, loss=1.0275, top1-acc=69.57%, top5-acc=92.98%, remaining_time=0:00:11.460040, arrival_time=2021-04-10 01:47:42.202765, cost_time=0:00:18.094749 2021-04-10 01:47:32,226 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=2.11ms, fps=1726 images/s, loss=1.0341, top1-acc=69.34%, top5-acc=92.91%, remaining_time=0:00:09.939666, arrival_time=2021-04-10 01:47:42.165660, cost_time=0:00:19.578067 2021-04-10 01:47:33,707 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.49ms, fps=1728 images/s, loss=1.0392, top1-acc=69.21%, top5-acc=92.80%, remaining_time=0:00:08.423800, arrival_time=2021-04-10 01:47:42.131379, cost_time=0:00:21.059493 2021-04-10 01:47:35,179 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=2.06ms, fps=1740 images/s, loss=1.0393, top1-acc=69.21%, top5-acc=92.77%, remaining_time=0:00:06.909706, arrival_time=2021-04-10 01:47:42.089440, cost_time=0:00:22.531712 2021-04-10 01:47:36,651 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=1.0406, top1-acc=69.19%, top5-acc=92.75%, remaining_time=0:00:05.400756, arrival_time=2021-04-10 01:47:42.052014, cost_time=0:00:24.003324 2021-04-10 01:47:38,117 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.34ms, fps=1746 images/s, loss=1.0408, top1-acc=69.21%, top5-acc=92.75%, remaining_time=0:00:03.895346, arrival_time=2021-04-10 01:47:42.013050, cost_time=0:00:25.469573 2021-04-10 01:47:39,597 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.41ms, fps=1731 images/s, loss=1.0398, top1-acc=69.20%, top5-acc=92.77%, remaining_time=0:00:02.395504, arrival_time=2021-04-10 01:47:41.992842, cost_time=0:00:26.949403 2021-04-10 01:47:41,072 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.44ms, fps=1736 images/s, loss=1.0414, top1-acc=69.12%, top5-acc=92.76%, remaining_time=0:00:00.897606, arrival_time=2021-04-10 01:47:41.969831, cost_time=0:00:28.424243 2021-04-10 01:47:41,867 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.24ms, fps=1710 images/s, loss=1.0442, top1-acc=69.08%, top5-acc=92.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:41.867868, cost_time=0:00:29.219932 2021-04-10 01:47:42,275 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.29ms, fps=6309 images/s, loss=2.0315, top1-acc=49.49%, top5-acc=81.05%, remaining_time=0:00:01.217370, arrival_time=2021-04-10 01:47:43.492526, cost_time=0:00:00.405786 2021-04-10 01:47:42,574 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=1.96ms, fps=8570 images/s, loss=2.0602, top1-acc=49.61%, top5-acc=80.49%, remaining_time=0:00:00.704840, arrival_time=2021-04-10 01:47:43.279102, cost_time=0:00:00.704846 2021-04-10 01:47:42,875 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.42ms, fps=8524 images/s, loss=2.0713, top1-acc=49.80%, top5-acc=79.96%, remaining_time=0:00:00.335220, arrival_time=2021-04-10 01:47:43.210282, cost_time=0:00:01.005660 2021-04-10 01:47:43,157 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=8224 images/s, loss=2.0545, top1-acc=49.84%, top5-acc=79.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:43.157624, cost_time=0:00:01.288227 2021-04-10 01:47:43,281 INFO : Epoch=0050 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:16:26.895150, arrival_time=2021-04-10 03:04:10.176702, cost_time=0:25:28.965056 2021-04-10 01:47:43,282 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:47:44,956 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=0.22ms, fps=1529 images/s, loss=1.0338, top1-acc=70.86%, top5-acc=92.89%, remaining_time=0:00:31.140678, arrival_time=2021-04-10 01:48:16.097433, cost_time=0:00:01.674227 2021-04-10 01:47:46,437 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=1.0209, top1-acc=70.35%, top5-acc=93.24%, remaining_time=0:00:27.764352, arrival_time=2021-04-10 01:48:14.201963, cost_time=0:00:03.155038 2021-04-10 01:47:47,917 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.81ms, fps=1730 images/s, loss=1.0051, top1-acc=70.51%, top5-acc=93.37%, remaining_time=0:00:25.647332, arrival_time=2021-04-10 01:48:13.564896, cost_time=0:00:04.635046 2021-04-10 01:47:49,403 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.91ms, fps=1723 images/s, loss=1.0075, top1-acc=70.48%, top5-acc=93.30%, remaining_time=0:00:23.871744, arrival_time=2021-04-10 01:48:13.275314, cost_time=0:00:06.120973 2021-04-10 01:47:50,876 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.78ms, fps=1739 images/s, loss=1.0056, top1-acc=70.36%, top5-acc=93.39%, remaining_time=0:00:22.174480, arrival_time=2021-04-10 01:48:13.051130, cost_time=0:00:07.593976 2021-04-10 01:47:52,353 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=1.61ms, fps=1734 images/s, loss=1.0132, top1-acc=70.03%, top5-acc=93.31%, remaining_time=0:00:20.561432, arrival_time=2021-04-10 01:48:12.915196, cost_time=0:00:09.071192 2021-04-10 01:47:53,831 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.94ms, fps=1733 images/s, loss=1.0152, top1-acc=70.00%, top5-acc=93.25%, remaining_time=0:00:18.987444, arrival_time=2021-04-10 01:48:12.818678, cost_time=0:00:10.548598 2021-04-10 01:47:55,319 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.40ms, fps=1721 images/s, loss=1.0157, top1-acc=69.85%, top5-acc=93.24%, remaining_time=0:00:17.453244, arrival_time=2021-04-10 01:48:12.772549, cost_time=0:00:12.036728 2021-04-10 01:47:56,815 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.36ms, fps=1712 images/s, loss=1.0156, top1-acc=69.79%, top5-acc=93.26%, remaining_time=0:00:15.938690, arrival_time=2021-04-10 01:48:12.754141, cost_time=0:00:13.532846 2021-04-10 01:47:58,289 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.86ms, fps=1737 images/s, loss=1.0147, top1-acc=69.87%, top5-acc=93.27%, remaining_time=0:00:14.406624, arrival_time=2021-04-10 01:48:12.696190, cost_time=0:00:15.006924 2021-04-10 01:47:59,783 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=2.70ms, fps=1714 images/s, loss=1.0161, top1-acc=69.85%, top5-acc=93.20%, remaining_time=0:00:12.900860, arrival_time=2021-04-10 01:48:12.684680, cost_time=0:00:16.501153 2021-04-10 01:48:01,263 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.81ms, fps=1731 images/s, loss=1.0214, top1-acc=69.83%, top5-acc=93.08%, remaining_time=0:00:11.387992, arrival_time=2021-04-10 01:48:12.651562, cost_time=0:00:17.981037 2021-04-10 01:48:02,747 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=1.0227, top1-acc=69.74%, top5-acc=93.07%, remaining_time=0:00:09.881916, arrival_time=2021-04-10 01:48:12.628942, cost_time=0:00:19.464428 2021-04-10 01:48:04,229 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.69ms, fps=1727 images/s, loss=1.0266, top1-acc=69.70%, top5-acc=92.99%, remaining_time=0:00:08.378832, arrival_time=2021-04-10 01:48:12.608463, cost_time=0:00:20.947051 2021-04-10 01:48:05,712 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.80ms, fps=1728 images/s, loss=1.0293, top1-acc=69.64%, top5-acc=92.92%, remaining_time=0:00:06.878380, arrival_time=2021-04-10 01:48:12.590488, cost_time=0:00:22.429449 2021-04-10 01:48:07,193 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.82ms, fps=1729 images/s, loss=1.0334, top1-acc=69.50%, top5-acc=92.91%, remaining_time=0:00:05.380020, arrival_time=2021-04-10 01:48:12.573804, cost_time=0:00:23.911250 2021-04-10 01:48:08,671 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.43ms, fps=1733 images/s, loss=1.0379, top1-acc=69.41%, top5-acc=92.83%, remaining_time=0:00:03.883048, arrival_time=2021-04-10 01:48:12.554747, cost_time=0:00:25.389131 2021-04-10 01:48:10,154 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.05ms, fps=1727 images/s, loss=1.0399, top1-acc=69.38%, top5-acc=92.79%, remaining_time=0:00:02.388624, arrival_time=2021-04-10 01:48:12.543115, cost_time=0:00:26.871965 2021-04-10 01:48:11,633 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.26ms, fps=1732 images/s, loss=1.0437, top1-acc=69.34%, top5-acc=92.70%, remaining_time=0:00:00.895290, arrival_time=2021-04-10 01:48:12.528589, cost_time=0:00:28.350774 2021-04-10 01:48:12,428 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.27ms, fps=1711 images/s, loss=1.0446, top1-acc=69.33%, top5-acc=92.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:12.428654, cost_time=0:00:29.146002 2021-04-10 01:48:12,855 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.53ms, fps=6032 images/s, loss=1.8037, top1-acc=54.73%, top5-acc=83.67%, remaining_time=0:00:01.273140, arrival_time=2021-04-10 01:48:14.128497, cost_time=0:00:00.424375 2021-04-10 01:48:13,158 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=2.02ms, fps=8461 images/s, loss=1.8395, top1-acc=54.34%, top5-acc=83.54%, remaining_time=0:00:00.727620, arrival_time=2021-04-10 01:48:13.886183, cost_time=0:00:00.727625 2021-04-10 01:48:13,458 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=0.21ms, fps=8551 images/s, loss=1.8343, top1-acc=54.28%, top5-acc=83.68%, remaining_time=0:00:00.342490, arrival_time=2021-04-10 01:48:13.800885, cost_time=0:00:01.027456 2021-04-10 01:48:13,747 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.07ms, fps=8044 images/s, loss=1.8268, top1-acc=54.33%, top5-acc=83.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:13.747267, cost_time=0:00:01.316345 2021-04-10 01:48:13,803 INFO : Epoch=0051 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:15:56.147777, arrival_time=2021-04-10 03:04:09.951085, cost_time=0:25:59.486809 2021-04-10 01:48:13,804 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:48:15,567 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=0.33ms, fps=1452 images/s, loss=1.0270, top1-acc=68.79%, top5-acc=93.36%, remaining_time=0:00:32.793288, arrival_time=2021-04-10 01:48:48.360694, cost_time=0:00:01.763084 2021-04-10 01:48:17,059 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.58ms, fps=1716 images/s, loss=0.9790, top1-acc=70.94%, top5-acc=93.69%, remaining_time=0:00:28.646816, arrival_time=2021-04-10 01:48:45.706535, cost_time=0:00:03.255312 2021-04-10 01:48:18,546 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.41ms, fps=1723 images/s, loss=0.9766, top1-acc=70.92%, top5-acc=93.74%, remaining_time=0:00:26.239620, arrival_time=2021-04-10 01:48:44.786129, cost_time=0:00:04.742105 2021-04-10 01:48:20,037 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.90ms, fps=1718 images/s, loss=0.9787, top1-acc=70.80%, top5-acc=93.68%, remaining_time=0:00:24.308076, arrival_time=2021-04-10 01:48:44.345268, cost_time=0:00:06.232839 2021-04-10 01:48:21,511 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.83ms, fps=1737 images/s, loss=0.9858, top1-acc=70.68%, top5-acc=93.62%, remaining_time=0:00:22.505024, arrival_time=2021-04-10 01:48:44.016613, cost_time=0:00:07.707182 2021-04-10 01:48:22,992 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.55ms, fps=1729 images/s, loss=0.9929, top1-acc=70.58%, top5-acc=93.56%, remaining_time=0:00:20.827448, arrival_time=2021-04-10 01:48:43.820323, cost_time=0:00:09.188587 2021-04-10 01:48:24,487 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.88ms, fps=1713 images/s, loss=1.0041, top1-acc=70.23%, top5-acc=93.43%, remaining_time=0:00:19.230246, arrival_time=2021-04-10 01:48:43.718057, cost_time=0:00:10.683494 2021-04-10 01:48:25,969 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=2.11ms, fps=1729 images/s, loss=1.0068, top1-acc=70.19%, top5-acc=93.38%, remaining_time=0:00:17.638612, arrival_time=2021-04-10 01:48:43.607538, cost_time=0:00:12.164570 2021-04-10 01:48:27,447 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.83ms, fps=1732 images/s, loss=1.0117, top1-acc=70.04%, top5-acc=93.25%, remaining_time=0:00:16.068328, arrival_time=2021-04-10 01:48:43.515511, cost_time=0:00:13.642908 2021-04-10 01:48:28,927 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.99ms, fps=1730 images/s, loss=1.0098, top1-acc=70.10%, top5-acc=93.27%, remaining_time=0:00:14.518080, arrival_time=2021-04-10 01:48:43.445361, cost_time=0:00:15.123002 2021-04-10 01:48:30,411 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.90ms, fps=1726 images/s, loss=1.0130, top1-acc=69.90%, top5-acc=93.28%, remaining_time=0:00:12.983420, arrival_time=2021-04-10 01:48:43.394490, cost_time=0:00:16.606748 2021-04-10 01:48:31,888 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.57ms, fps=1734 images/s, loss=1.0160, top1-acc=69.88%, top5-acc=93.22%, remaining_time=0:00:11.452896, arrival_time=2021-04-10 01:48:43.340782, cost_time=0:00:18.083465 2021-04-10 01:48:33,366 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.49ms, fps=1733 images/s, loss=1.0217, top1-acc=69.69%, top5-acc=93.16%, remaining_time=0:00:09.931350, arrival_time=2021-04-10 01:48:43.297415, cost_time=0:00:19.561756 2021-04-10 01:48:34,846 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.50ms, fps=1730 images/s, loss=1.0215, top1-acc=69.70%, top5-acc=93.17%, remaining_time=0:00:08.416800, arrival_time=2021-04-10 01:48:43.263121, cost_time=0:00:21.042001 2021-04-10 01:48:36,326 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.41ms, fps=1730 images/s, loss=1.0234, top1-acc=69.66%, top5-acc=93.12%, remaining_time=0:00:06.906808, arrival_time=2021-04-10 01:48:43.233344, cost_time=0:00:22.522261 2021-04-10 01:48:37,796 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=2.19ms, fps=1742 images/s, loss=1.0252, top1-acc=69.58%, top5-acc=93.09%, remaining_time=0:00:05.398236, arrival_time=2021-04-10 01:48:43.194671, cost_time=0:00:23.992117 2021-04-10 01:48:39,281 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.37ms, fps=1725 images/s, loss=1.0309, top1-acc=69.41%, top5-acc=93.05%, remaining_time=0:00:03.896438, arrival_time=2021-04-10 01:48:43.177459, cost_time=0:00:25.476741 2021-04-10 01:48:40,763 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=3.70ms, fps=1727 images/s, loss=1.0334, top1-acc=69.36%, top5-acc=93.01%, remaining_time=0:00:02.396368, arrival_time=2021-04-10 01:48:43.159873, cost_time=0:00:26.959084 2021-04-10 01:48:42,277 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.21ms, fps=1692 images/s, loss=1.0356, top1-acc=69.31%, top5-acc=92.95%, remaining_time=0:00:00.899154, arrival_time=2021-04-10 01:48:43.176643, cost_time=0:00:28.473215 2021-04-10 01:48:43,083 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.54ms, fps=1688 images/s, loss=1.0355, top1-acc=69.29%, top5-acc=92.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:43.083670, cost_time=0:00:29.279308 2021-04-10 01:48:43,468 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=2.37ms, fps=6684 images/s, loss=1.7860, top1-acc=53.83%, top5-acc=83.91%, remaining_time=0:00:01.148940, arrival_time=2021-04-10 01:48:44.617154, cost_time=0:00:00.382979 2021-04-10 01:48:43,777 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.91ms, fps=8301 images/s, loss=1.7558, top1-acc=54.90%, top5-acc=84.20%, remaining_time=0:00:00.691680, arrival_time=2021-04-10 01:48:44.468647, cost_time=0:00:00.691672 2021-04-10 01:48:44,091 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.65ms, fps=8173 images/s, loss=1.7531, top1-acc=55.18%, top5-acc=84.18%, remaining_time=0:00:00.335110, arrival_time=2021-04-10 01:48:44.425999, cost_time=0:00:01.005341 2021-04-10 01:48:44,377 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.09ms, fps=8108 images/s, loss=1.7542, top1-acc=55.35%, top5-acc=84.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:44.377800, cost_time=0:00:01.292546 2021-04-10 01:48:44,452 INFO : Epoch=0052 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:15:25.771328, arrival_time=2021-04-10 03:04:10.223741, cost_time=0:26:30.135895 2021-04-10 01:48:44,454 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:48:46,206 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.36ms, fps=1461 images/s, loss=0.9601, top1-acc=71.25%, top5-acc=93.98%, remaining_time=0:00:32.597244, arrival_time=2021-04-10 01:49:18.803965, cost_time=0:00:01.752537 2021-04-10 01:48:47,722 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=17.55ms, fps=1689 images/s, loss=0.9917, top1-acc=70.74%, top5-acc=93.50%, remaining_time=0:00:28.762448, arrival_time=2021-04-10 01:49:16.485312, cost_time=0:00:03.268464 2021-04-10 01:48:49,207 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.49ms, fps=1726 images/s, loss=0.9972, top1-acc=70.48%, top5-acc=93.15%, remaining_time=0:00:26.298550, arrival_time=2021-04-10 01:49:15.505483, cost_time=0:00:04.752740 2021-04-10 01:48:50,683 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.9966, top1-acc=70.77%, top5-acc=93.12%, remaining_time=0:00:24.293880, arrival_time=2021-04-10 01:49:14.977208, cost_time=0:00:06.229192 2021-04-10 01:48:52,152 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=1.0160, top1-acc=70.16%, top5-acc=92.84%, remaining_time=0:00:22.479766, arrival_time=2021-04-10 01:49:14.632450, cost_time=0:00:07.698552 2021-04-10 01:48:53,635 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=2.00ms, fps=1727 images/s, loss=1.0140, top1-acc=70.11%, top5-acc=93.02%, remaining_time=0:00:20.810040, arrival_time=2021-04-10 01:49:14.445131, cost_time=0:00:09.180910 2021-04-10 01:48:55,120 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=3.56ms, fps=1724 images/s, loss=1.0152, top1-acc=69.99%, top5-acc=93.05%, remaining_time=0:00:19.198872, arrival_time=2021-04-10 01:49:14.319099, cost_time=0:00:10.666018 2021-04-10 01:48:56,599 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.06ms, fps=1732 images/s, loss=1.0162, top1-acc=69.92%, top5-acc=93.05%, remaining_time=0:00:17.609960, arrival_time=2021-04-10 01:49:14.208985, cost_time=0:00:12.144818 2021-04-10 01:48:58,077 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.67ms, fps=1732 images/s, loss=1.0135, top1-acc=69.97%, top5-acc=93.09%, remaining_time=0:00:16.045326, arrival_time=2021-04-10 01:49:14.122910, cost_time=0:00:13.623416 2021-04-10 01:48:59,571 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=2.12ms, fps=1715 images/s, loss=1.0129, top1-acc=70.05%, top5-acc=93.04%, remaining_time=0:00:14.512320, arrival_time=2021-04-10 01:49:14.083545, cost_time=0:00:15.116966 2021-04-10 01:49:01,050 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=2.07ms, fps=1732 images/s, loss=1.0147, top1-acc=69.94%, top5-acc=93.08%, remaining_time=0:00:12.975078, arrival_time=2021-04-10 01:49:14.025251, cost_time=0:00:16.595981 2021-04-10 01:49:02,528 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.58ms, fps=1733 images/s, loss=1.0166, top1-acc=69.86%, top5-acc=93.09%, remaining_time=0:00:11.446892, arrival_time=2021-04-10 01:49:13.975066, cost_time=0:00:18.073990 2021-04-10 01:49:04,018 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.58ms, fps=1719 images/s, loss=1.0160, top1-acc=69.92%, top5-acc=93.10%, remaining_time=0:00:09.932538, arrival_time=2021-04-10 01:49:13.950802, cost_time=0:00:19.564064 2021-04-10 01:49:05,498 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.42ms, fps=1730 images/s, loss=1.0176, top1-acc=69.90%, top5-acc=93.09%, remaining_time=0:00:08.417752, arrival_time=2021-04-10 01:49:13.916286, cost_time=0:00:21.044361 2021-04-10 01:49:06,976 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.67ms, fps=1733 images/s, loss=1.0150, top1-acc=69.92%, top5-acc=93.12%, remaining_time=0:00:06.906854, arrival_time=2021-04-10 01:49:13.883512, cost_time=0:00:22.522366 2021-04-10 01:49:08,463 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.37ms, fps=1723 images/s, loss=1.0164, top1-acc=69.88%, top5-acc=93.10%, remaining_time=0:00:05.402016, arrival_time=2021-04-10 01:49:13.865045, cost_time=0:00:24.008884 2021-04-10 01:49:09,945 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=2.01ms, fps=1728 images/s, loss=1.0134, top1-acc=69.94%, top5-acc=93.11%, remaining_time=0:00:03.898622, arrival_time=2021-04-10 01:49:13.843745, cost_time=0:00:25.490949 2021-04-10 01:49:11,426 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.48ms, fps=1728 images/s, loss=1.0171, top1-acc=69.82%, top5-acc=93.06%, remaining_time=0:00:02.397568, arrival_time=2021-04-10 01:49:13.824450, cost_time=0:00:26.972697 2021-04-10 01:49:12,905 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.84ms, fps=1732 images/s, loss=1.0192, top1-acc=69.80%, top5-acc=93.06%, remaining_time=0:00:00.898464, arrival_time=2021-04-10 01:49:13.803957, cost_time=0:00:28.451308 2021-04-10 01:49:13,719 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.43ms, fps=1671 images/s, loss=1.0210, top1-acc=69.76%, top5-acc=93.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:13.719824, cost_time=0:00:29.265685 2021-04-10 01:49:14,138 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.20ms, fps=6141 images/s, loss=1.8574, top1-acc=52.73%, top5-acc=80.98%, remaining_time=0:00:01.250520, arrival_time=2021-04-10 01:49:15.388737, cost_time=0:00:00.416840 2021-04-10 01:49:14,438 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=2.09ms, fps=8541 images/s, loss=1.8876, top1-acc=52.60%, top5-acc=80.88%, remaining_time=0:00:00.716940, arrival_time=2021-04-10 01:49:15.155244, cost_time=0:00:00.716933 2021-04-10 01:49:14,739 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=2.19ms, fps=8515 images/s, loss=1.8714, top1-acc=53.32%, top5-acc=81.00%, remaining_time=0:00:00.339300, arrival_time=2021-04-10 01:49:15.078631, cost_time=0:00:01.017913 2021-04-10 01:49:15,034 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.10ms, fps=7868 images/s, loss=1.8901, top1-acc=53.34%, top5-acc=80.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:15.034838, cost_time=0:00:01.313436 2021-04-10 01:49:15,126 INFO : Epoch=0053 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:14:55.453893, arrival_time=2021-04-10 03:04:10.580314, cost_time=0:27:00.809926 2021-04-10 01:49:15,127 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:49:16,815 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.37ms, fps=1516 images/s, loss=1.0335, top1-acc=68.67%, top5-acc=93.36%, remaining_time=0:00:31.401450, arrival_time=2021-04-10 01:49:48.217221, cost_time=0:00:01.688246 2021-04-10 01:49:18,325 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=2.10ms, fps=1696 images/s, loss=1.0291, top1-acc=69.24%, top5-acc=93.11%, remaining_time=0:00:28.143456, arrival_time=2021-04-10 01:49:46.469038, cost_time=0:00:03.198117 2021-04-10 01:49:19,800 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.28ms, fps=1736 images/s, loss=1.0114, top1-acc=69.78%, top5-acc=93.61%, remaining_time=0:00:25.858152, arrival_time=2021-04-10 01:49:45.658847, cost_time=0:00:04.673165 2021-04-10 01:49:21,283 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.63ms, fps=1727 images/s, loss=1.0112, top1-acc=69.76%, top5-acc=93.42%, remaining_time=0:00:24.008400, arrival_time=2021-04-10 01:49:45.291870, cost_time=0:00:06.155999 2021-04-10 01:49:22,764 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.57ms, fps=1730 images/s, loss=1.0108, top1-acc=69.80%, top5-acc=93.37%, remaining_time=0:00:22.299310, arrival_time=2021-04-10 01:49:45.063480, cost_time=0:00:07.636746 2021-04-10 01:49:24,259 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=3.02ms, fps=1713 images/s, loss=1.0127, top1-acc=69.70%, top5-acc=93.40%, remaining_time=0:00:20.699336, arrival_time=2021-04-10 01:49:44.958841, cost_time=0:00:09.132047 2021-04-10 01:49:25,742 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.83ms, fps=1727 images/s, loss=1.0079, top1-acc=69.99%, top5-acc=93.41%, remaining_time=0:00:19.106136, arrival_time=2021-04-10 01:49:44.848129, cost_time=0:00:10.614548 2021-04-10 01:49:27,224 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.53ms, fps=1728 images/s, loss=1.0079, top1-acc=70.10%, top5-acc=93.33%, remaining_time=0:00:17.540360, arrival_time=2021-04-10 01:49:44.764571, cost_time=0:00:12.096827 2021-04-10 01:49:28,704 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=2.69ms, fps=1730 images/s, loss=1.0078, top1-acc=70.11%, top5-acc=93.29%, remaining_time=0:00:15.990312, arrival_time=2021-04-10 01:49:44.694385, cost_time=0:00:13.576688 2021-04-10 01:49:30,184 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.57ms, fps=1730 images/s, loss=1.0116, top1-acc=69.93%, top5-acc=93.29%, remaining_time=0:00:14.454912, arrival_time=2021-04-10 01:49:44.639470, cost_time=0:00:15.057161 2021-04-10 01:49:31,667 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.97ms, fps=1727 images/s, loss=1.0121, top1-acc=69.91%, top5-acc=93.28%, remaining_time=0:00:12.930960, arrival_time=2021-04-10 01:49:44.598062, cost_time=0:00:16.539639 2021-04-10 01:49:33,148 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.39ms, fps=1729 images/s, loss=1.0172, top1-acc=69.76%, top5-acc=93.27%, remaining_time=0:00:11.412996, arrival_time=2021-04-10 01:49:44.560950, cost_time=0:00:18.020519 2021-04-10 01:49:34,633 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.81ms, fps=1724 images/s, loss=1.0188, top1-acc=69.75%, top5-acc=93.22%, remaining_time=0:00:09.903168, arrival_time=2021-04-10 01:49:44.536782, cost_time=0:00:19.506234 2021-04-10 01:49:36,114 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=2.32ms, fps=1729 images/s, loss=1.0230, top1-acc=69.65%, top5-acc=93.16%, remaining_time=0:00:08.394736, arrival_time=2021-04-10 01:49:44.509052, cost_time=0:00:20.986894 2021-04-10 01:49:37,600 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.94ms, fps=1723 images/s, loss=1.0266, top1-acc=69.53%, top5-acc=93.14%, remaining_time=0:00:06.891766, arrival_time=2021-04-10 01:49:44.492366, cost_time=0:00:22.473208 2021-04-10 01:49:39,075 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.75ms, fps=1736 images/s, loss=1.0300, top1-acc=69.45%, top5-acc=93.10%, remaining_time=0:00:05.388408, arrival_time=2021-04-10 01:49:44.464211, cost_time=0:00:23.948422 2021-04-10 01:49:40,556 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.84ms, fps=1730 images/s, loss=1.0299, top1-acc=69.47%, top5-acc=93.11%, remaining_time=0:00:03.889106, arrival_time=2021-04-10 01:49:44.445355, cost_time=0:00:25.428827 2021-04-10 01:49:42,039 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.37ms, fps=1727 images/s, loss=1.0294, top1-acc=69.56%, top5-acc=93.11%, remaining_time=0:00:02.392144, arrival_time=2021-04-10 01:49:44.431184, cost_time=0:00:26.911659 2021-04-10 01:49:43,528 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.94ms, fps=1720 images/s, loss=1.0321, top1-acc=69.51%, top5-acc=93.05%, remaining_time=0:00:00.896868, arrival_time=2021-04-10 01:49:44.425320, cost_time=0:00:28.400730 2021-04-10 01:49:44,349 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.42ms, fps=1659 images/s, loss=1.0335, top1-acc=69.48%, top5-acc=93.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:44.348968, cost_time=0:00:29.221538 2021-04-10 01:49:44,787 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=5.24ms, fps=5871 images/s, loss=1.9444, top1-acc=51.13%, top5-acc=82.89%, remaining_time=0:00:01.308150, arrival_time=2021-04-10 01:49:46.095272, cost_time=0:00:00.436046 2021-04-10 01:49:45,116 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=1.89ms, fps=7776 images/s, loss=1.9238, top1-acc=51.93%, top5-acc=83.24%, remaining_time=0:00:00.765700, arrival_time=2021-04-10 01:49:45.882499, cost_time=0:00:00.765708 2021-04-10 01:49:45,430 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=1.96ms, fps=8189 images/s, loss=1.9428, top1-acc=52.02%, top5-acc=82.99%, remaining_time=0:00:00.359600, arrival_time=2021-04-10 01:49:45.789518, cost_time=0:00:01.078800 2021-04-10 01:49:45,707 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.10ms, fps=8366 images/s, loss=1.9574, top1-acc=52.16%, top5-acc=82.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:45.707739, cost_time=0:00:01.356687 2021-04-10 01:49:45,780 INFO : Epoch=0054 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:14:25.069090, arrival_time=2021-04-10 03:04:10.849486, cost_time=0:27:31.463895 2021-04-10 01:49:45,781 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:49:47,480 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.47ms, fps=1507 images/s, loss=1.0049, top1-acc=69.73%, top5-acc=93.12%, remaining_time=0:00:31.596564, arrival_time=2021-04-10 01:50:19.076967, cost_time=0:00:01.698742 2021-04-10 01:49:48,969 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.52ms, fps=1720 images/s, loss=0.9874, top1-acc=70.12%, top5-acc=93.48%, remaining_time=0:00:28.051760, arrival_time=2021-04-10 01:50:17.020917, cost_time=0:00:03.187698 2021-04-10 01:49:50,456 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=3.78ms, fps=1722 images/s, loss=0.9792, top1-acc=70.70%, top5-acc=93.87%, remaining_time=0:00:25.868610, arrival_time=2021-04-10 01:50:16.325159, cost_time=0:00:04.675049 2021-04-10 01:49:51,938 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.50ms, fps=1728 images/s, loss=0.9794, top1-acc=70.85%, top5-acc=93.86%, remaining_time=0:00:24.011052, arrival_time=2021-04-10 01:50:15.949251, cost_time=0:00:06.156683 2021-04-10 01:49:53,419 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.9837, top1-acc=70.86%, top5-acc=93.73%, remaining_time=0:00:22.301792, arrival_time=2021-04-10 01:50:15.720842, cost_time=0:00:07.637590 2021-04-10 01:49:54,900 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.08ms, fps=1728 images/s, loss=0.9845, top1-acc=70.88%, top5-acc=93.70%, remaining_time=0:00:20.669960, arrival_time=2021-04-10 01:50:15.570565, cost_time=0:00:09.119101 2021-04-10 01:49:56,375 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.51ms, fps=1737 images/s, loss=0.9867, top1-acc=70.69%, top5-acc=93.59%, remaining_time=0:00:19.068840, arrival_time=2021-04-10 01:50:15.444115, cost_time=0:00:10.593785 2021-04-10 01:49:57,854 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=2.83ms, fps=1731 images/s, loss=0.9899, top1-acc=70.63%, top5-acc=93.54%, remaining_time=0:00:17.505676, arrival_time=2021-04-10 01:50:15.360178, cost_time=0:00:12.072904 2021-04-10 01:49:59,362 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.89ms, fps=1699 images/s, loss=0.9929, top1-acc=70.51%, top5-acc=93.48%, remaining_time=0:00:15.994976, arrival_time=2021-04-10 01:50:15.357067, cost_time=0:00:13.580604 2021-04-10 01:50:00,852 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.49ms, fps=1718 images/s, loss=0.9954, top1-acc=70.35%, top5-acc=93.46%, remaining_time=0:00:14.468064, arrival_time=2021-04-10 01:50:15.320459, cost_time=0:00:15.070866 2021-04-10 01:50:02,333 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.56ms, fps=1730 images/s, loss=0.9992, top1-acc=70.28%, top5-acc=93.42%, remaining_time=0:00:12.940334, arrival_time=2021-04-10 01:50:15.273328, cost_time=0:00:16.551548 2021-04-10 01:50:03,812 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.84ms, fps=1731 images/s, loss=1.0058, top1-acc=70.06%, top5-acc=93.37%, remaining_time=0:00:11.419456, arrival_time=2021-04-10 01:50:15.231671, cost_time=0:00:18.030725 2021-04-10 01:50:05,293 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.41ms, fps=1728 images/s, loss=1.0087, top1-acc=70.03%, top5-acc=93.31%, remaining_time=0:00:09.906270, arrival_time=2021-04-10 01:50:15.200052, cost_time=0:00:19.512335 2021-04-10 01:50:06,767 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.34ms, fps=1738 images/s, loss=1.0102, top1-acc=70.01%, top5-acc=93.27%, remaining_time=0:00:08.394288, arrival_time=2021-04-10 01:50:15.161496, cost_time=0:00:20.985731 2021-04-10 01:50:08,245 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.55ms, fps=1733 images/s, loss=1.0169, top1-acc=69.87%, top5-acc=93.18%, remaining_time=0:00:06.888868, arrival_time=2021-04-10 01:50:15.134001, cost_time=0:00:22.463644 2021-04-10 01:50:09,708 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=1.57ms, fps=1750 images/s, loss=1.0166, top1-acc=69.87%, top5-acc=93.21%, remaining_time=0:00:05.383548, arrival_time=2021-04-10 01:50:15.091905, cost_time=0:00:23.926861 2021-04-10 01:50:11,186 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.84ms, fps=1732 images/s, loss=1.0191, top1-acc=69.74%, top5-acc=93.16%, remaining_time=0:00:03.885492, arrival_time=2021-04-10 01:50:15.072126, cost_time=0:00:25.405078 2021-04-10 01:50:12,665 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.55ms, fps=1732 images/s, loss=1.0188, top1-acc=69.80%, top5-acc=93.17%, remaining_time=0:00:02.389680, arrival_time=2021-04-10 01:50:15.055003, cost_time=0:00:26.883833 2021-04-10 01:50:14,148 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.89ms, fps=1726 images/s, loss=1.0179, top1-acc=69.85%, top5-acc=93.15%, remaining_time=0:00:00.895806, arrival_time=2021-04-10 01:50:15.044544, cost_time=0:00:28.367217 2021-04-10 01:50:14,963 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=2.07ms, fps=1671 images/s, loss=1.0197, top1-acc=69.84%, top5-acc=93.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:14.963421, cost_time=0:00:29.181926 2021-04-10 01:50:15,373 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=4.25ms, fps=6284 images/s, loss=1.6941, top1-acc=56.29%, top5-acc=84.22%, remaining_time=0:00:01.222080, arrival_time=2021-04-10 01:50:16.595082, cost_time=0:00:00.407359 2021-04-10 01:50:15,673 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.42ms, fps=8524 images/s, loss=1.7055, top1-acc=55.80%, top5-acc=84.37%, remaining_time=0:00:00.708040, arrival_time=2021-04-10 01:50:16.381773, cost_time=0:00:00.708047 2021-04-10 01:50:15,977 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=2.26ms, fps=8449 images/s, loss=1.7169, top1-acc=55.35%, top5-acc=84.21%, remaining_time=0:00:00.337180, arrival_time=2021-04-10 01:50:16.314415, cost_time=0:00:01.011553 2021-04-10 01:50:16,253 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.06ms, fps=8406 images/s, loss=1.7117, top1-acc=55.44%, top5-acc=84.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:16.253634, cost_time=0:00:01.288010 2021-04-10 01:50:16,306 INFO : Epoch=0055 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:13:54.338380, arrival_time=2021-04-10 03:04:10.645320, cost_time=0:28:01.990444 2021-04-10 01:50:16,307 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:50:17,985 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.55ms, fps=1526 images/s, loss=0.9824, top1-acc=69.92%, top5-acc=94.18%, remaining_time=0:00:31.204662, arrival_time=2021-04-10 01:50:49.190394, cost_time=0:00:01.677673 2021-04-10 01:50:19,480 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=2.10ms, fps=1714 images/s, loss=0.9534, top1-acc=71.48%, top5-acc=93.85%, remaining_time=0:00:27.914128, arrival_time=2021-04-10 01:50:47.394222, cost_time=0:00:03.172062 2021-04-10 01:50:20,961 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.77ms, fps=1729 images/s, loss=0.9568, top1-acc=71.81%, top5-acc=93.70%, remaining_time=0:00:25.748924, arrival_time=2021-04-10 01:50:46.710307, cost_time=0:00:04.653420 2021-04-10 01:50:22,446 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.18ms, fps=1724 images/s, loss=0.9629, top1-acc=71.71%, top5-acc=93.72%, remaining_time=0:00:23.940696, arrival_time=2021-04-10 01:50:46.387345, cost_time=0:00:06.138652 2021-04-10 01:50:23,927 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=0.9648, top1-acc=71.44%, top5-acc=93.65%, remaining_time=0:00:22.248648, arrival_time=2021-04-10 01:50:46.176032, cost_time=0:00:07.619422 2021-04-10 01:50:25,410 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=1.72ms, fps=1727 images/s, loss=0.9693, top1-acc=71.22%, top5-acc=93.68%, remaining_time=0:00:20.631880, arrival_time=2021-04-10 01:50:46.042196, cost_time=0:00:09.102324 2021-04-10 01:50:26,885 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.33ms, fps=1736 images/s, loss=0.9694, top1-acc=71.22%, top5-acc=93.71%, remaining_time=0:00:19.039104, arrival_time=2021-04-10 01:50:45.924282, cost_time=0:00:10.577253 2021-04-10 01:50:28,368 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.50ms, fps=1726 images/s, loss=0.9732, top1-acc=71.11%, top5-acc=93.64%, remaining_time=0:00:17.488044, arrival_time=2021-04-10 01:50:45.856710, cost_time=0:00:12.060689 2021-04-10 01:50:29,841 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=0.9779, top1-acc=70.93%, top5-acc=93.57%, remaining_time=0:00:15.939008, arrival_time=2021-04-10 01:50:45.780058, cost_time=0:00:13.533093 2021-04-10 01:50:31,313 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=2.03ms, fps=1739 images/s, loss=0.9824, top1-acc=70.77%, top5-acc=93.54%, remaining_time=0:00:14.405664, arrival_time=2021-04-10 01:50:45.719522, cost_time=0:00:15.005863 2021-04-10 01:50:32,783 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.56ms, fps=1743 images/s, loss=0.9847, top1-acc=70.76%, top5-acc=93.53%, remaining_time=0:00:12.880564, arrival_time=2021-04-10 01:50:45.663677, cost_time=0:00:16.475145 2021-04-10 01:50:34,268 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.84ms, fps=1724 images/s, loss=0.9908, top1-acc=70.61%, top5-acc=93.48%, remaining_time=0:00:11.375224, arrival_time=2021-04-10 01:50:45.644065, cost_time=0:00:17.960911 2021-04-10 01:50:35,746 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.60ms, fps=1733 images/s, loss=0.9934, top1-acc=70.56%, top5-acc=93.46%, remaining_time=0:00:09.868848, arrival_time=2021-04-10 01:50:45.615442, cost_time=0:00:19.438638 2021-04-10 01:50:37,248 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=16.87ms, fps=1706 images/s, loss=0.9923, top1-acc=70.56%, top5-acc=93.45%, remaining_time=0:00:08.375920, arrival_time=2021-04-10 01:50:45.623811, cost_time=0:00:20.939835 2021-04-10 01:50:38,731 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.56ms, fps=1726 images/s, loss=0.9947, top1-acc=70.51%, top5-acc=93.43%, remaining_time=0:00:06.876632, arrival_time=2021-04-10 01:50:45.608319, cost_time=0:00:22.423760 2021-04-10 01:50:40,212 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.66ms, fps=1730 images/s, loss=0.9954, top1-acc=70.39%, top5-acc=93.46%, remaining_time=0:00:05.378436, arrival_time=2021-04-10 01:50:45.590555, cost_time=0:00:23.904121 2021-04-10 01:50:41,685 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.57ms, fps=1738 images/s, loss=0.9957, top1-acc=70.39%, top5-acc=93.42%, remaining_time=0:00:03.881306, arrival_time=2021-04-10 01:50:45.566998, cost_time=0:00:25.377730 2021-04-10 01:50:43,170 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.56ms, fps=1724 images/s, loss=0.9964, top1-acc=70.37%, top5-acc=93.42%, remaining_time=0:00:02.387792, arrival_time=2021-04-10 01:50:45.558582, cost_time=0:00:26.862742 2021-04-10 01:50:44,656 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.41ms, fps=1724 images/s, loss=0.9998, top1-acc=70.27%, top5-acc=93.35%, remaining_time=0:00:00.895200, arrival_time=2021-04-10 01:50:45.551216, cost_time=0:00:28.348044 2021-04-10 01:50:45,464 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.44ms, fps=1684 images/s, loss=1.0028, top1-acc=70.20%, top5-acc=93.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:45.464119, cost_time=0:00:29.156172 2021-04-10 01:50:45,877 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.29ms, fps=6227 images/s, loss=1.9661, top1-acc=51.87%, top5-acc=81.41%, remaining_time=0:00:01.233390, arrival_time=2021-04-10 01:50:47.110707, cost_time=0:00:00.411130 2021-04-10 01:50:46,180 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.56ms, fps=8470 images/s, loss=2.0316, top1-acc=51.05%, top5-acc=81.31%, remaining_time=0:00:00.713820, arrival_time=2021-04-10 01:50:46.893832, cost_time=0:00:00.713829 2021-04-10 01:50:46,482 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.30ms, fps=8470 images/s, loss=2.0178, top1-acc=51.17%, top5-acc=81.61%, remaining_time=0:00:00.338840, arrival_time=2021-04-10 01:50:46.821513, cost_time=0:00:01.016519 2021-04-10 01:50:46,758 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.07ms, fps=8432 images/s, loss=2.0294, top1-acc=50.89%, top5-acc=81.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:46.758145, cost_time=0:00:01.292017 2021-04-10 01:50:46,812 INFO : Epoch=0056 complete, best val top1-acc=55.82%, top5-acc=84.48% (epoch=43), remaining_time=1:13:23.560176, arrival_time=2021-04-10 03:04:10.372311, cost_time=0:28:32.495639 2021-04-10 01:50:46,813 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:50:48,540 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.59ms, fps=1482 images/s, loss=1.0271, top1-acc=69.49%, top5-acc=92.66%, remaining_time=0:00:32.129826, arrival_time=2021-04-10 01:51:20.670366, cost_time=0:00:01.727409 2021-04-10 01:50:50,016 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.93ms, fps=1735 images/s, loss=0.9977, top1-acc=70.43%, top5-acc=93.44%, remaining_time=0:00:28.186752, arrival_time=2021-04-10 01:51:18.202951, cost_time=0:00:03.203049 2021-04-10 01:50:51,500 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.39ms, fps=1725 images/s, loss=0.9727, top1-acc=71.28%, top5-acc=93.54%, remaining_time=0:00:25.936504, arrival_time=2021-04-10 01:51:17.436937, cost_time=0:00:04.687319 2021-04-10 01:50:52,986 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.94ms, fps=1724 images/s, loss=0.9708, top1-acc=71.46%, top5-acc=93.61%, remaining_time=0:00:24.073920, arrival_time=2021-04-10 01:51:17.059920, cost_time=0:00:06.172815 2021-04-10 01:50:54,457 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.9690, top1-acc=71.26%, top5-acc=93.91%, remaining_time=0:00:22.321940, arrival_time=2021-04-10 01:51:16.779711, cost_time=0:00:07.644523 2021-04-10 01:50:55,937 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.9666, top1-acc=71.32%, top5-acc=93.93%, remaining_time=0:00:20.681520, arrival_time=2021-04-10 01:51:16.618867, cost_time=0:00:09.124217 2021-04-10 01:50:57,412 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.16ms, fps=1737 images/s, loss=0.9764, top1-acc=71.20%, top5-acc=93.69%, remaining_time=0:00:19.077912, arrival_time=2021-04-10 01:51:16.489895, cost_time=0:00:10.598813 2021-04-10 01:50:58,901 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=2.04ms, fps=1720 images/s, loss=0.9797, top1-acc=71.00%, top5-acc=93.62%, remaining_time=0:00:17.527368, arrival_time=2021-04-10 01:51:16.428352, cost_time=0:00:12.087828 2021-04-10 01:51:00,375 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.52ms, fps=1736 images/s, loss=0.9846, top1-acc=70.93%, top5-acc=93.56%, remaining_time=0:00:15.973670, arrival_time=2021-04-10 01:51:16.349380, cost_time=0:00:13.562555 2021-04-10 01:51:01,874 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.89ms, fps=1708 images/s, loss=0.9860, top1-acc=70.88%, top5-acc=93.57%, remaining_time=0:00:14.459136, arrival_time=2021-04-10 01:51:16.333819, cost_time=0:00:15.061567 2021-04-10 01:51:03,353 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.74ms, fps=1732 images/s, loss=0.9886, top1-acc=70.79%, top5-acc=93.52%, remaining_time=0:00:12.931132, arrival_time=2021-04-10 01:51:16.284091, cost_time=0:00:16.539794 2021-04-10 01:51:04,832 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=2.10ms, fps=1730 images/s, loss=0.9906, top1-acc=70.70%, top5-acc=93.52%, remaining_time=0:00:11.412540, arrival_time=2021-04-10 01:51:16.245449, cost_time=0:00:18.019797 2021-04-10 01:51:06,305 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.53ms, fps=1739 images/s, loss=0.9942, top1-acc=70.56%, top5-acc=93.49%, remaining_time=0:00:09.896172, arrival_time=2021-04-10 01:51:16.201810, cost_time=0:00:19.492523 2021-04-10 01:51:07,780 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.45ms, fps=1736 images/s, loss=0.9975, top1-acc=70.44%, top5-acc=93.43%, remaining_time=0:00:08.386952, arrival_time=2021-04-10 01:51:16.167623, cost_time=0:00:20.967395 2021-04-10 01:51:09,248 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=1.0019, top1-acc=70.34%, top5-acc=93.35%, remaining_time=0:00:06.880128, arrival_time=2021-04-10 01:51:16.128506, cost_time=0:00:22.435223 2021-04-10 01:51:10,726 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=2.16ms, fps=1732 images/s, loss=1.0053, top1-acc=70.24%, top5-acc=93.31%, remaining_time=0:00:05.380560, arrival_time=2021-04-10 01:51:16.107308, cost_time=0:00:23.913572 2021-04-10 01:51:12,204 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.01ms, fps=1733 images/s, loss=1.0086, top1-acc=70.13%, top5-acc=93.27%, remaining_time=0:00:03.883334, arrival_time=2021-04-10 01:51:16.087512, cost_time=0:00:25.391058 2021-04-10 01:51:13,694 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.53ms, fps=1718 images/s, loss=1.0093, top1-acc=70.14%, top5-acc=93.27%, remaining_time=0:00:02.389440, arrival_time=2021-04-10 01:51:16.083772, cost_time=0:00:26.881213 2021-04-10 01:51:15,170 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=1.0108, top1-acc=70.08%, top5-acc=93.23%, remaining_time=0:00:00.895494, arrival_time=2021-04-10 01:51:16.065989, cost_time=0:00:28.357306 2021-04-10 01:51:15,979 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.80ms, fps=1683 images/s, loss=1.0124, top1-acc=70.07%, top5-acc=93.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:15.979141, cost_time=0:00:29.166022 2021-04-10 01:51:16,388 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.21ms, fps=6285 images/s, loss=1.6458, top1-acc=58.01%, top5-acc=85.16%, remaining_time=0:00:01.221900, arrival_time=2021-04-10 01:51:17.609971, cost_time=0:00:00.407298 2021-04-10 01:51:16,687 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=0.31ms, fps=8585 images/s, loss=1.6758, top1-acc=57.66%, top5-acc=85.08%, remaining_time=0:00:00.706220, arrival_time=2021-04-10 01:51:17.393154, cost_time=0:00:00.706212 2021-04-10 01:51:16,989 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=0.42ms, fps=8489 images/s, loss=1.7184, top1-acc=56.78%, top5-acc=84.39%, remaining_time=0:00:00.336110, arrival_time=2021-04-10 01:51:17.325151, cost_time=0:00:01.008341 2021-04-10 01:51:17,271 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.08ms, fps=8216 images/s, loss=1.7109, top1-acc=57.23%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:17.271894, cost_time=0:00:01.291210 2021-04-10 01:51:17,449 INFO : Epoch=0057 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:12:53.123898, arrival_time=2021-04-10 03:04:10.573750, cost_time=0:29:03.133317 2021-04-10 01:51:17,451 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:51:19,106 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.23ms, fps=1547 images/s, loss=0.9802, top1-acc=70.86%, top5-acc=94.10%, remaining_time=0:00:30.776118, arrival_time=2021-04-10 01:51:49.882345, cost_time=0:00:01.654634 2021-04-10 01:51:20,614 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=2.18ms, fps=1698 images/s, loss=0.9710, top1-acc=71.15%, top5-acc=94.14%, remaining_time=0:00:27.833168, arrival_time=2021-04-10 01:51:48.447717, cost_time=0:00:03.162856 2021-04-10 01:51:22,109 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=2.02ms, fps=1713 images/s, loss=0.9616, top1-acc=71.45%, top5-acc=94.18%, remaining_time=0:00:25.773326, arrival_time=2021-04-10 01:51:47.882721, cost_time=0:00:04.657835 2021-04-10 01:51:23,586 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.55ms, fps=1734 images/s, loss=0.9522, top1-acc=71.61%, top5-acc=94.30%, remaining_time=0:00:23.924004, arrival_time=2021-04-10 01:51:47.510005, cost_time=0:00:06.134366 2021-04-10 01:51:25,075 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.94ms, fps=1720 images/s, loss=0.9499, top1-acc=71.66%, top5-acc=94.30%, remaining_time=0:00:22.261350, arrival_time=2021-04-10 01:51:47.336733, cost_time=0:00:07.623745 2021-04-10 01:51:26,559 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.51ms, fps=1726 images/s, loss=0.9490, top1-acc=71.79%, top5-acc=94.19%, remaining_time=0:00:20.644528, arrival_time=2021-04-10 01:51:47.203988, cost_time=0:00:09.107907 2021-04-10 01:51:28,042 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.99ms, fps=1727 images/s, loss=0.9511, top1-acc=71.58%, top5-acc=94.15%, remaining_time=0:00:19.063170, arrival_time=2021-04-10 01:51:47.105527, cost_time=0:00:10.590674 2021-04-10 01:51:29,522 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.11ms, fps=1731 images/s, loss=0.9555, top1-acc=71.33%, top5-acc=94.04%, remaining_time=0:00:17.502196, arrival_time=2021-04-10 01:51:47.024238, cost_time=0:00:12.070477 2021-04-10 01:51:31,015 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.01ms, fps=1715 images/s, loss=0.9590, top1-acc=71.37%, top5-acc=94.02%, remaining_time=0:00:15.974942, arrival_time=2021-04-10 01:51:46.990101, cost_time=0:00:13.563606 2021-04-10 01:51:32,488 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.90ms, fps=1738 images/s, loss=0.9677, top1-acc=71.05%, top5-acc=93.91%, remaining_time=0:00:14.435136, arrival_time=2021-04-10 01:51:46.923247, cost_time=0:00:15.036555 2021-04-10 01:51:33,963 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.60ms, fps=1736 images/s, loss=0.9713, top1-acc=70.94%, top5-acc=93.83%, remaining_time=0:00:12.909030, arrival_time=2021-04-10 01:51:46.872189, cost_time=0:00:16.511558 2021-04-10 01:51:35,449 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=2.16ms, fps=1723 images/s, loss=0.9765, top1-acc=70.83%, top5-acc=93.72%, remaining_time=0:00:11.398784, arrival_time=2021-04-10 01:51:46.848487, cost_time=0:00:17.998074 2021-04-10 01:51:36,930 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.75ms, fps=1729 images/s, loss=0.9794, top1-acc=70.78%, top5-acc=93.73%, remaining_time=0:00:09.889440, arrival_time=2021-04-10 01:51:46.820190, cost_time=0:00:19.479186 2021-04-10 01:51:38,406 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=0.9800, top1-acc=70.75%, top5-acc=93.74%, remaining_time=0:00:08.381912, arrival_time=2021-04-10 01:51:46.788188, cost_time=0:00:20.954725 2021-04-10 01:51:39,882 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.33ms, fps=1735 images/s, loss=0.9823, top1-acc=70.68%, top5-acc=93.70%, remaining_time=0:00:06.878702, arrival_time=2021-04-10 01:51:46.760889, cost_time=0:00:22.430600 2021-04-10 01:51:41,367 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=16.02ms, fps=1724 images/s, loss=0.9824, top1-acc=70.70%, top5-acc=93.67%, remaining_time=0:00:05.381100, arrival_time=2021-04-10 01:51:46.748591, cost_time=0:00:23.915939 2021-04-10 01:51:42,841 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.9842, top1-acc=70.72%, top5-acc=93.61%, remaining_time=0:00:03.883152, arrival_time=2021-04-10 01:51:46.724474, cost_time=0:00:25.389773 2021-04-10 01:51:44,370 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=2.65ms, fps=1674 images/s, loss=0.9894, top1-acc=70.57%, top5-acc=93.56%, remaining_time=0:00:02.392816, arrival_time=2021-04-10 01:51:46.763479, cost_time=0:00:26.919105 2021-04-10 01:51:45,859 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=2.14ms, fps=1720 images/s, loss=0.9928, top1-acc=70.45%, top5-acc=93.53%, remaining_time=0:00:00.897084, arrival_time=2021-04-10 01:51:46.756428, cost_time=0:00:28.407743 2021-04-10 01:51:46,656 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.37ms, fps=1707 images/s, loss=0.9944, top1-acc=70.42%, top5-acc=93.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:46.656694, cost_time=0:00:29.205144 2021-04-10 01:51:47,068 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=3.74ms, fps=6239 images/s, loss=2.8077, top1-acc=42.30%, top5-acc=71.48%, remaining_time=0:00:01.230870, arrival_time=2021-04-10 01:51:48.299249, cost_time=0:00:00.410286 2021-04-10 01:51:47,369 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.82ms, fps=8519 images/s, loss=2.8223, top1-acc=42.58%, top5-acc=71.21%, remaining_time=0:00:00.711300, arrival_time=2021-04-10 01:51:48.080771, cost_time=0:00:00.711292 2021-04-10 01:51:47,668 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.64ms, fps=8594 images/s, loss=2.8109, top1-acc=43.37%, top5-acc=71.24%, remaining_time=0:00:00.336630, arrival_time=2021-04-10 01:51:48.004613, cost_time=0:00:01.009898 2021-04-10 01:51:47,951 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.10ms, fps=8189 images/s, loss=2.7984, top1-acc=43.50%, top5-acc=71.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:47.951758, cost_time=0:00:01.293685 2021-04-10 01:51:48,043 INFO : Epoch=0058 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:12:22.573426, arrival_time=2021-04-10 03:04:10.617137, cost_time=0:29:33.727189 2021-04-10 01:51:48,045 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:51:49,697 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.10ms, fps=1549 images/s, loss=0.9854, top1-acc=70.78%, top5-acc=93.36%, remaining_time=0:00:30.730176, arrival_time=2021-04-10 01:52:20.427697, cost_time=0:00:01.652162 2021-04-10 01:51:51,189 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.22ms, fps=1717 images/s, loss=0.9814, top1-acc=70.68%, top5-acc=93.65%, remaining_time=0:00:27.664560, arrival_time=2021-04-10 01:52:18.853567, cost_time=0:00:03.143708 2021-04-10 01:51:52,665 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.9596, top1-acc=71.46%, top5-acc=93.83%, remaining_time=0:00:25.561510, arrival_time=2021-04-10 01:52:18.226496, cost_time=0:00:04.619545 2021-04-10 01:51:54,142 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.52ms, fps=1733 images/s, loss=0.9585, top1-acc=71.46%, top5-acc=93.91%, remaining_time=0:00:23.779392, arrival_time=2021-04-10 01:52:17.922100, cost_time=0:00:06.097287 2021-04-10 01:51:55,620 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.53ms, fps=1734 images/s, loss=0.9519, top1-acc=71.59%, top5-acc=94.02%, remaining_time=0:00:22.118124, arrival_time=2021-04-10 01:52:17.738119, cost_time=0:00:07.574698 2021-04-10 01:51:57,098 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.82ms, fps=1732 images/s, loss=0.9521, top1-acc=71.57%, top5-acc=94.03%, remaining_time=0:00:20.519680, arrival_time=2021-04-10 01:52:17.618116, cost_time=0:00:09.052806 2021-04-10 01:51:58,587 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.87ms, fps=1721 images/s, loss=0.9478, top1-acc=71.58%, top5-acc=94.08%, remaining_time=0:00:18.975348, arrival_time=2021-04-10 01:52:17.562546, cost_time=0:00:10.541852 2021-04-10 01:52:00,068 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.93ms, fps=1729 images/s, loss=0.9552, top1-acc=71.25%, top5-acc=94.01%, remaining_time=0:00:17.433292, arrival_time=2021-04-10 01:52:17.501635, cost_time=0:00:12.022997 2021-04-10 01:52:01,572 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.17ms, fps=1703 images/s, loss=0.9569, top1-acc=71.22%, top5-acc=93.99%, remaining_time=0:00:15.931800, arrival_time=2021-04-10 01:52:17.504229, cost_time=0:00:13.526986 2021-04-10 01:52:03,051 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.9617, top1-acc=71.11%, top5-acc=93.89%, remaining_time=0:00:14.405856, arrival_time=2021-04-10 01:52:17.457285, cost_time=0:00:15.006064 2021-04-10 01:52:04,532 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.76ms, fps=1730 images/s, loss=0.9638, top1-acc=71.13%, top5-acc=93.81%, remaining_time=0:00:12.889422, arrival_time=2021-04-10 01:52:17.421369, cost_time=0:00:16.486500 2021-04-10 01:52:06,008 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.82ms, fps=1735 images/s, loss=0.9701, top1-acc=71.04%, top5-acc=93.71%, remaining_time=0:00:11.376592, arrival_time=2021-04-10 01:52:17.385029, cost_time=0:00:17.963085 2021-04-10 01:52:07,491 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=2.44ms, fps=1726 images/s, loss=0.9760, top1-acc=70.87%, top5-acc=93.64%, remaining_time=0:00:09.872808, arrival_time=2021-04-10 01:52:17.364631, cost_time=0:00:19.446451 2021-04-10 01:52:08,973 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=2.13ms, fps=1728 images/s, loss=0.9780, top1-acc=70.81%, top5-acc=93.61%, remaining_time=0:00:08.371272, arrival_time=2021-04-10 01:52:17.344863, cost_time=0:00:20.928204 2021-04-10 01:52:10,459 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.88ms, fps=1723 images/s, loss=0.9811, top1-acc=70.70%, top5-acc=93.59%, remaining_time=0:00:06.873688, arrival_time=2021-04-10 01:52:17.333182, cost_time=0:00:22.414182 2021-04-10 01:52:11,938 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.9843, top1-acc=70.65%, top5-acc=93.53%, remaining_time=0:00:05.375916, arrival_time=2021-04-10 01:52:17.314313, cost_time=0:00:23.893023 2021-04-10 01:52:13,419 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.90ms, fps=1729 images/s, loss=0.9885, top1-acc=70.60%, top5-acc=93.47%, remaining_time=0:00:03.880760, arrival_time=2021-04-10 01:52:17.300538, cost_time=0:00:25.374261 2021-04-10 01:52:14,913 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.46ms, fps=1715 images/s, loss=0.9918, top1-acc=70.49%, top5-acc=93.44%, remaining_time=0:00:02.388256, arrival_time=2021-04-10 01:52:17.301522, cost_time=0:00:26.867952 2021-04-10 01:52:16,403 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.55ms, fps=1718 images/s, loss=0.9957, top1-acc=70.37%, top5-acc=93.40%, remaining_time=0:00:00.895530, arrival_time=2021-04-10 01:52:17.299281, cost_time=0:00:28.358379 2021-04-10 01:52:17,200 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.62ms, fps=1707 images/s, loss=0.9975, top1-acc=70.33%, top5-acc=93.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:17.200735, cost_time=0:00:29.155438 2021-04-10 01:52:17,600 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.45ms, fps=6423 images/s, loss=1.7858, top1-acc=53.87%, top5-acc=82.70%, remaining_time=0:00:01.195710, arrival_time=2021-04-10 01:52:18.796439, cost_time=0:00:00.398567 2021-04-10 01:52:17,906 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=0.20ms, fps=8397 images/s, loss=1.7550, top1-acc=54.10%, top5-acc=82.99%, remaining_time=0:00:00.703900, arrival_time=2021-04-10 01:52:18.609917, cost_time=0:00:00.703896 2021-04-10 01:52:18,207 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=2.33ms, fps=8500 images/s, loss=1.7730, top1-acc=53.68%, top5-acc=82.96%, remaining_time=0:00:00.335150, arrival_time=2021-04-10 01:52:18.542770, cost_time=0:00:01.005455 2021-04-10 01:52:18,482 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.07ms, fps=8448 images/s, loss=1.7925, top1-acc=53.71%, top5-acc=82.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:18.482668, cost_time=0:00:01.280556 2021-04-10 01:52:18,540 INFO : Epoch=0059 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:11:51.789447, arrival_time=2021-04-10 03:04:10.329926, cost_time=0:30:04.223963 2021-04-10 01:52:18,541 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:52:20,253 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=2.11ms, fps=1496 images/s, loss=0.9428, top1-acc=71.64%, top5-acc=94.49%, remaining_time=0:00:31.834830, arrival_time=2021-04-10 01:52:52.088271, cost_time=0:00:01.711547 2021-04-10 01:52:21,753 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.86ms, fps=1707 images/s, loss=0.9440, top1-acc=71.84%, top5-acc=94.28%, remaining_time=0:00:28.265424, arrival_time=2021-04-10 01:52:50.019307, cost_time=0:00:03.211972 2021-04-10 01:52:23,232 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.88ms, fps=1731 images/s, loss=0.9412, top1-acc=71.78%, top5-acc=94.09%, remaining_time=0:00:25.956922, arrival_time=2021-04-10 01:52:49.189847, cost_time=0:00:04.691004 2021-04-10 01:52:24,720 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.37ms, fps=1722 images/s, loss=0.9417, top1-acc=71.90%, top5-acc=94.02%, remaining_time=0:00:24.094668, arrival_time=2021-04-10 01:52:48.814769, cost_time=0:00:06.178139 2021-04-10 01:52:26,194 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.9371, top1-acc=72.00%, top5-acc=94.10%, remaining_time=0:00:22.345300, arrival_time=2021-04-10 01:52:48.539758, cost_time=0:00:07.652498 2021-04-10 01:52:27,684 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.45ms, fps=1719 images/s, loss=0.9369, top1-acc=72.02%, top5-acc=94.13%, remaining_time=0:00:20.722456, arrival_time=2021-04-10 01:52:48.406630, cost_time=0:00:09.142240 2021-04-10 01:52:29,163 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=2.19ms, fps=1731 images/s, loss=0.9418, top1-acc=71.88%, top5-acc=94.16%, remaining_time=0:00:19.118484, arrival_time=2021-04-10 01:52:48.281723, cost_time=0:00:10.621358 2021-04-10 01:52:30,674 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.93ms, fps=1694 images/s, loss=0.9523, top1-acc=71.59%, top5-acc=94.07%, remaining_time=0:00:17.592444, arrival_time=2021-04-10 01:52:48.267226, cost_time=0:00:12.132754 2021-04-10 01:52:32,168 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.35ms, fps=1715 images/s, loss=0.9548, top1-acc=71.49%, top5-acc=94.00%, remaining_time=0:00:16.048824, arrival_time=2021-04-10 01:52:48.217198, cost_time=0:00:13.626350 2021-04-10 01:52:33,648 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.58ms, fps=1730 images/s, loss=0.9592, top1-acc=71.34%, top5-acc=93.95%, remaining_time=0:00:14.502624, arrival_time=2021-04-10 01:52:48.151476, cost_time=0:00:15.106881 2021-04-10 01:52:35,123 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.9635, top1-acc=71.17%, top5-acc=93.87%, remaining_time=0:00:12.963726, arrival_time=2021-04-10 01:52:48.087166, cost_time=0:00:16.581552 2021-04-10 01:52:36,608 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.44ms, fps=1725 images/s, loss=0.9652, top1-acc=71.18%, top5-acc=93.83%, remaining_time=0:00:11.442028, arrival_time=2021-04-10 01:52:48.050328, cost_time=0:00:18.066394 2021-04-10 01:52:38,089 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=2.03ms, fps=1729 images/s, loss=0.9690, top1-acc=71.06%, top5-acc=93.77%, remaining_time=0:00:09.924156, arrival_time=2021-04-10 01:52:48.013648, cost_time=0:00:19.547527 2021-04-10 01:52:39,560 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.9734, top1-acc=70.94%, top5-acc=93.69%, remaining_time=0:00:08.407392, arrival_time=2021-04-10 01:52:47.967851, cost_time=0:00:21.018537 2021-04-10 01:52:41,041 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=2.97ms, fps=1730 images/s, loss=0.9738, top1-acc=70.94%, top5-acc=93.65%, remaining_time=0:00:06.899770, arrival_time=2021-04-10 01:52:47.940877, cost_time=0:00:22.499193 2021-04-10 01:52:42,523 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.90ms, fps=1727 images/s, loss=0.9731, top1-acc=71.00%, top5-acc=93.67%, remaining_time=0:00:05.395896, arrival_time=2021-04-10 01:52:47.919591, cost_time=0:00:23.981776 2021-04-10 01:52:44,019 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.54ms, fps=1712 images/s, loss=0.9754, top1-acc=70.98%, top5-acc=93.64%, remaining_time=0:00:03.896620, arrival_time=2021-04-10 01:52:47.916410, cost_time=0:00:25.477837 2021-04-10 01:52:45,493 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.37ms, fps=1737 images/s, loss=0.9760, top1-acc=70.94%, top5-acc=93.66%, remaining_time=0:00:02.395712, arrival_time=2021-04-10 01:52:47.889398, cost_time=0:00:26.951798 2021-04-10 01:52:46,977 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.37ms, fps=1725 images/s, loss=0.9801, top1-acc=70.83%, top5-acc=93.60%, remaining_time=0:00:00.897978, arrival_time=2021-04-10 01:52:47.875892, cost_time=0:00:28.436040 2021-04-10 01:52:47,782 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.76ms, fps=1691 images/s, loss=0.9853, top1-acc=70.74%, top5-acc=93.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:47.782672, cost_time=0:00:29.240796 2021-04-10 01:52:48,160 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=4.56ms, fps=6799 images/s, loss=1.9839, top1-acc=51.52%, top5-acc=80.70%, remaining_time=0:00:01.129500, arrival_time=2021-04-10 01:52:49.290152, cost_time=0:00:00.376498 2021-04-10 01:52:48,463 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.67ms, fps=8463 images/s, loss=2.0410, top1-acc=50.29%, top5-acc=79.34%, remaining_time=0:00:00.679480, arrival_time=2021-04-10 01:52:49.143097, cost_time=0:00:00.679480 2021-04-10 01:52:48,764 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.55ms, fps=8511 images/s, loss=2.0115, top1-acc=50.94%, top5-acc=79.60%, remaining_time=0:00:00.326920, arrival_time=2021-04-10 01:52:49.091769, cost_time=0:00:00.980751 2021-04-10 01:52:49,043 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=8340 images/s, loss=2.0183, top1-acc=50.86%, top5-acc=79.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:49.043342, cost_time=0:00:01.259255 2021-04-10 01:52:49,124 INFO : Epoch=0060 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:11:21.218340, arrival_time=2021-04-10 03:04:10.342712, cost_time=0:30:34.807851 2021-04-10 01:52:49,125 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:52:50,848 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.14ms, fps=1487 images/s, loss=0.9441, top1-acc=71.64%, top5-acc=93.83%, remaining_time=0:00:32.029386, arrival_time=2021-04-10 01:53:22.877382, cost_time=0:00:01.722008 2021-04-10 01:52:52,337 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.97ms, fps=1719 images/s, loss=0.9359, top1-acc=72.46%, top5-acc=93.98%, remaining_time=0:00:28.260320, arrival_time=2021-04-10 01:53:20.597690, cost_time=0:00:03.211397 2021-04-10 01:52:53,817 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.83ms, fps=1730 images/s, loss=0.9501, top1-acc=71.85%, top5-acc=93.93%, remaining_time=0:00:25.960242, arrival_time=2021-04-10 01:53:19.777842, cost_time=0:00:04.691614 2021-04-10 01:52:55,296 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=2.10ms, fps=1731 images/s, loss=0.9416, top1-acc=72.33%, top5-acc=93.97%, remaining_time=0:00:24.066120, arrival_time=2021-04-10 01:53:19.362929, cost_time=0:00:06.170795 2021-04-10 01:52:56,773 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.9398, top1-acc=72.45%, top5-acc=94.02%, remaining_time=0:00:22.331722, arrival_time=2021-04-10 01:53:19.105570, cost_time=0:00:07.647841 2021-04-10 01:52:58,259 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=2.69ms, fps=1723 images/s, loss=0.9470, top1-acc=72.00%, top5-acc=94.04%, remaining_time=0:00:20.703416, arrival_time=2021-04-10 01:53:18.963243, cost_time=0:00:09.133843 2021-04-10 01:52:59,735 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.83ms, fps=1735 images/s, loss=0.9450, top1-acc=72.05%, top5-acc=93.98%, remaining_time=0:00:19.097064, arrival_time=2021-04-10 01:53:18.832490, cost_time=0:00:10.609484 2021-04-10 01:53:01,211 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.72ms, fps=1735 images/s, loss=0.9489, top1-acc=71.91%, top5-acc=93.93%, remaining_time=0:00:17.523772, arrival_time=2021-04-10 01:53:18.735171, cost_time=0:00:12.085390 2021-04-10 01:53:02,698 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.87ms, fps=1723 images/s, loss=0.9514, top1-acc=71.86%, top5-acc=93.88%, remaining_time=0:00:15.985012, arrival_time=2021-04-10 01:53:18.683175, cost_time=0:00:13.572180 2021-04-10 01:53:04,179 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.43ms, fps=1728 images/s, loss=0.9536, top1-acc=71.79%, top5-acc=93.85%, remaining_time=0:00:14.451648, arrival_time=2021-04-10 01:53:18.631423, cost_time=0:00:15.053787 2021-04-10 01:53:05,653 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.35ms, fps=1738 images/s, loss=0.9570, top1-acc=71.67%, top5-acc=93.81%, remaining_time=0:00:12.921586, arrival_time=2021-04-10 01:53:18.575151, cost_time=0:00:16.527574 2021-04-10 01:53:07,131 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.96ms, fps=1733 images/s, loss=0.9572, top1-acc=71.60%, top5-acc=93.82%, remaining_time=0:00:11.403572, arrival_time=2021-04-10 01:53:18.535138, cost_time=0:00:18.005622 2021-04-10 01:53:08,614 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.95ms, fps=1727 images/s, loss=0.9606, top1-acc=71.55%, top5-acc=93.80%, remaining_time=0:00:09.893994, arrival_time=2021-04-10 01:53:18.508139, cost_time=0:00:19.488205 2021-04-10 01:53:10,098 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.98ms, fps=1725 images/s, loss=0.9649, top1-acc=71.36%, top5-acc=93.77%, remaining_time=0:00:08.389136, arrival_time=2021-04-10 01:53:18.487860, cost_time=0:00:20.972780 2021-04-10 01:53:11,571 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.59ms, fps=1738 images/s, loss=0.9676, top1-acc=71.31%, top5-acc=93.73%, remaining_time=0:00:06.883394, arrival_time=2021-04-10 01:53:18.455290, cost_time=0:00:22.445922 2021-04-10 01:53:13,045 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.9703, top1-acc=71.22%, top5-acc=93.73%, remaining_time=0:00:05.381964, arrival_time=2021-04-10 01:53:18.427842, cost_time=0:00:23.919893 2021-04-10 01:53:14,547 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.54ms, fps=1706 images/s, loss=0.9733, top1-acc=71.11%, top5-acc=93.75%, remaining_time=0:00:03.887962, arrival_time=2021-04-10 01:53:18.435314, cost_time=0:00:25.421336 2021-04-10 01:53:16,025 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.97ms, fps=1733 images/s, loss=0.9727, top1-acc=71.14%, top5-acc=93.77%, remaining_time=0:00:02.391056, arrival_time=2021-04-10 01:53:18.416535, cost_time=0:00:26.899380 2021-04-10 01:53:17,511 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.89ms, fps=1724 images/s, loss=0.9774, top1-acc=71.03%, top5-acc=93.69%, remaining_time=0:00:00.896370, arrival_time=2021-04-10 01:53:18.407447, cost_time=0:00:28.385061 2021-04-10 01:53:18,311 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.20ms, fps=1700 images/s, loss=0.9783, top1-acc=71.03%, top5-acc=93.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:18.311381, cost_time=0:00:29.185405 2021-04-10 01:53:18,708 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=4.07ms, fps=6483 images/s, loss=1.8083, top1-acc=54.37%, top5-acc=83.32%, remaining_time=0:00:01.184670, arrival_time=2021-04-10 01:53:19.892991, cost_time=0:00:00.394893 2021-04-10 01:53:19,008 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=0.20ms, fps=8537 images/s, loss=1.7924, top1-acc=54.90%, top5-acc=83.50%, remaining_time=0:00:00.695320, arrival_time=2021-04-10 01:53:19.703993, cost_time=0:00:00.695328 2021-04-10 01:53:19,311 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.81ms, fps=8479 images/s, loss=1.7814, top1-acc=55.01%, top5-acc=83.59%, remaining_time=0:00:00.332530, arrival_time=2021-04-10 01:53:19.643524, cost_time=0:00:00.997587 2021-04-10 01:53:19,590 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.06ms, fps=8319 images/s, loss=1.7907, top1-acc=54.98%, top5-acc=83.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:19.590353, cost_time=0:00:01.277018 2021-04-10 01:53:19,644 INFO : Epoch=0061 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:10:50.501572, arrival_time=2021-04-10 03:04:10.146124, cost_time=0:31:05.328027 2021-04-10 01:53:19,646 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:53:21,336 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=2.24ms, fps=1515 images/s, loss=0.9487, top1-acc=71.37%, top5-acc=94.45%, remaining_time=0:00:31.436046, arrival_time=2021-04-10 01:53:52.772353, cost_time=0:00:01.690111 2021-04-10 01:53:22,844 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.47ms, fps=1698 images/s, loss=0.9516, top1-acc=71.62%, top5-acc=94.36%, remaining_time=0:00:28.145040, arrival_time=2021-04-10 01:53:50.989600, cost_time=0:00:03.198301 2021-04-10 01:53:24,332 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.39ms, fps=1721 images/s, loss=0.9380, top1-acc=71.93%, top5-acc=94.34%, remaining_time=0:00:25.933184, arrival_time=2021-04-10 01:53:50.266045, cost_time=0:00:04.686706 2021-04-10 01:53:25,812 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=2.03ms, fps=1731 images/s, loss=0.9352, top1-acc=72.08%, top5-acc=94.28%, remaining_time=0:00:24.046308, arrival_time=2021-04-10 01:53:49.858322, cost_time=0:00:06.165709 2021-04-10 01:53:27,297 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.15ms, fps=1724 images/s, loss=0.9403, top1-acc=71.91%, top5-acc=94.16%, remaining_time=0:00:22.342234, arrival_time=2021-04-10 01:53:49.639984, cost_time=0:00:07.651465 2021-04-10 01:53:28,787 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.85ms, fps=1719 images/s, loss=0.9481, top1-acc=71.79%, top5-acc=93.96%, remaining_time=0:00:20.719872, arrival_time=2021-04-10 01:53:49.507190, cost_time=0:00:09.141150 2021-04-10 01:53:30,271 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.92ms, fps=1725 images/s, loss=0.9499, top1-acc=71.64%, top5-acc=93.87%, remaining_time=0:00:19.126044, arrival_time=2021-04-10 01:53:49.397792, cost_time=0:00:10.625593 2021-04-10 01:53:31,755 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=2.09ms, fps=1726 images/s, loss=0.9592, top1-acc=71.31%, top5-acc=93.78%, remaining_time=0:00:17.557992, arrival_time=2021-04-10 01:53:49.313206, cost_time=0:00:12.108922 2021-04-10 01:53:33,235 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.88ms, fps=1730 images/s, loss=0.9609, top1-acc=71.35%, top5-acc=93.73%, remaining_time=0:00:16.005682, arrival_time=2021-04-10 01:53:49.241568, cost_time=0:00:13.589688 2021-04-10 01:53:34,717 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.39ms, fps=1728 images/s, loss=0.9706, top1-acc=70.98%, top5-acc=93.62%, remaining_time=0:00:14.468832, arrival_time=2021-04-10 01:53:49.186704, cost_time=0:00:15.071722 2021-04-10 01:53:36,186 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.98ms, fps=1743 images/s, loss=0.9693, top1-acc=71.05%, top5-acc=93.65%, remaining_time=0:00:12.931734, arrival_time=2021-04-10 01:53:49.118475, cost_time=0:00:16.540590 2021-04-10 01:53:37,666 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=2.66ms, fps=1731 images/s, loss=0.9727, top1-acc=70.96%, top5-acc=93.61%, remaining_time=0:00:11.412388, arrival_time=2021-04-10 01:53:49.078284, cost_time=0:00:18.019600 2021-04-10 01:53:39,153 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.53ms, fps=1722 images/s, loss=0.9725, top1-acc=71.02%, top5-acc=93.63%, remaining_time=0:00:09.903762, arrival_time=2021-04-10 01:53:49.057350, cost_time=0:00:19.507426 2021-04-10 01:53:40,636 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.36ms, fps=1727 images/s, loss=0.9762, top1-acc=70.97%, top5-acc=93.57%, remaining_time=0:00:08.395968, arrival_time=2021-04-10 01:53:49.032181, cost_time=0:00:20.989911 2021-04-10 01:53:42,126 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.75ms, fps=1719 images/s, loss=0.9769, top1-acc=70.98%, top5-acc=93.56%, remaining_time=0:00:06.893744, arrival_time=2021-04-10 01:53:49.019789, cost_time=0:00:22.479649 2021-04-10 01:53:43,611 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.57ms, fps=1724 images/s, loss=0.9809, top1-acc=70.86%, top5-acc=93.54%, remaining_time=0:00:05.392224, arrival_time=2021-04-10 01:53:49.003783, cost_time=0:00:23.965407 2021-04-10 01:53:45,088 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.97ms, fps=1734 images/s, loss=0.9806, top1-acc=70.89%, top5-acc=93.55%, remaining_time=0:00:03.891160, arrival_time=2021-04-10 01:53:48.979809, cost_time=0:00:25.442276 2021-04-10 01:53:46,568 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.75ms, fps=1730 images/s, loss=0.9831, top1-acc=70.78%, top5-acc=93.54%, remaining_time=0:00:02.393120, arrival_time=2021-04-10 01:53:48.961969, cost_time=0:00:26.922683 2021-04-10 01:53:48,044 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.9866, top1-acc=70.73%, top5-acc=93.48%, remaining_time=0:00:00.896790, arrival_time=2021-04-10 01:53:48.941249, cost_time=0:00:28.398306 2021-04-10 01:53:48,838 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.41ms, fps=1714 images/s, loss=0.9878, top1-acc=70.68%, top5-acc=93.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:48.838333, cost_time=0:00:29.192189 2021-04-10 01:53:49,238 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=2.71ms, fps=6420 images/s, loss=2.0316, top1-acc=50.16%, top5-acc=81.41%, remaining_time=0:00:01.196250, arrival_time=2021-04-10 01:53:50.434724, cost_time=0:00:00.398752 2021-04-10 01:53:49,540 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=2.47ms, fps=8491 images/s, loss=1.9691, top1-acc=51.97%, top5-acc=82.01%, remaining_time=0:00:00.700740, arrival_time=2021-04-10 01:53:50.241191, cost_time=0:00:00.700738 2021-04-10 01:53:49,842 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=3.68ms, fps=8486 images/s, loss=1.9621, top1-acc=52.55%, top5-acc=81.68%, remaining_time=0:00:00.334300, arrival_time=2021-04-10 01:53:50.176891, cost_time=0:00:01.002888 2021-04-10 01:53:50,127 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.11ms, fps=8152 images/s, loss=1.9717, top1-acc=52.87%, top5-acc=81.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:50.127624, cost_time=0:00:01.287931 2021-04-10 01:53:50,225 INFO : Epoch=0062 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:10:19.926012, arrival_time=2021-04-10 03:04:10.151309, cost_time=0:31:35.908786 2021-04-10 01:53:50,226 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:53:51,943 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.44ms, fps=1492 images/s, loss=0.9370, top1-acc=71.41%, top5-acc=94.49%, remaining_time=0:00:31.924296, arrival_time=2021-04-10 01:54:23.867524, cost_time=0:00:01.716360 2021-04-10 01:53:53,460 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.58ms, fps=1688 images/s, loss=0.9429, top1-acc=71.74%, top5-acc=94.24%, remaining_time=0:00:28.452864, arrival_time=2021-04-10 01:54:21.913036, cost_time=0:00:03.233281 2021-04-10 01:53:54,938 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.56ms, fps=1732 images/s, loss=0.9382, top1-acc=72.01%, top5-acc=94.43%, remaining_time=0:00:26.071296, arrival_time=2021-04-10 01:54:21.009907, cost_time=0:00:04.711679 2021-04-10 01:53:56,416 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.87ms, fps=1733 images/s, loss=0.9362, top1-acc=71.93%, top5-acc=94.43%, remaining_time=0:00:24.140064, arrival_time=2021-04-10 01:54:20.556714, cost_time=0:00:06.189764 2021-04-10 01:53:57,895 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.12ms, fps=1732 images/s, loss=0.9365, top1-acc=71.89%, top5-acc=94.34%, remaining_time=0:00:22.392458, arrival_time=2021-04-10 01:54:20.288010, cost_time=0:00:07.668639 2021-04-10 01:53:59,373 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.84ms, fps=1733 images/s, loss=0.9305, top1-acc=72.17%, top5-acc=94.26%, remaining_time=0:00:20.731432, arrival_time=2021-04-10 01:54:20.104505, cost_time=0:00:09.146200 2021-04-10 01:54:00,849 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.96ms, fps=1734 images/s, loss=0.9281, top1-acc=72.15%, top5-acc=94.31%, remaining_time=0:00:19.121004, arrival_time=2021-04-10 01:54:19.970693, cost_time=0:00:10.622765 2021-04-10 01:54:02,384 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.90ms, fps=1668 images/s, loss=0.9292, top1-acc=72.12%, top5-acc=94.36%, remaining_time=0:00:17.628752, arrival_time=2021-04-10 01:54:20.013358, cost_time=0:00:12.157720 2021-04-10 01:54:03,866 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.85ms, fps=1729 images/s, loss=0.9354, top1-acc=71.95%, top5-acc=94.31%, remaining_time=0:00:16.063770, arrival_time=2021-04-10 01:54:19.929719, cost_time=0:00:13.639038 2021-04-10 01:54:05,344 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.56ms, fps=1732 images/s, loss=0.9364, top1-acc=72.11%, top5-acc=94.26%, remaining_time=0:00:14.512896, arrival_time=2021-04-10 01:54:19.857425, cost_time=0:00:15.117575 2021-04-10 01:54:06,823 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.97ms, fps=1731 images/s, loss=0.9426, top1-acc=71.88%, top5-acc=94.20%, remaining_time=0:00:12.975766, arrival_time=2021-04-10 01:54:19.799613, cost_time=0:00:16.596919 2021-04-10 01:54:08,303 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.83ms, fps=1731 images/s, loss=0.9463, top1-acc=71.81%, top5-acc=94.13%, remaining_time=0:00:11.448336, arrival_time=2021-04-10 01:54:19.751589, cost_time=0:00:18.076367 2021-04-10 01:54:09,781 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.58ms, fps=1733 images/s, loss=0.9512, top1-acc=71.60%, top5-acc=94.11%, remaining_time=0:00:09.927456, arrival_time=2021-04-10 01:54:19.708488, cost_time=0:00:19.554116 2021-04-10 01:54:11,258 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.89ms, fps=1733 images/s, loss=0.9530, top1-acc=71.60%, top5-acc=94.05%, remaining_time=0:00:08.412768, arrival_time=2021-04-10 01:54:19.671508, cost_time=0:00:21.031865 2021-04-10 01:54:12,740 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.86ms, fps=1728 images/s, loss=0.9524, top1-acc=71.59%, top5-acc=94.04%, remaining_time=0:00:06.904094, arrival_time=2021-04-10 01:54:19.644362, cost_time=0:00:22.513361 2021-04-10 01:54:14,221 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=0.9584, top1-acc=71.46%, top5-acc=93.95%, remaining_time=0:00:05.398740, arrival_time=2021-04-10 01:54:19.620043, cost_time=0:00:23.994432 2021-04-10 01:54:15,697 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.33ms, fps=1735 images/s, loss=0.9631, top1-acc=71.32%, top5-acc=93.87%, remaining_time=0:00:03.895502, arrival_time=2021-04-10 01:54:19.593058, cost_time=0:00:25.470640 2021-04-10 01:54:17,187 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.60ms, fps=1719 images/s, loss=0.9637, top1-acc=71.30%, top5-acc=93.83%, remaining_time=0:00:02.396480, arrival_time=2021-04-10 01:54:19.583733, cost_time=0:00:26.960382 2021-04-10 01:54:18,664 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.34ms, fps=1733 images/s, loss=0.9659, top1-acc=71.28%, top5-acc=93.78%, remaining_time=0:00:00.898044, arrival_time=2021-04-10 01:54:19.562952, cost_time=0:00:28.438041 2021-04-10 01:54:19,470 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.68ms, fps=1688 images/s, loss=0.9688, top1-acc=71.23%, top5-acc=93.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:19.470927, cost_time=0:00:29.244013 2021-04-10 01:54:19,889 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=0.30ms, fps=6142 images/s, loss=1.8282, top1-acc=52.85%, top5-acc=81.87%, remaining_time=0:00:01.250460, arrival_time=2021-04-10 01:54:21.140282, cost_time=0:00:00.416817 2021-04-10 01:54:20,190 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.38ms, fps=8532 images/s, loss=1.8159, top1-acc=53.36%, top5-acc=81.89%, remaining_time=0:00:00.717320, arrival_time=2021-04-10 01:54:20.907639, cost_time=0:00:00.717322 2021-04-10 01:54:20,487 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.90ms, fps=8626 images/s, loss=1.8155, top1-acc=53.18%, top5-acc=81.89%, remaining_time=0:00:00.338180, arrival_time=2021-04-10 01:54:20.825702, cost_time=0:00:01.014527 2021-04-10 01:54:20,778 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.10ms, fps=7979 images/s, loss=1.7810, top1-acc=53.33%, top5-acc=82.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:20.778720, cost_time=0:00:01.305725 2021-04-10 01:54:20,870 INFO : Epoch=0063 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:09:49.489866, arrival_time=2021-04-10 03:04:10.360104, cost_time=0:32:06.553727 2021-04-10 01:54:20,871 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:54:22,570 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.87ms, fps=1507 images/s, loss=0.9396, top1-acc=72.30%, top5-acc=94.57%, remaining_time=0:00:31.601214, arrival_time=2021-04-10 01:54:54.172116, cost_time=0:00:01.698986 2021-04-10 01:54:24,083 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.47ms, fps=1693 images/s, loss=0.9263, top1-acc=72.60%, top5-acc=94.57%, remaining_time=0:00:28.264192, arrival_time=2021-04-10 01:54:52.348002, cost_time=0:00:03.211843 2021-04-10 01:54:25,573 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=1.38ms, fps=1720 images/s, loss=0.9158, top1-acc=73.23%, top5-acc=94.45%, remaining_time=0:00:26.012200, arrival_time=2021-04-10 01:54:51.585180, cost_time=0:00:04.700997 2021-04-10 01:54:27,049 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.32ms, fps=1735 images/s, loss=0.9180, top1-acc=72.99%, top5-acc=94.43%, remaining_time=0:00:24.092796, arrival_time=2021-04-10 01:54:51.142461, cost_time=0:00:06.177658 2021-04-10 01:54:28,546 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.38ms, fps=1711 images/s, loss=0.9334, top1-acc=72.55%, top5-acc=94.33%, remaining_time=0:00:22.410416, arrival_time=2021-04-10 01:54:50.957079, cost_time=0:00:07.674793 2021-04-10 01:54:30,036 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.89ms, fps=1720 images/s, loss=0.9395, top1-acc=72.29%, top5-acc=94.16%, remaining_time=0:00:20.772368, arrival_time=2021-04-10 01:54:50.808558, cost_time=0:00:09.164283 2021-04-10 01:54:31,517 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.92ms, fps=1728 images/s, loss=0.9391, top1-acc=72.19%, top5-acc=94.06%, remaining_time=0:00:19.162962, arrival_time=2021-04-10 01:54:50.680862, cost_time=0:00:10.646056 2021-04-10 01:54:32,994 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.52ms, fps=1734 images/s, loss=0.9393, top1-acc=72.15%, top5-acc=94.05%, remaining_time=0:00:17.577480, arrival_time=2021-04-10 01:54:50.571718, cost_time=0:00:12.122410 2021-04-10 01:54:34,475 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.94ms, fps=1729 images/s, loss=0.9375, top1-acc=72.17%, top5-acc=94.03%, remaining_time=0:00:16.022218, arrival_time=2021-04-10 01:54:50.497830, cost_time=0:00:13.603749 2021-04-10 01:54:35,971 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=2.18ms, fps=1712 images/s, loss=0.9374, top1-acc=72.19%, top5-acc=94.06%, remaining_time=0:00:14.495520, arrival_time=2021-04-10 01:54:50.466952, cost_time=0:00:15.099493 2021-04-10 01:54:37,453 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=2.62ms, fps=1729 images/s, loss=0.9447, top1-acc=71.99%, top5-acc=93.96%, remaining_time=0:00:12.963382, arrival_time=2021-04-10 01:54:50.416467, cost_time=0:00:16.581123 2021-04-10 01:54:38,932 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.55ms, fps=1732 images/s, loss=0.9495, top1-acc=71.78%, top5-acc=93.92%, remaining_time=0:00:11.438152, arrival_time=2021-04-10 01:54:50.370247, cost_time=0:00:18.060198 2021-04-10 01:54:40,414 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.43ms, fps=1728 images/s, loss=0.9519, top1-acc=71.66%, top5-acc=93.90%, remaining_time=0:00:09.921516, arrival_time=2021-04-10 01:54:50.335709, cost_time=0:00:19.542364 2021-04-10 01:54:41,894 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.84ms, fps=1730 images/s, loss=0.9567, top1-acc=71.56%, top5-acc=93.80%, remaining_time=0:00:08.409072, arrival_time=2021-04-10 01:54:50.303689, cost_time=0:00:21.022701 2021-04-10 01:54:43,390 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=3.02ms, fps=1712 images/s, loss=0.9588, top1-acc=71.47%, top5-acc=93.78%, remaining_time=0:00:06.905658, arrival_time=2021-04-10 01:54:50.296127, cost_time=0:00:22.518450 2021-04-10 01:54:44,869 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=2.51ms, fps=1731 images/s, loss=0.9585, top1-acc=71.47%, top5-acc=93.81%, remaining_time=0:00:05.399496, arrival_time=2021-04-10 01:54:50.269287, cost_time=0:00:23.997822 2021-04-10 01:54:46,353 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.41ms, fps=1726 images/s, loss=0.9625, top1-acc=71.38%, top5-acc=93.75%, remaining_time=0:00:03.897166, arrival_time=2021-04-10 01:54:50.250538, cost_time=0:00:25.481417 2021-04-10 01:54:47,858 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.53ms, fps=1701 images/s, loss=0.9657, top1-acc=71.33%, top5-acc=93.68%, remaining_time=0:00:02.398816, arrival_time=2021-04-10 01:54:50.257365, cost_time=0:00:26.986678 2021-04-10 01:54:49,339 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.82ms, fps=1729 images/s, loss=0.9696, top1-acc=71.16%, top5-acc=93.68%, remaining_time=0:00:00.898986, arrival_time=2021-04-10 01:54:50.238753, cost_time=0:00:28.467862 2021-04-10 01:54:50,144 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=2.22ms, fps=1691 images/s, loss=0.9720, top1-acc=71.12%, top5-acc=93.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:50.144396, cost_time=0:00:29.272516 2021-04-10 01:54:50,591 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.44ms, fps=5763 images/s, loss=1.8871, top1-acc=53.09%, top5-acc=81.72%, remaining_time=0:00:01.332630, arrival_time=2021-04-10 01:54:51.923873, cost_time=0:00:00.444206 2021-04-10 01:54:50,893 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.99ms, fps=8477 images/s, loss=1.8920, top1-acc=53.07%, top5-acc=81.48%, remaining_time=0:00:00.746520, arrival_time=2021-04-10 01:54:51.640124, cost_time=0:00:00.746523 2021-04-10 01:54:51,194 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.82ms, fps=8522 images/s, loss=1.8948, top1-acc=52.98%, top5-acc=81.54%, remaining_time=0:00:00.349130, arrival_time=2021-04-10 01:54:51.543594, cost_time=0:00:01.047392 2021-04-10 01:54:51,484 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.10ms, fps=8004 images/s, loss=1.8762, top1-acc=53.21%, top5-acc=81.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:51.484802, cost_time=0:00:01.337729 2021-04-10 01:54:51,544 INFO : Epoch=0064 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:09:19.109024, arrival_time=2021-04-10 03:04:10.653323, cost_time=0:32:37.227801 2021-04-10 01:54:51,545 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:54:53,205 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.82ms, fps=1542 images/s, loss=1.0154, top1-acc=69.73%, top5-acc=93.75%, remaining_time=0:00:30.886044, arrival_time=2021-04-10 01:55:24.091887, cost_time=0:00:01.660543 2021-04-10 01:54:54,686 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.96ms, fps=1730 images/s, loss=0.9760, top1-acc=71.00%, top5-acc=94.06%, remaining_time=0:00:27.640448, arrival_time=2021-04-10 01:55:22.326658, cost_time=0:00:03.140954 2021-04-10 01:54:56,168 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.52ms, fps=1728 images/s, loss=0.9650, top1-acc=70.82%, top5-acc=94.13%, remaining_time=0:00:25.580766, arrival_time=2021-04-10 01:55:21.749085, cost_time=0:00:04.623017 2021-04-10 01:54:57,653 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=2.08ms, fps=1724 images/s, loss=0.9431, top1-acc=71.44%, top5-acc=94.31%, remaining_time=0:00:23.822604, arrival_time=2021-04-10 01:55:21.476317, cost_time=0:00:06.108377 2021-04-10 01:54:59,157 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=2.17ms, fps=1703 images/s, loss=0.9391, top1-acc=71.61%, top5-acc=94.26%, remaining_time=0:00:22.226894, arrival_time=2021-04-10 01:55:21.384177, cost_time=0:00:07.611947 2021-04-10 01:55:00,637 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.39ms, fps=1730 images/s, loss=0.9334, top1-acc=71.65%, top5-acc=94.30%, remaining_time=0:00:20.608624, arrival_time=2021-04-10 01:55:21.246057, cost_time=0:00:09.092034 2021-04-10 01:55:02,121 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.98ms, fps=1726 images/s, loss=0.9394, top1-acc=71.62%, top5-acc=94.24%, remaining_time=0:00:19.036836, arrival_time=2021-04-10 01:55:21.158168, cost_time=0:00:10.575997 2021-04-10 01:55:03,596 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=2.01ms, fps=1736 images/s, loss=0.9410, top1-acc=71.49%, top5-acc=94.32%, remaining_time=0:00:17.474704, arrival_time=2021-04-10 01:55:21.071531, cost_time=0:00:12.051526 2021-04-10 01:55:05,081 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.44ms, fps=1725 images/s, loss=0.9454, top1-acc=71.38%, top5-acc=94.25%, remaining_time=0:00:15.943036, arrival_time=2021-04-10 01:55:21.024887, cost_time=0:00:13.536510 2021-04-10 01:55:06,557 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=2.88ms, fps=1735 images/s, loss=0.9461, top1-acc=71.30%, top5-acc=94.30%, remaining_time=0:00:14.411808, arrival_time=2021-04-10 01:55:20.969438, cost_time=0:00:15.012298 2021-04-10 01:55:08,031 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=2.09ms, fps=1737 images/s, loss=0.9455, top1-acc=71.41%, top5-acc=94.24%, remaining_time=0:00:12.889508, arrival_time=2021-04-10 01:55:20.921346, cost_time=0:00:16.486572 2021-04-10 01:55:09,513 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.35ms, fps=1728 images/s, loss=0.9490, top1-acc=71.39%, top5-acc=94.14%, remaining_time=0:00:11.380088, arrival_time=2021-04-10 01:55:20.893901, cost_time=0:00:17.968558 2021-04-10 01:55:11,018 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=2.62ms, fps=1703 images/s, loss=0.9517, top1-acc=71.36%, top5-acc=94.11%, remaining_time=0:00:09.886008, arrival_time=2021-04-10 01:55:20.904063, cost_time=0:00:19.472474 2021-04-10 01:55:12,510 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.86ms, fps=1716 images/s, loss=0.9534, top1-acc=71.36%, top5-acc=94.06%, remaining_time=0:00:08.386112, arrival_time=2021-04-10 01:55:20.896745, cost_time=0:00:20.965289 2021-04-10 01:55:13,993 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.90ms, fps=1727 images/s, loss=0.9566, top1-acc=71.29%, top5-acc=93.99%, remaining_time=0:00:06.884222, arrival_time=2021-04-10 01:55:20.878076, cost_time=0:00:22.448514 2021-04-10 01:55:15,467 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.58ms, fps=1737 images/s, loss=0.9581, top1-acc=71.31%, top5-acc=93.96%, remaining_time=0:00:05.382576, arrival_time=2021-04-10 01:55:20.850345, cost_time=0:00:23.922500 2021-04-10 01:55:16,940 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=3.12ms, fps=1739 images/s, loss=0.9602, top1-acc=71.26%, top5-acc=93.92%, remaining_time=0:00:03.883880, arrival_time=2021-04-10 01:55:20.823807, cost_time=0:00:25.394589 2021-04-10 01:55:18,408 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.9626, top1-acc=71.23%, top5-acc=93.92%, remaining_time=0:00:02.387824, arrival_time=2021-04-10 01:55:20.796110, cost_time=0:00:26.862974 2021-04-10 01:55:19,886 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.98ms, fps=1732 images/s, loss=0.9644, top1-acc=71.22%, top5-acc=93.90%, remaining_time=0:00:00.894984, arrival_time=2021-04-10 01:55:20.781405, cost_time=0:00:28.341165 2021-04-10 01:55:20,687 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.23ms, fps=1699 images/s, loss=0.9649, top1-acc=71.21%, top5-acc=93.87%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:20.687067, cost_time=0:00:29.141783 2021-04-10 01:55:21,115 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.33ms, fps=5996 images/s, loss=1.6308, top1-acc=57.11%, top5-acc=84.49%, remaining_time=0:00:01.280760, arrival_time=2021-04-10 01:55:22.396315, cost_time=0:00:00.426918 2021-04-10 01:55:21,420 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.70ms, fps=8407 images/s, loss=1.6301, top1-acc=57.17%, top5-acc=84.47%, remaining_time=0:00:00.732180, arrival_time=2021-04-10 01:55:22.152871, cost_time=0:00:00.732186 2021-04-10 01:55:21,725 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=4.04ms, fps=8412 images/s, loss=1.6507, top1-acc=56.86%, top5-acc=84.18%, remaining_time=0:00:00.345660, arrival_time=2021-04-10 01:55:22.071202, cost_time=0:00:01.036986 2021-04-10 01:55:22,006 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.10ms, fps=8278 images/s, loss=1.6376, top1-acc=56.94%, top5-acc=84.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:22.006294, cost_time=0:00:01.317823 2021-04-10 01:55:22,141 INFO : Epoch=0065 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:08:48.559875, arrival_time=2021-04-10 03:04:10.701511, cost_time=0:33:07.825132 2021-04-10 01:55:22,142 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:55:23,819 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=2.18ms, fps=1526 images/s, loss=0.9588, top1-acc=70.98%, top5-acc=94.26%, remaining_time=0:00:31.195176, arrival_time=2021-04-10 01:55:55.015055, cost_time=0:00:01.677157 2021-04-10 01:55:25,294 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.64ms, fps=1737 images/s, loss=0.9013, top1-acc=73.18%, top5-acc=94.59%, remaining_time=0:00:27.733024, arrival_time=2021-04-10 01:55:53.027236, cost_time=0:00:03.151490 2021-04-10 01:55:26,769 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.50ms, fps=1736 images/s, loss=0.8953, top1-acc=73.18%, top5-acc=94.56%, remaining_time=0:00:25.599856, arrival_time=2021-04-10 01:55:52.369012, cost_time=0:00:04.626480 2021-04-10 01:55:28,249 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.33ms, fps=1729 images/s, loss=0.8861, top1-acc=73.41%, top5-acc=94.74%, remaining_time=0:00:23.817456, arrival_time=2021-04-10 01:55:52.067232, cost_time=0:00:06.107050 2021-04-10 01:55:29,723 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.50ms, fps=1738 images/s, loss=0.8958, top1-acc=73.13%, top5-acc=94.52%, remaining_time=0:00:22.134184, arrival_time=2021-04-10 01:55:51.857161, cost_time=0:00:07.580223 2021-04-10 01:55:31,199 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=2.12ms, fps=1735 images/s, loss=0.9127, top1-acc=72.77%, top5-acc=94.23%, remaining_time=0:00:20.527704, arrival_time=2021-04-10 01:55:51.726752, cost_time=0:00:09.056366 2021-04-10 01:55:32,677 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=2.03ms, fps=1732 images/s, loss=0.9158, top1-acc=72.61%, top5-acc=94.32%, remaining_time=0:00:18.962748, arrival_time=2021-04-10 01:55:51.640451, cost_time=0:00:10.534828 2021-04-10 01:55:34,192 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.36ms, fps=1691 images/s, loss=0.9187, top1-acc=72.64%, top5-acc=94.29%, remaining_time=0:00:17.472268, arrival_time=2021-04-10 01:55:51.664846, cost_time=0:00:12.049836 2021-04-10 01:55:35,683 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.83ms, fps=1718 images/s, loss=0.9243, top1-acc=72.43%, top5-acc=94.16%, remaining_time=0:00:15.947700, arrival_time=2021-04-10 01:55:51.631007, cost_time=0:00:13.540499 2021-04-10 01:55:37,161 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.88ms, fps=1733 images/s, loss=0.9312, top1-acc=72.23%, top5-acc=94.05%, remaining_time=0:00:14.417760, arrival_time=2021-04-10 01:55:51.579126, cost_time=0:00:15.018547 2021-04-10 01:55:38,642 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.83ms, fps=1729 images/s, loss=0.9380, top1-acc=72.04%, top5-acc=93.98%, remaining_time=0:00:12.899742, arrival_time=2021-04-10 01:55:51.542076, cost_time=0:00:16.499641 2021-04-10 01:55:40,120 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.09ms, fps=1733 images/s, loss=0.9445, top1-acc=71.90%, top5-acc=93.89%, remaining_time=0:00:11.385636, arrival_time=2021-04-10 01:55:51.505758, cost_time=0:00:17.977304 2021-04-10 01:55:41,597 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.39ms, fps=1733 images/s, loss=0.9451, top1-acc=71.82%, top5-acc=93.88%, remaining_time=0:00:09.877164, arrival_time=2021-04-10 01:55:51.474887, cost_time=0:00:19.454988 2021-04-10 01:55:43,080 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.93ms, fps=1728 images/s, loss=0.9496, top1-acc=71.65%, top5-acc=93.85%, remaining_time=0:00:08.374912, arrival_time=2021-04-10 01:55:51.454893, cost_time=0:00:20.937300 2021-04-10 01:55:44,560 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.83ms, fps=1730 images/s, loss=0.9517, top1-acc=71.61%, top5-acc=93.82%, remaining_time=0:00:06.874792, arrival_time=2021-04-10 01:55:51.435395, cost_time=0:00:22.417850 2021-04-10 01:55:46,031 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.76ms, fps=1741 images/s, loss=0.9555, top1-acc=71.54%, top5-acc=93.79%, remaining_time=0:00:05.375052, arrival_time=2021-04-10 01:55:51.406813, cost_time=0:00:23.889042 2021-04-10 01:55:47,516 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=2.54ms, fps=1725 images/s, loss=0.9574, top1-acc=71.51%, top5-acc=93.75%, remaining_time=0:00:03.880682, arrival_time=2021-04-10 01:55:51.397164, cost_time=0:00:25.373669 2021-04-10 01:55:49,001 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=1.88ms, fps=1725 images/s, loss=0.9548, top1-acc=71.58%, top5-acc=93.79%, remaining_time=0:00:02.387456, arrival_time=2021-04-10 01:55:51.389006, cost_time=0:00:26.858859 2021-04-10 01:55:50,481 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.32ms, fps=1730 images/s, loss=0.9526, top1-acc=71.65%, top5-acc=93.81%, remaining_time=0:00:00.894924, arrival_time=2021-04-10 01:55:51.376854, cost_time=0:00:28.339250 2021-04-10 01:55:51,276 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.23ms, fps=1714 images/s, loss=0.9530, top1-acc=71.62%, top5-acc=93.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:51.275971, cost_time=0:00:29.133256 2021-04-10 01:55:51,696 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=4.71ms, fps=6121 images/s, loss=1.7972, top1-acc=53.87%, top5-acc=82.50%, remaining_time=0:00:01.254600, arrival_time=2021-04-10 01:55:52.950960, cost_time=0:00:00.418197 2021-04-10 01:55:51,997 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.51ms, fps=8513 images/s, loss=1.7916, top1-acc=54.10%, top5-acc=82.25%, remaining_time=0:00:00.719420, arrival_time=2021-04-10 01:55:52.716954, cost_time=0:00:00.719411 2021-04-10 01:55:52,295 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.41ms, fps=8591 images/s, loss=1.7784, top1-acc=54.28%, top5-acc=82.83%, remaining_time=0:00:00.339240, arrival_time=2021-04-10 01:55:52.635123, cost_time=0:00:01.017721 2021-04-10 01:55:52,582 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.10ms, fps=8121 images/s, loss=1.7902, top1-acc=54.11%, top5-acc=82.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:52.582007, cost_time=0:00:01.303860 2021-04-10 01:55:52,686 INFO : Epoch=0066 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:08:17.902374, arrival_time=2021-04-10 03:04:10.588752, cost_time=0:33:38.369856 2021-04-10 01:55:52,688 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:55:54,409 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.43ms, fps=1488 images/s, loss=0.9116, top1-acc=72.19%, top5-acc=93.87%, remaining_time=0:00:32.010600, arrival_time=2021-04-10 01:56:26.419730, cost_time=0:00:01.720995 2021-04-10 01:55:55,893 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.79ms, fps=1725 images/s, loss=0.9105, top1-acc=72.21%, top5-acc=94.59%, remaining_time=0:00:28.208224, arrival_time=2021-04-10 01:56:24.101845, cost_time=0:00:03.205474 2021-04-10 01:55:57,418 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.89ms, fps=1680 images/s, loss=0.9117, top1-acc=72.04%, top5-acc=94.79%, remaining_time=0:00:26.172722, arrival_time=2021-04-10 01:56:23.590854, cost_time=0:00:04.730021 2021-04-10 01:55:58,917 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.89ms, fps=1708 images/s, loss=0.9201, top1-acc=72.02%, top5-acc=94.55%, remaining_time=0:00:24.292476, arrival_time=2021-04-10 01:56:23.209486, cost_time=0:00:06.228823 2021-04-10 01:56:00,394 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.53ms, fps=1733 images/s, loss=0.9203, top1-acc=72.02%, top5-acc=94.47%, remaining_time=0:00:22.502104, arrival_time=2021-04-10 01:56:22.896575, cost_time=0:00:07.706220 2021-04-10 01:56:01,880 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.55ms, fps=1724 images/s, loss=0.9167, top1-acc=72.29%, top5-acc=94.47%, remaining_time=0:00:20.835608, arrival_time=2021-04-10 01:56:22.715991, cost_time=0:00:09.192187 2021-04-10 01:56:03,359 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=2.23ms, fps=1731 images/s, loss=0.9163, top1-acc=72.28%, top5-acc=94.46%, remaining_time=0:00:19.208322, arrival_time=2021-04-10 01:56:22.567801, cost_time=0:00:10.671316 2021-04-10 01:56:04,845 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.95ms, fps=1724 images/s, loss=0.9165, top1-acc=72.25%, top5-acc=94.48%, remaining_time=0:00:17.627476, arrival_time=2021-04-10 01:56:22.472568, cost_time=0:00:12.156845 2021-04-10 01:56:06,323 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.50ms, fps=1733 images/s, loss=0.9221, top1-acc=72.23%, top5-acc=94.40%, remaining_time=0:00:16.058894, arrival_time=2021-04-10 01:56:22.381908, cost_time=0:00:13.634887 2021-04-10 01:56:07,797 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.59ms, fps=1737 images/s, loss=0.9265, top1-acc=72.11%, top5-acc=94.31%, remaining_time=0:00:14.504928, arrival_time=2021-04-10 01:56:22.302309, cost_time=0:00:15.109268 2021-04-10 01:56:09,275 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.79ms, fps=1732 images/s, loss=0.9298, top1-acc=71.96%, top5-acc=94.24%, remaining_time=0:00:12.968628, arrival_time=2021-04-10 01:56:22.244506, cost_time=0:00:16.587765 2021-04-10 01:56:10,752 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.52ms, fps=1734 images/s, loss=0.9346, top1-acc=71.83%, top5-acc=94.22%, remaining_time=0:00:11.440812, arrival_time=2021-04-10 01:56:22.193426, cost_time=0:00:18.064436 2021-04-10 01:56:12,233 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.54ms, fps=1730 images/s, loss=0.9352, top1-acc=71.84%, top5-acc=94.22%, remaining_time=0:00:09.922836, arrival_time=2021-04-10 01:56:22.156151, cost_time=0:00:19.545025 2021-04-10 01:56:13,727 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.73ms, fps=1714 images/s, loss=0.9345, top1-acc=71.86%, top5-acc=94.21%, remaining_time=0:00:08.415736, arrival_time=2021-04-10 01:56:22.143267, cost_time=0:00:21.039379 2021-04-10 01:56:15,205 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=2.39ms, fps=1733 images/s, loss=0.9353, top1-acc=71.92%, top5-acc=94.23%, remaining_time=0:00:06.905198, arrival_time=2021-04-10 01:56:22.110395, cost_time=0:00:22.516935 2021-04-10 01:56:16,684 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.60ms, fps=1732 images/s, loss=0.9374, top1-acc=71.91%, top5-acc=94.20%, remaining_time=0:00:05.399100, arrival_time=2021-04-10 01:56:22.083248, cost_time=0:00:23.995984 2021-04-10 01:56:18,163 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.46ms, fps=1731 images/s, loss=0.9405, top1-acc=71.84%, top5-acc=94.15%, remaining_time=0:00:03.896230, arrival_time=2021-04-10 01:56:22.059759, cost_time=0:00:25.475272 2021-04-10 01:56:19,651 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=2.11ms, fps=1721 images/s, loss=0.9408, top1-acc=71.83%, top5-acc=94.14%, remaining_time=0:00:02.396752, arrival_time=2021-04-10 01:56:22.048411, cost_time=0:00:26.963543 2021-04-10 01:56:21,135 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.63ms, fps=1726 images/s, loss=0.9423, top1-acc=71.87%, top5-acc=94.10%, remaining_time=0:00:00.898344, arrival_time=2021-04-10 01:56:22.034067, cost_time=0:00:28.447552 2021-04-10 01:56:21,928 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.44ms, fps=1717 images/s, loss=0.9447, top1-acc=71.85%, top5-acc=94.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:21.928448, cost_time=0:00:29.240300 2021-04-10 01:56:22,310 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=5.60ms, fps=6732 images/s, loss=1.7191, top1-acc=54.26%, top5-acc=84.26%, remaining_time=0:00:01.140780, arrival_time=2021-04-10 01:56:23.451607, cost_time=0:00:00.380260 2021-04-10 01:56:22,609 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=2.44ms, fps=8583 images/s, loss=1.7346, top1-acc=55.47%, top5-acc=83.40%, remaining_time=0:00:00.678980, arrival_time=2021-04-10 01:56:23.288479, cost_time=0:00:00.678974 2021-04-10 01:56:22,910 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=2.27ms, fps=8528 images/s, loss=1.7331, top1-acc=55.62%, top5-acc=83.68%, remaining_time=0:00:00.326490, arrival_time=2021-04-10 01:56:23.236522, cost_time=0:00:00.979473 2021-04-10 01:56:23,193 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.09ms, fps=8191 images/s, loss=1.7252, top1-acc=55.48%, top5-acc=83.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:23.193664, cost_time=0:00:01.263150 2021-04-10 01:56:23,258 INFO : Epoch=0067 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:07:47.302393, arrival_time=2021-04-10 03:04:10.560702, cost_time=0:34:08.941811 2021-04-10 01:56:23,259 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:56:24,951 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.23ms, fps=1513 images/s, loss=0.9094, top1-acc=72.89%, top5-acc=94.73%, remaining_time=0:00:31.465062, arrival_time=2021-04-10 01:56:56.416087, cost_time=0:00:01.691670 2021-04-10 01:56:26,442 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.78ms, fps=1717 images/s, loss=0.9100, top1-acc=72.66%, top5-acc=94.73%, remaining_time=0:00:28.011280, arrival_time=2021-04-10 01:56:54.453680, cost_time=0:00:03.183100 2021-04-10 01:56:27,918 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=2.02ms, fps=1735 images/s, loss=0.9178, top1-acc=72.15%, top5-acc=94.67%, remaining_time=0:00:25.778306, arrival_time=2021-04-10 01:56:53.696369, cost_time=0:00:04.658719 2021-04-10 01:56:29,436 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.86ms, fps=1686 images/s, loss=0.9147, top1-acc=72.38%, top5-acc=94.56%, remaining_time=0:00:24.091080, arrival_time=2021-04-10 01:56:53.527742, cost_time=0:00:06.177204 2021-04-10 01:56:30,933 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.67ms, fps=1711 images/s, loss=0.9081, top1-acc=72.62%, top5-acc=94.59%, remaining_time=0:00:22.407496, arrival_time=2021-04-10 01:56:53.340723, cost_time=0:00:07.673807 2021-04-10 01:56:32,410 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.94ms, fps=1733 images/s, loss=0.9186, top1-acc=72.29%, top5-acc=94.44%, remaining_time=0:00:20.743400, arrival_time=2021-04-10 01:56:53.154188, cost_time=0:00:09.151479 2021-04-10 01:56:33,893 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.38ms, fps=1728 images/s, loss=0.9184, top1-acc=72.36%, top5-acc=94.40%, remaining_time=0:00:19.140660, arrival_time=2021-04-10 01:56:53.033837, cost_time=0:00:10.633719 2021-04-10 01:56:35,376 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=0.9220, top1-acc=72.25%, top5-acc=94.30%, remaining_time=0:00:17.569824, arrival_time=2021-04-10 01:56:52.946280, cost_time=0:00:12.117142 2021-04-10 01:56:36,859 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.43ms, fps=1727 images/s, loss=0.9201, top1-acc=72.35%, top5-acc=94.36%, remaining_time=0:00:16.017448, arrival_time=2021-04-10 01:56:52.876461, cost_time=0:00:13.599706 2021-04-10 01:56:38,329 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.49ms, fps=1742 images/s, loss=0.9281, top1-acc=72.10%, top5-acc=94.31%, remaining_time=0:00:14.467200, arrival_time=2021-04-10 01:56:52.796484, cost_time=0:00:15.069982 2021-04-10 01:56:39,801 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.88ms, fps=1739 images/s, loss=0.9325, top1-acc=71.99%, top5-acc=94.25%, remaining_time=0:00:12.933110, arrival_time=2021-04-10 01:56:52.734760, cost_time=0:00:16.542300 2021-04-10 01:56:41,283 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.87ms, fps=1729 images/s, loss=0.9322, top1-acc=72.03%, top5-acc=94.24%, remaining_time=0:00:11.414820, arrival_time=2021-04-10 01:56:52.697702, cost_time=0:00:18.023429 2021-04-10 01:56:42,767 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.99ms, fps=1726 images/s, loss=0.9326, top1-acc=72.09%, top5-acc=94.25%, remaining_time=0:00:09.903960, arrival_time=2021-04-10 01:56:52.671070, cost_time=0:00:19.507741 2021-04-10 01:56:44,272 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.44ms, fps=1702 images/s, loss=0.9371, top1-acc=71.96%, top5-acc=94.17%, remaining_time=0:00:08.405040, arrival_time=2021-04-10 01:56:52.677060, cost_time=0:00:21.012666 2021-04-10 01:56:45,758 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.87ms, fps=1723 images/s, loss=0.9382, top1-acc=71.89%, top5-acc=94.17%, remaining_time=0:00:06.899586, arrival_time=2021-04-10 01:56:52.657592, cost_time=0:00:22.498621 2021-04-10 01:56:47,235 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=2.02ms, fps=1733 images/s, loss=0.9394, top1-acc=71.85%, top5-acc=94.16%, remaining_time=0:00:05.394672, arrival_time=2021-04-10 01:56:52.630539, cost_time=0:00:23.976400 2021-04-10 01:56:48,714 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=0.9413, top1-acc=71.85%, top5-acc=94.10%, remaining_time=0:00:03.893162, arrival_time=2021-04-10 01:56:52.607673, cost_time=0:00:25.455208 2021-04-10 01:56:50,189 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.9433, top1-acc=71.80%, top5-acc=94.07%, remaining_time=0:00:02.393744, arrival_time=2021-04-10 01:56:52.582789, cost_time=0:00:26.929591 2021-04-10 01:56:51,667 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.22ms, fps=1733 images/s, loss=0.9455, top1-acc=71.73%, top5-acc=94.05%, remaining_time=0:00:00.897084, arrival_time=2021-04-10 01:56:52.564033, cost_time=0:00:28.407588 2021-04-10 01:56:52,461 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.44ms, fps=1713 images/s, loss=0.9472, top1-acc=71.70%, top5-acc=94.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:52.461298, cost_time=0:00:29.201996 2021-04-10 01:56:52,871 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.30ms, fps=6265 images/s, loss=1.6372, top1-acc=57.89%, top5-acc=84.88%, remaining_time=0:00:01.225740, arrival_time=2021-04-10 01:56:54.097007, cost_time=0:00:00.408578 2021-04-10 01:56:53,168 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.58ms, fps=8615 images/s, loss=1.6519, top1-acc=57.09%, top5-acc=85.16%, remaining_time=0:00:00.706180, arrival_time=2021-04-10 01:56:53.875052, cost_time=0:00:00.706188 2021-04-10 01:56:53,471 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.77ms, fps=8478 images/s, loss=1.6550, top1-acc=57.11%, top5-acc=85.01%, remaining_time=0:00:00.336190, arrival_time=2021-04-10 01:56:53.807448, cost_time=0:00:01.008562 2021-04-10 01:56:53,747 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.08ms, fps=8401 images/s, loss=1.6583, top1-acc=56.81%, top5-acc=85.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:53.747841, cost_time=0:00:01.285206 2021-04-10 01:56:53,802 INFO : Epoch=0068 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:07:16.649760, arrival_time=2021-04-10 03:04:10.452470, cost_time=0:34:39.486215 2021-04-10 01:56:53,803 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:56:55,486 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=0.47ms, fps=1521 images/s, loss=0.9064, top1-acc=73.59%, top5-acc=94.22%, remaining_time=0:00:31.303428, arrival_time=2021-04-10 01:57:26.790143, cost_time=0:00:01.682984 2021-04-10 01:56:56,965 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=2.10ms, fps=1731 images/s, loss=0.8947, top1-acc=73.20%, top5-acc=94.63%, remaining_time=0:00:27.827360, arrival_time=2021-04-10 01:57:24.793243, cost_time=0:00:03.162203 2021-04-10 01:56:58,442 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=2.94ms, fps=1734 images/s, loss=0.9021, top1-acc=72.84%, top5-acc=94.57%, remaining_time=0:00:25.668580, arrival_time=2021-04-10 01:57:24.111238, cost_time=0:00:04.638910 2021-04-10 01:56:59,939 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.09ms, fps=1711 images/s, loss=0.8969, top1-acc=72.94%, top5-acc=94.75%, remaining_time=0:00:23.929776, arrival_time=2021-04-10 01:57:23.869478, cost_time=0:00:06.135849 2021-04-10 01:57:01,415 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=2.12ms, fps=1736 images/s, loss=0.9036, top1-acc=72.68%, top5-acc=94.62%, remaining_time=0:00:22.225288, arrival_time=2021-04-10 01:57:23.640507, cost_time=0:00:07.611414 2021-04-10 01:57:02,908 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=2.57ms, fps=1715 images/s, loss=0.9114, top1-acc=72.49%, top5-acc=94.51%, remaining_time=0:00:20.637728, arrival_time=2021-04-10 01:57:23.546335, cost_time=0:00:09.104869 2021-04-10 01:57:04,396 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.55ms, fps=1721 images/s, loss=0.9155, top1-acc=72.38%, top5-acc=94.45%, remaining_time=0:00:19.066698, arrival_time=2021-04-10 01:57:23.463185, cost_time=0:00:10.592600 2021-04-10 01:57:05,899 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.59ms, fps=1704 images/s, loss=0.9204, top1-acc=72.31%, top5-acc=94.43%, remaining_time=0:00:17.538620, arrival_time=2021-04-10 01:57:23.437932, cost_time=0:00:12.095566 2021-04-10 01:57:07,390 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=2.09ms, fps=1718 images/s, loss=0.9220, top1-acc=72.28%, top5-acc=94.37%, remaining_time=0:00:16.002078, arrival_time=2021-04-10 01:57:23.392402, cost_time=0:00:13.586643 2021-04-10 01:57:08,865 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.06ms, fps=1736 images/s, loss=0.9257, top1-acc=72.14%, top5-acc=94.33%, remaining_time=0:00:14.459328, arrival_time=2021-04-10 01:57:23.324816, cost_time=0:00:15.061811 2021-04-10 01:57:10,347 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.39ms, fps=1728 images/s, loss=0.9260, top1-acc=72.13%, top5-acc=94.37%, remaining_time=0:00:12.934142, arrival_time=2021-04-10 01:57:23.281510, cost_time=0:00:16.543640 2021-04-10 01:57:11,821 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.56ms, fps=1737 images/s, loss=0.9280, top1-acc=71.97%, top5-acc=94.35%, remaining_time=0:00:11.411248, arrival_time=2021-04-10 01:57:23.232817, cost_time=0:00:18.017744 2021-04-10 01:57:13,319 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=15.23ms, fps=1710 images/s, loss=0.9303, top1-acc=72.00%, top5-acc=94.26%, remaining_time=0:00:09.908118, arrival_time=2021-04-10 01:57:23.227834, cost_time=0:00:19.516023 2021-04-10 01:57:14,801 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.42ms, fps=1728 images/s, loss=0.9336, top1-acc=71.94%, top5-acc=94.24%, remaining_time=0:00:08.399104, arrival_time=2021-04-10 01:57:23.200540, cost_time=0:00:20.997715 2021-04-10 01:57:16,281 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.81ms, fps=1730 images/s, loss=0.9350, top1-acc=71.98%, top5-acc=94.20%, remaining_time=0:00:06.893284, arrival_time=2021-04-10 01:57:23.175062, cost_time=0:00:22.478090 2021-04-10 01:57:17,766 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=2.26ms, fps=1725 images/s, loss=0.9367, top1-acc=71.87%, top5-acc=94.18%, remaining_time=0:00:05.391576, arrival_time=2021-04-10 01:57:23.157852, cost_time=0:00:23.962552 2021-04-10 01:57:19,243 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.59ms, fps=1734 images/s, loss=0.9363, top1-acc=71.92%, top5-acc=94.16%, remaining_time=0:00:03.890796, arrival_time=2021-04-10 01:57:23.134316, cost_time=0:00:25.439842 2021-04-10 01:57:20,715 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=2.02ms, fps=1740 images/s, loss=0.9352, top1-acc=71.96%, top5-acc=94.16%, remaining_time=0:00:02.392144, arrival_time=2021-04-10 01:57:23.107419, cost_time=0:00:26.911593 2021-04-10 01:57:22,186 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.59ms, fps=1741 images/s, loss=0.9353, top1-acc=71.93%, top5-acc=94.15%, remaining_time=0:00:00.896286, arrival_time=2021-04-10 01:57:23.082424, cost_time=0:00:28.382454 2021-04-10 01:57:22,980 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.21ms, fps=1712 images/s, loss=0.9369, top1-acc=71.89%, top5-acc=94.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:22.980816, cost_time=0:00:29.177138 2021-04-10 01:57:23,408 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.64ms, fps=6007 images/s, loss=1.8422, top1-acc=54.02%, top5-acc=81.99%, remaining_time=0:00:01.278480, arrival_time=2021-04-10 01:57:24.686804, cost_time=0:00:00.426156 2021-04-10 01:57:23,713 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=2.07ms, fps=8415 images/s, loss=1.7441, top1-acc=55.94%, top5-acc=83.55%, remaining_time=0:00:00.730700, arrival_time=2021-04-10 01:57:24.443731, cost_time=0:00:00.730708 2021-04-10 01:57:24,016 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=2.26ms, fps=8463 images/s, loss=1.7467, top1-acc=55.68%, top5-acc=83.70%, remaining_time=0:00:00.344660, arrival_time=2021-04-10 01:57:24.360864, cost_time=0:00:01.033979 2021-04-10 01:57:24,292 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=8401 images/s, loss=1.7417, top1-acc=55.62%, top5-acc=84.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:24.292788, cost_time=0:00:01.310625 2021-04-10 01:57:24,394 INFO : Epoch=0069 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:06:46.089123, arrival_time=2021-04-10 03:04:10.483152, cost_time=0:35:10.077505 2021-04-10 01:57:24,395 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:57:26,124 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=0.33ms, fps=1481 images/s, loss=0.9510, top1-acc=70.74%, top5-acc=93.95%, remaining_time=0:00:32.158098, arrival_time=2021-04-10 01:57:58.282755, cost_time=0:00:01.728932 2021-04-10 01:57:27,611 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.87ms, fps=1722 images/s, loss=0.9154, top1-acc=72.11%, top5-acc=94.36%, remaining_time=0:00:28.300096, arrival_time=2021-04-10 01:57:55.911732, cost_time=0:00:03.215911 2021-04-10 01:57:29,124 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.40ms, fps=1692 images/s, loss=0.8947, top1-acc=72.63%, top5-acc=94.70%, remaining_time=0:00:26.167576, arrival_time=2021-04-10 01:57:55.292422, cost_time=0:00:04.729083 2021-04-10 01:57:30,612 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.62ms, fps=1722 images/s, loss=0.8950, top1-acc=72.89%, top5-acc=94.63%, remaining_time=0:00:24.243648, arrival_time=2021-04-10 01:57:54.855817, cost_time=0:00:06.216328 2021-04-10 01:57:32,096 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.35ms, fps=1725 images/s, loss=0.8872, top1-acc=73.09%, top5-acc=94.69%, remaining_time=0:00:22.487066, arrival_time=2021-04-10 01:57:54.583918, cost_time=0:00:07.701049 2021-04-10 01:57:33,571 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.8930, top1-acc=72.92%, top5-acc=94.60%, remaining_time=0:00:20.797528, arrival_time=2021-04-10 01:57:54.368692, cost_time=0:00:09.175402 2021-04-10 01:57:35,052 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.14ms, fps=1729 images/s, loss=0.8898, top1-acc=73.06%, top5-acc=94.64%, remaining_time=0:00:19.181358, arrival_time=2021-04-10 01:57:54.233449, cost_time=0:00:10.656288 2021-04-10 01:57:36,533 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=2.04ms, fps=1729 images/s, loss=0.8931, top1-acc=73.08%, top5-acc=94.57%, remaining_time=0:00:17.599868, arrival_time=2021-04-10 01:57:54.133410, cost_time=0:00:12.137807 2021-04-10 01:57:38,010 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.90ms, fps=1734 images/s, loss=0.8981, top1-acc=72.88%, top5-acc=94.53%, remaining_time=0:00:16.035256, arrival_time=2021-04-10 01:57:54.045777, cost_time=0:00:13.614796 2021-04-10 01:57:39,484 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=0.9015, top1-acc=72.80%, top5-acc=94.50%, remaining_time=0:00:14.484864, arrival_time=2021-04-10 01:57:53.969015, cost_time=0:00:15.088385 2021-04-10 01:57:40,954 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=2.08ms, fps=1742 images/s, loss=0.9038, top1-acc=72.72%, top5-acc=94.47%, remaining_time=0:00:12.945924, arrival_time=2021-04-10 01:57:53.900381, cost_time=0:00:16.558687 2021-04-10 01:57:42,446 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.77ms, fps=1716 images/s, loss=0.9060, top1-acc=72.68%, top5-acc=94.47%, remaining_time=0:00:11.432072, arrival_time=2021-04-10 01:57:53.878550, cost_time=0:00:18.050679 2021-04-10 01:57:43,929 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.62ms, fps=1727 images/s, loss=0.9096, top1-acc=72.62%, top5-acc=94.41%, remaining_time=0:00:09.917028, arrival_time=2021-04-10 01:57:53.846525, cost_time=0:00:19.533558 2021-04-10 01:57:45,412 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=2.13ms, fps=1727 images/s, loss=0.9149, top1-acc=72.48%, top5-acc=94.31%, remaining_time=0:00:08.406552, arrival_time=2021-04-10 01:57:53.818770, cost_time=0:00:21.016447 2021-04-10 01:57:46,890 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=2.09ms, fps=1733 images/s, loss=0.9183, top1-acc=72.42%, top5-acc=94.25%, remaining_time=0:00:06.898298, arrival_time=2021-04-10 01:57:53.788507, cost_time=0:00:22.494398 2021-04-10 01:57:48,365 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.96ms, fps=1736 images/s, loss=0.9185, top1-acc=72.37%, top5-acc=94.28%, remaining_time=0:00:05.393268, arrival_time=2021-04-10 01:57:53.759088, cost_time=0:00:23.970050 2021-04-10 01:57:49,848 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.42ms, fps=1727 images/s, loss=0.9207, top1-acc=72.33%, top5-acc=94.22%, remaining_time=0:00:03.892746, arrival_time=2021-04-10 01:57:53.741109, cost_time=0:00:25.452562 2021-04-10 01:57:51,333 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.59ms, fps=1724 images/s, loss=0.9234, top1-acc=72.28%, top5-acc=94.17%, remaining_time=0:00:02.394496, arrival_time=2021-04-10 01:57:53.728346, cost_time=0:00:26.938066 2021-04-10 01:57:52,812 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.44ms, fps=1732 images/s, loss=0.9279, top1-acc=72.22%, top5-acc=94.08%, remaining_time=0:00:00.897372, arrival_time=2021-04-10 01:57:53.709891, cost_time=0:00:28.416790 2021-04-10 01:57:53,602 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.42ms, fps=1722 images/s, loss=0.9280, top1-acc=72.19%, top5-acc=94.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:53.602742, cost_time=0:00:29.207024 2021-04-10 01:57:54,014 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.32ms, fps=6245 images/s, loss=1.6054, top1-acc=57.30%, top5-acc=86.05%, remaining_time=0:00:01.229700, arrival_time=2021-04-10 01:57:55.243924, cost_time=0:00:00.409902 2021-04-10 01:57:54,320 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.32ms, fps=8394 images/s, loss=1.6719, top1-acc=56.37%, top5-acc=85.08%, remaining_time=0:00:00.715860, arrival_time=2021-04-10 01:57:55.035824, cost_time=0:00:00.715859 2021-04-10 01:57:54,621 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.38ms, fps=8505 images/s, loss=1.6593, top1-acc=57.10%, top5-acc=84.97%, remaining_time=0:00:00.339110, arrival_time=2021-04-10 01:57:54.960580, cost_time=0:00:01.017338 2021-04-10 01:57:54,899 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.07ms, fps=8357 images/s, loss=1.6344, top1-acc=56.87%, top5-acc=85.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:54.899529, cost_time=0:00:01.295488 2021-04-10 01:57:54,953 INFO : Epoch=0070 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:06:15.467990, arrival_time=2021-04-10 03:04:10.421105, cost_time=0:35:40.636620 2021-04-10 01:57:54,953 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:57:56,627 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.53ms, fps=1529 images/s, loss=0.8937, top1-acc=73.28%, top5-acc=94.88%, remaining_time=0:00:31.131750, arrival_time=2021-04-10 01:58:27.759641, cost_time=0:00:01.673747 2021-04-10 01:57:58,140 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.88ms, fps=1693 images/s, loss=0.8893, top1-acc=73.55%, top5-acc=94.88%, remaining_time=0:00:28.039616, arrival_time=2021-04-10 01:58:26.180107, cost_time=0:00:03.186310 2021-04-10 01:57:59,642 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=2.04ms, fps=1705 images/s, loss=0.8817, top1-acc=73.32%, top5-acc=95.14%, remaining_time=0:00:25.944140, arrival_time=2021-04-10 01:58:25.586996, cost_time=0:00:04.688713 2021-04-10 01:58:01,131 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.89ms, fps=1720 images/s, loss=0.8904, top1-acc=73.08%, top5-acc=94.88%, remaining_time=0:00:24.093108, arrival_time=2021-04-10 01:58:25.225009, cost_time=0:00:06.177735 2021-04-10 01:58:02,614 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.89ms, fps=1727 images/s, loss=0.8950, top1-acc=72.98%, top5-acc=94.73%, remaining_time=0:00:22.368514, arrival_time=2021-04-10 01:58:24.983190, cost_time=0:00:07.660443 2021-04-10 01:58:04,101 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.86ms, fps=1723 images/s, loss=0.8934, top1-acc=73.02%, top5-acc=94.77%, remaining_time=0:00:20.733472, arrival_time=2021-04-10 01:58:24.834760, cost_time=0:00:09.147140 2021-04-10 01:58:05,586 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.44ms, fps=1725 images/s, loss=0.8900, top1-acc=73.16%, top5-acc=94.82%, remaining_time=0:00:19.137384, arrival_time=2021-04-10 01:58:24.723428, cost_time=0:00:10.631885 2021-04-10 01:58:07,066 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.87ms, fps=1730 images/s, loss=0.8953, top1-acc=72.96%, top5-acc=94.78%, remaining_time=0:00:17.563096, arrival_time=2021-04-10 01:58:24.629788, cost_time=0:00:12.112469 2021-04-10 01:58:08,550 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.07ms, fps=1726 images/s, loss=0.8984, top1-acc=72.99%, top5-acc=94.65%, remaining_time=0:00:16.013208, arrival_time=2021-04-10 01:58:24.563450, cost_time=0:00:13.596087 2021-04-10 01:58:10,024 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.37ms, fps=1738 images/s, loss=0.9035, top1-acc=72.86%, top5-acc=94.57%, remaining_time=0:00:14.467104, arrival_time=2021-04-10 01:58:24.491144, cost_time=0:00:15.069942 2021-04-10 01:58:11,498 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.88ms, fps=1737 images/s, loss=0.8996, top1-acc=73.05%, top5-acc=94.58%, remaining_time=0:00:12.934744, arrival_time=2021-04-10 01:58:24.433299, cost_time=0:00:16.544419 2021-04-10 01:58:12,984 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.17ms, fps=1724 images/s, loss=0.9030, top1-acc=72.99%, top5-acc=94.51%, remaining_time=0:00:11.418924, arrival_time=2021-04-10 01:58:24.403027, cost_time=0:00:18.029835 2021-04-10 01:58:14,479 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.87ms, fps=1712 images/s, loss=0.9044, top1-acc=72.96%, top5-acc=94.45%, remaining_time=0:00:09.913068, arrival_time=2021-04-10 01:58:24.392931, cost_time=0:00:19.525718 2021-04-10 01:58:15,959 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=0.9082, top1-acc=72.86%, top5-acc=94.45%, remaining_time=0:00:08.402128, arrival_time=2021-04-10 01:58:24.361560, cost_time=0:00:21.005327 2021-04-10 01:58:17,434 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.88ms, fps=1736 images/s, loss=0.9140, top1-acc=72.70%, top5-acc=94.36%, remaining_time=0:00:06.893928, arrival_time=2021-04-10 01:58:24.328213, cost_time=0:00:22.480188 2021-04-10 01:58:18,917 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.59ms, fps=1727 images/s, loss=0.9191, top1-acc=72.53%, top5-acc=94.35%, remaining_time=0:00:05.391720, arrival_time=2021-04-10 01:58:24.309018, cost_time=0:00:23.963151 2021-04-10 01:58:20,402 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.94ms, fps=1724 images/s, loss=0.9218, top1-acc=72.41%, top5-acc=94.35%, remaining_time=0:00:03.892148, arrival_time=2021-04-10 01:58:24.294987, cost_time=0:00:25.448745 2021-04-10 01:58:21,881 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.50ms, fps=1731 images/s, loss=0.9245, top1-acc=72.34%, top5-acc=94.29%, remaining_time=0:00:02.393584, arrival_time=2021-04-10 01:58:24.275423, cost_time=0:00:26.927743 2021-04-10 01:58:23,361 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.26ms, fps=1731 images/s, loss=0.9281, top1-acc=72.22%, top5-acc=94.24%, remaining_time=0:00:00.897066, arrival_time=2021-04-10 01:58:24.258275, cost_time=0:00:28.407120 2021-04-10 01:58:24,154 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.25ms, fps=1715 images/s, loss=0.9284, top1-acc=72.22%, top5-acc=94.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:24.154694, cost_time=0:00:29.200607 2021-04-10 01:58:24,559 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=2.35ms, fps=6347 images/s, loss=1.9483, top1-acc=53.91%, top5-acc=82.42%, remaining_time=0:00:01.209930, arrival_time=2021-04-10 01:58:25.769472, cost_time=0:00:00.403310 2021-04-10 01:58:24,860 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.50ms, fps=8521 images/s, loss=1.9555, top1-acc=53.96%, top5-acc=82.19%, remaining_time=0:00:00.704440, arrival_time=2021-04-10 01:58:25.565030, cost_time=0:00:00.704434 2021-04-10 01:58:25,161 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=2.07ms, fps=8516 images/s, loss=1.9712, top1-acc=53.74%, top5-acc=81.64%, remaining_time=0:00:00.335170, arrival_time=2021-04-10 01:58:25.496841, cost_time=0:00:01.005522 2021-04-10 01:58:25,435 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.06ms, fps=8491 images/s, loss=1.9747, top1-acc=53.43%, top5-acc=81.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:25.435297, cost_time=0:00:01.279213 2021-04-10 01:58:25,489 INFO : Epoch=0071 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:05:44.807229, arrival_time=2021-04-10 03:04:10.296716, cost_time=0:36:11.172988 2021-04-10 01:58:25,490 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:58:27,134 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.24ms, fps=1557 images/s, loss=0.9504, top1-acc=70.78%, top5-acc=94.18%, remaining_time=0:00:30.572448, arrival_time=2021-04-10 01:58:57.706642, cost_time=0:00:01.643682 2021-04-10 01:58:28,645 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=2.42ms, fps=1694 images/s, loss=0.9296, top1-acc=71.99%, top5-acc=94.24%, remaining_time=0:00:27.765584, arrival_time=2021-04-10 01:58:56.411227, cost_time=0:00:03.155183 2021-04-10 01:58:30,126 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.64ms, fps=1730 images/s, loss=0.8979, top1-acc=72.84%, top5-acc=94.65%, remaining_time=0:00:25.649158, arrival_time=2021-04-10 01:58:55.775112, cost_time=0:00:04.635394 2021-04-10 01:58:31,602 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.06ms, fps=1734 images/s, loss=0.8964, top1-acc=73.05%, top5-acc=94.51%, remaining_time=0:00:23.837892, arrival_time=2021-04-10 01:58:55.440736, cost_time=0:00:06.112296 2021-04-10 01:58:33,073 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=2.01ms, fps=1742 images/s, loss=0.8906, top1-acc=73.23%, top5-acc=94.53%, remaining_time=0:00:22.141776, arrival_time=2021-04-10 01:58:55.215166, cost_time=0:00:07.582790 2021-04-10 01:58:34,555 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=2.21ms, fps=1728 images/s, loss=0.8870, top1-acc=73.36%, top5-acc=94.64%, remaining_time=0:00:20.546608, arrival_time=2021-04-10 01:58:55.101955, cost_time=0:00:09.064664 2021-04-10 01:58:36,034 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.10ms, fps=1731 images/s, loss=0.8879, top1-acc=73.39%, top5-acc=94.65%, remaining_time=0:00:18.979632, arrival_time=2021-04-10 01:58:55.014369, cost_time=0:00:10.544219 2021-04-10 01:58:37,515 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.39ms, fps=1730 images/s, loss=0.8933, top1-acc=73.33%, top5-acc=94.54%, remaining_time=0:00:17.436192, arrival_time=2021-04-10 01:58:54.951720, cost_time=0:00:12.024934 2021-04-10 01:58:38,993 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.33ms, fps=1733 images/s, loss=0.8989, top1-acc=73.16%, top5-acc=94.55%, remaining_time=0:00:15.903498, arrival_time=2021-04-10 01:58:54.896965, cost_time=0:00:13.503006 2021-04-10 01:58:40,469 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.9043, top1-acc=72.99%, top5-acc=94.52%, remaining_time=0:00:14.379552, arrival_time=2021-04-10 01:58:54.848829, cost_time=0:00:14.978738 2021-04-10 01:58:41,944 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.33ms, fps=1736 images/s, loss=0.9050, top1-acc=72.99%, top5-acc=94.49%, remaining_time=0:00:12.863794, arrival_time=2021-04-10 01:58:54.807986, cost_time=0:00:16.453718 2021-04-10 01:58:43,421 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.84ms, fps=1733 images/s, loss=0.9018, top1-acc=73.06%, top5-acc=94.54%, remaining_time=0:00:11.356528, arrival_time=2021-04-10 01:58:54.778371, cost_time=0:00:17.931334 2021-04-10 01:58:44,905 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.51ms, fps=1726 images/s, loss=0.9043, top1-acc=72.97%, top5-acc=94.50%, remaining_time=0:00:09.856836, arrival_time=2021-04-10 01:58:54.762309, cost_time=0:00:19.414972 2021-04-10 01:58:46,390 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.49ms, fps=1724 images/s, loss=0.9072, top1-acc=72.89%, top5-acc=94.44%, remaining_time=0:00:08.360016, arrival_time=2021-04-10 01:58:54.750631, cost_time=0:00:20.900075 2021-04-10 01:58:47,870 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.85ms, fps=1731 images/s, loss=0.9109, top1-acc=72.86%, top5-acc=94.34%, remaining_time=0:00:06.863154, arrival_time=2021-04-10 01:58:54.733539, cost_time=0:00:22.379920 2021-04-10 01:58:49,355 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=2.13ms, fps=1725 images/s, loss=0.9120, top1-acc=72.77%, top5-acc=94.33%, remaining_time=0:00:05.369544, arrival_time=2021-04-10 01:58:54.724693, cost_time=0:00:23.864670 2021-04-10 01:58:50,827 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.39ms, fps=1739 images/s, loss=0.9181, top1-acc=72.61%, top5-acc=94.26%, remaining_time=0:00:03.875144, arrival_time=2021-04-10 01:58:54.703069, cost_time=0:00:25.337419 2021-04-10 01:58:52,304 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=2.10ms, fps=1734 images/s, loss=0.9227, top1-acc=72.51%, top5-acc=94.21%, remaining_time=0:00:02.383472, arrival_time=2021-04-10 01:58:54.688017, cost_time=0:00:26.814066 2021-04-10 01:58:53,780 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.26ms, fps=1735 images/s, loss=0.9269, top1-acc=72.42%, top5-acc=94.15%, remaining_time=0:00:00.893376, arrival_time=2021-04-10 01:58:54.674095, cost_time=0:00:28.290260 2021-04-10 01:58:54,572 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.18ms, fps=1718 images/s, loss=0.9295, top1-acc=72.34%, top5-acc=94.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:54.572803, cost_time=0:00:29.082345 2021-04-10 01:58:55,001 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.44ms, fps=5988 images/s, loss=1.8737, top1-acc=53.01%, top5-acc=82.11%, remaining_time=0:00:01.282500, arrival_time=2021-04-10 01:58:56.284211, cost_time=0:00:00.427495 2021-04-10 01:58:55,318 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.77ms, fps=8093 images/s, loss=1.8548, top1-acc=53.14%, top5-acc=82.01%, remaining_time=0:00:00.744280, arrival_time=2021-04-10 01:58:56.062972, cost_time=0:00:00.744275 2021-04-10 01:58:55,618 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.37ms, fps=8568 images/s, loss=1.8428, top1-acc=53.02%, top5-acc=82.40%, remaining_time=0:00:00.348000, arrival_time=2021-04-10 01:58:55.966237, cost_time=0:00:01.044001 2021-04-10 01:58:55,902 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.07ms, fps=8172 images/s, loss=1.8212, top1-acc=52.87%, top5-acc=82.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:55.902595, cost_time=0:00:01.328416 2021-04-10 01:58:55,976 INFO : Epoch=0072 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:05:14.062592, arrival_time=2021-04-10 03:04:10.039275, cost_time=0:36:41.660177 2021-04-10 01:58:55,977 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:58:57,641 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=2.10ms, fps=1539 images/s, loss=0.8805, top1-acc=73.36%, top5-acc=94.96%, remaining_time=0:00:30.947424, arrival_time=2021-04-10 01:59:28.588993, cost_time=0:00:01.663845 2021-04-10 01:58:59,124 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=2.03ms, fps=1727 images/s, loss=0.8630, top1-acc=73.95%, top5-acc=95.25%, remaining_time=0:00:27.692016, arrival_time=2021-04-10 01:59:26.816568, cost_time=0:00:03.146812 2021-04-10 01:59:00,636 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=2.08ms, fps=1693 images/s, loss=0.8701, top1-acc=73.75%, top5-acc=95.08%, remaining_time=0:00:25.780132, arrival_time=2021-04-10 01:59:26.416890, cost_time=0:00:04.659073 2021-04-10 01:59:02,117 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=2.57ms, fps=1729 images/s, loss=0.8765, top1-acc=73.79%, top5-acc=94.93%, remaining_time=0:00:23.944596, arrival_time=2021-04-10 01:59:26.061999, cost_time=0:00:06.139638 2021-04-10 01:59:03,592 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=2.18ms, fps=1736 images/s, loss=0.8697, top1-acc=74.03%, top5-acc=95.01%, remaining_time=0:00:22.234194, arrival_time=2021-04-10 01:59:25.826401, cost_time=0:00:07.614456 2021-04-10 01:59:05,076 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.67ms, fps=1725 images/s, loss=0.8750, top1-acc=73.74%, top5-acc=94.93%, remaining_time=0:00:20.624672, arrival_time=2021-04-10 01:59:25.701452, cost_time=0:00:09.099096 2021-04-10 01:59:06,553 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.89ms, fps=1734 images/s, loss=0.8759, top1-acc=73.67%, top5-acc=94.85%, remaining_time=0:00:19.036206, arrival_time=2021-04-10 01:59:25.589716, cost_time=0:00:10.575676 2021-04-10 01:59:08,028 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.80ms, fps=1737 images/s, loss=0.8762, top1-acc=73.77%, top5-acc=94.74%, remaining_time=0:00:17.473196, arrival_time=2021-04-10 01:59:25.501390, cost_time=0:00:12.050511 2021-04-10 01:59:09,508 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.27ms, fps=1730 images/s, loss=0.8745, top1-acc=73.88%, top5-acc=94.79%, remaining_time=0:00:15.936464, arrival_time=2021-04-10 01:59:25.445172, cost_time=0:00:13.530954 2021-04-10 01:59:10,987 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=0.8787, top1-acc=73.63%, top5-acc=94.79%, remaining_time=0:00:14.409024, arrival_time=2021-04-10 01:59:25.396089, cost_time=0:00:15.009362 2021-04-10 01:59:12,468 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=2.02ms, fps=1729 images/s, loss=0.8800, top1-acc=73.61%, top5-acc=94.74%, remaining_time=0:00:12.892346, arrival_time=2021-04-10 01:59:25.360470, cost_time=0:00:16.490260 2021-04-10 01:59:13,967 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.57ms, fps=1708 images/s, loss=0.8804, top1-acc=73.56%, top5-acc=94.78%, remaining_time=0:00:11.393692, arrival_time=2021-04-10 01:59:25.361373, cost_time=0:00:17.989981 2021-04-10 01:59:15,450 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.85ms, fps=1727 images/s, loss=0.8824, top1-acc=73.52%, top5-acc=94.74%, remaining_time=0:00:09.886008, arrival_time=2021-04-10 01:59:25.336085, cost_time=0:00:19.472390 2021-04-10 01:59:16,923 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.42ms, fps=1738 images/s, loss=0.8894, top1-acc=73.27%, top5-acc=94.66%, remaining_time=0:00:08.378440, arrival_time=2021-04-10 01:59:25.302256, cost_time=0:00:20.946131 2021-04-10 01:59:18,404 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.84ms, fps=1730 images/s, loss=0.8946, top1-acc=73.11%, top5-acc=94.58%, remaining_time=0:00:06.877460, arrival_time=2021-04-10 01:59:25.281707, cost_time=0:00:22.426508 2021-04-10 01:59:19,873 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=2.08ms, fps=1743 images/s, loss=0.8963, top1-acc=73.04%, top5-acc=94.57%, remaining_time=0:00:05.376600, arrival_time=2021-04-10 01:59:25.250271, cost_time=0:00:23.895939 2021-04-10 01:59:21,353 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.31ms, fps=1731 images/s, loss=0.8979, top1-acc=72.95%, top5-acc=94.53%, remaining_time=0:00:03.880994, arrival_time=2021-04-10 01:59:25.234471, cost_time=0:00:25.375793 2021-04-10 01:59:22,833 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=2.92ms, fps=1730 images/s, loss=0.9022, top1-acc=72.84%, top5-acc=94.49%, remaining_time=0:00:02.387168, arrival_time=2021-04-10 01:59:25.220555, cost_time=0:00:26.855560 2021-04-10 01:59:24,317 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.48ms, fps=1725 images/s, loss=0.9072, top1-acc=72.67%, top5-acc=94.45%, remaining_time=0:00:00.894948, arrival_time=2021-04-10 01:59:25.212660, cost_time=0:00:28.339985 2021-04-10 01:59:25,114 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.22ms, fps=1708 images/s, loss=0.9097, top1-acc=72.66%, top5-acc=94.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:25.114503, cost_time=0:00:29.136780 2021-04-10 01:59:25,531 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.29ms, fps=6173 images/s, loss=1.7550, top1-acc=54.37%, top5-acc=83.44%, remaining_time=0:00:01.244010, arrival_time=2021-04-10 01:59:26.775420, cost_time=0:00:00.414668 2021-04-10 01:59:25,833 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.82ms, fps=8487 images/s, loss=1.7291, top1-acc=55.57%, top5-acc=83.71%, remaining_time=0:00:00.716760, arrival_time=2021-04-10 01:59:26.550232, cost_time=0:00:00.716761 2021-04-10 01:59:26,137 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.44ms, fps=8443 images/s, loss=1.7172, top1-acc=55.96%, top5-acc=83.71%, remaining_time=0:00:00.340110, arrival_time=2021-04-10 01:59:26.477169, cost_time=0:00:01.020342 2021-04-10 01:59:26,413 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.07ms, fps=8398 images/s, loss=1.7020, top1-acc=56.02%, top5-acc=83.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:26.413655, cost_time=0:00:01.296962 2021-04-10 01:59:26,468 INFO : Epoch=0073 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:04:43.331959, arrival_time=2021-04-10 03:04:09.799923, cost_time=0:37:12.151466 2021-04-10 01:59:26,468 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:59:28,129 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=2.09ms, fps=1541 images/s, loss=0.8610, top1-acc=74.61%, top5-acc=95.59%, remaining_time=0:00:30.891066, arrival_time=2021-04-10 01:59:59.020876, cost_time=0:00:01.660814 2021-04-10 01:59:29,670 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.96ms, fps=1662 images/s, loss=0.8777, top1-acc=74.47%, top5-acc=94.94%, remaining_time=0:00:28.176016, arrival_time=2021-04-10 01:59:57.846839, cost_time=0:00:03.201827 2021-04-10 01:59:31,148 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.18ms, fps=1734 images/s, loss=0.8851, top1-acc=73.76%, top5-acc=94.77%, remaining_time=0:00:25.891020, arrival_time=2021-04-10 01:59:57.039064, cost_time=0:00:04.679088 2021-04-10 01:59:32,631 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.57ms, fps=1727 images/s, loss=0.8781, top1-acc=73.88%, top5-acc=94.86%, remaining_time=0:00:24.032580, arrival_time=2021-04-10 01:59:56.663853, cost_time=0:00:06.162216 2021-04-10 01:59:34,107 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=2.00ms, fps=1736 images/s, loss=0.8733, top1-acc=73.84%, top5-acc=94.89%, remaining_time=0:00:22.302668, arrival_time=2021-04-10 01:59:56.409700, cost_time=0:00:07.637923 2021-04-10 01:59:35,584 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.49ms, fps=1734 images/s, loss=0.8825, top1-acc=73.61%, top5-acc=94.79%, remaining_time=0:00:20.660712, arrival_time=2021-04-10 01:59:56.244674, cost_time=0:00:09.115001 2021-04-10 01:59:37,058 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.8843, top1-acc=73.66%, top5-acc=94.70%, remaining_time=0:00:19.061028, arrival_time=2021-04-10 01:59:56.119559, cost_time=0:00:10.589487 2021-04-10 01:59:38,543 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.40ms, fps=1725 images/s, loss=0.8829, top1-acc=73.63%, top5-acc=94.66%, remaining_time=0:00:17.507532, arrival_time=2021-04-10 01:59:56.050723, cost_time=0:00:12.074171 2021-04-10 01:59:40,027 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.97ms, fps=1725 images/s, loss=0.8825, top1-acc=73.71%, top5-acc=94.64%, remaining_time=0:00:15.969324, arrival_time=2021-04-10 01:59:55.997220, cost_time=0:00:13.558894 2021-04-10 01:59:41,505 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=2.15ms, fps=1733 images/s, loss=0.8883, top1-acc=73.47%, top5-acc=94.61%, remaining_time=0:00:14.434848, arrival_time=2021-04-10 01:59:55.940109, cost_time=0:00:15.036305 2021-04-10 01:59:42,969 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.57ms, fps=1749 images/s, loss=0.8899, top1-acc=73.40%, top5-acc=94.64%, remaining_time=0:00:12.900344, arrival_time=2021-04-10 01:59:55.869794, cost_time=0:00:16.500451 2021-04-10 01:59:44,479 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.27ms, fps=1696 images/s, loss=0.8942, top1-acc=73.29%, top5-acc=94.61%, remaining_time=0:00:11.406384, arrival_time=2021-04-10 01:59:55.885571, cost_time=0:00:18.010077 2021-04-10 01:59:45,965 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=2.13ms, fps=1724 images/s, loss=0.8950, top1-acc=73.21%, top5-acc=94.63%, remaining_time=0:00:09.897954, arrival_time=2021-04-10 01:59:55.862956, cost_time=0:00:19.495957 2021-04-10 01:59:47,435 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.69ms, fps=1742 images/s, loss=0.8964, top1-acc=73.14%, top5-acc=94.57%, remaining_time=0:00:08.386504, arrival_time=2021-04-10 01:59:55.821671, cost_time=0:00:20.966210 2021-04-10 01:59:48,917 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=3.18ms, fps=1727 images/s, loss=0.8993, top1-acc=73.10%, top5-acc=94.55%, remaining_time=0:00:06.884222, arrival_time=2021-04-10 01:59:55.801913, cost_time=0:00:22.448593 2021-04-10 01:59:50,398 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=0.9002, top1-acc=73.02%, top5-acc=94.56%, remaining_time=0:00:05.384160, arrival_time=2021-04-10 01:59:55.782697, cost_time=0:00:23.929521 2021-04-10 01:59:51,879 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.29ms, fps=1730 images/s, loss=0.9029, top1-acc=72.88%, top5-acc=94.54%, remaining_time=0:00:03.886272, arrival_time=2021-04-10 01:59:55.765385, cost_time=0:00:25.410156 2021-04-10 01:59:53,359 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.50ms, fps=1730 images/s, loss=0.9062, top1-acc=72.83%, top5-acc=94.50%, remaining_time=0:00:02.390224, arrival_time=2021-04-10 01:59:55.749389, cost_time=0:00:26.890107 2021-04-10 01:59:54,858 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.25ms, fps=1727 images/s, loss=0.9072, top1-acc=72.78%, top5-acc=94.48%, remaining_time=0:00:00.896514, arrival_time=2021-04-10 01:59:55.755089, cost_time=0:00:28.389543 2021-04-10 01:59:55,667 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=2.14ms, fps=1684 images/s, loss=0.9080, top1-acc=72.76%, top5-acc=94.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:55.666944, cost_time=0:00:29.197836 2021-04-10 01:59:56,080 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=1.98ms, fps=6235 images/s, loss=1.7843, top1-acc=54.80%, top5-acc=83.09%, remaining_time=0:00:01.231770, arrival_time=2021-04-10 01:59:57.311770, cost_time=0:00:00.410591 2021-04-10 01:59:56,388 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.79ms, fps=8320 images/s, loss=1.7804, top1-acc=55.53%, top5-acc=83.38%, remaining_time=0:00:00.718840, arrival_time=2021-04-10 01:59:57.107081, cost_time=0:00:00.718845 2021-04-10 01:59:56,694 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=1.78ms, fps=8379 images/s, loss=1.8037, top1-acc=55.18%, top5-acc=83.37%, remaining_time=0:00:00.341620, arrival_time=2021-04-10 01:59:57.035921, cost_time=0:00:01.024864 2021-04-10 01:59:56,969 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.09ms, fps=8433 images/s, loss=1.8126, top1-acc=54.82%, top5-acc=83.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:56.969885, cost_time=0:00:01.300534 2021-04-10 01:59:57,060 INFO : Epoch=0074 complete, best val top1-acc=57.23%, top5-acc=84.38% (epoch=57), remaining_time=1:04:12.779742, arrival_time=2021-04-10 03:04:09.839951, cost_time=0:37:42.743680 2021-04-10 01:59:57,061 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 01:59:58,757 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.76ms, fps=1510 images/s, loss=0.9258, top1-acc=72.23%, top5-acc=94.45%, remaining_time=0:00:31.537230, arrival_time=2021-04-10 02:00:30.294530, cost_time=0:00:01.695554 2021-04-10 02:00:00,257 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=2.04ms, fps=1707 images/s, loss=0.8879, top1-acc=72.95%, top5-acc=94.55%, remaining_time=0:00:28.123040, arrival_time=2021-04-10 02:00:28.380635, cost_time=0:00:03.195807 2021-04-10 02:00:01,734 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=0.8755, top1-acc=73.41%, top5-acc=94.61%, remaining_time=0:00:25.853006, arrival_time=2021-04-10 02:00:27.587029, cost_time=0:00:04.672233 2021-04-10 02:00:03,210 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.84ms, fps=1735 images/s, loss=0.8632, top1-acc=73.57%, top5-acc=94.84%, remaining_time=0:00:23.979384, arrival_time=2021-04-10 02:00:27.189810, cost_time=0:00:06.148570 2021-04-10 02:00:04,689 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.65ms, fps=1731 images/s, loss=0.8651, top1-acc=73.48%, top5-acc=94.77%, remaining_time=0:00:22.273760, arrival_time=2021-04-10 02:00:26.963474, cost_time=0:00:07.628003 2021-04-10 02:00:06,166 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.94ms, fps=1735 images/s, loss=0.8673, top1-acc=73.33%, top5-acc=94.86%, remaining_time=0:00:20.636096, arrival_time=2021-04-10 02:00:26.802049, cost_time=0:00:09.104185 2021-04-10 02:00:07,634 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.87ms, fps=1744 images/s, loss=0.8755, top1-acc=73.21%, top5-acc=94.84%, remaining_time=0:00:19.031040, arrival_time=2021-04-10 02:00:26.665623, cost_time=0:00:10.572785 2021-04-10 02:00:09,133 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.89ms, fps=1709 images/s, loss=0.8786, top1-acc=73.18%, top5-acc=94.84%, remaining_time=0:00:17.503704, arrival_time=2021-04-10 02:00:26.636963, cost_time=0:00:12.071504 2021-04-10 02:00:10,610 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.50ms, fps=1733 images/s, loss=0.8773, top1-acc=73.30%, top5-acc=94.84%, remaining_time=0:00:15.957664, arrival_time=2021-04-10 02:00:26.568327, cost_time=0:00:13.548923 2021-04-10 02:00:12,091 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.85ms, fps=1729 images/s, loss=0.8767, top1-acc=73.39%, top5-acc=94.81%, remaining_time=0:00:14.428896, arrival_time=2021-04-10 02:00:26.520705, cost_time=0:00:15.030099 2021-04-10 02:00:13,583 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=2.21ms, fps=1716 images/s, loss=0.8797, top1-acc=73.29%, top5-acc=94.85%, remaining_time=0:00:12.917114, arrival_time=2021-04-10 02:00:26.500866, cost_time=0:00:16.521898 2021-04-10 02:00:15,069 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.35ms, fps=1724 images/s, loss=0.8793, top1-acc=73.31%, top5-acc=94.86%, remaining_time=0:00:11.404788, arrival_time=2021-04-10 02:00:26.474105, cost_time=0:00:18.007597 2021-04-10 02:00:16,560 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.49ms, fps=1718 images/s, loss=0.8808, top1-acc=73.25%, top5-acc=94.88%, remaining_time=0:00:09.899208, arrival_time=2021-04-10 02:00:26.459492, cost_time=0:00:19.498498 2021-04-10 02:00:18,040 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.88ms, fps=1730 images/s, loss=0.8835, top1-acc=73.19%, top5-acc=94.81%, remaining_time=0:00:08.391432, arrival_time=2021-04-10 02:00:26.431765, cost_time=0:00:20.978542 2021-04-10 02:00:19,524 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.86ms, fps=1725 images/s, loss=0.8924, top1-acc=73.02%, top5-acc=94.71%, remaining_time=0:00:06.888638, arrival_time=2021-04-10 02:00:26.413269, cost_time=0:00:22.462891 2021-04-10 02:00:21,001 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.8925, top1-acc=73.04%, top5-acc=94.67%, remaining_time=0:00:05.386428, arrival_time=2021-04-10 02:00:26.387959, cost_time=0:00:23.939682 2021-04-10 02:00:22,474 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.53ms, fps=1739 images/s, loss=0.8950, top1-acc=73.02%, top5-acc=94.57%, remaining_time=0:00:03.886636, arrival_time=2021-04-10 02:00:26.361076, cost_time=0:00:25.412681 2021-04-10 02:00:23,957 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.32ms, fps=1727 images/s, loss=0.8998, top1-acc=72.84%, top5-acc=94.54%, remaining_time=0:00:02.390736, arrival_time=2021-04-10 02:00:26.348286, cost_time=0:00:26.895799 2021-04-10 02:00:25,438 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.72ms, fps=1729 images/s, loss=0.9039, top1-acc=72.74%, top5-acc=94.50%, remaining_time=0:00:00.896100, arrival_time=2021-04-10 02:00:26.334417, cost_time=0:00:28.376572 2021-04-10 02:00:26,232 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.37ms, fps=1713 images/s, loss=0.9041, top1-acc=72.72%, top5-acc=94.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:26.232757, cost_time=0:00:29.171007 2021-04-10 02:00:26,657 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=1.66ms, fps=6060 images/s, loss=1.5629, top1-acc=59.02%, top5-acc=86.21%, remaining_time=0:00:01.267410, arrival_time=2021-04-10 02:00:27.924801, cost_time=0:00:00.422466 2021-04-10 02:00:26,950 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.82ms, fps=8753 images/s, loss=1.5245, top1-acc=60.27%, top5-acc=86.84%, remaining_time=0:00:00.715280, arrival_time=2021-04-10 02:00:27.665501, cost_time=0:00:00.715270 2021-04-10 02:00:27,247 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=2.02ms, fps=8619 images/s, loss=1.5397, top1-acc=59.99%, top5-acc=86.77%, remaining_time=0:00:00.337560, arrival_time=2021-04-10 02:00:27.585216, cost_time=0:00:01.012682 2021-04-10 02:00:27,531 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=8191 images/s, loss=1.5273, top1-acc=59.98%, top5-acc=86.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:27.531401, cost_time=0:00:01.296415 2021-04-10 02:00:27,648 INFO : Epoch=0075 complete, best val top1-acc=59.98%, top5-acc=86.84% (epoch=75), remaining_time=1:03:42.219625, arrival_time=2021-04-10 03:04:09.867906, cost_time=0:38:13.331771 2021-04-10 02:00:27,649 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 02:00:29,363 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.33ms, fps=1493 images/s, loss=0.8784, top1-acc=73.91%, top5-acc=94.61%, remaining_time=0:00:31.885422, arrival_time=2021-04-10 02:01:01.249184, cost_time=0:00:01.714274 2021-04-10 02:00:30,855 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.81ms, fps=1717 images/s, loss=0.8573, top1-acc=73.73%, top5-acc=95.12%, remaining_time=0:00:28.212976, arrival_time=2021-04-10 02:00:59.068502, cost_time=0:00:03.206021 2021-04-10 02:00:32,337 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.43ms, fps=1728 images/s, loss=0.8480, top1-acc=74.21%, top5-acc=95.10%, remaining_time=0:00:25.939824, arrival_time=2021-04-10 02:00:58.277193, cost_time=0:00:04.687926 2021-04-10 02:00:33,808 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.84ms, fps=1741 images/s, loss=0.8418, top1-acc=74.60%, top5-acc=95.30%, remaining_time=0:00:24.017760, arrival_time=2021-04-10 02:00:57.825717, cost_time=0:00:06.158385 2021-04-10 02:00:35,288 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.39ms, fps=1730 images/s, loss=0.8465, top1-acc=74.49%, top5-acc=95.21%, remaining_time=0:00:22.305150, arrival_time=2021-04-10 02:00:57.593382, cost_time=0:00:07.638769 2021-04-10 02:00:36,766 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.48ms, fps=1732 images/s, loss=0.8532, top1-acc=74.26%, top5-acc=95.20%, remaining_time=0:00:20.665200, arrival_time=2021-04-10 02:00:57.431758, cost_time=0:00:09.117029 2021-04-10 02:00:38,266 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.85ms, fps=1708 images/s, loss=0.8570, top1-acc=74.12%, top5-acc=95.08%, remaining_time=0:00:19.109916, arrival_time=2021-04-10 02:00:57.375990, cost_time=0:00:10.616588 2021-04-10 02:00:39,741 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.8608, top1-acc=73.87%, top5-acc=95.06%, remaining_time=0:00:17.533864, arrival_time=2021-04-10 02:00:57.275763, cost_time=0:00:12.092332 2021-04-10 02:00:41,209 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=0.8677, top1-acc=73.72%, top5-acc=94.96%, remaining_time=0:00:15.970702, arrival_time=2021-04-10 02:00:57.180180, cost_time=0:00:13.560032 2021-04-10 02:00:42,678 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.80ms, fps=1743 images/s, loss=0.8708, top1-acc=73.59%, top5-acc=94.91%, remaining_time=0:00:14.427840, arrival_time=2021-04-10 02:00:57.106349, cost_time=0:00:15.029031 2021-04-10 02:00:44,163 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.57ms, fps=1724 images/s, loss=0.8750, top1-acc=73.54%, top5-acc=94.90%, remaining_time=0:00:12.911094, arrival_time=2021-04-10 02:00:57.074765, cost_time=0:00:16.514225 2021-04-10 02:00:45,638 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.8817, top1-acc=73.39%, top5-acc=94.84%, remaining_time=0:00:11.392780, arrival_time=2021-04-10 02:00:57.030973, cost_time=0:00:17.988595 2021-04-10 02:00:47,119 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.41ms, fps=1729 images/s, loss=0.8859, top1-acc=73.34%, top5-acc=94.80%, remaining_time=0:00:09.884886, arrival_time=2021-04-10 02:00:57.004662, cost_time=0:00:19.470227 2021-04-10 02:00:48,602 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.93ms, fps=1728 images/s, loss=0.8897, top1-acc=73.26%, top5-acc=94.74%, remaining_time=0:00:08.381016, arrival_time=2021-04-10 02:00:56.983014, cost_time=0:00:20.952550 2021-04-10 02:00:50,081 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.86ms, fps=1730 images/s, loss=0.8937, top1-acc=73.20%, top5-acc=94.69%, remaining_time=0:00:06.879300, arrival_time=2021-04-10 02:00:56.961193, cost_time=0:00:22.432448 2021-04-10 02:00:51,546 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.87ms, fps=1748 images/s, loss=0.8952, top1-acc=73.15%, top5-acc=94.70%, remaining_time=0:00:05.376816, arrival_time=2021-04-10 02:00:56.923232, cost_time=0:00:23.896925 2021-04-10 02:00:53,030 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.72ms, fps=1726 images/s, loss=0.8976, top1-acc=73.05%, top5-acc=94.66%, remaining_time=0:00:03.881800, arrival_time=2021-04-10 02:00:56.912262, cost_time=0:00:25.380972 2021-04-10 02:00:54,517 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=2.26ms, fps=1722 images/s, loss=0.8970, top1-acc=73.04%, top5-acc=94.66%, remaining_time=0:00:02.388272, arrival_time=2021-04-10 02:00:56.905727, cost_time=0:00:26.867979 2021-04-10 02:00:55,994 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.58ms, fps=1735 images/s, loss=0.8967, top1-acc=73.03%, top5-acc=94.64%, remaining_time=0:00:00.895086, arrival_time=2021-04-10 02:00:56.889033, cost_time=0:00:28.344427 2021-04-10 02:00:56,797 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.58ms, fps=1694 images/s, loss=0.8963, top1-acc=73.06%, top5-acc=94.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:56.797293, cost_time=0:00:29.147709 2021-04-10 02:00:57,196 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.42ms, fps=6457 images/s, loss=1.9951, top1-acc=51.21%, top5-acc=81.99%, remaining_time=0:00:01.189410, arrival_time=2021-04-10 02:00:58.385509, cost_time=0:00:00.396472 2021-04-10 02:00:57,494 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.31ms, fps=8601 images/s, loss=2.0170, top1-acc=51.29%, top5-acc=81.68%, remaining_time=0:00:00.694480, arrival_time=2021-04-10 02:00:58.188605, cost_time=0:00:00.694475 2021-04-10 02:00:57,799 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=0.20ms, fps=8385 images/s, loss=2.0520, top1-acc=51.11%, top5-acc=81.11%, remaining_time=0:00:00.333410, arrival_time=2021-04-10 02:00:58.133266, cost_time=0:00:01.000235 2021-04-10 02:00:58,086 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.10ms, fps=8105 images/s, loss=2.0648, top1-acc=50.77%, top5-acc=80.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:58.086456, cost_time=0:00:01.286818 2021-04-10 02:00:58,160 INFO : Epoch=0076 complete, best val top1-acc=59.98%, top5-acc=86.84% (epoch=75), remaining_time=1:03:11.534732, arrival_time=2021-04-10 03:04:09.695101, cost_time=0:38:43.843877 2021-04-10 02:00:58,161 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 02:00:59,938 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.88ms, fps=1441 images/s, loss=0.8552, top1-acc=73.44%, top5-acc=95.39%, remaining_time=0:00:33.051456, arrival_time=2021-04-10 02:01:32.989854, cost_time=0:00:01.776956 2021-04-10 02:01:01,434 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.36ms, fps=1712 images/s, loss=0.8598, top1-acc=73.75%, top5-acc=95.00%, remaining_time=0:00:28.801872, arrival_time=2021-04-10 02:01:30.236376, cost_time=0:00:03.272948 2021-04-10 02:01:02,919 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=2.11ms, fps=1725 images/s, loss=0.8705, top1-acc=73.27%, top5-acc=94.92%, remaining_time=0:00:26.326604, arrival_time=2021-04-10 02:01:29.245951, cost_time=0:00:04.757821 2021-04-10 02:01:04,394 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.67ms, fps=1737 images/s, loss=0.8651, top1-acc=73.60%, top5-acc=94.96%, remaining_time=0:00:24.307296, arrival_time=2021-04-10 02:01:28.701385, cost_time=0:00:06.232629 2021-04-10 02:01:05,872 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=2.31ms, fps=1732 images/s, loss=0.8720, top1-acc=73.41%, top5-acc=94.94%, remaining_time=0:00:22.516704, arrival_time=2021-04-10 02:01:28.389478, cost_time=0:00:07.711215 2021-04-10 02:01:07,392 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.90ms, fps=1685 images/s, loss=0.8710, top1-acc=73.57%, top5-acc=94.90%, remaining_time=0:00:20.923736, arrival_time=2021-04-10 02:01:28.316190, cost_time=0:00:09.231036 2021-04-10 02:01:08,863 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.8748, top1-acc=73.50%, top5-acc=94.79%, remaining_time=0:00:19.264014, arrival_time=2021-04-10 02:01:28.127644, cost_time=0:00:10.702222 2021-04-10 02:01:10,344 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.38ms, fps=1730 images/s, loss=0.8770, top1-acc=73.48%, top5-acc=94.70%, remaining_time=0:00:17.664712, arrival_time=2021-04-10 02:01:28.008691, cost_time=0:00:12.182577 2021-04-10 02:01:11,819 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.88ms, fps=1735 images/s, loss=0.8769, top1-acc=73.51%, top5-acc=94.69%, remaining_time=0:00:16.086666, arrival_time=2021-04-10 02:01:27.906592, cost_time=0:00:13.658492 2021-04-10 02:01:13,292 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.8786, top1-acc=73.44%, top5-acc=94.71%, remaining_time=0:00:14.525856, arrival_time=2021-04-10 02:01:27.818471, cost_time=0:00:15.131077 2021-04-10 02:01:14,774 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.54ms, fps=1728 images/s, loss=0.8831, top1-acc=73.42%, top5-acc=94.66%, remaining_time=0:00:12.988580, arrival_time=2021-04-10 02:01:27.763259, cost_time=0:00:16.613262 2021-04-10 02:01:16,255 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.85ms, fps=1729 images/s, loss=0.8860, top1-acc=73.31%, top5-acc=94.64%, remaining_time=0:00:11.459584, arrival_time=2021-04-10 02:01:27.715078, cost_time=0:00:18.094092 2021-04-10 02:01:17,752 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=2.08ms, fps=1710 images/s, loss=0.8893, top1-acc=73.17%, top5-acc=94.63%, remaining_time=0:00:09.946464, arrival_time=2021-04-10 02:01:27.699383, cost_time=0:00:19.591521 2021-04-10 02:01:19,224 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.8899, top1-acc=73.19%, top5-acc=94.63%, remaining_time=0:00:08.425200, arrival_time=2021-04-10 02:01:27.649592, cost_time=0:00:21.062946 2021-04-10 02:01:20,707 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.43ms, fps=1726 images/s, loss=0.8895, top1-acc=73.17%, top5-acc=94.64%, remaining_time=0:00:06.914214, arrival_time=2021-04-10 02:01:27.622024, cost_time=0:00:22.546362 2021-04-10 02:01:22,191 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.83ms, fps=1726 images/s, loss=0.8890, top1-acc=73.17%, top5-acc=94.65%, remaining_time=0:00:05.406840, arrival_time=2021-04-10 02:01:27.598620, cost_time=0:00:24.030379 2021-04-10 02:01:23,669 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.45ms, fps=1733 images/s, loss=0.8880, top1-acc=73.23%, top5-acc=94.65%, remaining_time=0:00:03.901274, arrival_time=2021-04-10 02:01:27.570982, cost_time=0:00:25.508257 2021-04-10 02:01:25,149 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.49ms, fps=1731 images/s, loss=0.8894, top1-acc=73.19%, top5-acc=94.65%, remaining_time=0:00:02.398928, arrival_time=2021-04-10 02:01:27.548317, cost_time=0:00:26.987923 2021-04-10 02:01:26,640 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.61ms, fps=1718 images/s, loss=0.8903, top1-acc=73.14%, top5-acc=94.61%, remaining_time=0:00:00.899322, arrival_time=2021-04-10 02:01:27.539330, cost_time=0:00:28.478540 2021-04-10 02:01:27,447 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.85ms, fps=1685 images/s, loss=0.8940, top1-acc=73.05%, top5-acc=94.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:27.447587, cost_time=0:00:29.286155 2021-04-10 02:01:27,864 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.24ms, fps=6179 images/s, loss=1.6503, top1-acc=56.29%, top5-acc=85.27%, remaining_time=0:00:01.242930, arrival_time=2021-04-10 02:01:29.106987, cost_time=0:00:00.414307 2021-04-10 02:01:28,163 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.20ms, fps=8563 images/s, loss=1.6415, top1-acc=57.01%, top5-acc=85.62%, remaining_time=0:00:00.713640, arrival_time=2021-04-10 02:01:28.877014, cost_time=0:00:00.713637 2021-04-10 02:01:28,495 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=3.86ms, fps=7719 images/s, loss=1.6789, top1-acc=56.47%, top5-acc=85.27%, remaining_time=0:00:00.348520, arrival_time=2021-04-10 02:01:28.843934, cost_time=0:00:01.045560 2021-04-10 02:01:28,781 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.07ms, fps=8138 images/s, loss=1.6784, top1-acc=56.82%, top5-acc=85.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:28.781038, cost_time=0:00:01.331298 2021-04-10 02:01:28,859 INFO : Epoch=0077 complete, best val top1-acc=59.98%, top5-acc=86.84% (epoch=75), remaining_time=1:02:41.153040, arrival_time=2021-04-10 03:04:10.012489, cost_time=0:39:14.542950 2021-04-10 02:01:28,860 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 02:01:30,520 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=2.06ms, fps=1542 images/s, loss=0.8365, top1-acc=73.20%, top5-acc=95.43%, remaining_time=0:00:30.879162, arrival_time=2021-04-10 02:02:01.399831, cost_time=0:00:01.660173 2021-04-10 02:01:32,006 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=1.90ms, fps=1724 images/s, loss=0.8334, top1-acc=73.89%, top5-acc=95.62%, remaining_time=0:00:27.681280, arrival_time=2021-04-10 02:01:59.687481, cost_time=0:00:03.145594 2021-04-10 02:01:33,482 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=1.87ms, fps=1735 images/s, loss=0.8407, top1-acc=74.09%, top5-acc=95.44%, remaining_time=0:00:25.575288, arrival_time=2021-04-10 02:01:59.057740, cost_time=0:00:04.622047 2021-04-10 02:01:34,964 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=2.08ms, fps=1728 images/s, loss=0.8385, top1-acc=74.28%, top5-acc=95.46%, remaining_time=0:00:23.804040, arrival_time=2021-04-10 02:01:58.768165, cost_time=0:00:06.103584 2021-04-10 02:01:36,469 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.55ms, fps=1701 images/s, loss=0.8446, top1-acc=74.28%, top5-acc=95.33%, remaining_time=0:00:22.218426, arrival_time=2021-04-10 02:01:58.688076, cost_time=0:00:07.609046 2021-04-10 02:01:37,947 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.81ms, fps=1733 images/s, loss=0.8500, top1-acc=74.15%, top5-acc=95.21%, remaining_time=0:00:20.598288, arrival_time=2021-04-10 02:01:58.546187, cost_time=0:00:09.087478 2021-04-10 02:01:39,427 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=2.13ms, fps=1731 images/s, loss=0.8521, top1-acc=74.06%, top5-acc=95.21%, remaining_time=0:00:19.019952, arrival_time=2021-04-10 02:01:58.447161, cost_time=0:00:10.566670 2021-04-10 02:01:40,924 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.85ms, fps=1710 images/s, loss=0.8579, top1-acc=74.01%, top5-acc=95.20%, remaining_time=0:00:17.493496, arrival_time=2021-04-10 02:01:58.418404, cost_time=0:00:12.064465 2021-04-10 02:01:42,407 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.45ms, fps=1728 images/s, loss=0.8648, top1-acc=73.92%, top5-acc=95.10%, remaining_time=0:00:15.954802, arrival_time=2021-04-10 02:01:58.361879, cost_time=0:00:13.546542 2021-04-10 02:01:43,915 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.64ms, fps=1698 images/s, loss=0.8662, top1-acc=73.79%, top5-acc=95.09%, remaining_time=0:00:14.452704, arrival_time=2021-04-10 02:01:58.368176, cost_time=0:00:15.054913 2021-04-10 02:01:45,389 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.40ms, fps=1738 images/s, loss=0.8718, top1-acc=73.63%, top5-acc=94.98%, remaining_time=0:00:12.922618, arrival_time=2021-04-10 02:01:58.311953, cost_time=0:00:16.528931 2021-04-10 02:01:46,867 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.34ms, fps=1732 images/s, loss=0.8736, top1-acc=73.62%, top5-acc=94.91%, remaining_time=0:00:11.404712, arrival_time=2021-04-10 02:01:58.272622, cost_time=0:00:18.007434 2021-04-10 02:01:48,343 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.57ms, fps=1735 images/s, loss=0.8727, top1-acc=73.69%, top5-acc=94.96%, remaining_time=0:00:09.891486, arrival_time=2021-04-10 02:01:58.235183, cost_time=0:00:19.483279 2021-04-10 02:01:49,854 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=15.54ms, fps=1695 images/s, loss=0.8745, top1-acc=73.64%, top5-acc=94.87%, remaining_time=0:00:08.397648, arrival_time=2021-04-10 02:01:58.252244, cost_time=0:00:20.994141 2021-04-10 02:01:51,338 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.29ms, fps=1726 images/s, loss=0.8737, top1-acc=73.65%, top5-acc=94.86%, remaining_time=0:00:06.893238, arrival_time=2021-04-10 02:01:58.231654, cost_time=0:00:22.477964 2021-04-10 02:01:52,815 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.95ms, fps=1734 images/s, loss=0.8749, top1-acc=73.61%, top5-acc=94.82%, remaining_time=0:00:05.389920, arrival_time=2021-04-10 02:01:58.205553, cost_time=0:00:23.955228 2021-04-10 02:01:54,296 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.69ms, fps=1730 images/s, loss=0.8765, top1-acc=73.59%, top5-acc=94.82%, remaining_time=0:00:03.890120, arrival_time=2021-04-10 02:01:58.186054, cost_time=0:00:25.435452 2021-04-10 02:01:55,768 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.47ms, fps=1739 images/s, loss=0.8797, top1-acc=73.48%, top5-acc=94.81%, remaining_time=0:00:02.391840, arrival_time=2021-04-10 02:01:58.160403, cost_time=0:00:26.908131 2021-04-10 02:01:57,249 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.18ms, fps=1729 images/s, loss=0.8818, top1-acc=73.43%, top5-acc=94.75%, remaining_time=0:00:00.896508, arrival_time=2021-04-10 02:01:58.146353, cost_time=0:00:28.389442 2021-04-10 02:01:58,051 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.66ms, fps=1698 images/s, loss=0.8860, top1-acc=73.35%, top5-acc=94.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:58.050990, cost_time=0:00:29.190543 2021-04-10 02:01:58,520 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.00ms, fps=5484 images/s, loss=1.3722, top1-acc=61.76%, top5-acc=87.62%, remaining_time=0:00:01.400340, arrival_time=2021-04-10 02:01:59.920322, cost_time=0:00:00.466777 2021-04-10 02:01:58,820 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.51ms, fps=8534 images/s, loss=1.3991, top1-acc=61.45%, top5-acc=87.29%, remaining_time=0:00:00.767140, arrival_time=2021-04-10 02:01:59.587610, cost_time=0:00:00.767139 2021-04-10 02:01:59,121 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.73ms, fps=8528 images/s, loss=1.4144, top1-acc=61.09%, top5-acc=87.36%, remaining_time=0:00:00.356030, arrival_time=2021-04-10 02:01:59.477361, cost_time=0:00:01.068091 2021-04-10 02:01:59,400 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=8324 images/s, loss=1.4285, top1-acc=61.17%, top5-acc=87.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:59.400517, cost_time=0:00:01.347338 2021-04-10 02:01:59,554 INFO : Epoch=0078 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=1:02:10.756828, arrival_time=2021-04-10 03:04:10.311291, cost_time=0:39:45.237953 2021-04-10 02:01:59,555 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 02:02:01,261 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=0.36ms, fps=1501 images/s, loss=0.8881, top1-acc=74.10%, top5-acc=94.57%, remaining_time=0:00:31.720440, arrival_time=2021-04-10 02:02:32.981393, cost_time=0:00:01.705398 2021-04-10 02:02:02,750 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=2.10ms, fps=1719 images/s, loss=0.8676, top1-acc=74.36%, top5-acc=95.00%, remaining_time=0:00:28.116352, arrival_time=2021-04-10 02:02:30.866963, cost_time=0:00:03.195030 2021-04-10 02:02:04,249 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=1.86ms, fps=1708 images/s, loss=0.8676, top1-acc=74.18%, top5-acc=95.10%, remaining_time=0:00:25.975348, arrival_time=2021-04-10 02:02:30.225223, cost_time=0:00:04.694353 2021-04-10 02:02:05,740 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.45ms, fps=1719 images/s, loss=0.8614, top1-acc=74.42%, top5-acc=95.19%, remaining_time=0:00:24.119628, arrival_time=2021-04-10 02:02:29.859650, cost_time=0:00:06.184505 2021-04-10 02:02:07,225 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.42ms, fps=1724 images/s, loss=0.8563, top1-acc=74.41%, top5-acc=95.23%, remaining_time=0:00:22.396254, arrival_time=2021-04-10 02:02:29.621822, cost_time=0:00:07.669967 2021-04-10 02:02:08,703 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.82ms, fps=1733 images/s, loss=0.8583, top1-acc=74.45%, top5-acc=95.16%, remaining_time=0:00:20.736328, arrival_time=2021-04-10 02:02:29.440133, cost_time=0:00:09.148355 2021-04-10 02:02:10,178 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.86ms, fps=1737 images/s, loss=0.8585, top1-acc=74.34%, top5-acc=95.15%, remaining_time=0:00:19.120878, arrival_time=2021-04-10 02:02:29.299327, cost_time=0:00:10.622703 2021-04-10 02:02:11,655 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.38ms, fps=1734 images/s, loss=0.8605, top1-acc=74.19%, top5-acc=95.16%, remaining_time=0:00:17.544652, arrival_time=2021-04-10 02:02:29.199889, cost_time=0:00:12.099746 2021-04-10 02:02:13,131 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=2.03ms, fps=1736 images/s, loss=0.8583, top1-acc=74.27%, top5-acc=95.10%, remaining_time=0:00:15.989146, arrival_time=2021-04-10 02:02:29.120291, cost_time=0:00:13.575666 2021-04-10 02:02:14,615 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.70ms, fps=1725 images/s, loss=0.8610, top1-acc=74.18%, top5-acc=95.09%, remaining_time=0:00:14.457984, arrival_time=2021-04-10 02:02:29.073886, cost_time=0:00:15.060420 2021-04-10 02:02:16,090 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.8647, top1-acc=74.12%, top5-acc=95.01%, remaining_time=0:00:12.927262, arrival_time=2021-04-10 02:02:29.017540, cost_time=0:00:16.534838 2021-04-10 02:02:17,567 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.68ms, fps=1734 images/s, loss=0.8684, top1-acc=73.97%, top5-acc=94.98%, remaining_time=0:00:11.407448, arrival_time=2021-04-10 02:02:28.974694, cost_time=0:00:18.011742 2021-04-10 02:02:19,048 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.89ms, fps=1728 images/s, loss=0.8677, top1-acc=74.04%, top5-acc=94.96%, remaining_time=0:00:09.896634, arrival_time=2021-04-10 02:02:28.945467, cost_time=0:00:19.493345 2021-04-10 02:02:20,525 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.67ms, fps=1735 images/s, loss=0.8684, top1-acc=73.92%, top5-acc=94.97%, remaining_time=0:00:08.387848, arrival_time=2021-04-10 02:02:28.912860, cost_time=0:00:20.969566 2021-04-10 02:02:21,994 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.50ms, fps=1743 images/s, loss=0.8708, top1-acc=73.81%, top5-acc=94.93%, remaining_time=0:00:06.881232, arrival_time=2021-04-10 02:02:28.875468, cost_time=0:00:22.438755 2021-04-10 02:02:23,472 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.48ms, fps=1732 images/s, loss=0.8765, top1-acc=73.67%, top5-acc=94.84%, remaining_time=0:00:05.381316, arrival_time=2021-04-10 02:02:28.853810, cost_time=0:00:23.917016 2021-04-10 02:02:24,955 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.61ms, fps=1727 images/s, loss=0.8782, top1-acc=73.57%, top5-acc=94.83%, remaining_time=0:00:03.884634, arrival_time=2021-04-10 02:02:28.839662, cost_time=0:00:25.399591 2021-04-10 02:02:26,428 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=2.34ms, fps=1738 images/s, loss=0.8792, top1-acc=73.55%, top5-acc=94.83%, remaining_time=0:00:02.388720, arrival_time=2021-04-10 02:02:28.817230, cost_time=0:00:26.873060 2021-04-10 02:02:27,909 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.24ms, fps=1729 images/s, loss=0.8802, top1-acc=73.52%, top5-acc=94.81%, remaining_time=0:00:00.895398, arrival_time=2021-04-10 02:02:28.805064, cost_time=0:00:28.354184 2021-04-10 02:02:28,712 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.44ms, fps=1695 images/s, loss=0.8837, top1-acc=73.44%, top5-acc=94.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:28.712576, cost_time=0:00:29.157130 2021-04-10 02:02:29,097 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.44ms, fps=6681 images/s, loss=2.2488, top1-acc=50.12%, top5-acc=79.69%, remaining_time=0:00:01.149570, arrival_time=2021-04-10 02:02:30.246784, cost_time=0:00:00.383188 2021-04-10 02:02:29,397 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.94ms, fps=8539 images/s, loss=2.1758, top1-acc=51.11%, top5-acc=79.69%, remaining_time=0:00:00.683480, arrival_time=2021-04-10 02:02:30.080987, cost_time=0:00:00.683483 2021-04-10 02:02:29,703 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=2.14ms, fps=8379 images/s, loss=2.1852, top1-acc=51.05%, top5-acc=79.40%, remaining_time=0:00:00.329830, arrival_time=2021-04-10 02:02:30.033445, cost_time=0:00:00.989491 2021-04-10 02:02:29,981 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.05ms, fps=8360 images/s, loss=2.1592, top1-acc=51.04%, top5-acc=79.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:29.981768, cost_time=0:00:01.267768 2021-04-10 02:02:30,061 INFO : Epoch=0079 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=1:01:40.064445, arrival_time=2021-04-10 03:04:10.125545, cost_time=0:40:15.744580 2021-04-10 02:02:30,062 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 02:02:31,752 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.33ms, fps=1515 images/s, loss=0.8358, top1-acc=74.65%, top5-acc=95.31%, remaining_time=0:00:31.426746, arrival_time=2021-04-10 02:03:03.179125, cost_time=0:00:01.689607 2021-04-10 02:02:33,281 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.93ms, fps=1676 images/s, loss=0.8429, top1-acc=74.20%, top5-acc=95.25%, remaining_time=0:00:28.319104, arrival_time=2021-04-10 02:03:01.600115, cost_time=0:00:03.218082 2021-04-10 02:02:34,754 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.8369, top1-acc=74.36%, top5-acc=95.25%, remaining_time=0:00:25.960408, arrival_time=2021-04-10 02:03:00.714812, cost_time=0:00:04.691633 2021-04-10 02:02:36,236 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.41ms, fps=1728 images/s, loss=0.8361, top1-acc=74.38%, top5-acc=95.36%, remaining_time=0:00:24.075792, arrival_time=2021-04-10 02:03:00.311873, cost_time=0:00:06.173288 2021-04-10 02:02:37,715 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.91ms, fps=1731 images/s, loss=0.8449, top1-acc=74.11%, top5-acc=95.16%, remaining_time=0:00:22.347198, arrival_time=2021-04-10 02:03:00.063040, cost_time=0:00:07.653132 2021-04-10 02:02:39,191 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.33ms, fps=1736 images/s, loss=0.8471, top1-acc=74.06%, top5-acc=95.11%, remaining_time=0:00:20.690632, arrival_time=2021-04-10 02:02:59.881686, cost_time=0:00:09.128209 2021-04-10 02:02:40,667 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.36ms, fps=1735 images/s, loss=0.8461, top1-acc=74.05%, top5-acc=95.19%, remaining_time=0:00:19.088118, arrival_time=2021-04-10 02:02:59.755434, cost_time=0:00:10.604542 2021-04-10 02:02:42,141 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.48ms, fps=1737 images/s, loss=0.8527, top1-acc=73.87%, top5-acc=95.09%, remaining_time=0:00:17.514028, arrival_time=2021-04-10 02:02:59.655396, cost_time=0:00:12.078639 2021-04-10 02:02:43,655 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.74ms, fps=1692 images/s, loss=0.8569, top1-acc=73.74%, top5-acc=95.01%, remaining_time=0:00:16.008650, arrival_time=2021-04-10 02:02:59.663816, cost_time=0:00:13.592283 2021-04-10 02:02:45,138 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=2.06ms, fps=1727 images/s, loss=0.8617, top1-acc=73.65%, top5-acc=94.97%, remaining_time=0:00:14.472096, arrival_time=2021-04-10 02:02:59.610120, cost_time=0:00:15.075085 2021-04-10 02:02:46,623 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=2.34ms, fps=1724 images/s, loss=0.8628, top1-acc=73.69%, top5-acc=94.96%, remaining_time=0:00:12.947386, arrival_time=2021-04-10 02:02:59.570750, cost_time=0:00:16.560589 2021-04-10 02:02:48,116 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.86ms, fps=1716 images/s, loss=0.8621, top1-acc=73.77%, top5-acc=94.95%, remaining_time=0:00:11.433820, arrival_time=2021-04-10 02:02:59.549940, cost_time=0:00:18.053365 2021-04-10 02:02:49,599 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.90ms, fps=1727 images/s, loss=0.8627, top1-acc=73.79%, top5-acc=94.92%, remaining_time=0:00:09.918480, arrival_time=2021-04-10 02:02:59.517718, cost_time=0:00:19.536381 2021-04-10 02:02:51,085 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=2.06ms, fps=1723 images/s, loss=0.8673, top1-acc=73.72%, top5-acc=94.87%, remaining_time=0:00:08.409240, arrival_time=2021-04-10 02:02:59.495137, cost_time=0:00:21.023121 2021-04-10 02:02:52,570 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.80ms, fps=1725 images/s, loss=0.8721, top1-acc=73.57%, top5-acc=94.86%, remaining_time=0:00:06.902392, arrival_time=2021-04-10 02:02:59.472950, cost_time=0:00:22.507854 2021-04-10 02:02:54,049 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.71ms, fps=1731 images/s, loss=0.8744, top1-acc=73.48%, top5-acc=94.86%, remaining_time=0:00:05.397084, arrival_time=2021-04-10 02:02:59.446912, cost_time=0:00:23.987080 2021-04-10 02:02:55,529 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=2.06ms, fps=1731 images/s, loss=0.8769, top1-acc=73.46%, top5-acc=94.84%, remaining_time=0:00:03.894878, arrival_time=2021-04-10 02:02:59.424098, cost_time=0:00:25.466431 2021-04-10 02:02:57,000 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.58ms, fps=1741 images/s, loss=0.8761, top1-acc=73.50%, top5-acc=94.85%, remaining_time=0:00:02.394432, arrival_time=2021-04-10 02:02:59.394418, cost_time=0:00:26.937274 2021-04-10 02:02:58,493 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.21ms, fps=1714 images/s, loss=0.8784, top1-acc=73.46%, top5-acc=94.81%, remaining_time=0:00:00.897822, arrival_time=2021-04-10 02:02:59.391582, cost_time=0:00:28.430990 2021-04-10 02:02:59,303 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=0.08ms, fps=1682 images/s, loss=0.8805, top1-acc=73.43%, top5-acc=94.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:59.303048, cost_time=0:00:29.240306 2021-04-10 02:02:59,712 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.29ms, fps=6290 images/s, loss=1.8277, top1-acc=55.31%, top5-acc=84.37%, remaining_time=0:00:01.220850, arrival_time=2021-04-10 02:03:00.932938, cost_time=0:00:00.406952 2021-04-10 02:03:00,015 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.39ms, fps=8446 images/s, loss=1.8585, top1-acc=54.57%, top5-acc=83.87%, remaining_time=0:00:00.710500, arrival_time=2021-04-10 02:03:00.726150, cost_time=0:00:00.710506 2021-04-10 02:03:00,321 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.48ms, fps=8394 images/s, loss=1.8626, top1-acc=54.77%, top5-acc=83.89%, remaining_time=0:00:00.338650, arrival_time=2021-04-10 02:03:00.659713, cost_time=0:00:01.015957 2021-04-10 02:03:00,597 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.06ms, fps=8405 images/s, loss=1.8732, top1-acc=54.75%, top5-acc=83.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:00.597410, cost_time=0:00:01.292318 2021-04-10 02:03:00,651 INFO : Epoch=0080 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=1:01:09.502200, arrival_time=2021-04-10 03:04:10.153509, cost_time=0:40:46.334817 2021-04-10 02:03:00,652 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 02:03:02,375 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.07ms, fps=1485 images/s, loss=0.8398, top1-acc=74.10%, top5-acc=95.04%, remaining_time=0:00:32.054496, arrival_time=2021-04-10 02:03:34.430242, cost_time=0:00:01.723356 2021-04-10 02:03:03,866 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.83ms, fps=1718 images/s, loss=0.8488, top1-acc=73.89%, top5-acc=94.98%, remaining_time=0:00:28.285312, arrival_time=2021-04-10 02:03:32.151926, cost_time=0:00:03.214240 2021-04-10 02:03:05,344 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.97ms, fps=1733 images/s, loss=0.8433, top1-acc=74.18%, top5-acc=95.10%, remaining_time=0:00:25.963396, arrival_time=2021-04-10 02:03:31.307833, cost_time=0:00:04.692178 2021-04-10 02:03:06,821 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.8461, top1-acc=74.37%, top5-acc=95.10%, remaining_time=0:00:24.057696, arrival_time=2021-04-10 02:03:30.878834, cost_time=0:00:06.168621 2021-04-10 02:03:08,294 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.57ms, fps=1738 images/s, loss=0.8409, top1-acc=74.51%, top5-acc=95.20%, remaining_time=0:00:22.315808, arrival_time=2021-04-10 02:03:30.610503, cost_time=0:00:07.642386 2021-04-10 02:03:09,774 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.90ms, fps=1731 images/s, loss=0.8362, top1-acc=74.61%, top5-acc=95.26%, remaining_time=0:00:20.676352, arrival_time=2021-04-10 02:03:30.450559, cost_time=0:00:09.121906 2021-04-10 02:03:11,258 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=0.8333, top1-acc=74.60%, top5-acc=95.32%, remaining_time=0:00:19.090890, arrival_time=2021-04-10 02:03:30.349215, cost_time=0:00:10.606037 2021-04-10 02:03:12,749 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=2.42ms, fps=1717 images/s, loss=0.8361, top1-acc=74.50%, top5-acc=95.23%, remaining_time=0:00:17.541520, arrival_time=2021-04-10 02:03:30.291422, cost_time=0:00:12.097567 2021-04-10 02:03:14,267 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=2.23ms, fps=1687 images/s, loss=0.8364, top1-acc=74.52%, top5-acc=95.24%, remaining_time=0:00:16.035680, arrival_time=2021-04-10 02:03:30.303251, cost_time=0:00:13.615243 2021-04-10 02:03:15,742 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=2.51ms, fps=1737 images/s, loss=0.8388, top1-acc=74.44%, top5-acc=95.24%, remaining_time=0:00:14.486208, arrival_time=2021-04-10 02:03:30.228378, cost_time=0:00:15.089774 2021-04-10 02:03:17,218 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.55ms, fps=1735 images/s, loss=0.8434, top1-acc=74.29%, top5-acc=95.15%, remaining_time=0:00:12.951600, arrival_time=2021-04-10 02:03:30.169896, cost_time=0:00:16.566040 2021-04-10 02:03:18,700 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.87ms, fps=1728 images/s, loss=0.8497, top1-acc=74.08%, top5-acc=95.08%, remaining_time=0:00:11.430248, arrival_time=2021-04-10 02:03:30.130271, cost_time=0:00:18.047732 2021-04-10 02:03:20,180 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.51ms, fps=1730 images/s, loss=0.8540, top1-acc=73.98%, top5-acc=95.03%, remaining_time=0:00:09.914190, arrival_time=2021-04-10 02:03:30.094566, cost_time=0:00:19.527975 2021-04-10 02:03:21,684 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.96ms, fps=1703 images/s, loss=0.8572, top1-acc=73.89%, top5-acc=94.97%, remaining_time=0:00:08.412712, arrival_time=2021-04-10 02:03:30.096803, cost_time=0:00:21.031802 2021-04-10 02:03:23,162 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=2.08ms, fps=1732 images/s, loss=0.8596, top1-acc=73.83%, top5-acc=94.93%, remaining_time=0:00:06.903220, arrival_time=2021-04-10 02:03:30.065901, cost_time=0:00:22.510436 2021-04-10 02:03:24,644 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.61ms, fps=1729 images/s, loss=0.8647, top1-acc=73.74%, top5-acc=94.87%, remaining_time=0:00:05.398128, arrival_time=2021-04-10 02:03:30.042085, cost_time=0:00:23.991652 2021-04-10 02:03:26,121 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.8666, top1-acc=73.71%, top5-acc=94.86%, remaining_time=0:00:03.895190, arrival_time=2021-04-10 02:03:30.016182, cost_time=0:00:25.468603 2021-04-10 02:03:27,600 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=0.8681, top1-acc=73.73%, top5-acc=94.84%, remaining_time=0:00:02.395344, arrival_time=2021-04-10 02:03:29.995364, cost_time=0:00:26.947699 2021-04-10 02:03:29,089 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.26ms, fps=1720 images/s, loss=0.8704, top1-acc=73.68%, top5-acc=94.83%, remaining_time=0:00:00.898014, arrival_time=2021-04-10 02:03:29.987400, cost_time=0:00:28.437087 2021-04-10 02:03:29,900 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=2.95ms, fps=1679 images/s, loss=0.8710, top1-acc=73.68%, top5-acc=94.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:29.900144, cost_time=0:00:29.247826 2021-04-10 02:03:30,310 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.46ms, fps=6266 images/s, loss=1.7777, top1-acc=55.86%, top5-acc=83.75%, remaining_time=0:00:01.225650, arrival_time=2021-04-10 02:03:31.536050, cost_time=0:00:00.408548 2021-04-10 02:03:30,616 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.44ms, fps=8384 images/s, loss=1.7942, top1-acc=55.06%, top5-acc=83.46%, remaining_time=0:00:00.714360, arrival_time=2021-04-10 02:03:31.330526, cost_time=0:00:00.714358 2021-04-10 02:03:30,919 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.78ms, fps=8467 images/s, loss=1.8107, top1-acc=55.08%, top5-acc=83.11%, remaining_time=0:00:00.339020, arrival_time=2021-04-10 02:03:31.257967, cost_time=0:00:01.017072 2021-04-10 02:03:31,197 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.10ms, fps=8355 images/s, loss=1.7827, top1-acc=55.25%, top5-acc=83.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:31.197225, cost_time=0:00:01.295416 2021-04-10 02:03:31,286 INFO : Epoch=0081 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=1:00:39.005601, arrival_time=2021-04-10 03:04:10.292306, cost_time=0:41:16.970207 2021-04-10 02:03:31,287 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 02:03:32,995 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=0.49ms, fps=1499 images/s, loss=0.8447, top1-acc=74.37%, top5-acc=94.96%, remaining_time=0:00:31.766754, arrival_time=2021-04-10 02:04:04.762394, cost_time=0:00:01.707888 2021-04-10 02:03:34,514 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=3.29ms, fps=1686 images/s, loss=0.8289, top1-acc=74.69%, top5-acc=95.20%, remaining_time=0:00:28.396016, arrival_time=2021-04-10 02:04:02.910626, cost_time=0:00:03.226823 2021-04-10 02:03:35,999 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.54ms, fps=1724 images/s, loss=0.8316, top1-acc=74.66%, top5-acc=95.26%, remaining_time=0:00:26.073288, arrival_time=2021-04-10 02:04:02.073142, cost_time=0:00:04.712036 2021-04-10 02:03:37,489 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.53ms, fps=1720 images/s, loss=0.8329, top1-acc=74.59%, top5-acc=95.24%, remaining_time=0:00:24.185460, arrival_time=2021-04-10 02:04:01.674669, cost_time=0:00:06.201394 2021-04-10 02:03:38,980 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=2.14ms, fps=1717 images/s, loss=0.8350, top1-acc=74.70%, top5-acc=95.21%, remaining_time=0:00:22.462976, arrival_time=2021-04-10 02:04:01.443423, cost_time=0:00:07.692777 2021-04-10 02:03:40,460 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.48ms, fps=1730 images/s, loss=0.8396, top1-acc=74.58%, top5-acc=95.12%, remaining_time=0:00:20.791408, arrival_time=2021-04-10 02:04:01.251948, cost_time=0:00:09.172693 2021-04-10 02:03:41,937 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.32ms, fps=1735 images/s, loss=0.8366, top1-acc=74.67%, top5-acc=95.20%, remaining_time=0:00:19.168758, arrival_time=2021-04-10 02:04:01.105729, cost_time=0:00:10.649291 2021-04-10 02:03:43,415 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=2.14ms, fps=1733 images/s, loss=0.8368, top1-acc=74.67%, top5-acc=95.23%, remaining_time=0:00:17.584556, arrival_time=2021-04-10 02:04:00.999555, cost_time=0:00:12.127279 2021-04-10 02:03:44,903 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.46ms, fps=1721 images/s, loss=0.8384, top1-acc=74.64%, top5-acc=95.16%, remaining_time=0:00:16.036104, arrival_time=2021-04-10 02:04:00.939348, cost_time=0:00:13.615571 2021-04-10 02:03:46,389 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.98ms, fps=1723 images/s, loss=0.8428, top1-acc=74.50%, top5-acc=95.07%, remaining_time=0:00:14.498016, arrival_time=2021-04-10 02:04:00.887855, cost_time=0:00:15.102125 2021-04-10 02:03:47,870 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.11ms, fps=1730 images/s, loss=0.8463, top1-acc=74.38%, top5-acc=95.02%, remaining_time=0:00:12.964242, arrival_time=2021-04-10 02:04:00.834215, cost_time=0:00:16.582158 2021-04-10 02:03:49,344 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.88ms, fps=1737 images/s, loss=0.8485, top1-acc=74.31%, top5-acc=94.99%, remaining_time=0:00:11.435948, arrival_time=2021-04-10 02:04:00.780431, cost_time=0:00:18.056794 2021-04-10 02:03:50,824 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=2.11ms, fps=1731 images/s, loss=0.8567, top1-acc=74.09%, top5-acc=94.92%, remaining_time=0:00:09.918480, arrival_time=2021-04-10 02:04:00.742511, cost_time=0:00:19.536359 2021-04-10 02:03:52,297 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.43ms, fps=1738 images/s, loss=0.8586, top1-acc=74.05%, top5-acc=94.92%, remaining_time=0:00:08.403864, arrival_time=2021-04-10 02:04:00.701239, cost_time=0:00:21.009660 2021-04-10 02:03:53,771 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.47ms, fps=1738 images/s, loss=0.8586, top1-acc=74.12%, top5-acc=94.91%, remaining_time=0:00:06.894894, arrival_time=2021-04-10 02:04:00.665919, cost_time=0:00:22.483306 2021-04-10 02:03:55,245 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.72ms, fps=1737 images/s, loss=0.8619, top1-acc=74.01%, top5-acc=94.90%, remaining_time=0:00:05.390532, arrival_time=2021-04-10 02:04:00.636070, cost_time=0:00:23.957866 2021-04-10 02:03:56,718 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.8624, top1-acc=73.94%, top5-acc=94.93%, remaining_time=0:00:03.889470, arrival_time=2021-04-10 02:04:00.608327, cost_time=0:00:25.431110 2021-04-10 02:03:58,213 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.62ms, fps=1714 images/s, loss=0.8636, top1-acc=73.87%, top5-acc=94.92%, remaining_time=0:00:02.393392, arrival_time=2021-04-10 02:04:00.606803, cost_time=0:00:26.925606 2021-04-10 02:03:59,695 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.36ms, fps=1729 images/s, loss=0.8673, top1-acc=73.80%, top5-acc=94.86%, remaining_time=0:00:00.897072, arrival_time=2021-04-10 02:04:00.592046, cost_time=0:00:28.407230 2021-04-10 02:04:00,490 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.42ms, fps=1711 images/s, loss=0.8680, top1-acc=73.80%, top5-acc=94.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:00.490207, cost_time=0:00:29.202539 2021-04-10 02:04:00,897 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.52ms, fps=6313 images/s, loss=1.5447, top1-acc=58.91%, top5-acc=87.42%, remaining_time=0:00:01.216500, arrival_time=2021-04-10 02:04:02.113705, cost_time=0:00:00.405500 2021-04-10 02:04:01,196 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.72ms, fps=8582 images/s, loss=1.5528, top1-acc=59.04%, top5-acc=87.25%, remaining_time=0:00:00.704580, arrival_time=2021-04-10 02:04:01.900733, cost_time=0:00:00.704586 2021-04-10 02:04:01,497 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.82ms, fps=8510 images/s, loss=1.5467, top1-acc=59.28%, top5-acc=87.32%, remaining_time=0:00:00.335240, arrival_time=2021-04-10 02:04:01.832579, cost_time=0:00:01.005718 2021-04-10 02:04:01,777 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=8288 images/s, loss=1.5527, top1-acc=59.31%, top5-acc=87.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:01.777698, cost_time=0:00:01.286150 2021-04-10 02:04:01,848 INFO : Epoch=0082 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=1:00:08.399408, arrival_time=2021-04-10 03:04:10.247697, cost_time=0:41:47.531791 2021-04-10 02:04:01,849 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 02:04:03,569 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.47ms, fps=1489 images/s, loss=0.8629, top1-acc=74.02%, top5-acc=94.88%, remaining_time=0:00:31.988094, arrival_time=2021-04-10 02:04:35.557205, cost_time=0:00:01.719793 2021-04-10 02:04:05,091 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.87ms, fps=1682 images/s, loss=0.8334, top1-acc=74.57%, top5-acc=95.57%, remaining_time=0:00:28.529952, arrival_time=2021-04-10 02:04:33.621375, cost_time=0:00:03.242033 2021-04-10 02:04:06,574 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=2.55ms, fps=1727 images/s, loss=0.8319, top1-acc=74.64%, top5-acc=95.59%, remaining_time=0:00:26.143008, arrival_time=2021-04-10 02:04:32.717074, cost_time=0:00:04.724634 2021-04-10 02:04:08,062 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.63ms, fps=1721 images/s, loss=0.8287, top1-acc=74.67%, top5-acc=95.53%, remaining_time=0:00:24.231012, arrival_time=2021-04-10 02:04:32.293438, cost_time=0:00:06.213084 2021-04-10 02:04:09,539 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.94ms, fps=1733 images/s, loss=0.8259, top1-acc=74.87%, top5-acc=95.46%, remaining_time=0:00:22.455968, arrival_time=2021-04-10 02:04:31.995727, cost_time=0:00:07.690406 2021-04-10 02:04:11,015 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.44ms, fps=1735 images/s, loss=0.8275, top1-acc=74.97%, top5-acc=95.36%, remaining_time=0:00:20.776176, arrival_time=2021-04-10 02:04:31.791551, cost_time=0:00:09.165988 2021-04-10 02:04:12,493 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.72ms, fps=1733 images/s, loss=0.8304, top1-acc=74.90%, top5-acc=95.34%, remaining_time=0:00:19.158678, arrival_time=2021-04-10 02:04:31.651768, cost_time=0:00:10.643717 2021-04-10 02:04:13,994 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.24ms, fps=1706 images/s, loss=0.8347, top1-acc=74.83%, top5-acc=95.26%, remaining_time=0:00:17.609728, arrival_time=2021-04-10 02:04:31.603739, cost_time=0:00:12.144646 2021-04-10 02:04:15,475 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=2.12ms, fps=1728 images/s, loss=0.8357, top1-acc=74.82%, top5-acc=95.21%, remaining_time=0:00:16.048824, arrival_time=2021-04-10 02:04:31.524544, cost_time=0:00:13.626403 2021-04-10 02:04:16,948 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=2.68ms, fps=1739 images/s, loss=0.8394, top1-acc=74.71%, top5-acc=95.20%, remaining_time=0:00:14.495232, arrival_time=2021-04-10 02:04:31.443856, cost_time=0:00:15.099157 2021-04-10 02:04:18,424 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.83ms, fps=1736 images/s, loss=0.8426, top1-acc=74.52%, top5-acc=95.19%, remaining_time=0:00:12.958652, arrival_time=2021-04-10 02:04:31.383008, cost_time=0:00:16.575002 2021-04-10 02:04:19,904 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.58ms, fps=1730 images/s, loss=0.8473, top1-acc=74.42%, top5-acc=95.08%, remaining_time=0:00:11.434808, arrival_time=2021-04-10 02:04:31.339099, cost_time=0:00:18.054967 2021-04-10 02:04:21,383 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.82ms, fps=1731 images/s, loss=0.8471, top1-acc=74.47%, top5-acc=95.15%, remaining_time=0:00:09.917226, arrival_time=2021-04-10 02:04:31.300494, cost_time=0:00:19.533904 2021-04-10 02:04:22,864 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=0.8489, top1-acc=74.44%, top5-acc=95.08%, remaining_time=0:00:08.405936, arrival_time=2021-04-10 02:04:31.270199, cost_time=0:00:21.014900 2021-04-10 02:04:24,344 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.93ms, fps=1731 images/s, loss=0.8482, top1-acc=74.49%, top5-acc=95.08%, remaining_time=0:00:06.898344, arrival_time=2021-04-10 02:04:31.242327, cost_time=0:00:22.494648 2021-04-10 02:04:25,816 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.8496, top1-acc=74.43%, top5-acc=95.09%, remaining_time=0:00:05.392548, arrival_time=2021-04-10 02:04:31.208663, cost_time=0:00:23.966803 2021-04-10 02:04:27,282 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.29ms, fps=1746 images/s, loss=0.8512, top1-acc=74.37%, top5-acc=95.08%, remaining_time=0:00:03.889834, arrival_time=2021-04-10 02:04:31.172759, cost_time=0:00:25.433571 2021-04-10 02:04:28,774 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.43ms, fps=1716 images/s, loss=0.8552, top1-acc=74.26%, top5-acc=95.02%, remaining_time=0:00:02.393376, arrival_time=2021-04-10 02:04:31.168211, cost_time=0:00:26.925521 2021-04-10 02:04:30,251 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.60ms, fps=1735 images/s, loss=0.8572, top1-acc=74.21%, top5-acc=95.01%, remaining_time=0:00:00.896892, arrival_time=2021-04-10 02:04:31.147943, cost_time=0:00:28.401664 2021-04-10 02:04:31,043 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.25ms, fps=1717 images/s, loss=0.8572, top1-acc=74.17%, top5-acc=95.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:31.043530, cost_time=0:00:29.194220 2021-04-10 02:04:31,453 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.72ms, fps=6262 images/s, loss=1.6487, top1-acc=58.44%, top5-acc=85.43%, remaining_time=0:00:01.226490, arrival_time=2021-04-10 02:04:32.680239, cost_time=0:00:00.408826 2021-04-10 02:04:31,757 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.99ms, fps=8431 images/s, loss=1.6081, top1-acc=59.04%, top5-acc=85.88%, remaining_time=0:00:00.712940, arrival_time=2021-04-10 02:04:32.470792, cost_time=0:00:00.712931 2021-04-10 02:04:32,059 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.81ms, fps=8509 images/s, loss=1.6222, top1-acc=58.61%, top5-acc=85.62%, remaining_time=0:00:00.338080, arrival_time=2021-04-10 02:04:32.397255, cost_time=0:00:01.014251 2021-04-10 02:04:32,335 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.06ms, fps=8400 images/s, loss=1.6095, top1-acc=58.94%, top5-acc=85.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:32.335782, cost_time=0:00:01.290912 2021-04-10 02:04:32,409 INFO : Epoch=0083 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:59:37.794129, arrival_time=2021-04-10 03:04:10.203904, cost_time=0:42:18.093282 2021-04-10 02:04:32,411 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 02:04:34,074 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.60ms, fps=1539 images/s, loss=0.7851, top1-acc=77.15%, top5-acc=95.70%, remaining_time=0:00:30.935334, arrival_time=2021-04-10 02:05:05.009763, cost_time=0:00:01.663194 2021-04-10 02:04:35,553 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.88ms, fps=1732 images/s, loss=0.8046, top1-acc=76.07%, top5-acc=95.72%, remaining_time=0:00:27.650656, arrival_time=2021-04-10 02:05:03.203979, cost_time=0:00:03.142126 2021-04-10 02:04:37,037 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.86ms, fps=1725 images/s, loss=0.8039, top1-acc=75.77%, top5-acc=95.76%, remaining_time=0:00:25.599358, arrival_time=2021-04-10 02:05:02.636951, cost_time=0:00:04.626401 2021-04-10 02:04:38,524 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=2.17ms, fps=1722 images/s, loss=0.8165, top1-acc=75.34%, top5-acc=95.56%, remaining_time=0:00:23.841948, arrival_time=2021-04-10 02:05:02.366481, cost_time=0:00:06.113302 2021-04-10 02:04:39,992 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.62ms, fps=1745 images/s, loss=0.8178, top1-acc=75.27%, top5-acc=95.49%, remaining_time=0:00:22.137104, arrival_time=2021-04-10 02:05:02.129540, cost_time=0:00:07.581189 2021-04-10 02:04:41,478 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.38ms, fps=1723 images/s, loss=0.8190, top1-acc=75.22%, top5-acc=95.56%, remaining_time=0:00:20.552184, arrival_time=2021-04-10 02:05:02.030515, cost_time=0:00:09.067135 2021-04-10 02:04:42,969 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.84ms, fps=1717 images/s, loss=0.8177, top1-acc=75.31%, top5-acc=95.50%, remaining_time=0:00:19.005462, arrival_time=2021-04-10 02:05:01.975302, cost_time=0:00:10.558600 2021-04-10 02:04:44,467 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.50ms, fps=1713 images/s, loss=0.8268, top1-acc=74.93%, top5-acc=95.39%, remaining_time=0:00:17.477372, arrival_time=2021-04-10 02:05:01.945217, cost_time=0:00:12.053391 2021-04-10 02:04:45,951 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=2.06ms, fps=1727 images/s, loss=0.8303, top1-acc=74.74%, top5-acc=95.41%, remaining_time=0:00:15.946852, arrival_time=2021-04-10 02:05:01.897969, cost_time=0:00:13.539780 2021-04-10 02:04:47,442 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.86ms, fps=1718 images/s, loss=0.8326, top1-acc=74.77%, top5-acc=95.36%, remaining_time=0:00:14.429760, arrival_time=2021-04-10 02:05:01.872030, cost_time=0:00:15.030994 2021-04-10 02:04:48,924 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.58ms, fps=1728 images/s, loss=0.8348, top1-acc=74.71%, top5-acc=95.32%, remaining_time=0:00:12.909976, arrival_time=2021-04-10 02:05:01.833939, cost_time=0:00:16.512773 2021-04-10 02:04:50,398 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.82ms, fps=1736 images/s, loss=0.8392, top1-acc=74.59%, top5-acc=95.24%, remaining_time=0:00:11.392020, arrival_time=2021-04-10 02:05:01.790740, cost_time=0:00:17.987447 2021-04-10 02:04:51,875 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.8410, top1-acc=74.62%, top5-acc=95.21%, remaining_time=0:00:09.881916, arrival_time=2021-04-10 02:05:01.757516, cost_time=0:00:19.464339 2021-04-10 02:04:53,361 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=2.05ms, fps=1723 images/s, loss=0.8426, top1-acc=74.52%, top5-acc=95.20%, remaining_time=0:00:08.380288, arrival_time=2021-04-10 02:05:01.742214, cost_time=0:00:20.950732 2021-04-10 02:04:54,832 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.90ms, fps=1741 images/s, loss=0.8443, top1-acc=74.44%, top5-acc=95.17%, remaining_time=0:00:06.875942, arrival_time=2021-04-10 02:05:01.708699, cost_time=0:00:22.421560 2021-04-10 02:04:56,306 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.43ms, fps=1738 images/s, loss=0.8446, top1-acc=74.42%, top5-acc=95.19%, remaining_time=0:00:05.376276, arrival_time=2021-04-10 02:05:01.682235, cost_time=0:00:23.894598 2021-04-10 02:04:57,781 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.45ms, fps=1735 images/s, loss=0.8460, top1-acc=74.38%, top5-acc=95.22%, remaining_time=0:00:03.880188, arrival_time=2021-04-10 02:05:01.661850, cost_time=0:00:25.370432 2021-04-10 02:04:59,255 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.12ms, fps=1738 images/s, loss=0.8503, top1-acc=74.33%, top5-acc=95.15%, remaining_time=0:00:02.386112, arrival_time=2021-04-10 02:05:01.641134, cost_time=0:00:26.843820 2021-04-10 02:05:00,734 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.24ms, fps=1731 images/s, loss=0.8528, top1-acc=74.27%, top5-acc=95.16%, remaining_time=0:00:00.894414, arrival_time=2021-04-10 02:05:01.628727, cost_time=0:00:28.323119 2021-04-10 02:05:01,535 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.67ms, fps=1699 images/s, loss=0.8554, top1-acc=74.22%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:01.535081, cost_time=0:00:29.123890 2021-04-10 02:05:01,931 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.36ms, fps=6477 images/s, loss=1.9295, top1-acc=52.19%, top5-acc=81.41%, remaining_time=0:00:01.185660, arrival_time=2021-04-10 02:05:03.117395, cost_time=0:00:00.395217 2021-04-10 02:05:02,240 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=0.31ms, fps=8317 images/s, loss=1.9005, top1-acc=52.97%, top5-acc=81.87%, remaining_time=0:00:00.703480, arrival_time=2021-04-10 02:05:02.943500, cost_time=0:00:00.703487 2021-04-10 02:05:02,538 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.95ms, fps=8591 images/s, loss=1.9106, top1-acc=53.03%, top5-acc=81.77%, remaining_time=0:00:00.333980, arrival_time=2021-04-10 02:05:02.872452, cost_time=0:00:01.001941 2021-04-10 02:05:02,812 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.07ms, fps=8471 images/s, loss=1.8997, top1-acc=53.11%, top5-acc=82.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:02.812728, cost_time=0:00:01.276248 2021-04-10 02:05:02,865 INFO : Epoch=0084 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:59:07.043824, arrival_time=2021-04-10 03:04:09.909319, cost_time=0:42:48.549000 2021-04-10 02:05:02,866 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 02:05:04,542 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.62ms, fps=1528 images/s, loss=0.8819, top1-acc=73.20%, top5-acc=94.84%, remaining_time=0:00:31.171926, arrival_time=2021-04-10 02:05:35.714329, cost_time=0:00:01.675913 2021-04-10 02:05:06,025 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.51ms, fps=1727 images/s, loss=0.8515, top1-acc=74.04%, top5-acc=95.29%, remaining_time=0:00:27.798320, arrival_time=2021-04-10 02:05:33.823789, cost_time=0:00:03.158908 2021-04-10 02:05:07,541 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.58ms, fps=1689 images/s, loss=0.8550, top1-acc=73.82%, top5-acc=95.27%, remaining_time=0:00:25.869440, arrival_time=2021-04-10 02:05:33.411276, cost_time=0:00:04.675211 2021-04-10 02:05:09,027 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.68ms, fps=1724 images/s, loss=0.8335, top1-acc=74.61%, top5-acc=95.49%, remaining_time=0:00:24.028212, arrival_time=2021-04-10 02:05:33.055777, cost_time=0:00:06.161076 2021-04-10 02:05:10,497 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.77ms, fps=1742 images/s, loss=0.8250, top1-acc=74.96%, top5-acc=95.48%, remaining_time=0:00:22.282228, arrival_time=2021-04-10 02:05:32.779665, cost_time=0:00:07.630898 2021-04-10 02:05:11,976 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.36ms, fps=1732 images/s, loss=0.8176, top1-acc=75.26%, top5-acc=95.55%, remaining_time=0:00:20.648336, arrival_time=2021-04-10 02:05:32.624375, cost_time=0:00:09.109553 2021-04-10 02:05:13,467 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=2.35ms, fps=1718 images/s, loss=0.8179, top1-acc=75.28%, top5-acc=95.54%, remaining_time=0:00:19.080558, arrival_time=2021-04-10 02:05:32.547484, cost_time=0:00:10.600298 2021-04-10 02:05:14,964 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.51ms, fps=1710 images/s, loss=0.8165, top1-acc=75.29%, top5-acc=95.52%, remaining_time=0:00:17.542332, arrival_time=2021-04-10 02:05:32.507161, cost_time=0:00:12.098176 2021-04-10 02:05:16,446 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.54ms, fps=1729 images/s, loss=0.8158, top1-acc=75.39%, top5-acc=95.52%, remaining_time=0:00:15.993492, arrival_time=2021-04-10 02:05:32.439468, cost_time=0:00:13.579364 2021-04-10 02:05:17,916 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.56ms, fps=1742 images/s, loss=0.8201, top1-acc=75.31%, top5-acc=95.44%, remaining_time=0:00:14.447616, arrival_time=2021-04-10 02:05:32.363794, cost_time=0:00:15.049637 2021-04-10 02:05:19,396 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=2.81ms, fps=1730 images/s, loss=0.8225, top1-acc=75.30%, top5-acc=95.38%, remaining_time=0:00:12.923564, arrival_time=2021-04-10 02:05:32.320357, cost_time=0:00:16.530123 2021-04-10 02:05:20,880 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.73ms, fps=1726 images/s, loss=0.8252, top1-acc=75.16%, top5-acc=95.35%, remaining_time=0:00:11.408816, arrival_time=2021-04-10 02:05:32.289269, cost_time=0:00:18.013955 2021-04-10 02:05:22,369 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.86ms, fps=1719 images/s, loss=0.8298, top1-acc=74.99%, top5-acc=95.33%, remaining_time=0:00:09.901716, arrival_time=2021-04-10 02:05:32.271537, cost_time=0:00:19.503329 2021-04-10 02:05:23,852 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.58ms, fps=1727 images/s, loss=0.8321, top1-acc=74.92%, top5-acc=95.31%, remaining_time=0:00:08.394232, arrival_time=2021-04-10 02:05:32.246401, cost_time=0:00:20.985628 2021-04-10 02:05:25,329 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.87ms, fps=1733 images/s, loss=0.8340, top1-acc=74.84%, top5-acc=95.28%, remaining_time=0:00:06.888730, arrival_time=2021-04-10 02:05:32.218486, cost_time=0:00:22.463266 2021-04-10 02:05:26,810 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.47ms, fps=1729 images/s, loss=0.8340, top1-acc=74.81%, top5-acc=95.27%, remaining_time=0:00:05.387364, arrival_time=2021-04-10 02:05:32.197771, cost_time=0:00:23.943841 2021-04-10 02:05:28,280 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.8377, top1-acc=74.67%, top5-acc=95.24%, remaining_time=0:00:03.886896, arrival_time=2021-04-10 02:05:32.167819, cost_time=0:00:25.414380 2021-04-10 02:05:29,777 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.66ms, fps=1711 images/s, loss=0.8407, top1-acc=74.59%, top5-acc=95.19%, remaining_time=0:00:02.392064, arrival_time=2021-04-10 02:05:32.169370, cost_time=0:00:26.910771 2021-04-10 02:05:31,261 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.60ms, fps=1725 images/s, loss=0.8430, top1-acc=74.51%, top5-acc=95.15%, remaining_time=0:00:00.896694, arrival_time=2021-04-10 02:05:32.158511, cost_time=0:00:28.395261 2021-04-10 02:05:32,072 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=2.36ms, fps=1678 images/s, loss=0.8448, top1-acc=74.51%, top5-acc=95.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:32.072753, cost_time=0:00:29.206146 2021-04-10 02:05:32,483 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.38ms, fps=6266 images/s, loss=1.5691, top1-acc=59.26%, top5-acc=86.05%, remaining_time=0:00:01.225620, arrival_time=2021-04-10 02:05:33.709231, cost_time=0:00:00.408537 2021-04-10 02:05:32,785 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.65ms, fps=8491 images/s, loss=1.6024, top1-acc=58.30%, top5-acc=86.09%, remaining_time=0:00:00.710620, arrival_time=2021-04-10 02:05:33.496267, cost_time=0:00:00.710619 2021-04-10 02:05:33,091 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.89ms, fps=8393 images/s, loss=1.6055, top1-acc=58.36%, top5-acc=86.11%, remaining_time=0:00:00.338710, arrival_time=2021-04-10 02:05:33.429829, cost_time=0:00:01.016133 2021-04-10 02:05:33,378 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.09ms, fps=8085 images/s, loss=1.5820, top1-acc=58.81%, top5-acc=86.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:33.378458, cost_time=0:00:01.303426 2021-04-10 02:05:33,432 INFO : Epoch=0085 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:58:36.451025, arrival_time=2021-04-10 03:04:09.883536, cost_time=0:43:19.116001 2021-04-10 02:05:33,433 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 02:05:35,114 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.60ms, fps=1523 images/s, loss=0.8484, top1-acc=73.87%, top5-acc=95.16%, remaining_time=0:00:31.258044, arrival_time=2021-04-10 02:06:06.372136, cost_time=0:00:01.680539 2021-04-10 02:05:36,612 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.10ms, fps=1709 images/s, loss=0.8138, top1-acc=75.25%, top5-acc=95.51%, remaining_time=0:00:27.974848, arrival_time=2021-04-10 02:06:04.587364, cost_time=0:00:03.178968 2021-04-10 02:05:38,097 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.84ms, fps=1725 images/s, loss=0.8013, top1-acc=75.61%, top5-acc=95.59%, remaining_time=0:00:25.805364, arrival_time=2021-04-10 02:06:03.902465, cost_time=0:00:04.663615 2021-04-10 02:05:39,576 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.39ms, fps=1731 images/s, loss=0.7960, top1-acc=75.92%, top5-acc=95.61%, remaining_time=0:00:23.957388, arrival_time=2021-04-10 02:06:03.533870, cost_time=0:00:06.142915 2021-04-10 02:05:41,062 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.89ms, fps=1723 images/s, loss=0.7941, top1-acc=75.94%, top5-acc=95.54%, remaining_time=0:00:22.277410, arrival_time=2021-04-10 02:06:03.340266, cost_time=0:00:07.629231 2021-04-10 02:05:42,541 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.7921, top1-acc=76.00%, top5-acc=95.57%, remaining_time=0:00:20.643712, arrival_time=2021-04-10 02:06:03.184737, cost_time=0:00:09.107540 2021-04-10 02:05:44,024 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.69ms, fps=1727 images/s, loss=0.7958, top1-acc=75.97%, top5-acc=95.53%, remaining_time=0:00:19.062288, arrival_time=2021-04-10 02:06:03.086281, cost_time=0:00:10.590179 2021-04-10 02:05:45,501 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.41ms, fps=1733 images/s, loss=0.7983, top1-acc=75.96%, top5-acc=95.55%, remaining_time=0:00:17.498948, arrival_time=2021-04-10 02:06:03.000717, cost_time=0:00:12.068267 2021-04-10 02:05:46,975 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.56ms, fps=1737 images/s, loss=0.8009, top1-acc=75.84%, top5-acc=95.54%, remaining_time=0:00:15.949820, arrival_time=2021-04-10 02:06:02.925579, cost_time=0:00:13.542273 2021-04-10 02:05:48,454 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.84ms, fps=1732 images/s, loss=0.8039, top1-acc=75.73%, top5-acc=95.52%, remaining_time=0:00:14.420160, arrival_time=2021-04-10 02:06:02.874715, cost_time=0:00:15.021029 2021-04-10 02:05:49,935 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.8060, top1-acc=75.65%, top5-acc=95.53%, remaining_time=0:00:12.901376, arrival_time=2021-04-10 02:06:02.836642, cost_time=0:00:16.501778 2021-04-10 02:05:51,407 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.51ms, fps=1740 images/s, loss=0.8091, top1-acc=75.57%, top5-acc=95.45%, remaining_time=0:00:11.383204, arrival_time=2021-04-10 02:06:02.790352, cost_time=0:00:17.973478 2021-04-10 02:05:52,910 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.85ms, fps=1703 images/s, loss=0.8123, top1-acc=75.41%, top5-acc=95.42%, remaining_time=0:00:09.888516, arrival_time=2021-04-10 02:06:02.799417, cost_time=0:00:19.477403 2021-04-10 02:05:54,386 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.51ms, fps=1735 images/s, loss=0.8149, top1-acc=75.34%, top5-acc=95.38%, remaining_time=0:00:08.381184, arrival_time=2021-04-10 02:06:02.767711, cost_time=0:00:20.952961 2021-04-10 02:05:55,868 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.91ms, fps=1728 images/s, loss=0.8163, top1-acc=75.29%, top5-acc=95.38%, remaining_time=0:00:06.880082, arrival_time=2021-04-10 02:06:02.748794, cost_time=0:00:22.435124 2021-04-10 02:05:57,354 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.86ms, fps=1724 images/s, loss=0.8197, top1-acc=75.19%, top5-acc=95.34%, remaining_time=0:00:05.382144, arrival_time=2021-04-10 02:06:02.736276, cost_time=0:00:23.920643 2021-04-10 02:05:58,861 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.41ms, fps=1700 images/s, loss=0.8250, top1-acc=75.00%, top5-acc=95.34%, remaining_time=0:00:03.888872, arrival_time=2021-04-10 02:06:02.749818, cost_time=0:00:25.427322 2021-04-10 02:06:00,351 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.85ms, fps=1721 images/s, loss=0.8264, top1-acc=74.98%, top5-acc=95.32%, remaining_time=0:00:02.392640, arrival_time=2021-04-10 02:06:02.743693, cost_time=0:00:26.917242 2021-04-10 02:06:01,829 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.64ms, fps=1732 images/s, loss=0.8300, top1-acc=74.85%, top5-acc=95.27%, remaining_time=0:00:00.896718, arrival_time=2021-04-10 02:06:02.726287, cost_time=0:00:28.396064 2021-04-10 02:06:02,625 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.69ms, fps=1710 images/s, loss=0.8329, top1-acc=74.75%, top5-acc=95.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:02.625397, cost_time=0:00:29.191879 2021-04-10 02:06:03,033 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=6.93ms, fps=6299 images/s, loss=1.9939, top1-acc=52.93%, top5-acc=81.41%, remaining_time=0:00:01.219200, arrival_time=2021-04-10 02:06:04.253087, cost_time=0:00:00.406395 2021-04-10 02:06:03,343 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=3.97ms, fps=8284 images/s, loss=2.0348, top1-acc=52.01%, top5-acc=81.25%, remaining_time=0:00:00.715920, arrival_time=2021-04-10 02:06:04.059333, cost_time=0:00:00.715925 2021-04-10 02:06:03,661 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=2.42ms, fps=8059 images/s, loss=2.0221, top1-acc=51.95%, top5-acc=81.61%, remaining_time=0:00:00.344760, arrival_time=2021-04-10 02:06:04.006524, cost_time=0:00:01.034283 2021-04-10 02:06:03,947 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=8133 images/s, loss=2.0405, top1-acc=52.07%, top5-acc=81.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:03.947516, cost_time=0:00:01.320012 2021-04-10 02:06:04,001 INFO : Epoch=0086 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:58:05.861676, arrival_time=2021-04-10 03:04:09.863259, cost_time=0:43:49.685083 2021-04-10 02:06:04,002 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 02:06:05,709 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.94ms, fps=1500 images/s, loss=0.8244, top1-acc=75.08%, top5-acc=95.70%, remaining_time=0:00:31.752618, arrival_time=2021-04-10 02:06:37.462368, cost_time=0:00:01.707130 2021-04-10 02:06:07,223 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.54ms, fps=1692 images/s, loss=0.8064, top1-acc=75.31%, top5-acc=95.74%, remaining_time=0:00:28.340928, arrival_time=2021-04-10 02:06:35.564092, cost_time=0:00:03.220550 2021-04-10 02:06:08,707 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.88ms, fps=1725 images/s, loss=0.8056, top1-acc=75.44%, top5-acc=95.70%, remaining_time=0:00:26.035274, arrival_time=2021-04-10 02:06:34.743062, cost_time=0:00:04.705175 2021-04-10 02:06:10,199 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=2.21ms, fps=1717 images/s, loss=0.7972, top1-acc=75.51%, top5-acc=95.85%, remaining_time=0:00:24.165492, arrival_time=2021-04-10 02:06:34.364484, cost_time=0:00:06.196268 2021-04-10 02:06:11,682 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.67ms, fps=1727 images/s, loss=0.7957, top1-acc=75.70%, top5-acc=95.87%, remaining_time=0:00:22.424140, arrival_time=2021-04-10 02:06:34.106269, cost_time=0:00:07.679480 2021-04-10 02:06:13,162 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.80ms, fps=1731 images/s, loss=0.7985, top1-acc=75.77%, top5-acc=95.76%, remaining_time=0:00:20.761352, arrival_time=2021-04-10 02:06:33.923325, cost_time=0:00:09.159395 2021-04-10 02:06:14,640 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=2.02ms, fps=1732 images/s, loss=0.7987, top1-acc=75.79%, top5-acc=95.80%, remaining_time=0:00:19.147842, arrival_time=2021-04-10 02:06:33.788129, cost_time=0:00:10.637677 2021-04-10 02:06:16,137 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=2.07ms, fps=1710 images/s, loss=0.8034, top1-acc=75.68%, top5-acc=95.73%, remaining_time=0:00:17.596040, arrival_time=2021-04-10 02:06:33.733841, cost_time=0:00:12.135162 2021-04-10 02:06:17,618 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.37ms, fps=1730 images/s, loss=0.8107, top1-acc=75.52%, top5-acc=95.60%, remaining_time=0:00:16.035892, arrival_time=2021-04-10 02:06:33.653877, cost_time=0:00:13.615336 2021-04-10 02:06:19,101 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=1.71ms, fps=1726 images/s, loss=0.8137, top1-acc=75.44%, top5-acc=95.58%, remaining_time=0:00:14.495040, arrival_time=2021-04-10 02:06:33.596799, cost_time=0:00:15.099040 2021-04-10 02:06:20,586 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.50ms, fps=1725 images/s, loss=0.8205, top1-acc=75.26%, top5-acc=95.45%, remaining_time=0:00:12.965532, arrival_time=2021-04-10 02:06:33.551925, cost_time=0:00:16.583831 2021-04-10 02:06:22,064 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.92ms, fps=1733 images/s, loss=0.8234, top1-acc=75.19%, top5-acc=95.41%, remaining_time=0:00:11.438988, arrival_time=2021-04-10 02:06:33.503223, cost_time=0:00:18.061522 2021-04-10 02:06:23,547 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=2.01ms, fps=1727 images/s, loss=0.8275, top1-acc=75.10%, top5-acc=95.36%, remaining_time=0:00:09.922704, arrival_time=2021-04-10 02:06:33.470359, cost_time=0:00:19.544759 2021-04-10 02:06:25,034 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=2.09ms, fps=1723 images/s, loss=0.8338, top1-acc=74.86%, top5-acc=95.29%, remaining_time=0:00:08.412712, arrival_time=2021-04-10 02:06:33.447126, cost_time=0:00:21.031836 2021-04-10 02:06:26,514 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=2.02ms, fps=1731 images/s, loss=0.8333, top1-acc=74.81%, top5-acc=95.27%, remaining_time=0:00:06.903450, arrival_time=2021-04-10 02:06:33.417388, cost_time=0:00:22.511220 2021-04-10 02:06:27,996 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.39ms, fps=1728 images/s, loss=0.8336, top1-acc=74.83%, top5-acc=95.25%, remaining_time=0:00:05.398524, arrival_time=2021-04-10 02:06:33.394523, cost_time=0:00:23.993425 2021-04-10 02:06:29,482 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.46ms, fps=1722 images/s, loss=0.8356, top1-acc=74.73%, top5-acc=95.24%, remaining_time=0:00:03.896958, arrival_time=2021-04-10 02:06:33.379752, cost_time=0:00:25.480147 2021-04-10 02:06:30,963 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.68ms, fps=1730 images/s, loss=0.8377, top1-acc=74.70%, top5-acc=95.20%, remaining_time=0:00:02.396464, arrival_time=2021-04-10 02:06:33.359366, cost_time=0:00:26.960191 2021-04-10 02:06:32,445 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.57ms, fps=1728 images/s, loss=0.8370, top1-acc=74.74%, top5-acc=95.21%, remaining_time=0:00:00.898182, arrival_time=2021-04-10 02:06:33.343251, cost_time=0:00:28.442498 2021-04-10 02:06:33,236 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.41ms, fps=1720 images/s, loss=0.8379, top1-acc=74.70%, top5-acc=95.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:33.236222, cost_time=0:00:29.233654 2021-04-10 02:06:33,641 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=3.30ms, fps=6336 images/s, loss=1.8762, top1-acc=54.45%, top5-acc=83.05%, remaining_time=0:00:01.212180, arrival_time=2021-04-10 02:06:34.853959, cost_time=0:00:00.404064 2021-04-10 02:06:33,942 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.76ms, fps=8525 images/s, loss=1.8936, top1-acc=54.18%, top5-acc=82.85%, remaining_time=0:00:00.704680, arrival_time=2021-04-10 02:06:34.647228, cost_time=0:00:00.704682 2021-04-10 02:06:34,240 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.77ms, fps=8618 images/s, loss=1.9047, top1-acc=53.88%, top5-acc=82.79%, remaining_time=0:00:00.334160, arrival_time=2021-04-10 02:06:34.574377, cost_time=0:00:01.002468 2021-04-10 02:06:34,528 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.10ms, fps=8053 images/s, loss=1.8677, top1-acc=53.96%, top5-acc=82.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:34.528781, cost_time=0:00:01.291039 2021-04-10 02:06:34,612 INFO : Epoch=0087 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:57:35.326769, arrival_time=2021-04-10 03:04:09.939066, cost_time=0:44:20.295804 2021-04-10 02:06:34,613 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 02:06:36,292 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=2.12ms, fps=1524 images/s, loss=0.7600, top1-acc=77.66%, top5-acc=95.90%, remaining_time=0:00:31.235910, arrival_time=2021-04-10 02:07:07.528566, cost_time=0:00:01.679350 2021-04-10 02:06:37,793 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.46ms, fps=1706 images/s, loss=0.7748, top1-acc=77.52%, top5-acc=95.62%, remaining_time=0:00:27.984880, arrival_time=2021-04-10 02:07:05.778292, cost_time=0:00:03.180095 2021-04-10 02:06:39,281 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.62ms, fps=1721 images/s, loss=0.7767, top1-acc=76.98%, top5-acc=95.92%, remaining_time=0:00:25.831924, arrival_time=2021-04-10 02:07:05.113725, cost_time=0:00:04.668435 2021-04-10 02:06:40,765 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=2.03ms, fps=1727 images/s, loss=0.7740, top1-acc=76.87%, top5-acc=95.93%, remaining_time=0:00:23.991084, arrival_time=2021-04-10 02:07:04.756067, cost_time=0:00:06.151578 2021-04-10 02:06:42,243 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=3.68ms, fps=1732 images/s, loss=0.7731, top1-acc=76.91%, top5-acc=95.97%, remaining_time=0:00:22.280184, arrival_time=2021-04-10 02:07:04.523714, cost_time=0:00:07.630207 2021-04-10 02:06:43,730 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.89ms, fps=1723 images/s, loss=0.7787, top1-acc=76.66%, top5-acc=95.91%, remaining_time=0:00:20.664656, arrival_time=2021-04-10 02:07:04.394749, cost_time=0:00:09.116743 2021-04-10 02:06:45,212 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.36ms, fps=1728 images/s, loss=0.7810, top1-acc=76.66%, top5-acc=95.86%, remaining_time=0:00:19.077912, arrival_time=2021-04-10 02:07:04.290024, cost_time=0:00:10.598808 2021-04-10 02:06:46,689 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.7842, top1-acc=76.62%, top5-acc=95.84%, remaining_time=0:00:17.509736, arrival_time=2021-04-10 02:07:04.198819, cost_time=0:00:12.075676 2021-04-10 02:06:48,179 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.50ms, fps=1718 images/s, loss=0.7894, top1-acc=76.36%, top5-acc=95.80%, remaining_time=0:00:15.977910, arrival_time=2021-04-10 02:07:04.157416, cost_time=0:00:13.566176 2021-04-10 02:06:49,658 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.89ms, fps=1732 images/s, loss=0.7986, top1-acc=76.12%, top5-acc=95.64%, remaining_time=0:00:14.443200, arrival_time=2021-04-10 02:07:04.101446, cost_time=0:00:15.044976 2021-04-10 02:06:51,138 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.22ms, fps=1729 images/s, loss=0.8031, top1-acc=76.09%, top5-acc=95.61%, remaining_time=0:00:12.920038, arrival_time=2021-04-10 02:07:04.058972, cost_time=0:00:16.525669 2021-04-10 02:06:52,634 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=2.60ms, fps=1712 images/s, loss=0.8070, top1-acc=75.90%, top5-acc=95.55%, remaining_time=0:00:11.413376, arrival_time=2021-04-10 02:07:04.047938, cost_time=0:00:18.021156 2021-04-10 02:06:54,117 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=2.19ms, fps=1727 images/s, loss=0.8111, top1-acc=75.81%, top5-acc=95.49%, remaining_time=0:00:09.902046, arrival_time=2021-04-10 02:07:04.019378, cost_time=0:00:19.504024 2021-04-10 02:06:55,595 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=2.00ms, fps=1732 images/s, loss=0.8139, top1-acc=75.71%, top5-acc=95.43%, remaining_time=0:00:08.393000, arrival_time=2021-04-10 02:07:03.988777, cost_time=0:00:20.982503 2021-04-10 02:06:57,059 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=0.8125, top1-acc=75.74%, top5-acc=95.43%, remaining_time=0:00:06.883348, arrival_time=2021-04-10 02:07:03.942333, cost_time=0:00:22.445676 2021-04-10 02:06:58,557 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=2.08ms, fps=1709 images/s, loss=0.8153, top1-acc=75.65%, top5-acc=95.41%, remaining_time=0:00:05.387436, arrival_time=2021-04-10 02:07:03.944828, cost_time=0:00:23.944083 2021-04-10 02:07:00,034 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.48ms, fps=1734 images/s, loss=0.8177, top1-acc=75.57%, top5-acc=95.39%, remaining_time=0:00:03.887936, arrival_time=2021-04-10 02:07:03.922308, cost_time=0:00:25.421110 2021-04-10 02:07:01,533 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=3.06ms, fps=1708 images/s, loss=0.8199, top1-acc=75.48%, top5-acc=95.39%, remaining_time=0:00:02.392880, arrival_time=2021-04-10 02:07:03.926301, cost_time=0:00:26.919976 2021-04-10 02:07:03,012 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.8209, top1-acc=75.42%, top5-acc=95.41%, remaining_time=0:00:00.896826, arrival_time=2021-04-10 02:07:03.909643, cost_time=0:00:28.399484 2021-04-10 02:07:03,804 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.32ms, fps=1720 images/s, loss=0.8198, top1-acc=75.46%, top5-acc=95.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:03.804163, cost_time=0:00:29.190825 2021-04-10 02:07:04,190 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=7.18ms, fps=6651 images/s, loss=1.4703, top1-acc=60.78%, top5-acc=87.46%, remaining_time=0:00:01.154730, arrival_time=2021-04-10 02:07:05.345409, cost_time=0:00:00.384907 2021-04-10 02:07:04,491 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.81ms, fps=8527 images/s, loss=1.4812, top1-acc=61.25%, top5-acc=87.03%, remaining_time=0:00:00.685580, arrival_time=2021-04-10 02:07:05.176940, cost_time=0:00:00.685579 2021-04-10 02:07:04,797 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=2.09ms, fps=8377 images/s, loss=1.4810, top1-acc=61.08%, top5-acc=87.10%, remaining_time=0:00:00.330550, arrival_time=2021-04-10 02:07:05.127969, cost_time=0:00:00.991658 2021-04-10 02:07:05,075 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=8352 images/s, loss=1.5004, top1-acc=60.86%, top5-acc=87.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:05.075619, cost_time=0:00:01.269910 2021-04-10 02:07:05,212 INFO : Epoch=0088 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:57:04.776096, arrival_time=2021-04-10 03:04:09.988159, cost_time=0:44:50.895540 2021-04-10 02:07:05,213 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 02:07:06,886 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.61ms, fps=1531 images/s, loss=0.8003, top1-acc=76.17%, top5-acc=95.90%, remaining_time=0:00:31.103664, arrival_time=2021-04-10 02:07:37.989737, cost_time=0:00:01.672242 2021-04-10 02:07:08,445 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=2.40ms, fps=1642 images/s, loss=0.7901, top1-acc=76.37%, top5-acc=95.80%, remaining_time=0:00:28.438608, arrival_time=2021-04-10 02:07:36.884034, cost_time=0:00:03.231657 2021-04-10 02:07:09,927 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=0.7830, top1-acc=76.30%, top5-acc=95.85%, remaining_time=0:00:26.079762, arrival_time=2021-04-10 02:07:36.006781, cost_time=0:00:04.713224 2021-04-10 02:07:11,400 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.63ms, fps=1738 images/s, loss=0.7928, top1-acc=75.77%, top5-acc=95.72%, remaining_time=0:00:24.128676, arrival_time=2021-04-10 02:07:35.529371, cost_time=0:00:06.186846 2021-04-10 02:07:12,886 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.86ms, fps=1724 images/s, loss=0.7857, top1-acc=75.88%, top5-acc=95.80%, remaining_time=0:00:22.403992, arrival_time=2021-04-10 02:07:35.290300, cost_time=0:00:07.672615 2021-04-10 02:07:14,373 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.48ms, fps=1722 images/s, loss=0.7886, top1-acc=75.96%, top5-acc=95.77%, remaining_time=0:00:20.761352, arrival_time=2021-04-10 02:07:35.134612, cost_time=0:00:09.159422 2021-04-10 02:07:15,850 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.7887, top1-acc=76.02%, top5-acc=95.75%, remaining_time=0:00:19.146330, arrival_time=2021-04-10 02:07:34.996978, cost_time=0:00:10.636881 2021-04-10 02:07:17,337 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.40ms, fps=1723 images/s, loss=0.7868, top1-acc=76.04%, top5-acc=95.79%, remaining_time=0:00:17.578988, arrival_time=2021-04-10 02:07:34.916182, cost_time=0:00:12.123439 2021-04-10 02:07:18,818 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.86ms, fps=1729 images/s, loss=0.7839, top1-acc=76.16%, top5-acc=95.79%, remaining_time=0:00:16.022854, arrival_time=2021-04-10 02:07:34.840907, cost_time=0:00:13.604319 2021-04-10 02:07:20,303 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=2.56ms, fps=1724 images/s, loss=0.7828, top1-acc=76.22%, top5-acc=95.77%, remaining_time=0:00:14.485824, arrival_time=2021-04-10 02:07:34.789090, cost_time=0:00:15.089426 2021-04-10 02:07:21,792 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=2.17ms, fps=1720 images/s, loss=0.7894, top1-acc=76.07%, top5-acc=95.67%, remaining_time=0:00:12.961576, arrival_time=2021-04-10 02:07:34.754063, cost_time=0:00:16.578732 2021-04-10 02:07:23,276 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.84ms, fps=1726 images/s, loss=0.7917, top1-acc=75.94%, top5-acc=95.63%, remaining_time=0:00:11.439824, arrival_time=2021-04-10 02:07:34.716455, cost_time=0:00:18.062926 2021-04-10 02:07:24,758 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.37ms, fps=1728 images/s, loss=0.7939, top1-acc=75.87%, top5-acc=95.61%, remaining_time=0:00:09.922770, arrival_time=2021-04-10 02:07:34.681256, cost_time=0:00:19.544800 2021-04-10 02:07:26,235 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.47ms, fps=1733 images/s, loss=0.7986, top1-acc=75.74%, top5-acc=95.54%, remaining_time=0:00:08.408848, arrival_time=2021-04-10 02:07:34.644586, cost_time=0:00:21.022050 2021-04-10 02:07:27,712 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.8055, top1-acc=75.57%, top5-acc=95.46%, remaining_time=0:00:06.899540, arrival_time=2021-04-10 02:07:34.611880, cost_time=0:00:22.498500 2021-04-10 02:07:29,192 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.54ms, fps=1731 images/s, loss=0.8119, top1-acc=75.42%, top5-acc=95.42%, remaining_time=0:00:05.395104, arrival_time=2021-04-10 02:07:34.587070, cost_time=0:00:23.978215 2021-04-10 02:07:30,673 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.88ms, fps=1729 images/s, loss=0.8147, top1-acc=75.30%, top5-acc=95.38%, remaining_time=0:00:03.893812, arrival_time=2021-04-10 02:07:34.567102, cost_time=0:00:25.459600 2021-04-10 02:07:32,143 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.96ms, fps=1741 images/s, loss=0.8171, top1-acc=75.25%, top5-acc=95.37%, remaining_time=0:00:02.393792, arrival_time=2021-04-10 02:07:34.537678, cost_time=0:00:26.930203 2021-04-10 02:07:33,618 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.21ms, fps=1737 images/s, loss=0.8189, top1-acc=75.16%, top5-acc=95.36%, remaining_time=0:00:00.896976, arrival_time=2021-04-10 02:07:34.514994, cost_time=0:00:28.404281 2021-04-10 02:07:34,422 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=2.25ms, fps=1692 images/s, loss=0.8202, top1-acc=75.14%, top5-acc=95.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:34.422415, cost_time=0:00:29.208675 2021-04-10 02:07:34,836 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=3.52ms, fps=6212 images/s, loss=1.6557, top1-acc=57.50%, top5-acc=85.82%, remaining_time=0:00:01.236300, arrival_time=2021-04-10 02:07:36.073036, cost_time=0:00:00.412099 2021-04-10 02:07:35,141 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.31ms, fps=8427 images/s, loss=1.6125, top1-acc=58.28%, top5-acc=85.84%, remaining_time=0:00:00.716340, arrival_time=2021-04-10 02:07:35.857302, cost_time=0:00:00.716331 2021-04-10 02:07:35,443 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.71ms, fps=8476 images/s, loss=1.6216, top1-acc=58.12%, top5-acc=85.72%, remaining_time=0:00:00.339590, arrival_time=2021-04-10 02:07:35.783010, cost_time=0:00:01.018784 2021-04-10 02:07:35,727 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.07ms, fps=8177 images/s, loss=1.6182, top1-acc=58.19%, top5-acc=85.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:35.727604, cost_time=0:00:01.302935 2021-04-10 02:07:35,825 INFO : Epoch=0089 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:56:34.241916, arrival_time=2021-04-10 03:04:10.067704, cost_time=0:45:21.509289 2021-04-10 02:07:35,826 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 02:07:37,493 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.45ms, fps=1536 images/s, loss=0.8218, top1-acc=74.69%, top5-acc=94.77%, remaining_time=0:00:31.006386, arrival_time=2021-04-10 02:08:08.500252, cost_time=0:00:01.667011 2021-04-10 02:07:38,997 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.80ms, fps=1704 images/s, loss=0.7884, top1-acc=76.17%, top5-acc=95.41%, remaining_time=0:00:27.898288, arrival_time=2021-04-10 02:08:06.895359, cost_time=0:00:03.170254 2021-04-10 02:07:40,475 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.35ms, fps=1732 images/s, loss=0.7800, top1-acc=76.24%, top5-acc=95.66%, remaining_time=0:00:25.724190, arrival_time=2021-04-10 02:08:06.199993, cost_time=0:00:04.648937 2021-04-10 02:07:41,949 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.72ms, fps=1738 images/s, loss=0.7805, top1-acc=76.42%, top5-acc=95.66%, remaining_time=0:00:23.878296, arrival_time=2021-04-10 02:08:05.827897, cost_time=0:00:06.122658 2021-04-10 02:07:43,421 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=2.25ms, fps=1740 images/s, loss=0.7777, top1-acc=76.33%, top5-acc=95.66%, remaining_time=0:00:22.175502, arrival_time=2021-04-10 02:08:05.596700, cost_time=0:00:07.594329 2021-04-10 02:07:44,906 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.90ms, fps=1724 images/s, loss=0.7818, top1-acc=76.17%, top5-acc=95.69%, remaining_time=0:00:20.580608, arrival_time=2021-04-10 02:08:05.487141, cost_time=0:00:09.079666 2021-04-10 02:07:46,390 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.12ms, fps=1726 images/s, loss=0.7820, top1-acc=76.20%, top5-acc=95.69%, remaining_time=0:00:19.014660, arrival_time=2021-04-10 02:08:05.405340, cost_time=0:00:10.563718 2021-04-10 02:07:47,892 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.88ms, fps=1706 images/s, loss=0.7839, top1-acc=76.17%, top5-acc=95.65%, remaining_time=0:00:17.494656, arrival_time=2021-04-10 02:08:05.386796, cost_time=0:00:12.065311 2021-04-10 02:07:49,399 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.08ms, fps=1699 images/s, loss=0.7895, top1-acc=76.11%, top5-acc=95.66%, remaining_time=0:00:15.985860, arrival_time=2021-04-10 02:08:05.385583, cost_time=0:00:13.572907 2021-04-10 02:07:50,872 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.86ms, fps=1739 images/s, loss=0.7904, top1-acc=76.00%, top5-acc=95.77%, remaining_time=0:00:14.443392, arrival_time=2021-04-10 02:08:05.315415, cost_time=0:00:15.045205 2021-04-10 02:07:52,348 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.96ms, fps=1735 images/s, loss=0.7951, top1-acc=75.84%, top5-acc=95.71%, remaining_time=0:00:12.916598, arrival_time=2021-04-10 02:08:05.264788, cost_time=0:00:16.521235 2021-04-10 02:07:53,844 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.83ms, fps=1712 images/s, loss=0.7971, top1-acc=75.79%, top5-acc=95.69%, remaining_time=0:00:11.411096, arrival_time=2021-04-10 02:08:05.255458, cost_time=0:00:18.017497 2021-04-10 02:07:55,328 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.48ms, fps=1726 images/s, loss=0.8020, top1-acc=75.66%, top5-acc=95.60%, remaining_time=0:00:09.900594, arrival_time=2021-04-10 02:08:05.228647, cost_time=0:00:19.501189 2021-04-10 02:07:56,803 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.53ms, fps=1735 images/s, loss=0.8022, top1-acc=75.65%, top5-acc=95.60%, remaining_time=0:00:08.390760, arrival_time=2021-04-10 02:08:05.194479, cost_time=0:00:20.976903 2021-04-10 02:07:58,283 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=2.08ms, fps=1730 images/s, loss=0.8033, top1-acc=75.62%, top5-acc=95.60%, remaining_time=0:00:06.886752, arrival_time=2021-04-10 02:08:05.170413, cost_time=0:00:22.456746 2021-04-10 02:07:59,790 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.55ms, fps=1700 images/s, loss=0.8083, top1-acc=75.47%, top5-acc=95.54%, remaining_time=0:00:05.391756, arrival_time=2021-04-10 02:08:05.182316, cost_time=0:00:23.963409 2021-04-10 02:08:01,271 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=0.8110, top1-acc=75.40%, top5-acc=95.54%, remaining_time=0:00:03.891550, arrival_time=2021-04-10 02:08:05.163101, cost_time=0:00:25.444724 2021-04-10 02:08:02,751 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.57ms, fps=1730 images/s, loss=0.8149, top1-acc=75.29%, top5-acc=95.50%, remaining_time=0:00:02.393296, arrival_time=2021-04-10 02:08:05.144857, cost_time=0:00:26.924658 2021-04-10 02:08:04,249 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.84ms, fps=1710 images/s, loss=0.8177, top1-acc=75.23%, top5-acc=95.45%, remaining_time=0:00:00.897546, arrival_time=2021-04-10 02:08:05.146584, cost_time=0:00:28.422220 2021-04-10 02:08:05,047 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=2.06ms, fps=1703 images/s, loss=0.8183, top1-acc=75.22%, top5-acc=95.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:05.047877, cost_time=0:00:29.220990 2021-04-10 02:08:05,465 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.41ms, fps=6153 images/s, loss=1.7118, top1-acc=55.74%, top5-acc=85.35%, remaining_time=0:00:01.248120, arrival_time=2021-04-10 02:08:06.713581, cost_time=0:00:00.416043 2021-04-10 02:08:05,767 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=0.41ms, fps=8501 images/s, loss=1.6948, top1-acc=57.21%, top5-acc=85.31%, remaining_time=0:00:00.717520, arrival_time=2021-04-10 02:08:06.484501, cost_time=0:00:00.717530 2021-04-10 02:08:06,073 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=0.36ms, fps=8362 images/s, loss=1.6750, top1-acc=57.33%, top5-acc=85.62%, remaining_time=0:00:00.341380, arrival_time=2021-04-10 02:08:06.414982, cost_time=0:00:01.024128 2021-04-10 02:08:06,350 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.07ms, fps=8406 images/s, loss=1.6741, top1-acc=57.35%, top5-acc=85.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:06.350089, cost_time=0:00:01.300652 2021-04-10 02:08:06,408 INFO : Epoch=0090 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:56:03.668330, arrival_time=2021-04-10 03:04:10.077064, cost_time=0:45:52.092243 2021-04-10 02:08:06,410 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 02:08:08,073 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.15ms, fps=1539 images/s, loss=0.7516, top1-acc=77.11%, top5-acc=96.17%, remaining_time=0:00:30.933288, arrival_time=2021-04-10 02:08:39.006536, cost_time=0:00:01.663077 2021-04-10 02:08:09,557 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.45ms, fps=1725 images/s, loss=0.7457, top1-acc=77.70%, top5-acc=96.29%, remaining_time=0:00:27.696944, arrival_time=2021-04-10 02:08:37.254496, cost_time=0:00:03.147374 2021-04-10 02:08:11,080 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=2.08ms, fps=1682 images/s, loss=0.7441, top1-acc=77.71%, top5-acc=96.22%, remaining_time=0:00:25.842050, arrival_time=2021-04-10 02:08:36.922415, cost_time=0:00:04.670249 2021-04-10 02:08:12,562 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.98ms, fps=1728 images/s, loss=0.7421, top1-acc=77.45%, top5-acc=96.20%, remaining_time=0:00:23.992800, arrival_time=2021-04-10 02:08:36.554985, cost_time=0:00:06.151989 2021-04-10 02:08:14,051 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.91ms, fps=1720 images/s, loss=0.7400, top1-acc=77.55%, top5-acc=96.22%, remaining_time=0:00:22.310990, arrival_time=2021-04-10 02:08:36.361984, cost_time=0:00:07.640759 2021-04-10 02:08:15,536 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.86ms, fps=1725 images/s, loss=0.7445, top1-acc=77.53%, top5-acc=96.11%, remaining_time=0:00:20.685464, arrival_time=2021-04-10 02:08:36.221582, cost_time=0:00:09.125955 2021-04-10 02:08:17,027 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.46ms, fps=1717 images/s, loss=0.7471, top1-acc=77.28%, top5-acc=96.12%, remaining_time=0:00:19.111428, arrival_time=2021-04-10 02:08:36.139110, cost_time=0:00:10.617429 2021-04-10 02:08:18,517 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.97ms, fps=1719 images/s, loss=0.7509, top1-acc=77.21%, top5-acc=96.08%, remaining_time=0:00:17.555324, arrival_time=2021-04-10 02:08:36.072585, cost_time=0:00:12.107128 2021-04-10 02:08:19,999 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.66ms, fps=1728 images/s, loss=0.7531, top1-acc=77.16%, top5-acc=96.09%, remaining_time=0:00:16.005046, arrival_time=2021-04-10 02:08:36.004394, cost_time=0:00:13.589188 2021-04-10 02:08:21,478 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.47ms, fps=1731 images/s, loss=0.7595, top1-acc=76.95%, top5-acc=96.01%, remaining_time=0:00:14.465568, arrival_time=2021-04-10 02:08:35.943987, cost_time=0:00:15.068258 2021-04-10 02:08:22,955 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=2.02ms, fps=1733 images/s, loss=0.7669, top1-acc=76.78%, top5-acc=95.92%, remaining_time=0:00:12.935690, arrival_time=2021-04-10 02:08:35.891539, cost_time=0:00:16.545699 2021-04-10 02:08:24,442 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.64ms, fps=1723 images/s, loss=0.7738, top1-acc=76.55%, top5-acc=95.87%, remaining_time=0:00:11.420520, arrival_time=2021-04-10 02:08:35.863156, cost_time=0:00:18.032445 2021-04-10 02:08:25,920 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.06ms, fps=1733 images/s, loss=0.7754, top1-acc=76.48%, top5-acc=95.90%, remaining_time=0:00:09.905016, arrival_time=2021-04-10 02:08:35.825027, cost_time=0:00:19.509881 2021-04-10 02:08:27,397 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.74ms, fps=1733 images/s, loss=0.7760, top1-acc=76.44%, top5-acc=95.91%, remaining_time=0:00:08.395072, arrival_time=2021-04-10 02:08:35.792930, cost_time=0:00:20.987694 2021-04-10 02:08:28,893 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=2.13ms, fps=1713 images/s, loss=0.7810, top1-acc=76.31%, top5-acc=95.82%, remaining_time=0:00:06.894756, arrival_time=2021-04-10 02:08:35.787916, cost_time=0:00:22.482858 2021-04-10 02:08:30,379 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=2.06ms, fps=1723 images/s, loss=0.7899, top1-acc=76.07%, top5-acc=95.72%, remaining_time=0:00:05.393196, arrival_time=2021-04-10 02:08:35.773119, cost_time=0:00:23.969793 2021-04-10 02:08:31,865 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=2.86ms, fps=1724 images/s, loss=0.7937, top1-acc=75.91%, top5-acc=95.68%, remaining_time=0:00:03.893110, arrival_time=2021-04-10 02:08:35.758295, cost_time=0:00:25.454932 2021-04-10 02:08:33,371 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=8.99ms, fps=1700 images/s, loss=0.7982, top1-acc=75.79%, top5-acc=95.63%, remaining_time=0:00:02.396560, arrival_time=2021-04-10 02:08:35.768080, cost_time=0:00:26.961254 2021-04-10 02:08:34,858 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.28ms, fps=1723 images/s, loss=0.8011, top1-acc=75.72%, top5-acc=95.60%, remaining_time=0:00:00.898350, arrival_time=2021-04-10 02:08:35.756325, cost_time=0:00:28.447784 2021-04-10 02:08:35,665 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.75ms, fps=1687 images/s, loss=0.8008, top1-acc=75.75%, top5-acc=95.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:35.665000, cost_time=0:00:29.254736 2021-04-10 02:08:36,073 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.28ms, fps=6300 images/s, loss=2.0339, top1-acc=51.64%, top5-acc=81.64%, remaining_time=0:00:01.219050, arrival_time=2021-04-10 02:08:37.292816, cost_time=0:00:00.406352 2021-04-10 02:08:36,373 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.83ms, fps=8566 images/s, loss=2.0003, top1-acc=52.25%, top5-acc=82.15%, remaining_time=0:00:00.705720, arrival_time=2021-04-10 02:08:37.078849, cost_time=0:00:00.705720 2021-04-10 02:08:36,674 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.84ms, fps=8499 images/s, loss=1.9592, top1-acc=53.16%, top5-acc=82.66%, remaining_time=0:00:00.335800, arrival_time=2021-04-10 02:08:37.010597, cost_time=0:00:01.007400 2021-04-10 02:08:36,951 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.07ms, fps=8403 images/s, loss=1.9599, top1-acc=53.20%, top5-acc=82.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:36.951260, cost_time=0:00:01.283912 2021-04-10 02:08:37,028 INFO : Epoch=0091 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:55:33.138032, arrival_time=2021-04-10 03:04:10.166144, cost_time=0:46:22.711556 2021-04-10 02:08:37,029 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 02:08:38,794 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=0.42ms, fps=1450 images/s, loss=0.7578, top1-acc=75.51%, top5-acc=96.80%, remaining_time=0:00:32.835138, arrival_time=2021-04-10 02:09:11.629625, cost_time=0:00:01.765331 2021-04-10 02:08:40,286 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.82ms, fps=1717 images/s, loss=0.7695, top1-acc=76.05%, top5-acc=96.29%, remaining_time=0:00:28.661248, arrival_time=2021-04-10 02:09:08.947359, cost_time=0:00:03.256965 2021-04-10 02:08:41,764 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.45ms, fps=1731 images/s, loss=0.7661, top1-acc=76.11%, top5-acc=96.25%, remaining_time=0:00:26.204760, arrival_time=2021-04-10 02:09:07.969703, cost_time=0:00:04.735790 2021-04-10 02:08:43,263 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=17.52ms, fps=1709 images/s, loss=0.7633, top1-acc=76.42%, top5-acc=96.15%, remaining_time=0:00:24.311508, arrival_time=2021-04-10 02:09:07.574539, cost_time=0:00:06.233729 2021-04-10 02:08:44,736 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.72ms, fps=1738 images/s, loss=0.7720, top1-acc=76.05%, top5-acc=95.98%, remaining_time=0:00:22.505754, arrival_time=2021-04-10 02:09:07.242460, cost_time=0:00:07.707461 2021-04-10 02:08:46,217 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.83ms, fps=1730 images/s, loss=0.7722, top1-acc=76.18%, top5-acc=95.94%, remaining_time=0:00:20.826632, arrival_time=2021-04-10 02:09:07.044056, cost_time=0:00:09.188228 2021-04-10 02:08:47,697 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.36ms, fps=1730 images/s, loss=0.7782, top1-acc=76.08%, top5-acc=95.89%, remaining_time=0:00:19.203030, arrival_time=2021-04-10 02:09:06.900671, cost_time=0:00:10.668336 2021-04-10 02:08:49,180 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.34ms, fps=1727 images/s, loss=0.7874, top1-acc=75.82%, top5-acc=95.75%, remaining_time=0:00:17.619704, arrival_time=2021-04-10 02:09:06.800439, cost_time=0:00:12.151521 2021-04-10 02:08:50,659 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.48ms, fps=1732 images/s, loss=0.7865, top1-acc=75.86%, top5-acc=95.74%, remaining_time=0:00:16.053806, arrival_time=2021-04-10 02:09:06.713563, cost_time=0:00:13.630563 2021-04-10 02:08:52,125 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.7865, top1-acc=75.89%, top5-acc=95.79%, remaining_time=0:00:14.492160, arrival_time=2021-04-10 02:09:06.617379, cost_time=0:00:15.096009 2021-04-10 02:08:53,639 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.57ms, fps=1691 images/s, loss=0.7890, top1-acc=75.85%, top5-acc=95.72%, remaining_time=0:00:12.986172, arrival_time=2021-04-10 02:09:06.625553, cost_time=0:00:16.610180 2021-04-10 02:08:55,124 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.60ms, fps=1725 images/s, loss=0.7896, top1-acc=75.83%, top5-acc=95.72%, remaining_time=0:00:11.459888, arrival_time=2021-04-10 02:09:06.583777, cost_time=0:00:18.094586 2021-04-10 02:08:56,614 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.84ms, fps=1718 images/s, loss=0.7882, top1-acc=75.92%, top5-acc=95.75%, remaining_time=0:00:09.943494, arrival_time=2021-04-10 02:09:06.558401, cost_time=0:00:19.585699 2021-04-10 02:08:58,095 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.81ms, fps=1730 images/s, loss=0.7893, top1-acc=75.92%, top5-acc=95.73%, remaining_time=0:00:08.426488, arrival_time=2021-04-10 02:09:06.521899, cost_time=0:00:21.066203 2021-04-10 02:08:59,574 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.73ms, fps=1732 images/s, loss=0.7902, top1-acc=75.91%, top5-acc=95.68%, remaining_time=0:00:06.913938, arrival_time=2021-04-10 02:09:06.488544, cost_time=0:00:22.545409 2021-04-10 02:09:01,062 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.89ms, fps=1721 images/s, loss=0.7910, top1-acc=75.87%, top5-acc=95.67%, remaining_time=0:00:05.407560, arrival_time=2021-04-10 02:09:06.470315, cost_time=0:00:24.033549 2021-04-10 02:09:02,549 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.50ms, fps=1723 images/s, loss=0.7949, top1-acc=75.78%, top5-acc=95.61%, remaining_time=0:00:03.903068, arrival_time=2021-04-10 02:09:06.452421, cost_time=0:00:25.520116 2021-04-10 02:09:04,024 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.60ms, fps=1736 images/s, loss=0.7988, top1-acc=75.63%, top5-acc=95.57%, remaining_time=0:00:02.399584, arrival_time=2021-04-10 02:09:06.424166, cost_time=0:00:26.995263 2021-04-10 02:09:05,507 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.83ms, fps=1727 images/s, loss=0.8024, top1-acc=75.53%, top5-acc=95.54%, remaining_time=0:00:00.899316, arrival_time=2021-04-10 02:09:06.406850, cost_time=0:00:28.478376 2021-04-10 02:09:06,307 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.46ms, fps=1702 images/s, loss=0.8060, top1-acc=75.49%, top5-acc=95.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:06.307083, cost_time=0:00:29.277876 2021-04-10 02:09:06,700 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=4.13ms, fps=6536 images/s, loss=1.6489, top1-acc=58.83%, top5-acc=86.76%, remaining_time=0:00:01.175040, arrival_time=2021-04-10 02:09:07.875972, cost_time=0:00:00.391675 2021-04-10 02:09:07,006 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.49ms, fps=8402 images/s, loss=1.6629, top1-acc=58.32%, top5-acc=86.35%, remaining_time=0:00:00.696680, arrival_time=2021-04-10 02:09:07.702914, cost_time=0:00:00.696686 2021-04-10 02:09:07,326 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.86ms, fps=8007 images/s, loss=1.6515, top1-acc=58.53%, top5-acc=86.37%, remaining_time=0:00:00.339170, arrival_time=2021-04-10 02:09:07.665984, cost_time=0:00:01.017507 2021-04-10 02:09:07,603 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.06ms, fps=8402 images/s, loss=1.6643, top1-acc=58.54%, top5-acc=86.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:07.603307, cost_time=0:00:01.294055 2021-04-10 02:09:07,680 INFO : Epoch=0092 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:55:02.644212, arrival_time=2021-04-10 03:04:10.324302, cost_time=0:46:53.363586 2021-04-10 02:09:07,681 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 02:09:09,370 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.43ms, fps=1516 images/s, loss=0.8702, top1-acc=74.26%, top5-acc=94.73%, remaining_time=0:00:31.416702, arrival_time=2021-04-10 02:09:40.786950, cost_time=0:00:01.689066 2021-04-10 02:09:10,853 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.72ms, fps=1727 images/s, loss=0.8225, top1-acc=75.47%, top5-acc=95.47%, remaining_time=0:00:27.914832, arrival_time=2021-04-10 02:09:38.768105, cost_time=0:00:03.172143 2021-04-10 02:09:12,325 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.82ms, fps=1739 images/s, loss=0.7949, top1-acc=75.99%, top5-acc=95.65%, remaining_time=0:00:25.699124, arrival_time=2021-04-10 02:09:38.024663, cost_time=0:00:04.644406 2021-04-10 02:09:13,810 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.54ms, fps=1725 images/s, loss=0.7882, top1-acc=76.09%, top5-acc=95.68%, remaining_time=0:00:23.902632, arrival_time=2021-04-10 02:09:37.712789, cost_time=0:00:06.128884 2021-04-10 02:09:15,296 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=2.18ms, fps=1723 images/s, loss=0.7826, top1-acc=76.33%, top5-acc=95.70%, remaining_time=0:00:22.236676, arrival_time=2021-04-10 02:09:37.533190, cost_time=0:00:07.615286 2021-04-10 02:09:16,789 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.63ms, fps=1715 images/s, loss=0.7729, top1-acc=76.41%, top5-acc=95.81%, remaining_time=0:00:20.646296, arrival_time=2021-04-10 02:09:37.436106, cost_time=0:00:09.108669 2021-04-10 02:09:18,263 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.92ms, fps=1738 images/s, loss=0.7792, top1-acc=76.32%, top5-acc=95.80%, remaining_time=0:00:19.048050, arrival_time=2021-04-10 02:09:37.311505, cost_time=0:00:10.582278 2021-04-10 02:09:19,752 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.54ms, fps=1720 images/s, loss=0.7797, top1-acc=76.29%, top5-acc=95.84%, remaining_time=0:00:17.503008, arrival_time=2021-04-10 02:09:37.255237, cost_time=0:00:12.071017 2021-04-10 02:09:21,234 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.88ms, fps=1728 images/s, loss=0.7737, top1-acc=76.40%, top5-acc=95.93%, remaining_time=0:00:15.963070, arrival_time=2021-04-10 02:09:37.197736, cost_time=0:00:13.553530 2021-04-10 02:09:22,709 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.94ms, fps=1736 images/s, loss=0.7754, top1-acc=76.30%, top5-acc=95.98%, remaining_time=0:00:14.426976, arrival_time=2021-04-10 02:09:37.136244, cost_time=0:00:15.028137 2021-04-10 02:09:24,210 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=2.12ms, fps=1706 images/s, loss=0.7772, top1-acc=76.32%, top5-acc=95.89%, remaining_time=0:00:12.922790, arrival_time=2021-04-10 02:09:37.133020, cost_time=0:00:16.529098 2021-04-10 02:09:25,683 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.42ms, fps=1738 images/s, loss=0.7790, top1-acc=76.32%, top5-acc=95.87%, remaining_time=0:00:11.401596, arrival_time=2021-04-10 02:09:37.085356, cost_time=0:00:18.002485 2021-04-10 02:09:27,163 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.44ms, fps=1731 images/s, loss=0.7808, top1-acc=76.25%, top5-acc=95.87%, remaining_time=0:00:09.891024, arrival_time=2021-04-10 02:09:37.054579, cost_time=0:00:19.482357 2021-04-10 02:09:28,643 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.96ms, fps=1730 images/s, loss=0.7822, top1-acc=76.27%, top5-acc=95.88%, remaining_time=0:00:08.384936, arrival_time=2021-04-10 02:09:37.028360, cost_time=0:00:20.962292 2021-04-10 02:09:30,133 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.84ms, fps=1718 images/s, loss=0.7854, top1-acc=76.15%, top5-acc=95.85%, remaining_time=0:00:06.885510, arrival_time=2021-04-10 02:09:37.019403, cost_time=0:00:22.452766 2021-04-10 02:09:31,615 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.52ms, fps=1729 images/s, loss=0.7884, top1-acc=76.08%, top5-acc=95.81%, remaining_time=0:00:05.385096, arrival_time=2021-04-10 02:09:37.000135, cost_time=0:00:23.933749 2021-04-10 02:09:33,096 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.58ms, fps=1729 images/s, loss=0.7896, top1-acc=76.04%, top5-acc=95.79%, remaining_time=0:00:03.887052, arrival_time=2021-04-10 02:09:36.983722, cost_time=0:00:25.415372 2021-04-10 02:09:34,577 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=4.05ms, fps=1730 images/s, loss=0.7907, top1-acc=76.01%, top5-acc=95.77%, remaining_time=0:00:02.390752, arrival_time=2021-04-10 02:09:36.967895, cost_time=0:00:26.895966 2021-04-10 02:09:36,051 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.85ms, fps=1737 images/s, loss=0.7917, top1-acc=76.01%, top5-acc=95.74%, remaining_time=0:00:00.895914, arrival_time=2021-04-10 02:09:36.947672, cost_time=0:00:28.370548 2021-04-10 02:09:36,844 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.54ms, fps=1718 images/s, loss=0.7922, top1-acc=75.99%, top5-acc=95.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:36.844084, cost_time=0:00:29.162949 2021-04-10 02:09:37,224 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=3.03ms, fps=6754 images/s, loss=1.7253, top1-acc=57.81%, top5-acc=83.71%, remaining_time=0:00:01.137120, arrival_time=2021-04-10 02:09:38.361690, cost_time=0:00:00.379041 2021-04-10 02:09:37,524 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.30ms, fps=8560 images/s, loss=1.6740, top1-acc=58.85%, top5-acc=84.57%, remaining_time=0:00:00.678580, arrival_time=2021-04-10 02:09:38.202662, cost_time=0:00:00.678583 2021-04-10 02:09:37,829 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.81ms, fps=8387 images/s, loss=1.6720, top1-acc=58.87%, top5-acc=84.93%, remaining_time=0:00:00.328100, arrival_time=2021-04-10 02:09:38.157888, cost_time=0:00:00.984290 2021-04-10 02:09:38,111 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=8257 images/s, loss=1.6995, top1-acc=58.33%, top5-acc=84.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:38.111257, cost_time=0:00:01.265804 2021-04-10 02:09:38,182 INFO : Epoch=0093 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:54:31.975149, arrival_time=2021-04-10 03:04:10.157905, cost_time=0:47:23.866258 2021-04-10 02:09:38,183 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 02:09:39,856 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.87ms, fps=1530 images/s, loss=0.7462, top1-acc=76.99%, top5-acc=96.17%, remaining_time=0:00:31.113894, arrival_time=2021-04-10 02:10:10.970530, cost_time=0:00:01.672790 2021-04-10 02:09:41,371 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=2.75ms, fps=1690 images/s, loss=0.7724, top1-acc=76.13%, top5-acc=96.07%, remaining_time=0:00:28.054576, arrival_time=2021-04-10 02:10:09.426482, cost_time=0:00:03.188015 2021-04-10 02:09:42,859 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.37ms, fps=1722 images/s, loss=0.7698, top1-acc=76.32%, top5-acc=96.02%, remaining_time=0:00:25.869938, arrival_time=2021-04-10 02:10:08.729020, cost_time=0:00:04.675294 2021-04-10 02:09:44,376 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.85ms, fps=1688 images/s, loss=0.7617, top1-acc=76.50%, top5-acc=95.99%, remaining_time=0:00:24.148956, arrival_time=2021-04-10 02:10:08.524915, cost_time=0:00:06.192024 2021-04-10 02:09:45,864 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.46ms, fps=1721 images/s, loss=0.7618, top1-acc=76.79%, top5-acc=95.91%, remaining_time=0:00:22.425600, arrival_time=2021-04-10 02:10:08.289533, cost_time=0:00:07.680017 2021-04-10 02:09:47,347 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.36ms, fps=1726 images/s, loss=0.7594, top1-acc=76.83%, top5-acc=96.02%, remaining_time=0:00:20.771552, arrival_time=2021-04-10 02:10:08.119296, cost_time=0:00:09.163892 2021-04-10 02:09:48,823 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.48ms, fps=1735 images/s, loss=0.7600, top1-acc=76.84%, top5-acc=95.96%, remaining_time=0:00:19.151244, arrival_time=2021-04-10 02:10:07.974816, cost_time=0:00:10.639572 2021-04-10 02:09:50,301 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.40ms, fps=1733 images/s, loss=0.7575, top1-acc=76.97%, top5-acc=95.97%, remaining_time=0:00:17.570752, arrival_time=2021-04-10 02:10:07.872316, cost_time=0:00:12.117767 2021-04-10 02:09:51,781 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.09ms, fps=1731 images/s, loss=0.7550, top1-acc=77.03%, top5-acc=95.95%, remaining_time=0:00:16.014798, arrival_time=2021-04-10 02:10:07.796045, cost_time=0:00:13.597457 2021-04-10 02:09:53,261 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=2.01ms, fps=1729 images/s, loss=0.7605, top1-acc=76.84%, top5-acc=95.95%, remaining_time=0:00:14.474976, arrival_time=2021-04-10 02:10:07.736863, cost_time=0:00:15.078098 2021-04-10 02:09:54,749 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.95ms, fps=1722 images/s, loss=0.7594, top1-acc=76.89%, top5-acc=95.94%, remaining_time=0:00:12.951256, arrival_time=2021-04-10 02:10:07.700602, cost_time=0:00:16.565514 2021-04-10 02:09:56,236 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=2.14ms, fps=1723 images/s, loss=0.7595, top1-acc=76.89%, top5-acc=95.98%, remaining_time=0:00:11.433288, arrival_time=2021-04-10 02:10:07.669714, cost_time=0:00:18.052564 2021-04-10 02:09:57,708 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.37ms, fps=1739 images/s, loss=0.7636, top1-acc=76.89%, top5-acc=95.92%, remaining_time=0:00:09.912738, arrival_time=2021-04-10 02:10:07.621630, cost_time=0:00:19.525033 2021-04-10 02:09:59,191 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.87ms, fps=1727 images/s, loss=0.7682, top1-acc=76.73%, top5-acc=95.91%, remaining_time=0:00:08.403192, arrival_time=2021-04-10 02:10:07.594986, cost_time=0:00:21.007955 2021-04-10 02:10:00,663 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.88ms, fps=1740 images/s, loss=0.7715, top1-acc=76.63%, top5-acc=95.89%, remaining_time=0:00:06.893790, arrival_time=2021-04-10 02:10:07.557381, cost_time=0:00:22.479807 2021-04-10 02:10:02,131 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=0.7725, top1-acc=76.56%, top5-acc=95.87%, remaining_time=0:00:05.388192, arrival_time=2021-04-10 02:10:07.519470, cost_time=0:00:23.947457 2021-04-10 02:10:03,607 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=2.06ms, fps=1735 images/s, loss=0.7749, top1-acc=76.48%, top5-acc=95.85%, remaining_time=0:00:03.888326, arrival_time=2021-04-10 02:10:07.495880, cost_time=0:00:25.423725 2021-04-10 02:10:05,085 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.39ms, fps=1733 images/s, loss=0.7783, top1-acc=76.42%, top5-acc=95.82%, remaining_time=0:00:02.391216, arrival_time=2021-04-10 02:10:07.476185, cost_time=0:00:26.901186 2021-04-10 02:10:06,560 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.64ms, fps=1736 images/s, loss=0.7813, top1-acc=76.34%, top5-acc=95.80%, remaining_time=0:00:00.896106, arrival_time=2021-04-10 02:10:07.456633, cost_time=0:00:28.376597 2021-04-10 02:10:07,354 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.38ms, fps=1713 images/s, loss=0.7830, top1-acc=76.28%, top5-acc=95.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:07.354708, cost_time=0:00:29.170929 2021-04-10 02:10:07,734 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=6.86ms, fps=6761 images/s, loss=1.8406, top1-acc=55.00%, top5-acc=84.14%, remaining_time=0:00:01.135860, arrival_time=2021-04-10 02:10:08.870497, cost_time=0:00:00.378622 2021-04-10 02:10:08,035 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.29ms, fps=8516 images/s, loss=1.7449, top1-acc=56.78%, top5-acc=84.69%, remaining_time=0:00:00.679660, arrival_time=2021-04-10 02:10:08.715344, cost_time=0:00:00.679651 2021-04-10 02:10:08,336 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.33ms, fps=8521 images/s, loss=1.7177, top1-acc=57.19%, top5-acc=84.87%, remaining_time=0:00:00.326830, arrival_time=2021-04-10 02:10:08.663418, cost_time=0:00:00.980504 2021-04-10 02:10:08,614 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.07ms, fps=8380 images/s, loss=1.7282, top1-acc=56.97%, top5-acc=84.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:08.613982, cost_time=0:00:01.257985 2021-04-10 02:10:08,691 INFO : Epoch=0094 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:54:01.316760, arrival_time=2021-04-10 03:04:10.008474, cost_time=0:47:54.375214 2021-04-10 02:10:08,692 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 02:10:10,408 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=0.42ms, fps=1492 images/s, loss=0.7274, top1-acc=78.40%, top5-acc=95.94%, remaining_time=0:00:31.910718, arrival_time=2021-04-10 02:10:42.319093, cost_time=0:00:01.715634 2021-04-10 02:10:11,884 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=2.16ms, fps=1735 images/s, loss=0.7268, top1-acc=78.18%, top5-acc=96.15%, remaining_time=0:00:28.086432, arrival_time=2021-04-10 02:10:39.970851, cost_time=0:00:03.191641 2021-04-10 02:10:13,373 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=2.17ms, fps=1720 images/s, loss=0.7205, top1-acc=78.33%, top5-acc=96.33%, remaining_time=0:00:25.899818, arrival_time=2021-04-10 02:10:39.273349, cost_time=0:00:04.680694 2021-04-10 02:10:14,848 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.57ms, fps=1736 images/s, loss=0.7240, top1-acc=78.26%, top5-acc=96.30%, remaining_time=0:00:24.009336, arrival_time=2021-04-10 02:10:38.858256, cost_time=0:00:06.156222 2021-04-10 02:10:16,320 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.7293, top1-acc=78.01%, top5-acc=96.27%, remaining_time=0:00:22.270548, arrival_time=2021-04-10 02:10:38.590524, cost_time=0:00:07.626919 2021-04-10 02:10:17,796 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.61ms, fps=1735 images/s, loss=0.7333, top1-acc=77.79%, top5-acc=96.29%, remaining_time=0:00:20.635552, arrival_time=2021-04-10 02:10:38.432240, cost_time=0:00:09.103929 2021-04-10 02:10:19,277 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=0.7390, top1-acc=77.68%, top5-acc=96.19%, remaining_time=0:00:19.052838, arrival_time=2021-04-10 02:10:38.330406, cost_time=0:00:10.584881 2021-04-10 02:10:20,756 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.54ms, fps=1731 images/s, loss=0.7413, top1-acc=77.50%, top5-acc=96.21%, remaining_time=0:00:17.492684, arrival_time=2021-04-10 02:10:38.249366, cost_time=0:00:12.063928 2021-04-10 02:10:22,232 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.51ms, fps=1736 images/s, loss=0.7410, top1-acc=77.57%, top5-acc=96.23%, remaining_time=0:00:15.946216, arrival_time=2021-04-10 02:10:38.178206, cost_time=0:00:13.539261 2021-04-10 02:10:23,701 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.69ms, fps=1743 images/s, loss=0.7465, top1-acc=77.40%, top5-acc=96.12%, remaining_time=0:00:14.408544, arrival_time=2021-04-10 02:10:38.110214, cost_time=0:00:15.008852 2021-04-10 02:10:25,183 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.30ms, fps=1728 images/s, loss=0.7543, top1-acc=77.10%, top5-acc=96.07%, remaining_time=0:00:12.892948, arrival_time=2021-04-10 02:10:38.076671, cost_time=0:00:16.491021 2021-04-10 02:10:26,655 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.11ms, fps=1740 images/s, loss=0.7590, top1-acc=76.96%, top5-acc=96.04%, remaining_time=0:00:11.376592, arrival_time=2021-04-10 02:10:38.032377, cost_time=0:00:17.963040 2021-04-10 02:10:28,168 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.39ms, fps=1693 images/s, loss=0.7601, top1-acc=77.00%, top5-acc=96.06%, remaining_time=0:00:09.887658, arrival_time=2021-04-10 02:10:38.056042, cost_time=0:00:19.475695 2021-04-10 02:10:29,651 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.41ms, fps=1726 images/s, loss=0.7656, top1-acc=76.86%, top5-acc=95.99%, remaining_time=0:00:08.383592, arrival_time=2021-04-10 02:10:38.035379, cost_time=0:00:20.958950 2021-04-10 02:10:31,139 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=2.03ms, fps=1722 images/s, loss=0.7679, top1-acc=76.80%, top5-acc=95.96%, remaining_time=0:00:06.883486, arrival_time=2021-04-10 02:10:38.022461, cost_time=0:00:22.446203 2021-04-10 02:10:32,610 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.35ms, fps=1741 images/s, loss=0.7714, top1-acc=76.74%, top5-acc=95.89%, remaining_time=0:00:05.381424, arrival_time=2021-04-10 02:10:37.991562, cost_time=0:00:23.917449 2021-04-10 02:10:34,085 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.45ms, fps=1736 images/s, loss=0.7722, top1-acc=76.73%, top5-acc=95.86%, remaining_time=0:00:03.883594, arrival_time=2021-04-10 02:10:37.969164, cost_time=0:00:25.392809 2021-04-10 02:10:35,560 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.59ms, fps=1736 images/s, loss=0.7756, top1-acc=76.59%, top5-acc=95.81%, remaining_time=0:00:02.388272, arrival_time=2021-04-10 02:10:37.949051, cost_time=0:00:26.868086 2021-04-10 02:10:37,037 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.80ms, fps=1734 images/s, loss=0.7767, top1-acc=76.57%, top5-acc=95.77%, remaining_time=0:00:00.895110, arrival_time=2021-04-10 02:10:37.932912, cost_time=0:00:28.345116 2021-04-10 02:10:37,833 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.25ms, fps=1710 images/s, loss=0.7772, top1-acc=76.56%, top5-acc=95.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:37.833633, cost_time=0:00:29.140902 2021-04-10 02:10:38,227 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.38ms, fps=6540 images/s, loss=1.9007, top1-acc=54.22%, top5-acc=82.97%, remaining_time=0:00:01.174200, arrival_time=2021-04-10 02:10:39.401417, cost_time=0:00:00.391402 2021-04-10 02:10:38,529 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=0.43ms, fps=8478 images/s, loss=1.9261, top1-acc=53.95%, top5-acc=82.30%, remaining_time=0:00:00.693780, arrival_time=2021-04-10 02:10:39.223395, cost_time=0:00:00.693787 2021-04-10 02:10:38,832 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.97ms, fps=8475 images/s, loss=1.9620, top1-acc=53.37%, top5-acc=82.20%, remaining_time=0:00:00.332110, arrival_time=2021-04-10 02:10:39.164257, cost_time=0:00:00.996332 2021-04-10 02:10:39,114 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=8216 images/s, loss=1.9653, top1-acc=53.63%, top5-acc=82.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:39.114936, cost_time=0:00:01.279166 2021-04-10 02:10:39,206 INFO : Epoch=0095 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:53:30.667320, arrival_time=2021-04-10 03:04:09.873333, cost_time=0:48:24.889487 2021-04-10 02:10:39,207 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 02:10:40,915 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.33ms, fps=1499 images/s, loss=0.7509, top1-acc=76.91%, top5-acc=96.13%, remaining_time=0:00:31.757454, arrival_time=2021-04-10 02:11:12.672674, cost_time=0:00:01.707386 2021-04-10 02:10:42,394 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.32ms, fps=1731 images/s, loss=0.7431, top1-acc=77.32%, top5-acc=96.02%, remaining_time=0:00:28.044896, arrival_time=2021-04-10 02:11:10.439598, cost_time=0:00:03.186920 2021-04-10 02:10:43,871 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.80ms, fps=1734 images/s, loss=0.7514, top1-acc=76.93%, top5-acc=96.00%, remaining_time=0:00:25.807024, arrival_time=2021-04-10 02:11:09.678803, cost_time=0:00:04.663922 2021-04-10 02:10:45,351 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.51ms, fps=1731 images/s, loss=0.7411, top1-acc=77.13%, top5-acc=96.23%, remaining_time=0:00:23.959260, arrival_time=2021-04-10 02:11:09.310507, cost_time=0:00:06.143382 2021-04-10 02:10:46,817 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.63ms, fps=1747 images/s, loss=0.7393, top1-acc=77.37%, top5-acc=96.22%, remaining_time=0:00:22.219886, arrival_time=2021-04-10 02:11:09.037246, cost_time=0:00:07.609574 2021-04-10 02:10:48,303 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=2.12ms, fps=1723 images/s, loss=0.7420, top1-acc=77.25%, top5-acc=96.19%, remaining_time=0:00:20.616240, arrival_time=2021-04-10 02:11:08.919562, cost_time=0:00:09.095408 2021-04-10 02:10:49,786 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=2.11ms, fps=1727 images/s, loss=0.7479, top1-acc=77.14%, top5-acc=96.10%, remaining_time=0:00:19.041498, arrival_time=2021-04-10 02:11:08.827920, cost_time=0:00:10.578627 2021-04-10 02:10:51,283 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.36ms, fps=1710 images/s, loss=0.7484, top1-acc=77.04%, top5-acc=96.14%, remaining_time=0:00:17.510084, arrival_time=2021-04-10 02:11:08.793832, cost_time=0:00:12.075928 2021-04-10 02:10:52,756 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.7465, top1-acc=77.13%, top5-acc=96.13%, remaining_time=0:00:15.956816, arrival_time=2021-04-10 02:11:08.712875, cost_time=0:00:13.548274 2021-04-10 02:10:54,236 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=2.11ms, fps=1729 images/s, loss=0.7467, top1-acc=77.08%, top5-acc=96.15%, remaining_time=0:00:14.427744, arrival_time=2021-04-10 02:11:08.664493, cost_time=0:00:15.028916 2021-04-10 02:10:55,715 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.52ms, fps=1732 images/s, loss=0.7515, top1-acc=76.87%, top5-acc=96.12%, remaining_time=0:00:12.906192, arrival_time=2021-04-10 02:11:08.621966, cost_time=0:00:16.507917 2021-04-10 02:10:57,190 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.84ms, fps=1737 images/s, loss=0.7543, top1-acc=76.81%, top5-acc=96.05%, remaining_time=0:00:11.388904, arrival_time=2021-04-10 02:11:08.579238, cost_time=0:00:17.982492 2021-04-10 02:10:58,667 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=2.01ms, fps=1734 images/s, loss=0.7570, top1-acc=76.75%, top5-acc=96.04%, remaining_time=0:00:09.879474, arrival_time=2021-04-10 02:11:08.546827, cost_time=0:00:19.459572 2021-04-10 02:11:00,142 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.42ms, fps=1736 images/s, loss=0.7604, top1-acc=76.64%, top5-acc=96.01%, remaining_time=0:00:08.374016, arrival_time=2021-04-10 02:11:08.516848, cost_time=0:00:20.935003 2021-04-10 02:11:01,627 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.34ms, fps=1725 images/s, loss=0.7620, top1-acc=76.60%, top5-acc=95.99%, remaining_time=0:00:06.875344, arrival_time=2021-04-10 02:11:08.502750, cost_time=0:00:22.419624 2021-04-10 02:11:03,099 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.7621, top1-acc=76.57%, top5-acc=96.01%, remaining_time=0:00:05.375736, arrival_time=2021-04-10 02:11:08.475646, cost_time=0:00:23.892082 2021-04-10 02:11:04,576 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.52ms, fps=1734 images/s, loss=0.7636, top1-acc=76.54%, top5-acc=95.97%, remaining_time=0:00:03.879928, arrival_time=2021-04-10 02:11:08.456485, cost_time=0:00:25.368719 2021-04-10 02:11:06,054 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.7672, top1-acc=76.43%, top5-acc=95.95%, remaining_time=0:00:02.386384, arrival_time=2021-04-10 02:11:08.440982, cost_time=0:00:26.846779 2021-04-10 02:11:07,530 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.50ms, fps=1735 images/s, loss=0.7699, top1-acc=76.38%, top5-acc=95.92%, remaining_time=0:00:00.894396, arrival_time=2021-04-10 02:11:08.424946, cost_time=0:00:28.322622 2021-04-10 02:11:08,330 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.47ms, fps=1702 images/s, loss=0.7731, top1-acc=76.32%, top5-acc=95.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:08.330364, cost_time=0:00:29.122551 2021-04-10 02:11:08,719 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=2.48ms, fps=6619 images/s, loss=1.6353, top1-acc=59.06%, top5-acc=86.48%, remaining_time=0:00:01.160340, arrival_time=2021-04-10 02:11:09.879541, cost_time=0:00:00.386777 2021-04-10 02:11:09,030 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.41ms, fps=8232 images/s, loss=1.6348, top1-acc=59.39%, top5-acc=86.54%, remaining_time=0:00:00.698220, arrival_time=2021-04-10 02:11:09.728866, cost_time=0:00:00.698223 2021-04-10 02:11:09,329 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=1.78ms, fps=8570 images/s, loss=1.6709, top1-acc=58.72%, top5-acc=86.04%, remaining_time=0:00:00.332480, arrival_time=2021-04-10 02:11:09.662327, cost_time=0:00:00.997438 2021-04-10 02:11:09,606 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.06ms, fps=8404 images/s, loss=1.6350, top1-acc=58.94%, top5-acc=86.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:09.606282, cost_time=0:00:01.273930 2021-04-10 02:11:09,659 INFO : Epoch=0096 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:52:59.954336, arrival_time=2021-04-10 03:04:09.613304, cost_time=0:48:55.342474 2021-04-10 02:11:09,659 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 02:11:11,335 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=2.13ms, fps=1528 images/s, loss=0.7621, top1-acc=77.70%, top5-acc=95.90%, remaining_time=0:00:31.165230, arrival_time=2021-04-10 02:11:42.500767, cost_time=0:00:01.675553 2021-04-10 02:11:12,835 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=2.16ms, fps=1707 images/s, loss=0.7517, top1-acc=77.70%, top5-acc=96.05%, remaining_time=0:00:27.947216, arrival_time=2021-04-10 02:11:40.782955, cost_time=0:00:03.175817 2021-04-10 02:11:14,345 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.53ms, fps=1696 images/s, loss=0.7484, top1-acc=77.36%, top5-acc=96.21%, remaining_time=0:00:25.924884, arrival_time=2021-04-10 02:11:40.270106, cost_time=0:00:04.685234 2021-04-10 02:11:15,817 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.85ms, fps=1740 images/s, loss=0.7412, top1-acc=77.52%, top5-acc=96.18%, remaining_time=0:00:24.014016, arrival_time=2021-04-10 02:11:39.831344, cost_time=0:00:06.157420 2021-04-10 02:11:17,295 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=2.01ms, fps=1732 images/s, loss=0.7440, top1-acc=77.34%, top5-acc=96.24%, remaining_time=0:00:22.296098, arrival_time=2021-04-10 02:11:39.591751, cost_time=0:00:07.635673 2021-04-10 02:11:18,767 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=2.06ms, fps=1740 images/s, loss=0.7440, top1-acc=77.43%, top5-acc=96.22%, remaining_time=0:00:20.644120, arrival_time=2021-04-10 02:11:39.411788, cost_time=0:00:09.107704 2021-04-10 02:11:20,241 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.7476, top1-acc=77.49%, top5-acc=96.15%, remaining_time=0:00:19.047168, arrival_time=2021-04-10 02:11:39.288869, cost_time=0:00:10.581742 2021-04-10 02:11:21,718 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.71ms, fps=1734 images/s, loss=0.7461, top1-acc=77.54%, top5-acc=96.13%, remaining_time=0:00:17.484680, arrival_time=2021-04-10 02:11:39.202987, cost_time=0:00:12.058381 2021-04-10 02:11:23,192 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.55ms, fps=1738 images/s, loss=0.7427, top1-acc=77.60%, top5-acc=96.16%, remaining_time=0:00:15.937736, arrival_time=2021-04-10 02:11:39.129806, cost_time=0:00:13.532018 2021-04-10 02:11:24,664 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.56ms, fps=1739 images/s, loss=0.7445, top1-acc=77.48%, top5-acc=96.09%, remaining_time=0:00:14.404608, arrival_time=2021-04-10 02:11:39.069313, cost_time=0:00:15.004795 2021-04-10 02:11:26,135 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.7501, top1-acc=77.32%, top5-acc=96.03%, remaining_time=0:00:12.880564, arrival_time=2021-04-10 02:11:39.015649, cost_time=0:00:16.475121 2021-04-10 02:11:27,624 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=2.99ms, fps=1720 images/s, loss=0.7530, top1-acc=77.29%, top5-acc=96.01%, remaining_time=0:00:11.377656, arrival_time=2021-04-10 02:11:39.002347, cost_time=0:00:17.964734 2021-04-10 02:11:29,104 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.97ms, fps=1730 images/s, loss=0.7569, top1-acc=77.13%, top5-acc=96.00%, remaining_time=0:00:09.871884, arrival_time=2021-04-10 02:11:38.976436, cost_time=0:00:19.444580 2021-04-10 02:11:30,581 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.53ms, fps=1734 images/s, loss=0.7624, top1-acc=76.89%, top5-acc=95.96%, remaining_time=0:00:08.368752, arrival_time=2021-04-10 02:11:38.950553, cost_time=0:00:20.921844 2021-04-10 02:11:32,049 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.52ms, fps=1745 images/s, loss=0.7655, top1-acc=76.79%, top5-acc=95.93%, remaining_time=0:00:06.866006, arrival_time=2021-04-10 02:11:38.915054, cost_time=0:00:22.389137 2021-04-10 02:11:33,519 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.49ms, fps=1741 images/s, loss=0.7683, top1-acc=76.68%, top5-acc=95.91%, remaining_time=0:00:05.368500, arrival_time=2021-04-10 02:11:38.888401, cost_time=0:00:23.859951 2021-04-10 02:11:34,989 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.17ms, fps=1742 images/s, loss=0.7689, top1-acc=76.72%, top5-acc=95.90%, remaining_time=0:00:03.873974, arrival_time=2021-04-10 02:11:38.863689, cost_time=0:00:25.329801 2021-04-10 02:11:36,485 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=2.27ms, fps=1712 images/s, loss=0.7696, top1-acc=76.76%, top5-acc=95.90%, remaining_time=0:00:02.384496, arrival_time=2021-04-10 02:11:38.870022, cost_time=0:00:26.825538 2021-04-10 02:11:37,971 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.38ms, fps=1723 images/s, loss=0.7709, top1-acc=76.69%, top5-acc=95.86%, remaining_time=0:00:00.894048, arrival_time=2021-04-10 02:11:38.865646, cost_time=0:00:28.311584 2021-04-10 02:11:38,790 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=2.39ms, fps=1663 images/s, loss=0.7723, top1-acc=76.65%, top5-acc=95.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:38.789890, cost_time=0:00:29.129798 2021-04-10 02:11:39,198 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.44ms, fps=6308 images/s, loss=1.6265, top1-acc=59.18%, top5-acc=85.04%, remaining_time=0:00:01.217490, arrival_time=2021-04-10 02:11:40.416023, cost_time=0:00:00.405828 2021-04-10 02:11:39,504 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.48ms, fps=8380 images/s, loss=1.6478, top1-acc=58.48%, top5-acc=84.96%, remaining_time=0:00:00.711900, arrival_time=2021-04-10 02:11:40.216486, cost_time=0:00:00.711900 2021-04-10 02:11:39,804 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.45ms, fps=8556 images/s, loss=1.6150, top1-acc=58.96%, top5-acc=85.57%, remaining_time=0:00:00.337200, arrival_time=2021-04-10 02:11:40.141500, cost_time=0:00:01.011606 2021-04-10 02:11:40,094 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.13ms, fps=8016 images/s, loss=1.6194, top1-acc=58.81%, top5-acc=85.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:40.094319, cost_time=0:00:01.301588 2021-04-10 02:11:40,151 INFO : Epoch=0097 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:52:29.288345, arrival_time=2021-04-10 03:04:09.439490, cost_time=0:49:25.834644 2021-04-10 02:11:40,152 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 02:11:41,854 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.46ms, fps=1504 images/s, loss=0.7198, top1-acc=78.12%, top5-acc=96.68%, remaining_time=0:00:31.654038, arrival_time=2021-04-10 02:12:13.508196, cost_time=0:00:01.701833 2021-04-10 02:11:43,348 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.54ms, fps=1714 images/s, loss=0.7233, top1-acc=78.07%, top5-acc=96.52%, remaining_time=0:00:28.122160, arrival_time=2021-04-10 02:12:11.470343, cost_time=0:00:03.195704 2021-04-10 02:11:44,820 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=0.7106, top1-acc=78.44%, top5-acc=96.64%, remaining_time=0:00:25.831758, arrival_time=2021-04-10 02:12:10.652469, cost_time=0:00:04.668394 2021-04-10 02:11:46,298 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.35ms, fps=1733 images/s, loss=0.7090, top1-acc=78.53%, top5-acc=96.54%, remaining_time=0:00:23.970024, arrival_time=2021-04-10 02:12:10.268531, cost_time=0:00:06.146172 2021-04-10 02:11:47,774 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.7097, top1-acc=78.48%, top5-acc=96.59%, remaining_time=0:00:22.258138, arrival_time=2021-04-10 02:12:10.033041, cost_time=0:00:07.622645 2021-04-10 02:11:49,249 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.56ms, fps=1737 images/s, loss=0.7116, top1-acc=78.24%, top5-acc=96.67%, remaining_time=0:00:20.620048, arrival_time=2021-04-10 02:12:09.869485, cost_time=0:00:09.097065 2021-04-10 02:11:50,723 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.36ms, fps=1738 images/s, loss=0.7218, top1-acc=77.94%, top5-acc=96.52%, remaining_time=0:00:19.027512, arrival_time=2021-04-10 02:12:09.750610, cost_time=0:00:10.570843 2021-04-10 02:11:52,195 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.50ms, fps=1740 images/s, loss=0.7224, top1-acc=77.97%, top5-acc=96.44%, remaining_time=0:00:17.462176, arrival_time=2021-04-10 02:12:09.657332, cost_time=0:00:12.042896 2021-04-10 02:11:53,662 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.80ms, fps=1745 images/s, loss=0.7279, top1-acc=77.76%, top5-acc=96.41%, remaining_time=0:00:15.912190, arrival_time=2021-04-10 02:12:09.574887, cost_time=0:00:13.510391 2021-04-10 02:11:55,138 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=2.71ms, fps=1736 images/s, loss=0.7311, top1-acc=77.79%, top5-acc=96.40%, remaining_time=0:00:14.386464, arrival_time=2021-04-10 02:12:09.524767, cost_time=0:00:14.985931 2021-04-10 02:11:56,617 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.47ms, fps=1732 images/s, loss=0.7318, top1-acc=77.76%, top5-acc=96.40%, remaining_time=0:00:12.872480, arrival_time=2021-04-10 02:12:09.489633, cost_time=0:00:16.464854 2021-04-10 02:11:58,093 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.53ms, fps=1735 images/s, loss=0.7379, top1-acc=77.53%, top5-acc=96.31%, remaining_time=0:00:11.362684, arrival_time=2021-04-10 02:12:09.455992, cost_time=0:00:17.941040 2021-04-10 02:11:59,569 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.47ms, fps=1734 images/s, loss=0.7440, top1-acc=77.31%, top5-acc=96.23%, remaining_time=0:00:09.858156, arrival_time=2021-04-10 02:12:09.428028, cost_time=0:00:19.417572 2021-04-10 02:12:01,051 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.51ms, fps=1729 images/s, loss=0.7455, top1-acc=77.21%, top5-acc=96.24%, remaining_time=0:00:08.359624, arrival_time=2021-04-10 02:12:09.410871, cost_time=0:00:20.898992 2021-04-10 02:12:02,521 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.7457, top1-acc=77.23%, top5-acc=96.24%, remaining_time=0:00:06.859750, arrival_time=2021-04-10 02:12:09.380798, cost_time=0:00:22.368737 2021-04-10 02:12:03,990 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.54ms, fps=1743 images/s, loss=0.7508, top1-acc=77.08%, top5-acc=96.18%, remaining_time=0:00:05.363496, arrival_time=2021-04-10 02:12:09.353558, cost_time=0:00:23.837806 2021-04-10 02:12:05,467 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.41ms, fps=1733 images/s, loss=0.7542, top1-acc=77.00%, top5-acc=96.15%, remaining_time=0:00:03.871764, arrival_time=2021-04-10 02:12:09.339412, cost_time=0:00:25.315394 2021-04-10 02:12:06,935 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.48ms, fps=1744 images/s, loss=0.7583, top1-acc=76.87%, top5-acc=96.10%, remaining_time=0:00:02.380752, arrival_time=2021-04-10 02:12:09.316549, cost_time=0:00:26.783532 2021-04-10 02:12:08,410 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.60ms, fps=1737 images/s, loss=0.7599, top1-acc=76.80%, top5-acc=96.08%, remaining_time=0:00:00.892356, arrival_time=2021-04-10 02:12:09.302516, cost_time=0:00:28.257860 2021-04-10 02:12:09,221 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.65ms, fps=1678 images/s, loss=0.7619, top1-acc=76.79%, top5-acc=96.06%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:09.221114, cost_time=0:00:29.068813 2021-04-10 02:12:09,635 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.28ms, fps=6216 images/s, loss=1.5879, top1-acc=58.20%, top5-acc=86.91%, remaining_time=0:00:01.235520, arrival_time=2021-04-10 02:12:10.870751, cost_time=0:00:00.411840 2021-04-10 02:12:09,930 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.34ms, fps=8695 images/s, loss=1.6139, top1-acc=58.61%, top5-acc=86.13%, remaining_time=0:00:00.706940, arrival_time=2021-04-10 02:12:10.637197, cost_time=0:00:00.706939 2021-04-10 02:12:10,229 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.30ms, fps=8558 images/s, loss=1.6492, top1-acc=58.14%, top5-acc=85.86%, remaining_time=0:00:00.335500, arrival_time=2021-04-10 02:12:10.565279, cost_time=0:00:01.006501 2021-04-10 02:12:10,507 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.07ms, fps=8358 images/s, loss=1.6463, top1-acc=58.24%, top5-acc=85.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:10.507680, cost_time=0:00:01.284412 2021-04-10 02:12:10,578 INFO : Epoch=0098 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:51:58.557894, arrival_time=2021-04-10 03:04:09.135881, cost_time=0:49:56.261491 2021-04-10 02:12:10,578 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 02:12:12,244 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.57ms, fps=1537 images/s, loss=0.7656, top1-acc=76.84%, top5-acc=95.66%, remaining_time=0:00:30.974580, arrival_time=2021-04-10 02:12:43.218873, cost_time=0:00:01.665297 2021-04-10 02:12:13,722 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.7692, top1-acc=76.62%, top5-acc=95.96%, remaining_time=0:00:27.658576, arrival_time=2021-04-10 02:12:41.380542, cost_time=0:00:03.143020 2021-04-10 02:12:15,190 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.39ms, fps=1744 images/s, loss=0.7611, top1-acc=76.55%, top5-acc=96.16%, remaining_time=0:00:25.517022, arrival_time=2021-04-10 02:12:40.707469, cost_time=0:00:04.611504 2021-04-10 02:12:16,663 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.52ms, fps=1738 images/s, loss=0.7444, top1-acc=77.16%, top5-acc=96.19%, remaining_time=0:00:23.729784, arrival_time=2021-04-10 02:12:40.393350, cost_time=0:00:06.084545 2021-04-10 02:12:18,135 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.51ms, fps=1741 images/s, loss=0.7319, top1-acc=77.41%, top5-acc=96.33%, remaining_time=0:00:22.063082, arrival_time=2021-04-10 02:12:40.198032, cost_time=0:00:07.555850 2021-04-10 02:12:19,607 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.7385, top1-acc=77.20%, top5-acc=96.24%, remaining_time=0:00:20.465416, arrival_time=2021-04-10 02:12:40.073248, cost_time=0:00:09.028870 2021-04-10 02:12:21,080 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=2.19ms, fps=1739 images/s, loss=0.7382, top1-acc=77.30%, top5-acc=96.24%, remaining_time=0:00:18.902772, arrival_time=2021-04-10 02:12:39.983315, cost_time=0:00:10.501543 2021-04-10 02:12:22,558 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.56ms, fps=1733 images/s, loss=0.7383, top1-acc=77.40%, top5-acc=96.23%, remaining_time=0:00:17.369492, arrival_time=2021-04-10 02:12:39.927518, cost_time=0:00:11.978992 2021-04-10 02:12:24,034 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.42ms, fps=1735 images/s, loss=0.7449, top1-acc=77.28%, top5-acc=96.12%, remaining_time=0:00:15.847106, arrival_time=2021-04-10 02:12:39.881215, cost_time=0:00:13.455123 2021-04-10 02:12:25,506 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.93ms, fps=1739 images/s, loss=0.7478, top1-acc=77.23%, top5-acc=96.07%, remaining_time=0:00:14.330784, arrival_time=2021-04-10 02:12:39.837671, cost_time=0:00:14.927941 2021-04-10 02:12:26,973 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.39ms, fps=1746 images/s, loss=0.7497, top1-acc=77.17%, top5-acc=96.04%, remaining_time=0:00:12.817268, arrival_time=2021-04-10 02:12:39.790430, cost_time=0:00:16.394214 2021-04-10 02:12:28,437 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.7493, top1-acc=77.22%, top5-acc=95.99%, remaining_time=0:00:11.310244, arrival_time=2021-04-10 02:12:39.747579, cost_time=0:00:17.858259 2021-04-10 02:12:29,909 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.54ms, fps=1740 images/s, loss=0.7464, top1-acc=77.27%, top5-acc=96.04%, remaining_time=0:00:09.813936, arrival_time=2021-04-10 02:12:39.723433, cost_time=0:00:19.330538 2021-04-10 02:12:31,383 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.47ms, fps=1738 images/s, loss=0.7493, top1-acc=77.17%, top5-acc=96.02%, remaining_time=0:00:08.321656, arrival_time=2021-04-10 02:12:39.704741, cost_time=0:00:20.804137 2021-04-10 02:12:32,853 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.7495, top1-acc=77.14%, top5-acc=96.02%, remaining_time=0:00:06.830816, arrival_time=2021-04-10 02:12:39.684160, cost_time=0:00:22.274393 2021-04-10 02:12:34,319 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.47ms, fps=1747 images/s, loss=0.7518, top1-acc=77.10%, top5-acc=95.99%, remaining_time=0:00:05.341536, arrival_time=2021-04-10 02:12:39.660618, cost_time=0:00:23.740137 2021-04-10 02:12:35,784 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.59ms, fps=1747 images/s, loss=0.7516, top1-acc=77.11%, top5-acc=96.01%, remaining_time=0:00:03.854968, arrival_time=2021-04-10 02:12:39.639401, cost_time=0:00:25.205484 2021-04-10 02:12:37,250 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.7526, top1-acc=77.06%, top5-acc=96.00%, remaining_time=0:00:02.370816, arrival_time=2021-04-10 02:12:39.621543, cost_time=0:00:26.671770 2021-04-10 02:12:38,717 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.43ms, fps=1746 images/s, loss=0.7530, top1-acc=77.03%, top5-acc=96.01%, remaining_time=0:00:00.888570, arrival_time=2021-04-10 02:12:39.605594, cost_time=0:00:28.138076 2021-04-10 02:12:39,510 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.20ms, fps=1715 images/s, loss=0.7549, top1-acc=76.99%, top5-acc=96.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:39.510540, cost_time=0:00:28.931602 2021-04-10 02:12:39,923 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.20ms, fps=6224 images/s, loss=1.7463, top1-acc=57.27%, top5-acc=84.53%, remaining_time=0:00:01.233960, arrival_time=2021-04-10 02:12:41.157132, cost_time=0:00:00.411319 2021-04-10 02:12:40,216 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=2.43ms, fps=8729 images/s, loss=1.7216, top1-acc=57.44%, top5-acc=84.96%, remaining_time=0:00:00.704920, arrival_time=2021-04-10 02:12:40.921740, cost_time=0:00:00.704923 2021-04-10 02:12:40,514 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.21ms, fps=8625 images/s, loss=1.7092, top1-acc=57.54%, top5-acc=85.20%, remaining_time=0:00:00.334070, arrival_time=2021-04-10 02:12:40.848132, cost_time=0:00:01.002202 2021-04-10 02:12:40,785 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.05ms, fps=8550 images/s, loss=1.6851, top1-acc=57.31%, top5-acc=85.17%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:40.785805, cost_time=0:00:01.273901 2021-04-10 02:12:40,878 INFO : Epoch=0099 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:51:27.704532, arrival_time=2021-04-10 03:04:08.582860, cost_time=0:50:26.561823 2021-04-10 02:12:40,879 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:12:42,627 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.96ms, fps=1464 images/s, loss=0.7250, top1-acc=77.93%, top5-acc=96.41%, remaining_time=0:00:32.518380, arrival_time=2021-04-10 02:13:15.146036, cost_time=0:00:01.748298 2021-04-10 02:12:44,109 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=2.52ms, fps=1728 images/s, loss=0.7253, top1-acc=77.68%, top5-acc=96.19%, remaining_time=0:00:28.423648, arrival_time=2021-04-10 02:13:12.532997, cost_time=0:00:03.229965 2021-04-10 02:12:45,611 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.99ms, fps=1705 images/s, loss=0.7161, top1-acc=77.92%, top5-acc=96.41%, remaining_time=0:00:26.181686, arrival_time=2021-04-10 02:13:11.792772, cost_time=0:00:04.731627 2021-04-10 02:12:47,079 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.7254, top1-acc=77.70%, top5-acc=96.28%, remaining_time=0:00:24.180936, arrival_time=2021-04-10 02:13:11.260702, cost_time=0:00:06.200234 2021-04-10 02:12:48,552 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=2.04ms, fps=1739 images/s, loss=0.7275, top1-acc=77.67%, top5-acc=96.28%, remaining_time=0:00:22.405452, arrival_time=2021-04-10 02:13:10.957946, cost_time=0:00:07.673088 2021-04-10 02:12:50,028 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.97ms, fps=1736 images/s, loss=0.7277, top1-acc=77.73%, top5-acc=96.26%, remaining_time=0:00:20.736464, arrival_time=2021-04-10 02:13:10.764376, cost_time=0:00:09.148420 2021-04-10 02:12:51,508 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.48ms, fps=1731 images/s, loss=0.7276, top1-acc=77.72%, top5-acc=96.26%, remaining_time=0:00:19.132092, arrival_time=2021-04-10 02:13:10.640424, cost_time=0:00:10.628907 2021-04-10 02:12:52,973 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.45ms, fps=1748 images/s, loss=0.7343, top1-acc=77.60%, top5-acc=96.23%, remaining_time=0:00:17.536300, arrival_time=2021-04-10 02:13:10.509689, cost_time=0:00:12.093988 2021-04-10 02:12:54,447 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.7397, top1-acc=77.46%, top5-acc=96.22%, remaining_time=0:00:15.980666, arrival_time=2021-04-10 02:13:10.428581, cost_time=0:00:13.568497 2021-04-10 02:12:55,915 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.53ms, fps=1744 images/s, loss=0.7397, top1-acc=77.48%, top5-acc=96.18%, remaining_time=0:00:14.435136, arrival_time=2021-04-10 02:13:10.351050, cost_time=0:00:15.036560 2021-04-10 02:12:57,387 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.7412, top1-acc=77.42%, top5-acc=96.16%, remaining_time=0:00:12.906364, arrival_time=2021-04-10 02:13:10.293842, cost_time=0:00:16.508135 2021-04-10 02:12:58,863 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.7401, top1-acc=77.44%, top5-acc=96.23%, remaining_time=0:00:11.389588, arrival_time=2021-04-10 02:13:10.252561, cost_time=0:00:17.983582 2021-04-10 02:13:00,331 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.48ms, fps=1743 images/s, loss=0.7419, top1-acc=77.37%, top5-acc=96.21%, remaining_time=0:00:09.875910, arrival_time=2021-04-10 02:13:10.207791, cost_time=0:00:19.452535 2021-04-10 02:13:01,795 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=0.7437, top1-acc=77.37%, top5-acc=96.18%, remaining_time=0:00:08.366400, arrival_time=2021-04-10 02:13:10.161829, cost_time=0:00:20.916011 2021-04-10 02:13:03,261 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.85ms, fps=1747 images/s, loss=0.7444, top1-acc=77.34%, top5-acc=96.18%, remaining_time=0:00:06.863890, arrival_time=2021-04-10 02:13:10.125431, cost_time=0:00:22.382181 2021-04-10 02:13:04,729 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.46ms, fps=1745 images/s, loss=0.7469, top1-acc=77.31%, top5-acc=96.11%, remaining_time=0:00:05.366268, arrival_time=2021-04-10 02:13:10.095618, cost_time=0:00:23.850006 2021-04-10 02:13:06,203 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.88ms, fps=1737 images/s, loss=0.7478, top1-acc=77.29%, top5-acc=96.10%, remaining_time=0:00:03.873090, arrival_time=2021-04-10 02:13:10.076475, cost_time=0:00:25.323997 2021-04-10 02:13:07,677 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.84ms, fps=1737 images/s, loss=0.7513, top1-acc=77.16%, top5-acc=96.08%, remaining_time=0:00:02.382096, arrival_time=2021-04-10 02:13:10.059993, cost_time=0:00:26.798546 2021-04-10 02:13:09,152 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.36ms, fps=1736 images/s, loss=0.7539, top1-acc=77.06%, top5-acc=96.07%, remaining_time=0:00:00.892848, arrival_time=2021-04-10 02:13:10.045660, cost_time=0:00:28.273464 2021-04-10 02:13:09,946 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.64ms, fps=1715 images/s, loss=0.7556, top1-acc=77.00%, top5-acc=96.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:09.946127, cost_time=0:00:29.066794 2021-04-10 02:13:10,331 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=4.14ms, fps=6661 images/s, loss=1.9156, top1-acc=53.95%, top5-acc=81.48%, remaining_time=0:00:01.152960, arrival_time=2021-04-10 02:13:11.484665, cost_time=0:00:00.384323 2021-04-10 02:13:10,629 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.43ms, fps=8601 images/s, loss=1.8361, top1-acc=55.25%, top5-acc=82.68%, remaining_time=0:00:00.682300, arrival_time=2021-04-10 02:13:11.311983, cost_time=0:00:00.682293 2021-04-10 02:13:10,932 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.76ms, fps=8464 images/s, loss=1.8383, top1-acc=55.13%, top5-acc=82.51%, remaining_time=0:00:00.328370, arrival_time=2021-04-10 02:13:11.260921, cost_time=0:00:00.985116 2021-04-10 02:13:11,207 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.07ms, fps=8460 images/s, loss=1.8249, top1-acc=55.88%, top5-acc=82.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:11.207197, cost_time=0:00:01.259828 2021-04-10 02:13:11,282 INFO : Epoch=0100 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:50:56.966200, arrival_time=2021-04-10 03:04:08.248924, cost_time=0:50:56.966203 2021-04-10 02:13:11,284 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:13:12,941 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.42ms, fps=1545 images/s, loss=0.7321, top1-acc=77.58%, top5-acc=96.37%, remaining_time=0:00:30.825966, arrival_time=2021-04-10 02:13:43.767494, cost_time=0:00:01.657310 2021-04-10 02:13:14,430 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.56ms, fps=1720 images/s, loss=0.7138, top1-acc=78.28%, top5-acc=96.68%, remaining_time=0:00:27.684448, arrival_time=2021-04-10 02:13:42.114656, cost_time=0:00:03.145969 2021-04-10 02:13:15,905 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.55ms, fps=1736 images/s, loss=0.7255, top1-acc=77.88%, top5-acc=96.55%, remaining_time=0:00:25.569478, arrival_time=2021-04-10 02:13:41.474678, cost_time=0:00:04.621000 2021-04-10 02:13:17,382 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.7161, top1-acc=78.21%, top5-acc=96.74%, remaining_time=0:00:23.784384, arrival_time=2021-04-10 02:13:41.167233, cost_time=0:00:06.098572 2021-04-10 02:13:18,856 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.86ms, fps=1737 images/s, loss=0.7117, top1-acc=78.31%, top5-acc=96.67%, remaining_time=0:00:22.111992, arrival_time=2021-04-10 02:13:40.968848, cost_time=0:00:07.572583 2021-04-10 02:13:20,327 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=0.7077, top1-acc=78.42%, top5-acc=96.71%, remaining_time=0:00:20.497648, arrival_time=2021-04-10 02:13:40.824966, cost_time=0:00:09.043110 2021-04-10 02:13:21,798 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.7089, top1-acc=78.39%, top5-acc=96.70%, remaining_time=0:00:18.925830, arrival_time=2021-04-10 02:13:40.724400, cost_time=0:00:10.514376 2021-04-10 02:13:23,275 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.34ms, fps=1734 images/s, loss=0.7171, top1-acc=78.22%, top5-acc=96.62%, remaining_time=0:00:17.387240, arrival_time=2021-04-10 02:13:40.662775, cost_time=0:00:11.991216 2021-04-10 02:13:24,745 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.83ms, fps=1742 images/s, loss=0.7190, top1-acc=78.15%, top5-acc=96.61%, remaining_time=0:00:15.854420, arrival_time=2021-04-10 02:13:40.599883, cost_time=0:00:13.461260 2021-04-10 02:13:26,204 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.84ms, fps=1755 images/s, loss=0.7216, top1-acc=78.06%, top5-acc=96.55%, remaining_time=0:00:14.323104, arrival_time=2021-04-10 02:13:40.527216, cost_time=0:00:14.919913 2021-04-10 02:13:27,671 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.31ms, fps=1745 images/s, loss=0.7215, top1-acc=78.09%, top5-acc=96.52%, remaining_time=0:00:12.811850, arrival_time=2021-04-10 02:13:40.483303, cost_time=0:00:16.387259 2021-04-10 02:13:29,140 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=0.7261, top1-acc=77.97%, top5-acc=96.49%, remaining_time=0:00:11.308952, arrival_time=2021-04-10 02:13:40.449555, cost_time=0:00:17.856263 2021-04-10 02:13:30,632 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.43ms, fps=1717 images/s, loss=0.7274, top1-acc=77.95%, top5-acc=96.43%, remaining_time=0:00:09.822846, arrival_time=2021-04-10 02:13:40.455091, cost_time=0:00:19.348043 2021-04-10 02:13:32,104 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.41ms, fps=1739 images/s, loss=0.7277, top1-acc=77.90%, top5-acc=96.39%, remaining_time=0:00:08.328152, arrival_time=2021-04-10 02:13:40.432768, cost_time=0:00:20.820321 2021-04-10 02:13:33,572 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.37ms, fps=1745 images/s, loss=0.7312, top1-acc=77.77%, top5-acc=96.37%, remaining_time=0:00:06.834910, arrival_time=2021-04-10 02:13:40.407073, cost_time=0:00:22.287821 2021-04-10 02:13:35,048 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.40ms, fps=1735 images/s, loss=0.7338, top1-acc=77.61%, top5-acc=96.36%, remaining_time=0:00:05.347008, arrival_time=2021-04-10 02:13:40.395752, cost_time=0:00:23.764547 2021-04-10 02:13:36,526 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=2.09ms, fps=1733 images/s, loss=0.7352, top1-acc=77.54%, top5-acc=96.36%, remaining_time=0:00:03.860506, arrival_time=2021-04-10 02:13:40.386572, cost_time=0:00:25.241798 2021-04-10 02:13:38,000 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.49ms, fps=1737 images/s, loss=0.7375, top1-acc=77.55%, top5-acc=96.31%, remaining_time=0:00:02.374736, arrival_time=2021-04-10 02:13:40.374760, cost_time=0:00:26.715815 2021-04-10 02:13:39,468 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.24ms, fps=1744 images/s, loss=0.7387, top1-acc=77.44%, top5-acc=96.31%, remaining_time=0:00:00.890028, arrival_time=2021-04-10 02:13:40.358538, cost_time=0:00:28.184303 2021-04-10 02:13:40,255 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.29ms, fps=1729 images/s, loss=0.7393, top1-acc=77.44%, top5-acc=96.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:40.255355, cost_time=0:00:28.971164 2021-04-10 02:13:40,652 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=4.73ms, fps=6476 images/s, loss=1.5671, top1-acc=59.26%, top5-acc=87.38%, remaining_time=0:00:01.185900, arrival_time=2021-04-10 02:13:41.837984, cost_time=0:00:00.395296 2021-04-10 02:13:40,953 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.81ms, fps=8520 images/s, loss=1.5994, top1-acc=59.24%, top5-acc=86.84%, remaining_time=0:00:00.696220, arrival_time=2021-04-10 02:13:41.649224, cost_time=0:00:00.696212 2021-04-10 02:13:41,250 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.77ms, fps=8633 images/s, loss=1.5900, top1-acc=59.18%, top5-acc=86.63%, remaining_time=0:00:00.331080, arrival_time=2021-04-10 02:13:41.581053, cost_time=0:00:00.993227 2021-04-10 02:13:41,524 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=8462 images/s, loss=1.6117, top1-acc=59.00%, top5-acc=86.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:41.524446, cost_time=0:00:01.267717 2021-04-10 02:13:41,577 INFO : Epoch=0101 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:50:26.127456, arrival_time=2021-04-10 03:04:07.705307, cost_time=0:51:27.261360 2021-04-10 02:13:41,578 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:13:43,222 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.46ms, fps=1558 images/s, loss=0.7314, top1-acc=77.89%, top5-acc=96.37%, remaining_time=0:00:30.562590, arrival_time=2021-04-10 02:14:13.784580, cost_time=0:00:01.643154 2021-04-10 02:13:44,702 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.49ms, fps=1729 images/s, loss=0.7077, top1-acc=78.52%, top5-acc=96.56%, remaining_time=0:00:27.492080, arrival_time=2021-04-10 02:14:12.194971, cost_time=0:00:03.124100 2021-04-10 02:13:46,179 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.7072, top1-acc=78.41%, top5-acc=96.68%, remaining_time=0:00:25.456764, arrival_time=2021-04-10 02:14:11.636159, cost_time=0:00:04.600613 2021-04-10 02:13:47,654 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.50ms, fps=1736 images/s, loss=0.7065, top1-acc=78.57%, top5-acc=96.72%, remaining_time=0:00:23.694528, arrival_time=2021-04-10 02:14:11.348917, cost_time=0:00:06.075523 2021-04-10 02:13:49,117 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=0.7016, top1-acc=78.62%, top5-acc=96.68%, remaining_time=0:00:22.013150, arrival_time=2021-04-10 02:14:11.130815, cost_time=0:00:07.538737 2021-04-10 02:13:50,599 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.43ms, fps=1729 images/s, loss=0.6984, top1-acc=78.71%, top5-acc=96.61%, remaining_time=0:00:20.446512, arrival_time=2021-04-10 02:14:11.045834, cost_time=0:00:09.020530 2021-04-10 02:13:52,071 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.79ms, fps=1739 images/s, loss=0.7018, top1-acc=78.50%, top5-acc=96.53%, remaining_time=0:00:18.887274, arrival_time=2021-04-10 02:14:10.959098, cost_time=0:00:10.492904 2021-04-10 02:13:53,552 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.95ms, fps=1729 images/s, loss=0.7059, top1-acc=78.37%, top5-acc=96.41%, remaining_time=0:00:17.362184, arrival_time=2021-04-10 02:14:10.914927, cost_time=0:00:11.973938 2021-04-10 02:13:55,024 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=0.7121, top1-acc=78.24%, top5-acc=96.39%, remaining_time=0:00:15.836082, arrival_time=2021-04-10 02:14:10.860634, cost_time=0:00:13.445752 2021-04-10 02:13:56,492 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.63ms, fps=1744 images/s, loss=0.7177, top1-acc=78.04%, top5-acc=96.38%, remaining_time=0:00:14.317536, arrival_time=2021-04-10 02:14:10.810382, cost_time=0:00:14.914051 2021-04-10 02:13:57,964 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=0.7216, top1-acc=77.93%, top5-acc=96.33%, remaining_time=0:00:12.810216, arrival_time=2021-04-10 02:14:10.774185, cost_time=0:00:16.385183 2021-04-10 02:13:59,434 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.66ms, fps=1741 images/s, loss=0.7231, top1-acc=77.91%, top5-acc=96.30%, remaining_time=0:00:11.308800, arrival_time=2021-04-10 02:14:10.743681, cost_time=0:00:17.856016 2021-04-10 02:14:00,909 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.38ms, fps=1737 images/s, loss=0.7233, top1-acc=77.99%, top5-acc=96.28%, remaining_time=0:00:09.814068, arrival_time=2021-04-10 02:14:10.723567, cost_time=0:00:19.330698 2021-04-10 02:14:02,383 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.7263, top1-acc=77.92%, top5-acc=96.27%, remaining_time=0:00:08.321712, arrival_time=2021-04-10 02:14:10.704874, cost_time=0:00:20.804325 2021-04-10 02:14:03,856 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.52ms, fps=1738 images/s, loss=0.7279, top1-acc=77.91%, top5-acc=96.24%, remaining_time=0:00:06.831874, arrival_time=2021-04-10 02:14:10.688570, cost_time=0:00:22.277861 2021-04-10 02:14:05,338 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.45ms, fps=1729 images/s, loss=0.7311, top1-acc=77.82%, top5-acc=96.23%, remaining_time=0:00:05.345856, arrival_time=2021-04-10 02:14:10.684089, cost_time=0:00:23.759391 2021-04-10 02:14:06,814 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=0.7344, top1-acc=77.71%, top5-acc=96.21%, remaining_time=0:00:03.859596, arrival_time=2021-04-10 02:14:10.674199, cost_time=0:00:25.235812 2021-04-10 02:14:08,279 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.47ms, fps=1748 images/s, loss=0.7351, top1-acc=77.75%, top5-acc=96.22%, remaining_time=0:00:02.373376, arrival_time=2021-04-10 02:14:10.652609, cost_time=0:00:26.700398 2021-04-10 02:14:09,756 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.63ms, fps=1734 images/s, loss=0.7374, top1-acc=77.70%, top5-acc=96.19%, remaining_time=0:00:00.889818, arrival_time=2021-04-10 02:14:10.646248, cost_time=0:00:28.177634 2021-04-10 02:14:10,544 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.25ms, fps=1726 images/s, loss=0.7374, top1-acc=77.70%, top5-acc=96.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:10.544907, cost_time=0:00:28.966116 2021-04-10 02:14:10,954 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.38ms, fps=6270 images/s, loss=1.6919, top1-acc=58.55%, top5-acc=85.43%, remaining_time=0:00:01.224720, arrival_time=2021-04-10 02:14:12.179520, cost_time=0:00:00.408240 2021-04-10 02:14:11,251 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.35ms, fps=8651 images/s, loss=1.6500, top1-acc=58.79%, top5-acc=86.02%, remaining_time=0:00:00.705080, arrival_time=2021-04-10 02:14:11.956468, cost_time=0:00:00.705074 2021-04-10 02:14:11,548 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.58ms, fps=8639 images/s, loss=1.6438, top1-acc=59.08%, top5-acc=85.79%, remaining_time=0:00:00.333920, arrival_time=2021-04-10 02:14:11.881989, cost_time=0:00:01.001754 2021-04-10 02:14:11,828 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.06ms, fps=8287 images/s, loss=1.6202, top1-acc=59.12%, top5-acc=85.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:11.828359, cost_time=0:00:01.282055 2021-04-10 02:14:11,885 INFO : Epoch=0102 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:49:55.311102, arrival_time=2021-04-10 03:04:07.196296, cost_time=0:51:57.568702 2021-04-10 02:14:11,886 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:14:13,569 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.66ms, fps=1521 images/s, loss=0.6944, top1-acc=79.10%, top5-acc=96.60%, remaining_time=0:00:31.305288, arrival_time=2021-04-10 02:14:44.874531, cost_time=0:00:01.683080 2021-04-10 02:14:15,049 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.86ms, fps=1730 images/s, loss=0.6751, top1-acc=79.53%, top5-acc=96.87%, remaining_time=0:00:27.833520, arrival_time=2021-04-10 02:14:42.882615, cost_time=0:00:03.162894 2021-04-10 02:14:16,516 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.6881, top1-acc=79.09%, top5-acc=96.81%, remaining_time=0:00:25.619444, arrival_time=2021-04-10 02:14:42.135657, cost_time=0:00:04.630011 2021-04-10 02:14:17,983 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.93ms, fps=1746 images/s, loss=0.6970, top1-acc=78.90%, top5-acc=96.60%, remaining_time=0:00:23.778612, arrival_time=2021-04-10 02:14:41.761879, cost_time=0:00:06.097099 2021-04-10 02:14:19,451 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=0.6942, top1-acc=78.99%, top5-acc=96.60%, remaining_time=0:00:22.089362, arrival_time=2021-04-10 02:14:41.540446, cost_time=0:00:07.564840 2021-04-10 02:14:20,922 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.87ms, fps=1741 images/s, loss=0.6979, top1-acc=78.93%, top5-acc=96.49%, remaining_time=0:00:20.481328, arrival_time=2021-04-10 02:14:41.403342, cost_time=0:00:09.035851 2021-04-10 02:14:22,396 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.60ms, fps=1737 images/s, loss=0.6963, top1-acc=78.95%, top5-acc=96.52%, remaining_time=0:00:18.918270, arrival_time=2021-04-10 02:14:41.314685, cost_time=0:00:10.510184 2021-04-10 02:14:23,872 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.36ms, fps=1735 images/s, loss=0.7022, top1-acc=78.79%, top5-acc=96.47%, remaining_time=0:00:17.380164, arrival_time=2021-04-10 02:14:41.252687, cost_time=0:00:11.986351 2021-04-10 02:14:25,336 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=0.6994, top1-acc=78.87%, top5-acc=96.46%, remaining_time=0:00:15.841912, arrival_time=2021-04-10 02:14:41.178751, cost_time=0:00:13.450678 2021-04-10 02:14:26,809 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.97ms, fps=1738 images/s, loss=0.6996, top1-acc=78.79%, top5-acc=96.52%, remaining_time=0:00:14.326656, arrival_time=2021-04-10 02:14:41.136413, cost_time=0:00:14.923598 2021-04-10 02:14:28,286 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.51ms, fps=1734 images/s, loss=0.7015, top1-acc=78.73%, top5-acc=96.54%, remaining_time=0:00:12.822170, arrival_time=2021-04-10 02:14:41.108756, cost_time=0:00:16.400423 2021-04-10 02:14:29,759 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.38ms, fps=1739 images/s, loss=0.7039, top1-acc=78.65%, top5-acc=96.56%, remaining_time=0:00:11.319440, arrival_time=2021-04-10 02:14:41.078454, cost_time=0:00:17.872779 2021-04-10 02:14:31,228 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.7033, top1-acc=78.63%, top5-acc=96.57%, remaining_time=0:00:09.820140, arrival_time=2021-04-10 02:14:41.048987, cost_time=0:00:19.342674 2021-04-10 02:14:32,701 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.59ms, fps=1738 images/s, loss=0.7061, top1-acc=78.60%, top5-acc=96.56%, remaining_time=0:00:08.326248, arrival_time=2021-04-10 02:14:41.028074, cost_time=0:00:20.815627 2021-04-10 02:14:34,165 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.78ms, fps=1750 images/s, loss=0.7072, top1-acc=78.56%, top5-acc=96.55%, remaining_time=0:00:06.832288, arrival_time=2021-04-10 02:14:40.997578, cost_time=0:00:22.279126 2021-04-10 02:14:35,631 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=0.7120, top1-acc=78.41%, top5-acc=96.46%, remaining_time=0:00:05.342796, arrival_time=2021-04-10 02:14:40.974659, cost_time=0:00:23.745700 2021-04-10 02:14:37,100 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=2.17ms, fps=1744 images/s, loss=0.7151, top1-acc=78.31%, top5-acc=96.44%, remaining_time=0:00:03.856242, arrival_time=2021-04-10 02:14:40.956238, cost_time=0:00:25.213831 2021-04-10 02:14:38,576 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.84ms, fps=1734 images/s, loss=0.7198, top1-acc=78.18%, top5-acc=96.38%, remaining_time=0:00:02.372480, arrival_time=2021-04-10 02:14:40.949108, cost_time=0:00:26.690471 2021-04-10 02:14:40,042 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.94ms, fps=1747 images/s, loss=0.7189, top1-acc=78.15%, top5-acc=96.42%, remaining_time=0:00:00.889158, arrival_time=2021-04-10 02:14:40.931989, cost_time=0:00:28.156599 2021-04-10 02:14:40,831 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.22ms, fps=1725 images/s, loss=0.7218, top1-acc=78.11%, top5-acc=96.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:40.831546, cost_time=0:00:28.945398 2021-04-10 02:14:41,214 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=3.78ms, fps=6714 images/s, loss=1.5241, top1-acc=59.84%, top5-acc=86.84%, remaining_time=0:00:01.143780, arrival_time=2021-04-10 02:14:42.357845, cost_time=0:00:00.381260 2021-04-10 02:14:41,512 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.88ms, fps=8603 images/s, loss=1.5342, top1-acc=59.77%, top5-acc=86.43%, remaining_time=0:00:00.679180, arrival_time=2021-04-10 02:14:42.191217, cost_time=0:00:00.679189 2021-04-10 02:14:41,811 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=2.07ms, fps=8574 images/s, loss=1.5518, top1-acc=59.36%, top5-acc=86.15%, remaining_time=0:00:00.326080, arrival_time=2021-04-10 02:14:42.137182, cost_time=0:00:00.978253 2021-04-10 02:14:42,090 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.06ms, fps=8331 images/s, loss=1.5516, top1-acc=59.37%, top5-acc=86.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:42.090008, cost_time=0:00:01.257228 2021-04-10 02:14:42,187 INFO : Epoch=0103 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:49:24.500129, arrival_time=2021-04-10 03:04:06.687959, cost_time=0:52:27.871306 2021-04-10 02:14:42,189 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:14:43,878 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.76ms, fps=1516 images/s, loss=0.6946, top1-acc=78.91%, top5-acc=96.41%, remaining_time=0:00:31.406100, arrival_time=2021-04-10 02:15:15.284146, cost_time=0:00:01.688497 2021-04-10 02:14:45,357 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=1.50ms, fps=1731 images/s, loss=0.6837, top1-acc=79.04%, top5-acc=96.72%, remaining_time=0:00:27.880688, arrival_time=2021-04-10 02:15:13.238447, cost_time=0:00:03.168261 2021-04-10 02:14:46,826 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.55ms, fps=1743 images/s, loss=0.6818, top1-acc=79.11%, top5-acc=96.76%, remaining_time=0:00:25.660778, arrival_time=2021-04-10 02:15:12.487689, cost_time=0:00:04.637476 2021-04-10 02:14:48,296 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.76ms, fps=1743 images/s, loss=0.6825, top1-acc=79.09%, top5-acc=96.72%, remaining_time=0:00:23.815272, arrival_time=2021-04-10 02:15:12.111353, cost_time=0:00:06.106496 2021-04-10 02:14:49,768 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.63ms, fps=1739 images/s, loss=0.6774, top1-acc=79.28%, top5-acc=96.66%, remaining_time=0:00:22.130972, arrival_time=2021-04-10 02:15:11.899542, cost_time=0:00:07.579086 2021-04-10 02:14:51,238 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.35ms, fps=1743 images/s, loss=0.6754, top1-acc=79.31%, top5-acc=96.79%, remaining_time=0:00:20.510432, arrival_time=2021-04-10 02:15:11.748579, cost_time=0:00:09.048727 2021-04-10 02:14:52,714 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.56ms, fps=1734 images/s, loss=0.6772, top1-acc=79.19%, top5-acc=96.81%, remaining_time=0:00:18.945612, arrival_time=2021-04-10 02:15:11.660413, cost_time=0:00:10.525339 2021-04-10 02:14:54,189 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=2.20ms, fps=1737 images/s, loss=0.6805, top1-acc=79.04%, top5-acc=96.79%, remaining_time=0:00:17.400000, arrival_time=2021-04-10 02:15:11.589440, cost_time=0:00:11.999979 2021-04-10 02:14:55,663 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.51ms, fps=1737 images/s, loss=0.6837, top1-acc=78.87%, top5-acc=96.75%, remaining_time=0:00:15.869578, arrival_time=2021-04-10 02:15:11.533216, cost_time=0:00:13.474139 2021-04-10 02:14:57,149 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.81ms, fps=1724 images/s, loss=0.6901, top1-acc=78.60%, top5-acc=96.73%, remaining_time=0:00:14.361216, arrival_time=2021-04-10 02:15:11.510272, cost_time=0:00:14.959621 2021-04-10 02:14:58,624 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.54ms, fps=1736 images/s, loss=0.6961, top1-acc=78.46%, top5-acc=96.64%, remaining_time=0:00:12.849088, arrival_time=2021-04-10 02:15:11.473390, cost_time=0:00:16.434881 2021-04-10 02:15:00,097 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=2.08ms, fps=1738 images/s, loss=0.7003, top1-acc=78.40%, top5-acc=96.56%, remaining_time=0:00:11.341632, arrival_time=2021-04-10 02:15:11.438925, cost_time=0:00:17.907823 2021-04-10 02:15:01,583 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.78ms, fps=1723 images/s, loss=0.7041, top1-acc=78.34%, top5-acc=96.53%, remaining_time=0:00:09.846408, arrival_time=2021-04-10 02:15:11.430283, cost_time=0:00:19.394412 2021-04-10 02:15:03,052 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.7099, top1-acc=78.20%, top5-acc=96.47%, remaining_time=0:00:08.345232, arrival_time=2021-04-10 02:15:11.397857, cost_time=0:00:20.863077 2021-04-10 02:15:04,522 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.7136, top1-acc=78.06%, top5-acc=96.45%, remaining_time=0:00:06.848664, arrival_time=2021-04-10 02:15:11.370757, cost_time=0:00:22.332674 2021-04-10 02:15:05,993 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.54ms, fps=1740 images/s, loss=0.7143, top1-acc=78.02%, top5-acc=96.45%, remaining_time=0:00:05.355900, arrival_time=2021-04-10 02:15:11.349441, cost_time=0:00:23.804039 2021-04-10 02:15:07,473 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=2.00ms, fps=1730 images/s, loss=0.7192, top1-acc=77.81%, top5-acc=96.41%, remaining_time=0:00:03.866954, arrival_time=2021-04-10 02:15:11.340361, cost_time=0:00:25.283988 2021-04-10 02:15:08,948 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.7221, top1-acc=77.77%, top5-acc=96.34%, remaining_time=0:00:02.378512, arrival_time=2021-04-10 02:15:11.326452, cost_time=0:00:26.758326 2021-04-10 02:15:10,427 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.55ms, fps=1731 images/s, loss=0.7257, top1-acc=77.65%, top5-acc=96.31%, remaining_time=0:00:00.891738, arrival_time=2021-04-10 02:15:11.319574, cost_time=0:00:28.238418 2021-04-10 02:15:11,218 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.34ms, fps=1720 images/s, loss=0.7273, top1-acc=77.60%, top5-acc=96.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:11.218818, cost_time=0:00:29.029399 2021-04-10 02:15:11,596 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.29ms, fps=6809 images/s, loss=1.6431, top1-acc=61.02%, top5-acc=86.25%, remaining_time=0:00:01.127910, arrival_time=2021-04-10 02:15:12.724095, cost_time=0:00:00.375967 2021-04-10 02:15:11,888 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.28ms, fps=8784 images/s, loss=1.6511, top1-acc=60.84%, top5-acc=86.35%, remaining_time=0:00:00.667860, arrival_time=2021-04-10 02:15:12.555891, cost_time=0:00:00.667853 2021-04-10 02:15:12,183 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.34ms, fps=8662 images/s, loss=1.6404, top1-acc=61.04%, top5-acc=86.37%, remaining_time=0:00:00.321250, arrival_time=2021-04-10 02:15:12.505191, cost_time=0:00:00.963756 2021-04-10 02:15:12,463 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=8323 images/s, loss=1.6616, top1-acc=60.46%, top5-acc=86.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:12.463026, cost_time=0:00:01.242849 2021-04-10 02:15:12,518 INFO : Epoch=0104 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:48:53.724768, arrival_time=2021-04-10 03:04:06.243114, cost_time=0:52:58.201852 2021-04-10 02:15:12,519 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:15:14,197 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.43ms, fps=1525 images/s, loss=0.7092, top1-acc=77.85%, top5-acc=96.29%, remaining_time=0:00:31.218612, arrival_time=2021-04-10 02:15:45.416366, cost_time=0:00:01.678421 2021-04-10 02:15:15,684 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.38ms, fps=1722 images/s, loss=0.6812, top1-acc=79.12%, top5-acc=96.58%, remaining_time=0:00:27.855872, arrival_time=2021-04-10 02:15:43.540694, cost_time=0:00:03.165439 2021-04-10 02:15:17,152 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.57ms, fps=1745 images/s, loss=0.6823, top1-acc=79.19%, top5-acc=96.61%, remaining_time=0:00:25.637870, arrival_time=2021-04-10 02:15:42.790549, cost_time=0:00:04.633341 2021-04-10 02:15:18,626 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.34ms, fps=1738 images/s, loss=0.6731, top1-acc=79.39%, top5-acc=96.79%, remaining_time=0:00:23.815896, arrival_time=2021-04-10 02:15:42.441969, cost_time=0:00:06.106657 2021-04-10 02:15:20,093 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=2.62ms, fps=1745 images/s, loss=0.6748, top1-acc=79.36%, top5-acc=96.88%, remaining_time=0:00:22.117248, arrival_time=2021-04-10 02:15:42.211059, cost_time=0:00:07.574393 2021-04-10 02:15:21,565 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.35ms, fps=1741 images/s, loss=0.6717, top1-acc=79.45%, top5-acc=96.90%, remaining_time=0:00:20.502680, arrival_time=2021-04-10 02:15:42.067773, cost_time=0:00:09.045329 2021-04-10 02:15:23,045 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.65ms, fps=1731 images/s, loss=0.6708, top1-acc=79.53%, top5-acc=96.90%, remaining_time=0:00:18.945990, arrival_time=2021-04-10 02:15:41.990968, cost_time=0:00:10.525572 2021-04-10 02:15:24,526 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.62ms, fps=1729 images/s, loss=0.6723, top1-acc=79.55%, top5-acc=96.85%, remaining_time=0:00:17.410208, arrival_time=2021-04-10 02:15:41.936705, cost_time=0:00:12.007073 2021-04-10 02:15:26,003 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.46ms, fps=1734 images/s, loss=0.6774, top1-acc=79.32%, top5-acc=96.83%, remaining_time=0:00:15.880920, arrival_time=2021-04-10 02:15:41.884092, cost_time=0:00:13.483832 2021-04-10 02:15:27,480 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.6811, top1-acc=79.18%, top5-acc=96.75%, remaining_time=0:00:14.362656, arrival_time=2021-04-10 02:15:41.843123, cost_time=0:00:14.961096 2021-04-10 02:15:28,954 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.6833, top1-acc=79.12%, top5-acc=96.75%, remaining_time=0:00:12.849518, arrival_time=2021-04-10 02:15:41.804388, cost_time=0:00:16.435455 2021-04-10 02:15:30,425 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.6851, top1-acc=79.04%, top5-acc=96.75%, remaining_time=0:00:11.340492, arrival_time=2021-04-10 02:15:41.765900, cost_time=0:00:17.906077 2021-04-10 02:15:31,895 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=2.00ms, fps=1742 images/s, loss=0.6867, top1-acc=78.98%, top5-acc=96.71%, remaining_time=0:00:09.837300, arrival_time=2021-04-10 02:15:41.733074, cost_time=0:00:19.376441 2021-04-10 02:15:33,369 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.6919, top1-acc=78.86%, top5-acc=96.62%, remaining_time=0:00:08.340136, arrival_time=2021-04-10 02:15:41.709818, cost_time=0:00:20.850356 2021-04-10 02:15:34,840 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.48ms, fps=1741 images/s, loss=0.6952, top1-acc=78.75%, top5-acc=96.58%, remaining_time=0:00:06.845076, arrival_time=2021-04-10 02:15:41.685325, cost_time=0:00:22.320837 2021-04-10 02:15:36,314 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.6957, top1-acc=78.78%, top5-acc=96.57%, remaining_time=0:00:05.353812, arrival_time=2021-04-10 02:15:41.667949, cost_time=0:00:23.794733 2021-04-10 02:15:37,786 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.32ms, fps=1739 images/s, loss=0.6982, top1-acc=78.71%, top5-acc=96.59%, remaining_time=0:00:03.864432, arrival_time=2021-04-10 02:15:41.651192, cost_time=0:00:25.267438 2021-04-10 02:15:39,252 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.40ms, fps=1747 images/s, loss=0.7025, top1-acc=78.58%, top5-acc=96.55%, remaining_time=0:00:02.376272, arrival_time=2021-04-10 02:15:41.628662, cost_time=0:00:26.733053 2021-04-10 02:15:40,730 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.23ms, fps=1732 images/s, loss=0.7039, top1-acc=78.59%, top5-acc=96.53%, remaining_time=0:00:00.890880, arrival_time=2021-04-10 02:15:41.621373, cost_time=0:00:28.211162 2021-04-10 02:15:41,517 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.22ms, fps=1729 images/s, loss=0.7037, top1-acc=78.59%, top5-acc=96.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:41.517228, cost_time=0:00:28.997912 2021-04-10 02:15:41,888 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=1.48ms, fps=6916 images/s, loss=1.6666, top1-acc=57.42%, top5-acc=85.66%, remaining_time=0:00:01.110390, arrival_time=2021-04-10 02:15:42.999048, cost_time=0:00:00.370131 2021-04-10 02:15:42,189 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.74ms, fps=8537 images/s, loss=1.6352, top1-acc=58.42%, top5-acc=85.88%, remaining_time=0:00:00.670520, arrival_time=2021-04-10 02:15:42.859538, cost_time=0:00:00.670520 2021-04-10 02:15:42,489 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.68ms, fps=8535 images/s, loss=1.6475, top1-acc=58.44%, top5-acc=85.65%, remaining_time=0:00:00.323630, arrival_time=2021-04-10 02:15:42.813025, cost_time=0:00:00.970897 2021-04-10 02:15:42,771 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=8249 images/s, loss=1.6871, top1-acc=58.49%, top5-acc=85.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:42.771063, cost_time=0:00:01.252575 2021-04-10 02:15:42,838 INFO : Epoch=0105 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:48:22.948250, arrival_time=2021-04-10 03:04:05.786542, cost_time=0:53:28.521765 2021-04-10 02:15:42,839 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:15:44,494 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=0.42ms, fps=1547 images/s, loss=0.7245, top1-acc=77.73%, top5-acc=96.37%, remaining_time=0:00:30.782070, arrival_time=2021-04-10 02:16:15.276892, cost_time=0:00:01.654948 2021-04-10 02:15:45,978 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.64ms, fps=1725 images/s, loss=0.6993, top1-acc=78.83%, top5-acc=96.52%, remaining_time=0:00:27.623904, arrival_time=2021-04-10 02:16:13.602821, cost_time=0:00:03.139084 2021-04-10 02:15:47,455 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.35ms, fps=1734 images/s, loss=0.6882, top1-acc=78.89%, top5-acc=96.67%, remaining_time=0:00:25.541258, arrival_time=2021-04-10 02:16:12.996988, cost_time=0:00:04.615892 2021-04-10 02:15:48,928 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.52ms, fps=1738 images/s, loss=0.6815, top1-acc=79.13%, top5-acc=96.83%, remaining_time=0:00:23.746632, arrival_time=2021-04-10 02:16:12.675379, cost_time=0:00:06.088868 2021-04-10 02:15:50,416 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.83ms, fps=1721 images/s, loss=0.6784, top1-acc=79.43%, top5-acc=96.78%, remaining_time=0:00:22.123526, arrival_time=2021-04-10 02:16:12.539979, cost_time=0:00:07.576565 2021-04-10 02:15:51,895 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.98ms, fps=1732 images/s, loss=0.6757, top1-acc=79.59%, top5-acc=96.74%, remaining_time=0:00:20.524848, arrival_time=2021-04-10 02:16:12.419787, cost_time=0:00:09.055056 2021-04-10 02:15:53,369 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=2.22ms, fps=1737 images/s, loss=0.6765, top1-acc=79.48%, top5-acc=96.75%, remaining_time=0:00:18.953424, arrival_time=2021-04-10 02:16:12.323034, cost_time=0:00:10.529705 2021-04-10 02:15:54,843 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.49ms, fps=1737 images/s, loss=0.6759, top1-acc=79.53%, top5-acc=96.77%, remaining_time=0:00:17.405452, arrival_time=2021-04-10 02:16:12.249189, cost_time=0:00:12.003785 2021-04-10 02:15:56,315 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.51ms, fps=1741 images/s, loss=0.6804, top1-acc=79.33%, top5-acc=96.71%, remaining_time=0:00:15.870744, arrival_time=2021-04-10 02:16:12.185782, cost_time=0:00:13.475203 2021-04-10 02:15:57,788 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.79ms, fps=1737 images/s, loss=0.6856, top1-acc=79.09%, top5-acc=96.70%, remaining_time=0:00:14.351040, arrival_time=2021-04-10 02:16:12.139935, cost_time=0:00:14.949018 2021-04-10 02:15:59,255 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.33ms, fps=1746 images/s, loss=0.6886, top1-acc=78.92%, top5-acc=96.67%, remaining_time=0:00:12.834210, arrival_time=2021-04-10 02:16:12.089936, cost_time=0:00:16.415880 2021-04-10 02:16:00,720 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.33ms, fps=1748 images/s, loss=0.6911, top1-acc=78.83%, top5-acc=96.66%, remaining_time=0:00:11.324684, arrival_time=2021-04-10 02:16:12.045571, cost_time=0:00:17.881052 2021-04-10 02:16:02,191 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.6922, top1-acc=78.80%, top5-acc=96.66%, remaining_time=0:00:09.824760, arrival_time=2021-04-10 02:16:12.016362, cost_time=0:00:19.351769 2021-04-10 02:16:03,659 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=0.6947, top1-acc=78.71%, top5-acc=96.69%, remaining_time=0:00:08.327704, arrival_time=2021-04-10 02:16:11.986745, cost_time=0:00:20.819208 2021-04-10 02:16:05,115 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.47ms, fps=1758 images/s, loss=0.6959, top1-acc=78.65%, top5-acc=96.67%, remaining_time=0:00:06.831230, arrival_time=2021-04-10 02:16:11.946795, cost_time=0:00:22.275731 2021-04-10 02:16:06,590 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.32ms, fps=1736 images/s, loss=0.6994, top1-acc=78.60%, top5-acc=96.66%, remaining_time=0:00:05.343984, arrival_time=2021-04-10 02:16:11.934880, cost_time=0:00:23.751062 2021-04-10 02:16:08,060 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.59ms, fps=1742 images/s, loss=0.7019, top1-acc=78.49%, top5-acc=96.61%, remaining_time=0:00:03.857282, arrival_time=2021-04-10 02:16:11.917866, cost_time=0:00:25.220697 2021-04-10 02:16:09,536 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.35ms, fps=1735 images/s, loss=0.7041, top1-acc=78.42%, top5-acc=96.58%, remaining_time=0:00:02.373008, arrival_time=2021-04-10 02:16:11.909263, cost_time=0:00:26.696330 2021-04-10 02:16:11,006 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.22ms, fps=1742 images/s, loss=0.7035, top1-acc=78.47%, top5-acc=96.60%, remaining_time=0:00:00.889482, arrival_time=2021-04-10 02:16:11.896279, cost_time=0:00:28.166894 2021-04-10 02:16:11,809 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.71ms, fps=1696 images/s, loss=0.7057, top1-acc=78.39%, top5-acc=96.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:11.809122, cost_time=0:00:28.969212 2021-04-10 02:16:12,211 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=4.42ms, fps=6383 images/s, loss=1.6415, top1-acc=59.30%, top5-acc=85.74%, remaining_time=0:00:01.203120, arrival_time=2021-04-10 02:16:13.414760, cost_time=0:00:00.401037 2021-04-10 02:16:12,512 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=2.53ms, fps=8514 images/s, loss=1.6246, top1-acc=59.59%, top5-acc=86.21%, remaining_time=0:00:00.702040, arrival_time=2021-04-10 02:16:13.214719, cost_time=0:00:00.702033 2021-04-10 02:16:12,816 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=0.28ms, fps=8432 images/s, loss=1.6150, top1-acc=59.56%, top5-acc=86.33%, remaining_time=0:00:00.335370, arrival_time=2021-04-10 02:16:13.152123, cost_time=0:00:01.006111 2021-04-10 02:16:13,093 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.07ms, fps=8401 images/s, loss=1.6053, top1-acc=59.66%, top5-acc=86.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:13.093323, cost_time=0:00:01.282741 2021-04-10 02:16:13,202 INFO : Epoch=0106 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:47:52.219914, arrival_time=2021-04-10 03:04:05.422688, cost_time=0:53:58.886274 2021-04-10 02:16:13,203 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:16:14,910 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=2.00ms, fps=1500 images/s, loss=0.6419, top1-acc=80.59%, top5-acc=97.03%, remaining_time=0:00:31.735134, arrival_time=2021-04-10 02:16:46.645245, cost_time=0:00:01.706192 2021-04-10 02:16:16,393 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.57ms, fps=1727 images/s, loss=0.6308, top1-acc=81.33%, top5-acc=97.36%, remaining_time=0:00:28.066896, arrival_time=2021-04-10 02:16:44.460278, cost_time=0:00:03.189413 2021-04-10 02:16:17,860 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.34ms, fps=1745 images/s, loss=0.6372, top1-acc=80.68%, top5-acc=97.33%, remaining_time=0:00:25.769176, arrival_time=2021-04-10 02:16:43.630043, cost_time=0:00:04.657091 2021-04-10 02:16:19,334 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=2.31ms, fps=1738 images/s, loss=0.6393, top1-acc=80.61%, top5-acc=97.29%, remaining_time=0:00:23.908872, arrival_time=2021-04-10 02:16:43.243238, cost_time=0:00:06.130500 2021-04-10 02:16:20,809 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.46ms, fps=1736 images/s, loss=0.6458, top1-acc=80.23%, top5-acc=97.23%, remaining_time=0:00:22.209374, arrival_time=2021-04-10 02:16:43.019131, cost_time=0:00:07.605959 2021-04-10 02:16:22,276 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.6537, top1-acc=79.97%, top5-acc=97.17%, remaining_time=0:00:20.564696, arrival_time=2021-04-10 02:16:42.841180, cost_time=0:00:09.072664 2021-04-10 02:16:23,750 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.37ms, fps=1738 images/s, loss=0.6583, top1-acc=79.86%, top5-acc=97.09%, remaining_time=0:00:18.983538, arrival_time=2021-04-10 02:16:42.733707, cost_time=0:00:10.546380 2021-04-10 02:16:25,221 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.49ms, fps=1741 images/s, loss=0.6633, top1-acc=79.74%, top5-acc=97.03%, remaining_time=0:00:17.425404, arrival_time=2021-04-10 02:16:42.646739, cost_time=0:00:12.017551 2021-04-10 02:16:26,700 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.89ms, fps=1731 images/s, loss=0.6696, top1-acc=79.40%, top5-acc=96.98%, remaining_time=0:00:15.896290, arrival_time=2021-04-10 02:16:42.596978, cost_time=0:00:13.496812 2021-04-10 02:16:28,155 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.99ms, fps=1760 images/s, loss=0.6720, top1-acc=79.35%, top5-acc=96.94%, remaining_time=0:00:14.353920, arrival_time=2021-04-10 02:16:42.509826, cost_time=0:00:14.952040 2021-04-10 02:16:29,631 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.39ms, fps=1736 images/s, loss=0.6768, top1-acc=79.16%, top5-acc=96.87%, remaining_time=0:00:12.843670, arrival_time=2021-04-10 02:16:42.475432, cost_time=0:00:16.427980 2021-04-10 02:16:31,097 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.57ms, fps=1747 images/s, loss=0.6785, top1-acc=79.16%, top5-acc=96.85%, remaining_time=0:00:11.332740, arrival_time=2021-04-10 02:16:42.430308, cost_time=0:00:17.893783 2021-04-10 02:16:32,604 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.94ms, fps=1699 images/s, loss=0.6867, top1-acc=78.92%, top5-acc=96.78%, remaining_time=0:00:09.849510, arrival_time=2021-04-10 02:16:42.453963, cost_time=0:00:19.400501 2021-04-10 02:16:34,093 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=2.15ms, fps=1720 images/s, loss=0.6879, top1-acc=78.84%, top5-acc=96.79%, remaining_time=0:00:08.355872, arrival_time=2021-04-10 02:16:42.449539, cost_time=0:00:20.889735 2021-04-10 02:16:35,567 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=0.6895, top1-acc=78.82%, top5-acc=96.77%, remaining_time=0:00:06.858186, arrival_time=2021-04-10 02:16:42.425800, cost_time=0:00:22.363674 2021-04-10 02:16:37,050 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.60ms, fps=1727 images/s, loss=0.6896, top1-acc=78.83%, top5-acc=96.76%, remaining_time=0:00:05.365512, arrival_time=2021-04-10 02:16:42.416160, cost_time=0:00:23.846723 2021-04-10 02:16:38,526 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.60ms, fps=1736 images/s, loss=0.6934, top1-acc=78.72%, top5-acc=96.75%, remaining_time=0:00:03.872856, arrival_time=2021-04-10 02:16:42.399158, cost_time=0:00:25.322518 2021-04-10 02:16:40,001 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.63ms, fps=1736 images/s, loss=0.6952, top1-acc=78.69%, top5-acc=96.72%, remaining_time=0:00:02.382016, arrival_time=2021-04-10 02:16:42.383623, cost_time=0:00:26.797735 2021-04-10 02:16:41,477 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.6955, top1-acc=78.64%, top5-acc=96.71%, remaining_time=0:00:00.892866, arrival_time=2021-04-10 02:16:42.370678, cost_time=0:00:28.274014 2021-04-10 02:16:42,268 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.22ms, fps=1720 images/s, loss=0.6978, top1-acc=78.61%, top5-acc=96.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:42.268904, cost_time=0:00:29.065125 2021-04-10 02:16:42,655 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.38ms, fps=6655 images/s, loss=1.9000, top1-acc=56.17%, top5-acc=82.62%, remaining_time=0:00:01.153950, arrival_time=2021-04-10 02:16:43.808898, cost_time=0:00:00.384647 2021-04-10 02:16:42,952 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.82ms, fps=8611 images/s, loss=1.8917, top1-acc=55.41%, top5-acc=83.32%, remaining_time=0:00:00.682400, arrival_time=2021-04-10 02:16:43.635103, cost_time=0:00:00.682403 2021-04-10 02:16:43,255 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=0.42ms, fps=8477 images/s, loss=1.8865, top1-acc=55.70%, top5-acc=83.49%, remaining_time=0:00:00.328290, arrival_time=2021-04-10 02:16:43.583463, cost_time=0:00:00.984871 2021-04-10 02:16:43,527 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.06ms, fps=8535 images/s, loss=1.8896, top1-acc=56.00%, top5-acc=83.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:43.527413, cost_time=0:00:01.257174 2021-04-10 02:16:43,600 INFO : Epoch=0107 complete, best val top1-acc=61.17%, top5-acc=87.41% (epoch=78), remaining_time=0:47:21.526836, arrival_time=2021-04-10 03:04:05.126933, cost_time=0:54:29.283601 2021-04-10 02:16:43,600 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:16:45,252 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.23ms, fps=1551 images/s, loss=0.6906, top1-acc=79.96%, top5-acc=97.19%, remaining_time=0:00:30.707670, arrival_time=2021-04-10 02:17:15.959729, cost_time=0:00:01.650948 2021-04-10 02:16:46,733 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.40ms, fps=1729 images/s, loss=0.6803, top1-acc=79.69%, top5-acc=96.93%, remaining_time=0:00:27.563888, arrival_time=2021-04-10 02:17:14.297216, cost_time=0:00:03.132265 2021-04-10 02:16:48,201 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.45ms, fps=1744 images/s, loss=0.6738, top1-acc=79.49%, top5-acc=97.03%, remaining_time=0:00:25.454938, arrival_time=2021-04-10 02:17:13.656294, cost_time=0:00:04.600288 2021-04-10 02:16:49,672 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.6742, top1-acc=79.44%, top5-acc=96.89%, remaining_time=0:00:23.675964, arrival_time=2021-04-10 02:17:13.347931, cost_time=0:00:06.070748 2021-04-10 02:16:51,139 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=2.22ms, fps=1746 images/s, loss=0.6783, top1-acc=79.29%, top5-acc=96.87%, remaining_time=0:00:22.010376, arrival_time=2021-04-10 02:17:13.149417, cost_time=0:00:07.537788 2021-04-10 02:16:52,607 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.33ms, fps=1744 images/s, loss=0.6735, top1-acc=79.37%, top5-acc=96.89%, remaining_time=0:00:20.414144, arrival_time=2021-04-10 02:17:13.021505, cost_time=0:00:09.006248 2021-04-10 02:16:54,084 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=2.55ms, fps=1735 images/s, loss=0.6769, top1-acc=79.44%, top5-acc=96.85%, remaining_time=0:00:18.868878, arrival_time=2021-04-10 02:17:12.952786, cost_time=0:00:10.482706 2021-04-10 02:16:55,556 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=0.6765, top1-acc=79.33%, top5-acc=96.88%, remaining_time=0:00:17.335736, arrival_time=2021-04-10 02:17:12.892464, cost_time=0:00:11.955649 2021-04-10 02:16:57,032 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.40ms, fps=1735 images/s, loss=0.6810, top1-acc=79.15%, top5-acc=96.81%, remaining_time=0:00:15.819440, arrival_time=2021-04-10 02:17:12.852124, cost_time=0:00:13.431616 2021-04-10 02:16:58,508 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=5.17ms, fps=1735 images/s, loss=0.6814, top1-acc=79.08%, top5-acc=96.82%, remaining_time=0:00:14.311296, arrival_time=2021-04-10 02:17:12.820090, cost_time=0:00:14.907577 2021-04-10 02:16:59,981 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.6834, top1-acc=79.06%, top5-acc=96.82%, remaining_time=0:00:12.806776, arrival_time=2021-04-10 02:17:12.788662, cost_time=0:00:16.380743 2021-04-10 02:17:01,453 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.49ms, fps=1741 images/s, loss=0.6834, top1-acc=79.07%, top5-acc=96.79%, remaining_time=0:00:11.306368, arrival_time=2021-04-10 02:17:12.759665, cost_time=0:00:17.852144 2021-04-10 02:17:02,926 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=0.6846, top1-acc=79.10%, top5-acc=96.77%, remaining_time=0:00:09.811164, arrival_time=2021-04-10 02:17:12.737186, cost_time=0:00:19.324955 2021-04-10 02:17:04,401 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.41ms, fps=1735 images/s, loss=0.6836, top1-acc=79.14%, top5-acc=96.77%, remaining_time=0:00:08.320200, arrival_time=2021-04-10 02:17:12.721882, cost_time=0:00:20.800534 2021-04-10 02:17:05,871 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.6844, top1-acc=79.16%, top5-acc=96.77%, remaining_time=0:00:06.829482, arrival_time=2021-04-10 02:17:12.700708, cost_time=0:00:22.270100 2021-04-10 02:17:07,342 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.78ms, fps=1741 images/s, loss=0.6877, top1-acc=79.09%, top5-acc=96.73%, remaining_time=0:00:05.341716, arrival_time=2021-04-10 02:17:12.683675, cost_time=0:00:23.740890 2021-04-10 02:17:08,811 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.35ms, fps=1743 images/s, loss=0.6882, top1-acc=79.05%, top5-acc=96.75%, remaining_time=0:00:03.855696, arrival_time=2021-04-10 02:17:12.667105, cost_time=0:00:25.210343 2021-04-10 02:17:10,286 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.38ms, fps=1736 images/s, loss=0.6889, top1-acc=79.05%, top5-acc=96.74%, remaining_time=0:00:02.372048, arrival_time=2021-04-10 02:17:12.658704, cost_time=0:00:26.685542 2021-04-10 02:17:11,763 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.6914, top1-acc=78.96%, top5-acc=96.72%, remaining_time=0:00:00.889344, arrival_time=2021-04-10 02:17:12.652961, cost_time=0:00:28.162487 2021-04-10 02:17:12,558 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.28ms, fps=1713 images/s, loss=0.6926, top1-acc=78.96%, top5-acc=96.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:12.558124, cost_time=0:00:28.957042 2021-04-10 02:17:12,976 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=2.57ms, fps=6145 images/s, loss=1.5334, top1-acc=62.07%, top5-acc=86.84%, remaining_time=0:00:01.249740, arrival_time=2021-04-10 02:17:14.226012, cost_time=0:00:00.416575 2021-04-10 02:17:13,269 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.51ms, fps=8747 images/s, loss=1.5303, top1-acc=62.03%, top5-acc=86.84%, remaining_time=0:00:00.709700, arrival_time=2021-04-10 02:17:13.979099, cost_time=0:00:00.709708 2021-04-10 02:17:13,569 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=2.50ms, fps=8548 images/s, loss=1.5288, top1-acc=61.91%, top5-acc=86.93%, remaining_time=0:00:00.336550, arrival_time=2021-04-10 02:17:13.905909, cost_time=0:00:01.009662 2021-04-10 02:17:13,855 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.06ms, fps=8113 images/s, loss=1.5371, top1-acc=61.63%, top5-acc=86.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:13.855755, cost_time=0:00:01.296102 2021-04-10 02:17:13,965 INFO : Epoch=0108 complete, best val top1-acc=61.63%, top5-acc=86.79% (epoch=108), remaining_time=0:46:50.811968, arrival_time=2021-04-10 03:04:04.777276, cost_time=0:54:59.648794 2021-04-10 02:17:13,966 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:17:15,624 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.23ms, fps=1544 images/s, loss=0.6543, top1-acc=80.20%, top5-acc=96.45%, remaining_time=0:00:30.837312, arrival_time=2021-04-10 02:17:46.461549, cost_time=0:00:01.657925 2021-04-10 02:17:17,134 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.42ms, fps=1696 images/s, loss=0.6469, top1-acc=80.66%, top5-acc=96.86%, remaining_time=0:00:27.876992, arrival_time=2021-04-10 02:17:45.011173, cost_time=0:00:03.167833 2021-04-10 02:17:18,606 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.6460, top1-acc=80.56%, top5-acc=96.97%, remaining_time=0:00:25.673892, arrival_time=2021-04-10 02:17:44.280072, cost_time=0:00:04.639872 2021-04-10 02:17:20,073 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.57ms, fps=1745 images/s, loss=0.6417, top1-acc=80.43%, top5-acc=97.07%, remaining_time=0:00:23.818080, arrival_time=2021-04-10 02:17:43.891673, cost_time=0:00:06.107208 2021-04-10 02:17:21,541 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.75ms, fps=1744 images/s, loss=0.6406, top1-acc=80.34%, top5-acc=97.16%, remaining_time=0:00:22.119876, arrival_time=2021-04-10 02:17:43.661632, cost_time=0:00:07.575301 2021-04-10 02:17:23,016 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.33ms, fps=1736 images/s, loss=0.6416, top1-acc=80.36%, top5-acc=97.16%, remaining_time=0:00:20.514784, arrival_time=2021-04-10 02:17:43.531739, cost_time=0:00:09.050651 2021-04-10 02:17:24,485 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.41ms, fps=1743 images/s, loss=0.6419, top1-acc=80.27%, top5-acc=97.14%, remaining_time=0:00:18.934902, arrival_time=2021-04-10 02:17:43.420611, cost_time=0:00:10.519398 2021-04-10 02:17:25,955 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.6400, top1-acc=80.30%, top5-acc=97.12%, remaining_time=0:00:17.384456, arrival_time=2021-04-10 02:17:43.340164, cost_time=0:00:11.989273 2021-04-10 02:17:27,425 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.82ms, fps=1743 images/s, loss=0.6432, top1-acc=80.12%, top5-acc=97.10%, remaining_time=0:00:15.851664, arrival_time=2021-04-10 02:17:43.276971, cost_time=0:00:13.458986 2021-04-10 02:17:28,894 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=0.6470, top1-acc=80.05%, top5-acc=97.08%, remaining_time=0:00:14.331360, arrival_time=2021-04-10 02:17:43.226127, cost_time=0:00:14.928459 2021-04-10 02:17:30,367 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.30ms, fps=1739 images/s, loss=0.6520, top1-acc=79.91%, top5-acc=97.01%, remaining_time=0:00:12.822772, arrival_time=2021-04-10 02:17:43.190365, cost_time=0:00:16.401240 2021-04-10 02:17:31,849 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.93ms, fps=1728 images/s, loss=0.6574, top1-acc=79.82%, top5-acc=96.95%, remaining_time=0:00:11.325824, arrival_time=2021-04-10 02:17:43.175047, cost_time=0:00:17.882915 2021-04-10 02:17:33,316 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.36ms, fps=1745 images/s, loss=0.6611, top1-acc=79.71%, top5-acc=96.94%, remaining_time=0:00:09.823968, arrival_time=2021-04-10 02:17:43.140616, cost_time=0:00:19.350221 2021-04-10 02:17:34,783 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=2.08ms, fps=1746 images/s, loss=0.6651, top1-acc=79.59%, top5-acc=96.89%, remaining_time=0:00:08.326976, arrival_time=2021-04-10 02:17:43.110673, cost_time=0:00:20.817374 2021-04-10 02:17:36,253 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.95ms, fps=1742 images/s, loss=0.6670, top1-acc=79.53%, top5-acc=96.91%, remaining_time=0:00:06.834726, arrival_time=2021-04-10 02:17:43.088193, cost_time=0:00:22.287119 2021-04-10 02:17:37,726 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=2.09ms, fps=1739 images/s, loss=0.6734, top1-acc=79.32%, top5-acc=96.86%, remaining_time=0:00:05.346000, arrival_time=2021-04-10 02:17:43.072237, cost_time=0:00:23.759927 2021-04-10 02:17:39,201 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=2.00ms, fps=1736 images/s, loss=0.6757, top1-acc=79.23%, top5-acc=96.86%, remaining_time=0:00:03.859440, arrival_time=2021-04-10 02:17:43.060483, cost_time=0:00:25.234715 2021-04-10 02:17:40,698 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.99ms, fps=1710 images/s, loss=0.6762, top1-acc=79.23%, top5-acc=96.85%, remaining_time=0:00:02.376208, arrival_time=2021-04-10 02:17:43.074795, cost_time=0:00:26.732277 2021-04-10 02:17:42,170 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.22ms, fps=1739 images/s, loss=0.6804, top1-acc=79.07%, top5-acc=96.83%, remaining_time=0:00:00.890664, arrival_time=2021-04-10 02:17:43.061531, cost_time=0:00:28.204435 2021-04-10 02:17:42,964 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.23ms, fps=1715 images/s, loss=0.6822, top1-acc=79.02%, top5-acc=96.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:42.964621, cost_time=0:00:28.998307 2021-04-10 02:17:43,379 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.23ms, fps=6195 images/s, loss=1.6196, top1-acc=59.02%, top5-acc=86.33%, remaining_time=0:00:01.239630, arrival_time=2021-04-10 02:17:44.618929, cost_time=0:00:00.413210 2021-04-10 02:17:43,676 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.54ms, fps=8628 images/s, loss=1.5558, top1-acc=60.10%, top5-acc=86.95%, remaining_time=0:00:00.710500, arrival_time=2021-04-10 02:17:44.387070, cost_time=0:00:00.710492 2021-04-10 02:17:43,975 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.26ms, fps=8570 images/s, loss=1.5428, top1-acc=60.61%, top5-acc=87.15%, remaining_time=0:00:00.336580, arrival_time=2021-04-10 02:17:44.312335, cost_time=0:00:01.009745 2021-04-10 02:17:44,249 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=8475 images/s, loss=1.5327, top1-acc=60.73%, top5-acc=86.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:44.249804, cost_time=0:00:01.283815 2021-04-10 02:17:44,304 INFO : Epoch=0109 complete, best val top1-acc=61.63%, top5-acc=86.79% (epoch=108), remaining_time=0:46:20.082123, arrival_time=2021-04-10 03:04:04.387064, cost_time=0:55:29.988439 2021-04-10 02:17:44,305 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:17:45,963 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=0.24ms, fps=1544 images/s, loss=0.6621, top1-acc=80.23%, top5-acc=97.07%, remaining_time=0:00:30.837126, arrival_time=2021-04-10 02:18:16.801021, cost_time=0:00:01.657909 2021-04-10 02:17:47,446 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.75ms, fps=1728 images/s, loss=0.6629, top1-acc=80.23%, top5-acc=97.21%, remaining_time=0:00:27.632176, arrival_time=2021-04-10 02:18:15.078187, cost_time=0:00:03.140015 2021-04-10 02:17:48,920 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.51ms, fps=1737 images/s, loss=0.6550, top1-acc=80.43%, top5-acc=97.11%, remaining_time=0:00:25.531962, arrival_time=2021-04-10 02:18:14.452095, cost_time=0:00:04.614198 2021-04-10 02:17:50,387 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.6540, top1-acc=80.36%, top5-acc=97.09%, remaining_time=0:00:23.718552, arrival_time=2021-04-10 02:18:14.106142, cost_time=0:00:06.081675 2021-04-10 02:17:51,855 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.57ms, fps=1745 images/s, loss=0.6511, top1-acc=80.37%, top5-acc=97.11%, remaining_time=0:00:22.043372, arrival_time=2021-04-10 02:18:13.898456, cost_time=0:00:07.549092 2021-04-10 02:17:53,329 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.24ms, fps=1737 images/s, loss=0.6503, top1-acc=80.44%, top5-acc=97.05%, remaining_time=0:00:20.453448, arrival_time=2021-04-10 02:18:13.782995, cost_time=0:00:09.023594 2021-04-10 02:17:54,801 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.52ms, fps=1740 images/s, loss=0.6491, top1-acc=80.41%, top5-acc=97.14%, remaining_time=0:00:18.892314, arrival_time=2021-04-10 02:18:13.693957, cost_time=0:00:10.495732 2021-04-10 02:17:56,266 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.6514, top1-acc=80.29%, top5-acc=97.21%, remaining_time=0:00:17.342580, arrival_time=2021-04-10 02:18:13.608870, cost_time=0:00:11.960375 2021-04-10 02:17:57,736 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.51ms, fps=1742 images/s, loss=0.6522, top1-acc=80.19%, top5-acc=97.17%, remaining_time=0:00:15.817744, arrival_time=2021-04-10 02:18:13.553892, cost_time=0:00:13.430155 2021-04-10 02:17:59,195 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.81ms, fps=1754 images/s, loss=0.6562, top1-acc=80.11%, top5-acc=97.12%, remaining_time=0:00:14.294304, arrival_time=2021-04-10 02:18:13.490142, cost_time=0:00:14.889870 2021-04-10 02:18:00,674 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.6575, top1-acc=80.08%, top5-acc=97.12%, remaining_time=0:00:12.797230, arrival_time=2021-04-10 02:18:13.471743, cost_time=0:00:16.368601 2021-04-10 02:18:02,153 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.83ms, fps=1732 images/s, loss=0.6589, top1-acc=80.11%, top5-acc=97.08%, remaining_time=0:00:11.303328, arrival_time=2021-04-10 02:18:13.456679, cost_time=0:00:17.847405 2021-04-10 02:18:03,629 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.48ms, fps=1734 images/s, loss=0.6578, top1-acc=80.08%, top5-acc=97.11%, remaining_time=0:00:09.810570, arrival_time=2021-04-10 02:18:13.440342, cost_time=0:00:19.323858 2021-04-10 02:18:05,102 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.6600, top1-acc=80.06%, top5-acc=97.06%, remaining_time=0:00:08.318632, arrival_time=2021-04-10 02:18:13.421234, cost_time=0:00:20.796606 2021-04-10 02:18:06,576 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.58ms, fps=1738 images/s, loss=0.6637, top1-acc=79.90%, top5-acc=97.02%, remaining_time=0:00:06.829436, arrival_time=2021-04-10 02:18:13.405452, cost_time=0:00:22.269966 2021-04-10 02:18:08,055 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.98ms, fps=1731 images/s, loss=0.6648, top1-acc=79.86%, top5-acc=96.98%, remaining_time=0:00:05.343696, arrival_time=2021-04-10 02:18:13.399314, cost_time=0:00:23.749695 2021-04-10 02:18:09,528 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.37ms, fps=1739 images/s, loss=0.6682, top1-acc=79.75%, top5-acc=96.92%, remaining_time=0:00:03.857516, arrival_time=2021-04-10 02:18:13.385678, cost_time=0:00:25.222245 2021-04-10 02:18:11,002 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.42ms, fps=1738 images/s, loss=0.6693, top1-acc=79.74%, top5-acc=96.91%, remaining_time=0:00:02.372976, arrival_time=2021-04-10 02:18:13.374970, cost_time=0:00:26.695998 2021-04-10 02:18:12,470 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.32ms, fps=1744 images/s, loss=0.6723, top1-acc=79.56%, top5-acc=96.87%, remaining_time=0:00:00.889398, arrival_time=2021-04-10 02:18:13.359510, cost_time=0:00:28.164204 2021-04-10 02:18:13,272 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=2.19ms, fps=1696 images/s, loss=0.6739, top1-acc=79.52%, top5-acc=96.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:13.272447, cost_time=0:00:28.966489 2021-04-10 02:18:13,688 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.30ms, fps=6190 images/s, loss=1.6122, top1-acc=60.51%, top5-acc=85.51%, remaining_time=0:00:01.240770, arrival_time=2021-04-10 02:18:14.929385, cost_time=0:00:00.413587 2021-04-10 02:18:13,987 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.30ms, fps=8567 images/s, loss=1.6438, top1-acc=60.25%, top5-acc=85.49%, remaining_time=0:00:00.712960, arrival_time=2021-04-10 02:18:14.700872, cost_time=0:00:00.712954 2021-04-10 02:18:14,284 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=2.34ms, fps=8659 images/s, loss=1.6324, top1-acc=60.21%, top5-acc=85.92%, remaining_time=0:00:00.336320, arrival_time=2021-04-10 02:18:14.620264, cost_time=0:00:01.008950 2021-04-10 02:18:14,562 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.06ms, fps=8339 images/s, loss=1.6286, top1-acc=60.91%, top5-acc=86.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:14.562550, cost_time=0:00:01.287617 2021-04-10 02:18:14,669 INFO : Epoch=0110 complete, best val top1-acc=61.63%, top5-acc=86.79% (epoch=108), remaining_time=0:45:49.379580, arrival_time=2021-04-10 03:04:04.048919, cost_time=0:56:00.352843 2021-04-10 02:18:14,670 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:18:16,346 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.45ms, fps=1527 images/s, loss=0.6283, top1-acc=80.43%, top5-acc=97.50%, remaining_time=0:00:31.174902, arrival_time=2021-04-10 02:18:47.521492, cost_time=0:00:01.676068 2021-04-10 02:18:17,838 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=2.09ms, fps=1719 images/s, loss=0.6536, top1-acc=79.61%, top5-acc=97.21%, remaining_time=0:00:27.861856, arrival_time=2021-04-10 02:18:45.700388, cost_time=0:00:03.166118 2021-04-10 02:18:19,310 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=0.6505, top1-acc=79.78%, top5-acc=97.30%, remaining_time=0:00:25.674556, arrival_time=2021-04-10 02:18:44.985011, cost_time=0:00:04.639991 2021-04-10 02:18:20,781 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.88ms, fps=1741 images/s, loss=0.6486, top1-acc=79.84%, top5-acc=97.29%, remaining_time=0:00:23.833368, arrival_time=2021-04-10 02:18:44.615005, cost_time=0:00:06.111109 2021-04-10 02:18:22,257 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.66ms, fps=1736 images/s, loss=0.6467, top1-acc=79.93%, top5-acc=97.30%, remaining_time=0:00:22.153894, arrival_time=2021-04-10 02:18:44.411208, cost_time=0:00:07.586934 2021-04-10 02:18:23,726 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.30ms, fps=1743 images/s, loss=0.6503, top1-acc=79.80%, top5-acc=97.27%, remaining_time=0:00:20.526208, arrival_time=2021-04-10 02:18:44.252346, cost_time=0:00:09.055680 2021-04-10 02:18:25,205 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.63ms, fps=1731 images/s, loss=0.6522, top1-acc=79.82%, top5-acc=97.22%, remaining_time=0:00:18.963630, arrival_time=2021-04-10 02:18:44.169418, cost_time=0:00:10.535353 2021-04-10 02:18:26,701 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.53ms, fps=1713 images/s, loss=0.6527, top1-acc=79.87%, top5-acc=97.15%, remaining_time=0:00:17.444312, arrival_time=2021-04-10 02:18:44.145274, cost_time=0:00:12.030577 2021-04-10 02:18:28,170 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.63ms, fps=1743 images/s, loss=0.6568, top1-acc=79.77%, top5-acc=97.08%, remaining_time=0:00:15.899576, arrival_time=2021-04-10 02:18:44.069549, cost_time=0:00:13.499595 2021-04-10 02:18:29,642 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.36ms, fps=1739 images/s, loss=0.6534, top1-acc=79.87%, top5-acc=97.16%, remaining_time=0:00:14.373312, arrival_time=2021-04-10 02:18:44.015973, cost_time=0:00:14.972239 2021-04-10 02:18:31,118 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.55ms, fps=1735 images/s, loss=0.6564, top1-acc=79.77%, top5-acc=97.09%, remaining_time=0:00:12.859494, arrival_time=2021-04-10 02:18:43.978184, cost_time=0:00:16.448227 2021-04-10 02:18:32,592 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.6585, top1-acc=79.64%, top5-acc=97.07%, remaining_time=0:00:11.350752, arrival_time=2021-04-10 02:18:43.943420, cost_time=0:00:17.922278 2021-04-10 02:18:34,063 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.43ms, fps=1742 images/s, loss=0.6637, top1-acc=79.43%, top5-acc=97.03%, remaining_time=0:00:09.845418, arrival_time=2021-04-10 02:18:43.908381, cost_time=0:00:19.392549 2021-04-10 02:18:35,528 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.31ms, fps=1747 images/s, loss=0.6630, top1-acc=79.40%, top5-acc=97.03%, remaining_time=0:00:08.343328, arrival_time=2021-04-10 02:18:43.872063, cost_time=0:00:20.858352 2021-04-10 02:18:37,005 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.6649, top1-acc=79.36%, top5-acc=97.00%, remaining_time=0:00:06.849492, arrival_time=2021-04-10 02:18:43.855222, cost_time=0:00:22.335352 2021-04-10 02:18:38,474 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.6650, top1-acc=79.35%, top5-acc=97.01%, remaining_time=0:00:05.355864, arrival_time=2021-04-10 02:18:43.830123, cost_time=0:00:23.803879 2021-04-10 02:18:39,953 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=2.02ms, fps=1731 images/s, loss=0.6653, top1-acc=79.40%, top5-acc=96.99%, remaining_time=0:00:03.866824, arrival_time=2021-04-10 02:18:43.820272, cost_time=0:00:25.283067 2021-04-10 02:18:41,427 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.37ms, fps=1737 images/s, loss=0.6690, top1-acc=79.30%, top5-acc=96.94%, remaining_time=0:00:02.378384, arrival_time=2021-04-10 02:18:43.805638, cost_time=0:00:26.756834 2021-04-10 02:18:42,904 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.35ms, fps=1734 images/s, loss=0.6717, top1-acc=79.23%, top5-acc=96.92%, remaining_time=0:00:00.891600, arrival_time=2021-04-10 02:18:43.796029, cost_time=0:00:28.234051 2021-04-10 02:18:43,719 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.86ms, fps=1670 images/s, loss=0.6738, top1-acc=79.19%, top5-acc=96.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:43.719119, cost_time=0:00:29.048592 2021-04-10 02:18:44,133 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.36ms, fps=6210 images/s, loss=1.4748, top1-acc=62.66%, top5-acc=88.36%, remaining_time=0:00:01.236630, arrival_time=2021-04-10 02:18:45.370306, cost_time=0:00:00.412213 2021-04-10 02:18:44,437 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.49ms, fps=8451 images/s, loss=1.4609, top1-acc=62.83%, top5-acc=88.22%, remaining_time=0:00:00.715600, arrival_time=2021-04-10 02:18:45.152615, cost_time=0:00:00.715595 2021-04-10 02:18:44,740 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=2.45ms, fps=8452 images/s, loss=1.4727, top1-acc=62.50%, top5-acc=88.06%, remaining_time=0:00:00.339600, arrival_time=2021-04-10 02:18:45.079876, cost_time=0:00:01.018813 2021-04-10 02:18:45,017 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.07ms, fps=8378 images/s, loss=1.4469, top1-acc=62.21%, top5-acc=88.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:45.017652, cost_time=0:00:01.296242 2021-04-10 02:18:45,122 INFO : Epoch=0111 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:45:18.754556, arrival_time=2021-04-10 03:04:03.877275, cost_time=0:56:30.806214 2021-04-10 02:18:45,123 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:18:46,811 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=1.42ms, fps=1517 images/s, loss=0.6207, top1-acc=81.76%, top5-acc=97.42%, remaining_time=0:00:31.384896, arrival_time=2021-04-10 02:19:18.196099, cost_time=0:00:01.687356 2021-04-10 02:18:48,292 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.08ms, fps=1729 images/s, loss=0.6247, top1-acc=81.54%, top5-acc=97.27%, remaining_time=0:00:27.882800, arrival_time=2021-04-10 02:19:16.175076, cost_time=0:00:03.168491 2021-04-10 02:18:49,756 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.61ms, fps=1749 images/s, loss=0.6166, top1-acc=81.61%, top5-acc=97.36%, remaining_time=0:00:25.633056, arrival_time=2021-04-10 02:19:15.389236, cost_time=0:00:04.632470 2021-04-10 02:18:51,222 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=2.02ms, fps=1746 images/s, loss=0.6219, top1-acc=81.59%, top5-acc=97.30%, remaining_time=0:00:23.785320, arrival_time=2021-04-10 02:19:15.008138, cost_time=0:00:06.098804 2021-04-10 02:18:52,702 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.59ms, fps=1731 images/s, loss=0.6230, top1-acc=81.49%, top5-acc=97.23%, remaining_time=0:00:22.129074, arrival_time=2021-04-10 02:19:14.831278, cost_time=0:00:07.578435 2021-04-10 02:18:54,176 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.6342, top1-acc=81.22%, top5-acc=97.06%, remaining_time=0:00:20.519952, arrival_time=2021-04-10 02:19:14.696608, cost_time=0:00:09.052943 2021-04-10 02:18:55,649 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.39ms, fps=1739 images/s, loss=0.6384, top1-acc=81.08%, top5-acc=97.02%, remaining_time=0:00:18.946242, arrival_time=2021-04-10 02:19:14.595664, cost_time=0:00:10.525722 2021-04-10 02:18:57,121 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.52ms, fps=1740 images/s, loss=0.6410, top1-acc=80.89%, top5-acc=97.04%, remaining_time=0:00:17.396636, arrival_time=2021-04-10 02:19:14.518057, cost_time=0:00:11.997718 2021-04-10 02:18:58,601 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.83ms, fps=1730 images/s, loss=0.6392, top1-acc=80.91%, top5-acc=97.04%, remaining_time=0:00:15.873818, arrival_time=2021-04-10 02:19:14.475321, cost_time=0:00:13.477728 2021-04-10 02:19:00,070 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=0.6411, top1-acc=80.75%, top5-acc=97.04%, remaining_time=0:00:14.348928, arrival_time=2021-04-10 02:19:14.419488, cost_time=0:00:14.946841 2021-04-10 02:19:01,542 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=0.6419, top1-acc=80.66%, top5-acc=97.07%, remaining_time=0:00:12.836704, arrival_time=2021-04-10 02:19:14.379509, cost_time=0:00:16.419064 2021-04-10 02:19:03,017 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.56ms, fps=1737 images/s, loss=0.6419, top1-acc=80.64%, top5-acc=97.07%, remaining_time=0:00:11.332588, arrival_time=2021-04-10 02:19:14.349862, cost_time=0:00:17.893571 2021-04-10 02:19:04,518 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.36ms, fps=1706 images/s, loss=0.6440, top1-acc=80.54%, top5-acc=97.07%, remaining_time=0:00:09.846408, arrival_time=2021-04-10 02:19:14.364616, cost_time=0:00:19.394425 2021-04-10 02:19:05,985 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.88ms, fps=1746 images/s, loss=0.6457, top1-acc=80.47%, top5-acc=97.06%, remaining_time=0:00:08.344616, arrival_time=2021-04-10 02:19:14.329968, cost_time=0:00:20.861569 2021-04-10 02:19:07,447 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.6483, top1-acc=80.38%, top5-acc=97.04%, remaining_time=0:00:06.845812, arrival_time=2021-04-10 02:19:14.292842, cost_time=0:00:22.323309 2021-04-10 02:19:08,926 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.43ms, fps=1731 images/s, loss=0.6505, top1-acc=80.29%, top5-acc=97.02%, remaining_time=0:00:05.355648, arrival_time=2021-04-10 02:19:14.282400, cost_time=0:00:23.802832 2021-04-10 02:19:10,405 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.74ms, fps=1732 images/s, loss=0.6524, top1-acc=80.21%, top5-acc=97.02%, remaining_time=0:00:03.866694, arrival_time=2021-04-10 02:19:14.272581, cost_time=0:00:25.282178 2021-04-10 02:19:11,887 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.35ms, fps=1728 images/s, loss=0.6537, top1-acc=80.17%, top5-acc=97.01%, remaining_time=0:00:02.378992, arrival_time=2021-04-10 02:19:14.266570, cost_time=0:00:26.763744 2021-04-10 02:19:13,368 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.36ms, fps=1729 images/s, loss=0.6583, top1-acc=80.02%, top5-acc=96.98%, remaining_time=0:00:00.891948, arrival_time=2021-04-10 02:19:14.260776, cost_time=0:00:28.245020 2021-04-10 02:19:14,160 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.48ms, fps=1719 images/s, loss=0.6601, top1-acc=80.00%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:14.160627, cost_time=0:00:29.036909 2021-04-10 02:19:14,575 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.19ms, fps=6185 images/s, loss=1.7062, top1-acc=57.97%, top5-acc=85.39%, remaining_time=0:00:01.241610, arrival_time=2021-04-10 02:19:15.817451, cost_time=0:00:00.413867 2021-04-10 02:19:14,879 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.41ms, fps=8456 images/s, loss=1.7364, top1-acc=58.18%, top5-acc=85.16%, remaining_time=0:00:00.717100, arrival_time=2021-04-10 02:19:15.596167, cost_time=0:00:00.717096 2021-04-10 02:19:15,180 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.49ms, fps=8512 images/s, loss=1.7386, top1-acc=57.92%, top5-acc=85.14%, remaining_time=0:00:00.339440, arrival_time=2021-04-10 02:19:15.519706, cost_time=0:00:01.018316 2021-04-10 02:19:15,455 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.06ms, fps=8540 images/s, loss=1.7093, top1-acc=58.41%, top5-acc=85.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:15.455133, cost_time=0:00:01.293234 2021-04-10 02:19:15,559 INFO : Epoch=0112 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:44:48.119104, arrival_time=2021-04-10 03:04:03.678106, cost_time=0:57:01.242503 2021-04-10 02:19:15,559 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:19:17,258 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.94ms, fps=1507 images/s, loss=0.6122, top1-acc=81.52%, top5-acc=97.42%, remaining_time=0:00:31.598982, arrival_time=2021-04-10 02:19:48.857884, cost_time=0:00:01.698873 2021-04-10 02:19:18,748 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.00ms, fps=1719 images/s, loss=0.6348, top1-acc=80.80%, top5-acc=97.09%, remaining_time=0:00:28.056864, arrival_time=2021-04-10 02:19:46.805113, cost_time=0:00:03.188277 2021-04-10 02:19:20,212 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=0.6327, top1-acc=80.86%, top5-acc=97.07%, remaining_time=0:00:25.740956, arrival_time=2021-04-10 02:19:45.952950, cost_time=0:00:04.651987 2021-04-10 02:19:21,688 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.33ms, fps=1735 images/s, loss=0.6237, top1-acc=81.15%, top5-acc=97.29%, remaining_time=0:00:23.899356, arrival_time=2021-04-10 02:19:45.587413, cost_time=0:00:06.128058 2021-04-10 02:19:23,155 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=0.6236, top1-acc=81.12%, top5-acc=97.34%, remaining_time=0:00:22.180174, arrival_time=2021-04-10 02:19:45.336080, cost_time=0:00:07.595946 2021-04-10 02:19:24,621 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.6309, top1-acc=80.73%, top5-acc=97.25%, remaining_time=0:00:20.538040, arrival_time=2021-04-10 02:19:45.158979, cost_time=0:00:09.060903 2021-04-10 02:19:26,094 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=2.01ms, fps=1738 images/s, loss=0.6315, top1-acc=80.75%, top5-acc=97.24%, remaining_time=0:00:18.962370, arrival_time=2021-04-10 02:19:45.057041, cost_time=0:00:10.534660 2021-04-10 02:19:27,568 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.6327, top1-acc=80.71%, top5-acc=97.18%, remaining_time=0:00:17.412760, arrival_time=2021-04-10 02:19:44.981504, cost_time=0:00:12.008782 2021-04-10 02:19:29,037 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.53ms, fps=1743 images/s, loss=0.6356, top1-acc=80.53%, top5-acc=97.18%, remaining_time=0:00:15.873712, arrival_time=2021-04-10 02:19:44.911394, cost_time=0:00:13.477684 2021-04-10 02:19:30,507 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.6386, top1-acc=80.48%, top5-acc=97.17%, remaining_time=0:00:14.349984, arrival_time=2021-04-10 02:19:44.857887, cost_time=0:00:14.947937 2021-04-10 02:19:31,982 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.39ms, fps=1737 images/s, loss=0.6370, top1-acc=80.53%, top5-acc=97.19%, remaining_time=0:00:12.839026, arrival_time=2021-04-10 02:19:44.821004, cost_time=0:00:16.422015 2021-04-10 02:19:33,515 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=5.36ms, fps=1670 images/s, loss=0.6385, top1-acc=80.43%, top5-acc=97.21%, remaining_time=0:00:11.371956, arrival_time=2021-04-10 02:19:44.887620, cost_time=0:00:17.955704 2021-04-10 02:19:34,989 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.6380, top1-acc=80.43%, top5-acc=97.20%, remaining_time=0:00:09.864426, arrival_time=2021-04-10 02:19:44.854319, cost_time=0:00:19.429931 2021-04-10 02:19:36,457 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=2.30ms, fps=1746 images/s, loss=0.6397, top1-acc=80.37%, top5-acc=97.21%, remaining_time=0:00:08.358728, arrival_time=2021-04-10 02:19:44.815646, cost_time=0:00:20.896838 2021-04-10 02:19:37,929 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=0.6416, top1-acc=80.32%, top5-acc=97.18%, remaining_time=0:00:06.859934, arrival_time=2021-04-10 02:19:44.789187, cost_time=0:00:22.369295 2021-04-10 02:19:39,400 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.80ms, fps=1740 images/s, loss=0.6454, top1-acc=80.14%, top5-acc=97.13%, remaining_time=0:00:05.364180, arrival_time=2021-04-10 02:19:44.764939, cost_time=0:00:23.840800 2021-04-10 02:19:40,870 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.46ms, fps=1743 images/s, loss=0.6478, top1-acc=80.03%, top5-acc=97.12%, remaining_time=0:00:03.870984, arrival_time=2021-04-10 02:19:44.741160, cost_time=0:00:25.310200 2021-04-10 02:19:42,353 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=2.18ms, fps=1727 images/s, loss=0.6506, top1-acc=79.93%, top5-acc=97.10%, remaining_time=0:00:02.381616, arrival_time=2021-04-10 02:19:44.734759, cost_time=0:00:26.793111 2021-04-10 02:19:43,821 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.23ms, fps=1744 images/s, loss=0.6550, top1-acc=79.79%, top5-acc=97.06%, remaining_time=0:00:00.892482, arrival_time=2021-04-10 02:19:44.714409, cost_time=0:00:28.261920 2021-04-10 02:19:44,614 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.23ms, fps=1716 images/s, loss=0.6546, top1-acc=79.83%, top5-acc=97.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:44.614892, cost_time=0:00:29.054936 2021-04-10 02:19:45,001 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=2.59ms, fps=6647 images/s, loss=1.4686, top1-acc=62.03%, top5-acc=87.93%, remaining_time=0:00:01.155420, arrival_time=2021-04-10 02:19:46.156837, cost_time=0:00:00.385145 2021-04-10 02:19:45,295 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.46ms, fps=8717 images/s, loss=1.4873, top1-acc=61.74%, top5-acc=87.91%, remaining_time=0:00:00.679380, arrival_time=2021-04-10 02:19:45.974955, cost_time=0:00:00.679374 2021-04-10 02:19:45,592 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.57ms, fps=8636 images/s, loss=1.4728, top1-acc=61.98%, top5-acc=87.50%, remaining_time=0:00:00.325380, arrival_time=2021-04-10 02:19:45.917760, cost_time=0:00:00.976144 2021-04-10 02:19:45,870 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.05ms, fps=8349 images/s, loss=1.4814, top1-acc=61.85%, top5-acc=87.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:45.870673, cost_time=0:00:01.254486 2021-04-10 02:19:45,973 INFO : Epoch=0113 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:44:17.470332, arrival_time=2021-04-10 03:04:03.443716, cost_time=0:57:31.656886 2021-04-10 02:19:45,974 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:19:47,631 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=0.33ms, fps=1545 images/s, loss=0.6242, top1-acc=80.70%, top5-acc=97.54%, remaining_time=0:00:30.817968, arrival_time=2021-04-10 02:20:18.449295, cost_time=0:00:01.656877 2021-04-10 02:19:49,112 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.91ms, fps=1729 images/s, loss=0.6136, top1-acc=81.17%, top5-acc=97.70%, remaining_time=0:00:27.616512, arrival_time=2021-04-10 02:20:16.729130, cost_time=0:00:03.138242 2021-04-10 02:19:50,577 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.6140, top1-acc=80.78%, top5-acc=97.67%, remaining_time=0:00:25.473032, arrival_time=2021-04-10 02:20:16.050961, cost_time=0:00:04.603564 2021-04-10 02:19:52,046 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.6114, top1-acc=80.89%, top5-acc=97.69%, remaining_time=0:00:23.681424, arrival_time=2021-04-10 02:20:15.727971, cost_time=0:00:06.072178 2021-04-10 02:19:53,517 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.72ms, fps=1741 images/s, loss=0.6225, top1-acc=80.61%, top5-acc=97.55%, remaining_time=0:00:22.025268, arrival_time=2021-04-10 02:20:15.542659, cost_time=0:00:07.542881 2021-04-10 02:19:54,991 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.38ms, fps=1737 images/s, loss=0.6213, top1-acc=80.74%, top5-acc=97.55%, remaining_time=0:00:20.439168, arrival_time=2021-04-10 02:20:15.430984, cost_time=0:00:09.017302 2021-04-10 02:19:56,472 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.56ms, fps=1731 images/s, loss=0.6231, top1-acc=80.68%, top5-acc=97.50%, remaining_time=0:00:18.895086, arrival_time=2021-04-10 02:20:15.367042, cost_time=0:00:10.497268 2021-04-10 02:19:57,941 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.6250, top1-acc=80.72%, top5-acc=97.46%, remaining_time=0:00:17.352788, arrival_time=2021-04-10 02:20:15.294631, cost_time=0:00:11.967470 2021-04-10 02:19:59,425 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.80ms, fps=1726 images/s, loss=0.6257, top1-acc=80.69%, top5-acc=97.40%, remaining_time=0:00:15.842124, arrival_time=2021-04-10 02:20:15.267460, cost_time=0:00:13.450892 2021-04-10 02:20:00,896 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.43ms, fps=1741 images/s, loss=0.6252, top1-acc=80.76%, top5-acc=97.37%, remaining_time=0:00:14.324832, arrival_time=2021-04-10 02:20:15.220962, cost_time=0:00:14.921721 2021-04-10 02:20:02,366 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=0.6260, top1-acc=80.71%, top5-acc=97.37%, remaining_time=0:00:12.815118, arrival_time=2021-04-10 02:20:15.181129, cost_time=0:00:16.391430 2021-04-10 02:20:03,834 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=2.08ms, fps=1744 images/s, loss=0.6302, top1-acc=80.58%, top5-acc=97.32%, remaining_time=0:00:11.311536, arrival_time=2021-04-10 02:20:15.146195, cost_time=0:00:17.860282 2021-04-10 02:20:05,303 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.34ms, fps=1743 images/s, loss=0.6334, top1-acc=80.50%, top5-acc=97.25%, remaining_time=0:00:09.813474, arrival_time=2021-04-10 02:20:15.117409, cost_time=0:00:19.329573 2021-04-10 02:20:06,781 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.62ms, fps=1733 images/s, loss=0.6373, top1-acc=80.41%, top5-acc=97.20%, remaining_time=0:00:08.322944, arrival_time=2021-04-10 02:20:15.104734, cost_time=0:00:20.807355 2021-04-10 02:20:08,264 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.38ms, fps=1728 images/s, loss=0.6403, top1-acc=80.29%, top5-acc=97.18%, remaining_time=0:00:06.835508, arrival_time=2021-04-10 02:20:15.099523, cost_time=0:00:22.289650 2021-04-10 02:20:09,734 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.38ms, fps=1741 images/s, loss=0.6444, top1-acc=80.18%, top5-acc=97.14%, remaining_time=0:00:05.346072, arrival_time=2021-04-10 02:20:15.080758, cost_time=0:00:23.760320 2021-04-10 02:20:11,203 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.35ms, fps=1744 images/s, loss=0.6475, top1-acc=80.06%, top5-acc=97.12%, remaining_time=0:00:03.858556, arrival_time=2021-04-10 02:20:15.061960, cost_time=0:00:25.228966 2021-04-10 02:20:12,677 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.6490, top1-acc=80.00%, top5-acc=97.11%, remaining_time=0:00:02.373600, arrival_time=2021-04-10 02:20:15.051066, cost_time=0:00:26.703060 2021-04-10 02:20:14,146 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.20ms, fps=1744 images/s, loss=0.6507, top1-acc=79.94%, top5-acc=97.11%, remaining_time=0:00:00.889632, arrival_time=2021-04-10 02:20:15.035760, cost_time=0:00:28.171744 2021-04-10 02:20:14,939 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.71ms, fps=1716 images/s, loss=0.6533, top1-acc=79.90%, top5-acc=97.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:14.939043, cost_time=0:00:28.964641 2021-04-10 02:20:15,377 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.42ms, fps=5870 images/s, loss=1.7096, top1-acc=59.18%, top5-acc=85.55%, remaining_time=0:00:01.308390, arrival_time=2021-04-10 02:20:16.685621, cost_time=0:00:00.436128 2021-04-10 02:20:15,668 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.92ms, fps=8802 images/s, loss=1.6974, top1-acc=60.00%, top5-acc=85.84%, remaining_time=0:00:00.727280, arrival_time=2021-04-10 02:20:16.395716, cost_time=0:00:00.727288 2021-04-10 02:20:15,962 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=0.38ms, fps=8732 images/s, loss=1.6918, top1-acc=60.29%, top5-acc=86.02%, remaining_time=0:00:00.340320, arrival_time=2021-04-10 02:20:16.302429, cost_time=0:00:01.020964 2021-04-10 02:20:16,244 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=8220 images/s, loss=1.6851, top1-acc=60.08%, top5-acc=85.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:16.244768, cost_time=0:00:01.303671 2021-04-10 02:20:16,298 INFO : Epoch=0114 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:43:46.758630, arrival_time=2021-04-10 03:04:03.057514, cost_time=0:58:01.982388 2021-04-10 02:20:16,299 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 02:20:17,975 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=2.06ms, fps=1528 images/s, loss=0.6185, top1-acc=81.29%, top5-acc=97.58%, remaining_time=0:00:31.169322, arrival_time=2021-04-10 02:20:49.145007, cost_time=0:00:01.675771 2021-04-10 02:20:19,503 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.02ms, fps=1677 images/s, loss=0.6018, top1-acc=81.31%, top5-acc=97.79%, remaining_time=0:00:28.189040, arrival_time=2021-04-10 02:20:47.692265, cost_time=0:00:03.203300 2021-04-10 02:20:20,972 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.29ms, fps=1743 images/s, loss=0.6053, top1-acc=81.28%, top5-acc=97.62%, remaining_time=0:00:25.854998, arrival_time=2021-04-10 02:20:46.827432, cost_time=0:00:04.672598 2021-04-10 02:20:22,446 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.45ms, fps=1737 images/s, loss=0.6108, top1-acc=80.98%, top5-acc=97.55%, remaining_time=0:00:23.972520, arrival_time=2021-04-10 02:20:46.419244, cost_time=0:00:06.146812 2021-04-10 02:20:23,916 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.37ms, fps=1743 images/s, loss=0.6170, top1-acc=80.83%, top5-acc=97.52%, remaining_time=0:00:22.239450, arrival_time=2021-04-10 02:20:46.155565, cost_time=0:00:07.616264 2021-04-10 02:20:25,390 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.6141, top1-acc=81.02%, top5-acc=97.49%, remaining_time=0:00:20.604680, arrival_time=2021-04-10 02:20:45.994805, cost_time=0:00:09.090288 2021-04-10 02:20:26,856 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.6071, top1-acc=81.40%, top5-acc=97.53%, remaining_time=0:00:19.001682, arrival_time=2021-04-10 02:20:45.858087, cost_time=0:00:10.556523 2021-04-10 02:20:28,330 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=2.12ms, fps=1737 images/s, loss=0.6079, top1-acc=81.46%, top5-acc=97.45%, remaining_time=0:00:17.444776, arrival_time=2021-04-10 02:20:45.775556, cost_time=0:00:12.030861 2021-04-10 02:20:29,797 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.36ms, fps=1746 images/s, loss=0.6097, top1-acc=81.37%, top5-acc=97.45%, remaining_time=0:00:15.897138, arrival_time=2021-04-10 02:20:45.694538, cost_time=0:00:13.497563 2021-04-10 02:20:31,267 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.83ms, fps=1742 images/s, loss=0.6148, top1-acc=81.24%, top5-acc=97.36%, remaining_time=0:00:14.368992, arrival_time=2021-04-10 02:20:45.636508, cost_time=0:00:14.967667 2021-04-10 02:20:32,744 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.33ms, fps=1734 images/s, loss=0.6193, top1-acc=81.12%, top5-acc=97.31%, remaining_time=0:00:12.856742, arrival_time=2021-04-10 02:20:45.601201, cost_time=0:00:16.444619 2021-04-10 02:20:34,216 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.53ms, fps=1740 images/s, loss=0.6174, top1-acc=81.22%, top5-acc=97.30%, remaining_time=0:00:11.346876, arrival_time=2021-04-10 02:20:45.562889, cost_time=0:00:17.916176 2021-04-10 02:20:35,689 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.51ms, fps=1738 images/s, loss=0.6183, top1-acc=81.16%, top5-acc=97.27%, remaining_time=0:00:09.843768, arrival_time=2021-04-10 02:20:45.532902, cost_time=0:00:19.389297 2021-04-10 02:20:37,152 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=2.07ms, fps=1750 images/s, loss=0.6232, top1-acc=80.98%, top5-acc=97.18%, remaining_time=0:00:08.341032, arrival_time=2021-04-10 02:20:45.493486, cost_time=0:00:20.852617 2021-04-10 02:20:38,619 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.59ms, fps=1746 images/s, loss=0.6246, top1-acc=80.92%, top5-acc=97.17%, remaining_time=0:00:06.844524, arrival_time=2021-04-10 02:20:45.463517, cost_time=0:00:22.319159 2021-04-10 02:20:40,085 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.6250, top1-acc=80.88%, top5-acc=97.18%, remaining_time=0:00:05.351616, arrival_time=2021-04-10 02:20:45.436539, cost_time=0:00:23.785005 2021-04-10 02:20:41,583 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=6.66ms, fps=1709 images/s, loss=0.6278, top1-acc=80.82%, top5-acc=97.16%, remaining_time=0:00:03.866954, arrival_time=2021-04-10 02:20:45.450733, cost_time=0:00:25.283888 2021-04-10 02:20:43,065 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.60ms, fps=1729 images/s, loss=0.6307, top1-acc=80.73%, top5-acc=97.12%, remaining_time=0:00:02.379168, arrival_time=2021-04-10 02:20:45.444753, cost_time=0:00:26.765693 2021-04-10 02:20:44,533 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=0.6308, top1-acc=80.75%, top5-acc=97.15%, remaining_time=0:00:00.891600, arrival_time=2021-04-10 02:20:45.425467, cost_time=0:00:28.234033 2021-04-10 02:20:45,328 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.21ms, fps=1713 images/s, loss=0.6322, top1-acc=80.74%, top5-acc=97.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:45.328088, cost_time=0:00:29.028255 2021-04-10 02:20:45,714 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=1.31ms, fps=6653 images/s, loss=1.5206, top1-acc=62.62%, top5-acc=87.81%, remaining_time=0:00:01.154310, arrival_time=2021-04-10 02:20:46.868579, cost_time=0:00:00.384767 2021-04-10 02:20:46,012 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.56ms, fps=8581 images/s, loss=1.5144, top1-acc=62.11%, top5-acc=87.68%, remaining_time=0:00:00.683420, arrival_time=2021-04-10 02:20:46.696346, cost_time=0:00:00.683424 2021-04-10 02:20:46,309 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=2.52ms, fps=8655 images/s, loss=1.4895, top1-acc=62.29%, top5-acc=88.06%, remaining_time=0:00:00.326500, arrival_time=2021-04-10 02:20:46.635547, cost_time=0:00:00.979507 2021-04-10 02:20:46,588 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.07ms, fps=8314 images/s, loss=1.4687, top1-acc=62.20%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:46.588516, cost_time=0:00:01.259024 2021-04-10 02:20:46,656 INFO : Epoch=0115 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:43:16.077310, arrival_time=2021-04-10 03:04:02.733685, cost_time=0:58:32.339847 2021-04-10 02:20:46,657 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 02:20:48,319 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=0.23ms, fps=1541 images/s, loss=0.5771, top1-acc=82.50%, top5-acc=97.81%, remaining_time=0:00:30.895716, arrival_time=2021-04-10 02:21:19.214729, cost_time=0:00:01.661061 2021-04-10 02:20:49,791 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=0.5758, top1-acc=81.86%, top5-acc=97.77%, remaining_time=0:00:27.570224, arrival_time=2021-04-10 02:21:17.361271, cost_time=0:00:03.132976 2021-04-10 02:20:51,264 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.5869, top1-acc=81.61%, top5-acc=97.57%, remaining_time=0:00:25.489798, arrival_time=2021-04-10 02:21:16.754353, cost_time=0:00:04.606585 2021-04-10 02:20:52,738 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.36ms, fps=1738 images/s, loss=0.5795, top1-acc=81.89%, top5-acc=97.71%, remaining_time=0:00:23.711688, arrival_time=2021-04-10 02:21:16.449651, cost_time=0:00:06.079933 2021-04-10 02:20:54,209 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.47ms, fps=1740 images/s, loss=0.5743, top1-acc=82.11%, top5-acc=97.77%, remaining_time=0:00:22.050380, arrival_time=2021-04-10 02:21:16.259809, cost_time=0:00:07.551481 2021-04-10 02:20:55,677 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.56ms, fps=1745 images/s, loss=0.5755, top1-acc=82.00%, top5-acc=97.79%, remaining_time=0:00:20.442840, arrival_time=2021-04-10 02:21:16.119780, cost_time=0:00:09.018899 2021-04-10 02:20:57,146 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.39ms, fps=1742 images/s, loss=0.5791, top1-acc=81.87%, top5-acc=97.80%, remaining_time=0:00:18.879840, arrival_time=2021-04-10 02:21:16.026577, cost_time=0:00:10.488780 2021-04-10 02:20:58,622 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=2.55ms, fps=1736 images/s, loss=0.5845, top1-acc=81.60%, top5-acc=97.77%, remaining_time=0:00:17.347916, arrival_time=2021-04-10 02:21:15.969975, cost_time=0:00:11.964109 2021-04-10 02:21:00,090 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.38ms, fps=1744 images/s, loss=0.5883, top1-acc=81.56%, top5-acc=97.68%, remaining_time=0:00:15.820288, arrival_time=2021-04-10 02:21:15.910640, cost_time=0:00:13.432352 2021-04-10 02:21:01,568 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.5895, top1-acc=81.57%, top5-acc=97.68%, remaining_time=0:00:14.313792, arrival_time=2021-04-10 02:21:15.882037, cost_time=0:00:14.910219 2021-04-10 02:21:03,038 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.5933, top1-acc=81.41%, top5-acc=97.64%, remaining_time=0:00:12.806862, arrival_time=2021-04-10 02:21:15.845743, cost_time=0:00:16.380878 2021-04-10 02:21:04,528 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.55ms, fps=1719 images/s, loss=0.5995, top1-acc=81.25%, top5-acc=97.59%, remaining_time=0:00:11.317920, arrival_time=2021-04-10 02:21:15.846293, cost_time=0:00:17.870408 2021-04-10 02:21:05,996 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.50ms, fps=1745 images/s, loss=0.6032, top1-acc=81.15%, top5-acc=97.54%, remaining_time=0:00:09.817896, arrival_time=2021-04-10 02:21:15.814167, cost_time=0:00:19.338275 2021-04-10 02:21:07,470 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.47ms, fps=1737 images/s, loss=0.6035, top1-acc=81.19%, top5-acc=97.53%, remaining_time=0:00:08.324960, arrival_time=2021-04-10 02:21:15.795349, cost_time=0:00:20.812439 2021-04-10 02:21:08,949 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.96ms, fps=1731 images/s, loss=0.6082, top1-acc=81.03%, top5-acc=97.50%, remaining_time=0:00:06.836198, arrival_time=2021-04-10 02:21:15.786084, cost_time=0:00:22.291929 2021-04-10 02:21:10,421 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.6085, top1-acc=81.07%, top5-acc=97.46%, remaining_time=0:00:05.346756, arrival_time=2021-04-10 02:21:15.768098, cost_time=0:00:23.763308 2021-04-10 02:21:11,892 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.6103, top1-acc=81.01%, top5-acc=97.42%, remaining_time=0:00:03.859336, arrival_time=2021-04-10 02:21:15.751498, cost_time=0:00:25.234129 2021-04-10 02:21:13,359 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.41ms, fps=1745 images/s, loss=0.6158, top1-acc=80.89%, top5-acc=97.36%, remaining_time=0:00:02.373488, arrival_time=2021-04-10 02:21:15.733132, cost_time=0:00:26.701692 2021-04-10 02:21:14,835 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.42ms, fps=1735 images/s, loss=0.6203, top1-acc=80.69%, top5-acc=97.35%, remaining_time=0:00:00.889818, arrival_time=2021-04-10 02:21:15.725335, cost_time=0:00:28.177499 2021-04-10 02:21:15,630 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.34ms, fps=1712 images/s, loss=0.6231, top1-acc=80.65%, top5-acc=97.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:15.630579, cost_time=0:00:28.972623 2021-04-10 02:21:16,031 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=1.92ms, fps=6413 images/s, loss=1.8929, top1-acc=56.41%, top5-acc=83.87%, remaining_time=0:00:01.197480, arrival_time=2021-04-10 02:21:17.229124, cost_time=0:00:00.399158 2021-04-10 02:21:16,327 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=0.42ms, fps=8673 images/s, loss=1.8990, top1-acc=55.66%, top5-acc=83.46%, remaining_time=0:00:00.694680, arrival_time=2021-04-10 02:21:17.021889, cost_time=0:00:00.694685 2021-04-10 02:21:16,623 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.68ms, fps=8658 images/s, loss=1.8948, top1-acc=55.79%, top5-acc=83.14%, remaining_time=0:00:00.330280, arrival_time=2021-04-10 02:21:16.953629, cost_time=0:00:00.990833 2021-04-10 02:21:16,900 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.05ms, fps=8396 images/s, loss=1.9371, top1-acc=55.60%, top5-acc=82.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:16.900050, cost_time=0:00:01.267590 2021-04-10 02:21:16,953 INFO : Epoch=0116 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:42:45.357984, arrival_time=2021-04-10 03:04:02.311747, cost_time=0:59:02.637267 2021-04-10 02:21:16,954 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 02:21:18,598 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=0.42ms, fps=1557 images/s, loss=0.6553, top1-acc=80.20%, top5-acc=97.07%, remaining_time=0:00:30.572076, arrival_time=2021-04-10 02:21:49.170509, cost_time=0:00:01.643659 2021-04-10 02:21:20,073 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.32ms, fps=1736 images/s, loss=0.6507, top1-acc=79.96%, top5-acc=97.09%, remaining_time=0:00:27.445440, arrival_time=2021-04-10 02:21:47.519013, cost_time=0:00:03.118801 2021-04-10 02:21:21,550 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.84ms, fps=1734 images/s, loss=0.6248, top1-acc=80.59%, top5-acc=97.37%, remaining_time=0:00:25.429374, arrival_time=2021-04-10 02:21:46.979770, cost_time=0:00:04.595671 2021-04-10 02:21:23,009 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.6167, top1-acc=80.78%, top5-acc=97.42%, remaining_time=0:00:23.613096, arrival_time=2021-04-10 02:21:46.622596, cost_time=0:00:06.054639 2021-04-10 02:21:24,489 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=4.50ms, fps=1731 images/s, loss=0.6149, top1-acc=80.95%, top5-acc=97.46%, remaining_time=0:00:21.999718, arrival_time=2021-04-10 02:21:46.488696, cost_time=0:00:07.534156 2021-04-10 02:21:25,967 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=2.13ms, fps=1732 images/s, loss=0.6099, top1-acc=81.18%, top5-acc=97.45%, remaining_time=0:00:20.428560, arrival_time=2021-04-10 02:21:46.395954, cost_time=0:00:09.012621 2021-04-10 02:21:27,479 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.62ms, fps=1694 images/s, loss=0.6109, top1-acc=81.05%, top5-acc=97.45%, remaining_time=0:00:18.944226, arrival_time=2021-04-10 02:21:46.423588, cost_time=0:00:10.524552 2021-04-10 02:21:28,952 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.42ms, fps=1739 images/s, loss=0.6061, top1-acc=81.19%, top5-acc=97.50%, remaining_time=0:00:17.396636, arrival_time=2021-04-10 02:21:46.349178, cost_time=0:00:11.997662 2021-04-10 02:21:30,420 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.35ms, fps=1744 images/s, loss=0.6103, top1-acc=81.02%, top5-acc=97.46%, remaining_time=0:00:15.860038, arrival_time=2021-04-10 02:21:46.280899, cost_time=0:00:13.466079 2021-04-10 02:21:31,902 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.36ms, fps=1729 images/s, loss=0.6111, top1-acc=80.96%, top5-acc=97.47%, remaining_time=0:00:14.349120, arrival_time=2021-04-10 02:21:46.251043, cost_time=0:00:14.946976 2021-04-10 02:21:33,377 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.94ms, fps=1736 images/s, loss=0.6142, top1-acc=80.87%, top5-acc=97.45%, remaining_time=0:00:12.839198, arrival_time=2021-04-10 02:21:46.216165, cost_time=0:00:16.422182 2021-04-10 02:21:34,851 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.33ms, fps=1737 images/s, loss=0.6149, top1-acc=80.91%, top5-acc=97.45%, remaining_time=0:00:11.334564, arrival_time=2021-04-10 02:21:46.186008, cost_time=0:00:17.896678 2021-04-10 02:21:36,325 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.85ms, fps=1737 images/s, loss=0.6170, top1-acc=80.80%, top5-acc=97.41%, remaining_time=0:00:09.834594, arrival_time=2021-04-10 02:21:46.160499, cost_time=0:00:19.371179 2021-04-10 02:21:37,810 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.54ms, fps=1725 images/s, loss=0.6185, top1-acc=80.74%, top5-acc=97.41%, remaining_time=0:00:08.342320, arrival_time=2021-04-10 02:21:46.152841, cost_time=0:00:20.855798 2021-04-10 02:21:39,292 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.85ms, fps=1728 images/s, loss=0.6212, top1-acc=80.70%, top5-acc=97.41%, remaining_time=0:00:06.850320, arrival_time=2021-04-10 02:21:46.143124, cost_time=0:00:22.337999 2021-04-10 02:21:40,768 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.91ms, fps=1736 images/s, loss=0.6230, top1-acc=80.66%, top5-acc=97.37%, remaining_time=0:00:05.358024, arrival_time=2021-04-10 02:21:46.126209, cost_time=0:00:23.813448 2021-04-10 02:21:42,233 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.6237, top1-acc=80.64%, top5-acc=97.37%, remaining_time=0:00:03.866122, arrival_time=2021-04-10 02:21:46.099385, cost_time=0:00:25.278542 2021-04-10 02:21:43,699 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.98ms, fps=1747 images/s, loss=0.6257, top1-acc=80.54%, top5-acc=97.35%, remaining_time=0:00:02.377296, arrival_time=2021-04-10 02:21:46.076647, cost_time=0:00:26.744624 2021-04-10 02:21:45,171 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.6269, top1-acc=80.53%, top5-acc=97.33%, remaining_time=0:00:00.891042, arrival_time=2021-04-10 02:21:46.062162, cost_time=0:00:28.216391 2021-04-10 02:21:45,965 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.51ms, fps=1713 images/s, loss=0.6276, top1-acc=80.52%, top5-acc=97.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:45.965493, cost_time=0:00:29.010737 2021-04-10 02:21:46,360 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.83ms, fps=6518 images/s, loss=1.7455, top1-acc=58.71%, top5-acc=85.47%, remaining_time=0:00:01.178250, arrival_time=2021-04-10 02:21:47.538456, cost_time=0:00:00.392748 2021-04-10 02:21:46,663 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.30ms, fps=8459 images/s, loss=1.7613, top1-acc=58.61%, top5-acc=84.90%, remaining_time=0:00:00.695880, arrival_time=2021-04-10 02:21:47.359329, cost_time=0:00:00.695885 2021-04-10 02:21:46,963 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.39ms, fps=8564 images/s, loss=1.7478, top1-acc=58.71%, top5-acc=85.07%, remaining_time=0:00:00.331860, arrival_time=2021-04-10 02:21:47.294870, cost_time=0:00:00.995583 2021-04-10 02:21:47,242 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.06ms, fps=8313 images/s, loss=1.7286, top1-acc=59.11%, top5-acc=85.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:47.242420, cost_time=0:00:01.275029 2021-04-10 02:21:47,340 INFO : Epoch=0117 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:42:14.708946, arrival_time=2021-04-10 03:04:02.048958, cost_time=0:59:33.023507 2021-04-10 02:21:47,340 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 02:21:48,986 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.76ms, fps=1556 images/s, loss=0.6066, top1-acc=81.17%, top5-acc=97.34%, remaining_time=0:00:30.597744, arrival_time=2021-04-10 02:22:19.583830, cost_time=0:00:01.645039 2021-04-10 02:21:50,462 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.97ms, fps=1734 images/s, loss=0.5996, top1-acc=81.80%, top5-acc=97.50%, remaining_time=0:00:27.472368, arrival_time=2021-04-10 02:22:17.935280, cost_time=0:00:03.121868 2021-04-10 02:21:51,931 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.5884, top1-acc=81.94%, top5-acc=97.66%, remaining_time=0:00:25.401154, arrival_time=2021-04-10 02:22:17.332817, cost_time=0:00:04.590574 2021-04-10 02:21:53,401 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.45ms, fps=1742 images/s, loss=0.5896, top1-acc=81.90%, top5-acc=97.70%, remaining_time=0:00:23.636184, arrival_time=2021-04-10 02:22:17.037897, cost_time=0:00:06.060547 2021-04-10 02:21:54,885 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.87ms, fps=1727 images/s, loss=0.5932, top1-acc=81.77%, top5-acc=97.58%, remaining_time=0:00:22.027750, arrival_time=2021-04-10 02:22:16.912671, cost_time=0:00:07.543762 2021-04-10 02:21:56,354 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.61ms, fps=1742 images/s, loss=0.5883, top1-acc=81.93%, top5-acc=97.64%, remaining_time=0:00:20.431008, arrival_time=2021-04-10 02:22:16.785734, cost_time=0:00:09.013678 2021-04-10 02:21:57,835 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.63ms, fps=1729 images/s, loss=0.5870, top1-acc=82.05%, top5-acc=97.64%, remaining_time=0:00:18.890298, arrival_time=2021-04-10 02:22:16.726115, cost_time=0:00:10.494628 2021-04-10 02:21:59,311 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.71ms, fps=1736 images/s, loss=0.5931, top1-acc=81.81%, top5-acc=97.58%, remaining_time=0:00:17.356384, arrival_time=2021-04-10 02:22:16.667392, cost_time=0:00:11.969903 2021-04-10 02:22:00,780 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.35ms, fps=1742 images/s, loss=0.5921, top1-acc=81.87%, top5-acc=97.53%, remaining_time=0:00:15.828980, arrival_time=2021-04-10 02:22:16.609732, cost_time=0:00:13.439708 2021-04-10 02:22:02,259 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.41ms, fps=1732 images/s, loss=0.5927, top1-acc=81.91%, top5-acc=97.55%, remaining_time=0:00:14.321664, arrival_time=2021-04-10 02:22:16.581170, cost_time=0:00:14.918418 2021-04-10 02:22:03,729 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=2.06ms, fps=1743 images/s, loss=0.5920, top1-acc=81.88%, top5-acc=97.56%, remaining_time=0:00:12.812366, arrival_time=2021-04-10 02:22:16.541392, cost_time=0:00:16.387931 2021-04-10 02:22:05,202 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.40ms, fps=1738 images/s, loss=0.5928, top1-acc=81.74%, top5-acc=97.60%, remaining_time=0:00:11.312372, arrival_time=2021-04-10 02:22:16.515118, cost_time=0:00:17.861625 2021-04-10 02:22:06,680 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.65ms, fps=1733 images/s, loss=0.5937, top1-acc=81.69%, top5-acc=97.58%, remaining_time=0:00:09.818424, arrival_time=2021-04-10 02:22:16.498799, cost_time=0:00:19.339312 2021-04-10 02:22:08,149 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.63ms, fps=1743 images/s, loss=0.5972, top1-acc=81.59%, top5-acc=97.58%, remaining_time=0:00:08.323504, arrival_time=2021-04-10 02:22:16.473261, cost_time=0:00:20.808719 2021-04-10 02:22:09,624 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.42ms, fps=1736 images/s, loss=0.5992, top1-acc=81.53%, top5-acc=97.54%, remaining_time=0:00:06.833576, arrival_time=2021-04-10 02:22:16.458089, cost_time=0:00:22.283416 2021-04-10 02:22:11,097 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.72ms, fps=1739 images/s, loss=0.5995, top1-acc=81.55%, top5-acc=97.55%, remaining_time=0:00:05.345208, arrival_time=2021-04-10 02:22:16.442735, cost_time=0:00:23.756434 2021-04-10 02:22:12,579 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.60ms, fps=1728 images/s, loss=0.5997, top1-acc=81.56%, top5-acc=97.55%, remaining_time=0:00:03.860012, arrival_time=2021-04-10 02:22:16.439628, cost_time=0:00:25.238572 2021-04-10 02:22:14,052 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.38ms, fps=1739 images/s, loss=0.6033, top1-acc=81.48%, top5-acc=97.51%, remaining_time=0:00:02.374336, arrival_time=2021-04-10 02:22:16.426644, cost_time=0:00:26.711216 2021-04-10 02:22:15,529 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.62ms, fps=1733 images/s, loss=0.6082, top1-acc=81.32%, top5-acc=97.45%, remaining_time=0:00:00.890172, arrival_time=2021-04-10 02:22:16.419916, cost_time=0:00:28.188699 2021-04-10 02:22:16,322 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.22ms, fps=1716 images/s, loss=0.6109, top1-acc=81.27%, top5-acc=97.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:16.322694, cost_time=0:00:28.981653 2021-04-10 02:22:16,736 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=0.51ms, fps=6210 images/s, loss=1.5729, top1-acc=61.37%, top5-acc=87.70%, remaining_time=0:00:01.236570, arrival_time=2021-04-10 02:22:17.972999, cost_time=0:00:00.412193 2021-04-10 02:22:17,031 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.38ms, fps=8713 images/s, loss=1.5556, top1-acc=61.60%, top5-acc=87.64%, remaining_time=0:00:00.706820, arrival_time=2021-04-10 02:22:17.737777, cost_time=0:00:00.706814 2021-04-10 02:22:17,331 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=3.12ms, fps=8541 images/s, loss=1.5397, top1-acc=61.77%, top5-acc=87.73%, remaining_time=0:00:00.335670, arrival_time=2021-04-10 02:22:17.666836, cost_time=0:00:01.007018 2021-04-10 02:22:17,605 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.06ms, fps=8473 images/s, loss=1.5115, top1-acc=61.84%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:17.605410, cost_time=0:00:01.281335 2021-04-10 02:22:17,679 INFO : Epoch=0118 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:41:44.032032, arrival_time=2021-04-10 03:04:01.711711, cost_time=1:00:03.363176 2021-04-10 02:22:17,680 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 02:22:19,322 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.89ms, fps=1560 images/s, loss=0.6039, top1-acc=81.09%, top5-acc=97.77%, remaining_time=0:00:30.523716, arrival_time=2021-04-10 02:22:49.845596, cost_time=0:00:01.641057 2021-04-10 02:22:20,802 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.66ms, fps=1730 images/s, loss=0.5925, top1-acc=81.54%, top5-acc=97.68%, remaining_time=0:00:27.472720, arrival_time=2021-04-10 02:22:48.275388, cost_time=0:00:03.121908 2021-04-10 02:22:22,278 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.39ms, fps=1735 images/s, loss=0.5865, top1-acc=81.64%, top5-acc=97.55%, remaining_time=0:00:25.443484, arrival_time=2021-04-10 02:22:47.722397, cost_time=0:00:04.598231 2021-04-10 02:22:23,750 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=2.02ms, fps=1740 images/s, loss=0.5810, top1-acc=81.79%, top5-acc=97.62%, remaining_time=0:00:23.673156, arrival_time=2021-04-10 02:22:47.423959, cost_time=0:00:06.070047 2021-04-10 02:22:25,226 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.87ms, fps=1735 images/s, loss=0.5795, top1-acc=81.98%, top5-acc=97.66%, remaining_time=0:00:22.034466, arrival_time=2021-04-10 02:22:47.261239, cost_time=0:00:07.546040 2021-04-10 02:22:26,700 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.40ms, fps=1738 images/s, loss=0.5861, top1-acc=81.82%, top5-acc=97.53%, remaining_time=0:00:20.443928, arrival_time=2021-04-10 02:22:47.144055, cost_time=0:00:09.019403 2021-04-10 02:22:28,170 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.59ms, fps=1742 images/s, loss=0.5868, top1-acc=81.79%, top5-acc=97.57%, remaining_time=0:00:18.880848, arrival_time=2021-04-10 02:22:47.050861, cost_time=0:00:10.489337 2021-04-10 02:22:29,645 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.56ms, fps=1736 images/s, loss=0.5847, top1-acc=81.88%, top5-acc=97.64%, remaining_time=0:00:17.348264, arrival_time=2021-04-10 02:22:46.993263, cost_time=0:00:11.964316 2021-04-10 02:22:31,112 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.71ms, fps=1746 images/s, loss=0.5871, top1-acc=81.81%, top5-acc=97.60%, remaining_time=0:00:15.819016, arrival_time=2021-04-10 02:22:46.931112, cost_time=0:00:13.431275 2021-04-10 02:22:32,583 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=0.5885, top1-acc=81.82%, top5-acc=97.60%, remaining_time=0:00:14.306304, arrival_time=2021-04-10 02:22:46.889367, cost_time=0:00:14.902368 2021-04-10 02:22:34,060 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.98ms, fps=1734 images/s, loss=0.5896, top1-acc=81.81%, top5-acc=97.58%, remaining_time=0:00:12.805744, arrival_time=2021-04-10 02:22:46.865893, cost_time=0:00:16.379432 2021-04-10 02:22:35,559 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.99ms, fps=1707 images/s, loss=0.5905, top1-acc=81.77%, top5-acc=97.58%, remaining_time=0:00:11.323544, arrival_time=2021-04-10 02:22:46.883467, cost_time=0:00:17.879246 2021-04-10 02:22:37,030 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.37ms, fps=1741 images/s, loss=0.5935, top1-acc=81.72%, top5-acc=97.56%, remaining_time=0:00:09.823902, arrival_time=2021-04-10 02:22:46.854749, cost_time=0:00:19.350086 2021-04-10 02:22:38,498 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=0.5933, top1-acc=81.71%, top5-acc=97.55%, remaining_time=0:00:08.326864, arrival_time=2021-04-10 02:22:46.824801, cost_time=0:00:20.817176 2021-04-10 02:22:39,966 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.5923, top1-acc=81.74%, top5-acc=97.56%, remaining_time=0:00:06.834174, arrival_time=2021-04-10 02:22:46.800142, cost_time=0:00:22.285288 2021-04-10 02:22:41,441 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=2.03ms, fps=1736 images/s, loss=0.5966, top1-acc=81.60%, top5-acc=97.50%, remaining_time=0:00:05.346072, arrival_time=2021-04-10 02:22:46.787193, cost_time=0:00:23.760369 2021-04-10 02:22:42,931 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.38ms, fps=1719 images/s, loss=0.5966, top1-acc=81.58%, top5-acc=97.49%, remaining_time=0:00:03.861806, arrival_time=2021-04-10 02:22:46.792786, cost_time=0:00:25.250257 2021-04-10 02:22:44,402 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.34ms, fps=1741 images/s, loss=0.5991, top1-acc=81.48%, top5-acc=97.47%, remaining_time=0:00:02.375232, arrival_time=2021-04-10 02:22:46.777231, cost_time=0:00:26.721325 2021-04-10 02:22:45,874 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.30ms, fps=1739 images/s, loss=0.6017, top1-acc=81.36%, top5-acc=97.44%, remaining_time=0:00:00.890322, arrival_time=2021-04-10 02:22:46.764455, cost_time=0:00:28.193451 2021-04-10 02:22:46,664 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.27ms, fps=1723 images/s, loss=0.6034, top1-acc=81.33%, top5-acc=97.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:46.663957, cost_time=0:00:28.983269 2021-04-10 02:22:47,050 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=6.20ms, fps=6653 images/s, loss=1.5829, top1-acc=61.72%, top5-acc=86.56%, remaining_time=0:00:01.154340, arrival_time=2021-04-10 02:22:48.204588, cost_time=0:00:00.384779 2021-04-10 02:22:47,375 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.35ms, fps=7895 images/s, loss=1.5711, top1-acc=62.11%, top5-acc=86.50%, remaining_time=0:00:00.709500, arrival_time=2021-04-10 02:22:48.084511, cost_time=0:00:00.709501 2021-04-10 02:22:47,675 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.95ms, fps=8537 images/s, loss=1.5620, top1-acc=62.07%, top5-acc=86.89%, remaining_time=0:00:00.336650, arrival_time=2021-04-10 02:22:48.012023, cost_time=0:00:01.009956 2021-04-10 02:22:47,946 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.06ms, fps=8568 images/s, loss=1.5557, top1-acc=62.09%, top5-acc=87.16%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:47.946463, cost_time=0:00:01.281069 2021-04-10 02:22:48,000 INFO : Epoch=0119 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:41:13.348041, arrival_time=2021-04-10 03:04:01.348639, cost_time=1:00:33.684100 2021-04-10 02:22:48,001 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 02:22:49,691 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=0.62ms, fps=1515 images/s, loss=0.6149, top1-acc=81.21%, top5-acc=97.30%, remaining_time=0:00:31.431396, arrival_time=2021-04-10 02:23:21.122918, cost_time=0:00:01.689863 2021-04-10 02:22:51,165 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.45ms, fps=1738 images/s, loss=0.5803, top1-acc=82.46%, top5-acc=97.70%, remaining_time=0:00:27.836160, arrival_time=2021-04-10 02:23:19.001143, cost_time=0:00:03.163192 2021-04-10 02:22:52,638 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.85ms, fps=1738 images/s, loss=0.5685, top1-acc=82.51%, top5-acc=97.86%, remaining_time=0:00:25.659450, arrival_time=2021-04-10 02:23:18.298335, cost_time=0:00:04.637252 2021-04-10 02:22:54,119 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=6.60ms, fps=1730 images/s, loss=0.5679, top1-acc=82.39%, top5-acc=97.89%, remaining_time=0:00:23.858952, arrival_time=2021-04-10 02:23:17.978216, cost_time=0:00:06.117697 2021-04-10 02:22:55,591 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.61ms, fps=1739 images/s, loss=0.5620, top1-acc=82.65%, top5-acc=97.91%, remaining_time=0:00:22.163092, arrival_time=2021-04-10 02:23:17.754840, cost_time=0:00:07.590098 2021-04-10 02:22:57,069 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=2.09ms, fps=1734 images/s, loss=0.5596, top1-acc=82.70%, top5-acc=97.95%, remaining_time=0:00:20.552592, arrival_time=2021-04-10 02:23:17.621543, cost_time=0:00:09.067349 2021-04-10 02:22:58,559 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.85ms, fps=1718 images/s, loss=0.5583, top1-acc=82.70%, top5-acc=97.96%, remaining_time=0:00:19.003572, arrival_time=2021-04-10 02:23:17.562687, cost_time=0:00:10.557549 2021-04-10 02:23:00,035 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.91ms, fps=1735 images/s, loss=0.5652, top1-acc=82.50%, top5-acc=97.89%, remaining_time=0:00:17.448720, arrival_time=2021-04-10 02:23:17.483975, cost_time=0:00:12.033639 2021-04-10 02:23:01,516 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.49ms, fps=1729 images/s, loss=0.5680, top1-acc=82.33%, top5-acc=97.85%, remaining_time=0:00:15.916960, arrival_time=2021-04-10 02:23:17.433114, cost_time=0:00:13.514420 2021-04-10 02:23:02,985 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.62ms, fps=1743 images/s, loss=0.5720, top1-acc=82.26%, top5-acc=97.80%, remaining_time=0:00:14.384928, arrival_time=2021-04-10 02:23:17.370776, cost_time=0:00:14.984263 2021-04-10 02:23:04,461 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=2.00ms, fps=1736 images/s, loss=0.5728, top1-acc=82.19%, top5-acc=97.83%, remaining_time=0:00:12.868524, arrival_time=2021-04-10 02:23:17.329782, cost_time=0:00:16.459687 2021-04-10 02:23:05,936 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.50ms, fps=1736 images/s, loss=0.5757, top1-acc=82.10%, top5-acc=97.79%, remaining_time=0:00:11.358884, arrival_time=2021-04-10 02:23:17.295528, cost_time=0:00:17.935032 2021-04-10 02:23:07,413 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.88ms, fps=1734 images/s, loss=0.5802, top1-acc=81.92%, top5-acc=97.73%, remaining_time=0:00:09.855450, arrival_time=2021-04-10 02:23:17.269292, cost_time=0:00:19.412227 2021-04-10 02:23:08,888 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.35ms, fps=1737 images/s, loss=0.5824, top1-acc=81.82%, top5-acc=97.73%, remaining_time=0:00:08.354808, arrival_time=2021-04-10 02:23:17.243368, cost_time=0:00:20.886972 2021-04-10 02:23:10,359 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.66ms, fps=1741 images/s, loss=0.5844, top1-acc=81.77%, top5-acc=97.71%, remaining_time=0:00:06.856300, arrival_time=2021-04-10 02:23:17.215439, cost_time=0:00:22.357524 2021-04-10 02:23:11,836 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=2.12ms, fps=1734 images/s, loss=0.5877, top1-acc=81.66%, top5-acc=97.69%, remaining_time=0:00:05.362776, arrival_time=2021-04-10 02:23:17.198975, cost_time=0:00:23.834578 2021-04-10 02:23:13,311 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.59ms, fps=1736 images/s, loss=0.5906, top1-acc=81.59%, top5-acc=97.67%, remaining_time=0:00:03.870984, arrival_time=2021-04-10 02:23:17.182855, cost_time=0:00:25.310304 2021-04-10 02:23:14,784 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.53ms, fps=1739 images/s, loss=0.5939, top1-acc=81.54%, top5-acc=97.65%, remaining_time=0:00:02.380672, arrival_time=2021-04-10 02:23:17.164962, cost_time=0:00:26.782645 2021-04-10 02:23:16,239 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.77ms, fps=1760 images/s, loss=0.5953, top1-acc=81.47%, top5-acc=97.65%, remaining_time=0:00:00.891732, arrival_time=2021-04-10 02:23:17.131524, cost_time=0:00:28.238178 2021-04-10 02:23:17,036 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.40ms, fps=1709 images/s, loss=0.5971, top1-acc=81.43%, top5-acc=97.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:17.036036, cost_time=0:00:29.034472 2021-04-10 02:23:17,422 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=2.17ms, fps=6643 images/s, loss=1.5714, top1-acc=61.21%, top5-acc=87.23%, remaining_time=0:00:01.156020, arrival_time=2021-04-10 02:23:18.578800, cost_time=0:00:00.385344 2021-04-10 02:23:17,723 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=0.30ms, fps=8526 images/s, loss=1.5552, top1-acc=61.97%, top5-acc=87.91%, remaining_time=0:00:00.686080, arrival_time=2021-04-10 02:23:18.409609, cost_time=0:00:00.686083 2021-04-10 02:23:18,019 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.69ms, fps=8652 images/s, loss=1.5591, top1-acc=61.85%, top5-acc=87.86%, remaining_time=0:00:00.327490, arrival_time=2021-04-10 02:23:18.347353, cost_time=0:00:00.982467 2021-04-10 02:23:18,291 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.06ms, fps=8566 images/s, loss=1.5850, top1-acc=61.47%, top5-acc=87.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:18.291010, cost_time=0:00:01.253643 2021-04-10 02:23:18,397 INFO : Epoch=0120 complete, best val top1-acc=62.21%, top5-acc=88.04% (epoch=111), remaining_time=0:40:42.720960, arrival_time=2021-04-10 03:04:01.118879, cost_time=1:01:04.081426 2021-04-10 02:23:18,398 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 02:23:20,065 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.44ms, fps=1536 images/s, loss=0.5903, top1-acc=81.56%, top5-acc=97.97%, remaining_time=0:00:30.991692, arrival_time=2021-04-10 02:23:51.056940, cost_time=0:00:01.666221 2021-04-10 02:23:21,555 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.41ms, fps=1719 images/s, loss=0.5812, top1-acc=81.80%, top5-acc=97.64%, remaining_time=0:00:27.775792, arrival_time=2021-04-10 02:23:49.331105, cost_time=0:00:03.156334 2021-04-10 02:23:23,020 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.43ms, fps=1747 images/s, loss=0.5829, top1-acc=82.17%, top5-acc=97.60%, remaining_time=0:00:25.574624, arrival_time=2021-04-10 02:23:48.595526, cost_time=0:00:04.621926 2021-04-10 02:23:24,492 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.47ms, fps=1740 images/s, loss=0.5767, top1-acc=82.41%, top5-acc=97.67%, remaining_time=0:00:23.764572, arrival_time=2021-04-10 02:23:48.257022, cost_time=0:00:06.093470 2021-04-10 02:23:25,960 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.48ms, fps=1744 images/s, loss=0.5720, top1-acc=82.50%, top5-acc=97.84%, remaining_time=0:00:22.080164, arrival_time=2021-04-10 02:23:48.040863, cost_time=0:00:07.561721 2021-04-10 02:23:27,427 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=0.5771, top1-acc=82.21%, top5-acc=97.85%, remaining_time=0:00:20.463512, arrival_time=2021-04-10 02:23:47.890487, cost_time=0:00:09.027999 2021-04-10 02:23:28,897 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.5750, top1-acc=82.21%, top5-acc=97.87%, remaining_time=0:00:18.896724, arrival_time=2021-04-10 02:23:47.793956, cost_time=0:00:10.498206 2021-04-10 02:23:30,368 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.5741, top1-acc=82.15%, top5-acc=97.92%, remaining_time=0:00:17.356036, arrival_time=2021-04-10 02:23:47.724743, cost_time=0:00:11.969689 2021-04-10 02:23:31,874 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.38ms, fps=1700 images/s, loss=0.5746, top1-acc=82.20%, top5-acc=97.88%, remaining_time=0:00:15.871486, arrival_time=2021-04-10 02:23:47.746278, cost_time=0:00:13.475807 2021-04-10 02:23:33,345 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.39ms, fps=1742 images/s, loss=0.5755, top1-acc=82.22%, top5-acc=97.85%, remaining_time=0:00:14.348352, arrival_time=2021-04-10 02:23:47.693533, cost_time=0:00:14.946185 2021-04-10 02:23:34,816 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.36ms, fps=1741 images/s, loss=0.5768, top1-acc=82.18%, top5-acc=97.82%, remaining_time=0:00:12.835156, arrival_time=2021-04-10 02:23:47.651279, cost_time=0:00:16.417110 2021-04-10 02:23:36,296 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.40ms, fps=1730 images/s, loss=0.5796, top1-acc=82.09%, top5-acc=97.79%, remaining_time=0:00:11.334792, arrival_time=2021-04-10 02:23:47.630904, cost_time=0:00:17.897069 2021-04-10 02:23:37,767 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.5815, top1-acc=82.06%, top5-acc=97.73%, remaining_time=0:00:09.833406, arrival_time=2021-04-10 02:23:47.601157, cost_time=0:00:19.368769 2021-04-10 02:23:39,237 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=2.00ms, fps=1742 images/s, loss=0.5829, top1-acc=82.04%, top5-acc=97.69%, remaining_time=0:00:08.335432, arrival_time=2021-04-10 02:23:47.572979, cost_time=0:00:20.838568 2021-04-10 02:23:40,706 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.54ms, fps=1744 images/s, loss=0.5840, top1-acc=81.98%, top5-acc=97.66%, remaining_time=0:00:06.840890, arrival_time=2021-04-10 02:23:47.547094, cost_time=0:00:22.307228 2021-04-10 02:23:42,180 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.76ms, fps=1737 images/s, loss=0.5864, top1-acc=81.94%, top5-acc=97.64%, remaining_time=0:00:05.350752, arrival_time=2021-04-10 02:23:47.530835, cost_time=0:00:23.781052 2021-04-10 02:23:43,656 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.5878, top1-acc=81.90%, top5-acc=97.61%, remaining_time=0:00:03.862976, arrival_time=2021-04-10 02:23:47.519883, cost_time=0:00:25.257875 2021-04-10 02:23:45,130 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=0.5877, top1-acc=81.89%, top5-acc=97.62%, remaining_time=0:00:02.376096, arrival_time=2021-04-10 02:23:47.506176, cost_time=0:00:26.731050 2021-04-10 02:23:46,606 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.48ms, fps=1735 images/s, loss=0.5894, top1-acc=81.83%, top5-acc=97.62%, remaining_time=0:00:00.890754, arrival_time=2021-04-10 02:23:47.496886, cost_time=0:00:28.207157 2021-04-10 02:23:47,397 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.22ms, fps=1720 images/s, loss=0.5912, top1-acc=81.77%, top5-acc=97.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:47.397345, cost_time=0:00:28.998365 2021-04-10 02:23:47,820 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.27ms, fps=6075 images/s, loss=1.5163, top1-acc=62.70%, top5-acc=88.09%, remaining_time=0:00:01.264080, arrival_time=2021-04-10 02:23:49.084377, cost_time=0:00:00.421357 2021-04-10 02:23:48,122 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.77ms, fps=8500 images/s, loss=1.5258, top1-acc=62.73%, top5-acc=87.75%, remaining_time=0:00:00.723040, arrival_time=2021-04-10 02:23:48.845011, cost_time=0:00:00.723036 2021-04-10 02:23:48,423 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=2.30ms, fps=8492 images/s, loss=1.5337, top1-acc=62.33%, top5-acc=87.76%, remaining_time=0:00:00.341650, arrival_time=2021-04-10 02:23:48.765487, cost_time=0:00:01.024936 2021-04-10 02:23:48,697 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.06ms, fps=8479 images/s, loss=1.5284, top1-acc=62.45%, top5-acc=87.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:48.697784, cost_time=0:00:01.298894 2021-04-10 02:23:48,854 INFO : Epoch=0121 complete, best val top1-acc=62.45%, top5-acc=87.71% (epoch=121), remaining_time=0:40:12.136625, arrival_time=2021-04-10 03:04:00.991470, cost_time=1:01:34.538346 2021-04-10 02:23:48,855 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 02:23:50,540 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.33ms, fps=1520 images/s, loss=0.5881, top1-acc=81.05%, top5-acc=97.62%, remaining_time=0:00:31.333746, arrival_time=2021-04-10 02:24:21.874293, cost_time=0:00:01.684612 2021-04-10 02:23:52,021 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.37ms, fps=1730 images/s, loss=0.5667, top1-acc=82.05%, top5-acc=97.89%, remaining_time=0:00:27.856752, arrival_time=2021-04-10 02:24:19.878219, cost_time=0:00:03.165549 2021-04-10 02:23:53,488 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=2.06ms, fps=1745 images/s, loss=0.5561, top1-acc=82.37%, top5-acc=97.89%, remaining_time=0:00:25.636044, arrival_time=2021-04-10 02:24:19.124856, cost_time=0:00:04.633016 2021-04-10 02:23:54,961 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=0.5528, top1-acc=82.46%, top5-acc=97.94%, remaining_time=0:00:23.812152, arrival_time=2021-04-10 02:24:18.773618, cost_time=0:00:06.105680 2021-04-10 02:23:56,432 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.5519, top1-acc=82.62%, top5-acc=97.91%, remaining_time=0:00:22.122504, arrival_time=2021-04-10 02:24:18.554578, cost_time=0:00:07.576203 2021-04-10 02:23:57,897 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=0.5482, top1-acc=82.84%, top5-acc=97.97%, remaining_time=0:00:20.493704, arrival_time=2021-04-10 02:24:18.390850, cost_time=0:00:09.041315 2021-04-10 02:23:59,375 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=2.16ms, fps=1732 images/s, loss=0.5437, top1-acc=83.03%, top5-acc=97.97%, remaining_time=0:00:18.935154, arrival_time=2021-04-10 02:24:18.310493, cost_time=0:00:10.519508 2021-04-10 02:24:00,834 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.5531, top1-acc=82.82%, top5-acc=97.87%, remaining_time=0:00:17.369376, arrival_time=2021-04-10 02:24:18.204005, cost_time=0:00:11.978846 2021-04-10 02:24:02,314 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.60ms, fps=1731 images/s, loss=0.5555, top1-acc=82.78%, top5-acc=97.84%, remaining_time=0:00:15.851028, arrival_time=2021-04-10 02:24:18.165408, cost_time=0:00:13.458456 2021-04-10 02:24:03,783 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.42ms, fps=1744 images/s, loss=0.5584, top1-acc=82.70%, top5-acc=97.83%, remaining_time=0:00:14.330304, arrival_time=2021-04-10 02:24:18.113474, cost_time=0:00:14.927372 2021-04-10 02:24:05,254 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.42ms, fps=1740 images/s, loss=0.5599, top1-acc=82.63%, top5-acc=97.86%, remaining_time=0:00:12.820880, arrival_time=2021-04-10 02:24:18.075544, cost_time=0:00:16.398840 2021-04-10 02:24:06,729 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.57ms, fps=1736 images/s, loss=0.5610, top1-acc=82.59%, top5-acc=97.83%, remaining_time=0:00:11.320124, arrival_time=2021-04-10 02:24:18.049768, cost_time=0:00:17.873855 2021-04-10 02:24:08,198 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.69ms, fps=1743 images/s, loss=0.5614, top1-acc=82.65%, top5-acc=97.81%, remaining_time=0:00:09.820140, arrival_time=2021-04-10 02:24:18.018802, cost_time=0:00:19.342742 2021-04-10 02:24:09,683 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.52ms, fps=1725 images/s, loss=0.5635, top1-acc=82.55%, top5-acc=97.80%, remaining_time=0:00:08.330840, arrival_time=2021-04-10 02:24:18.013854, cost_time=0:00:20.827153 2021-04-10 02:24:11,160 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.83ms, fps=1734 images/s, loss=0.5663, top1-acc=82.40%, top5-acc=97.78%, remaining_time=0:00:06.839970, arrival_time=2021-04-10 02:24:18.000082, cost_time=0:00:22.304321 2021-04-10 02:24:12,624 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=0.5669, top1-acc=82.37%, top5-acc=97.79%, remaining_time=0:00:05.347944, arrival_time=2021-04-10 02:24:17.972399, cost_time=0:00:23.768621 2021-04-10 02:24:14,099 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.34ms, fps=1736 images/s, loss=0.5688, top1-acc=82.28%, top5-acc=97.77%, remaining_time=0:00:03.860766, arrival_time=2021-04-10 02:24:17.960155, cost_time=0:00:25.243528 2021-04-10 02:24:15,571 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.62ms, fps=1739 images/s, loss=0.5724, top1-acc=82.18%, top5-acc=97.73%, remaining_time=0:00:02.374752, arrival_time=2021-04-10 02:24:17.946419, cost_time=0:00:26.715884 2021-04-10 02:24:17,042 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.5734, top1-acc=82.17%, top5-acc=97.73%, remaining_time=0:00:00.890094, arrival_time=2021-04-10 02:24:17.932220, cost_time=0:00:28.186341 2021-04-10 02:24:17,832 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.22ms, fps=1722 images/s, loss=0.5759, top1-acc=82.19%, top5-acc=97.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:17.832191, cost_time=0:00:28.976423 2021-04-10 02:24:18,247 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.20ms, fps=6178 images/s, loss=1.6205, top1-acc=60.20%, top5-acc=85.90%, remaining_time=0:00:01.243140, arrival_time=2021-04-10 02:24:19.491001, cost_time=0:00:00.414377 2021-04-10 02:24:18,543 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.50ms, fps=8681 images/s, loss=1.6103, top1-acc=60.33%, top5-acc=86.29%, remaining_time=0:00:00.709640, arrival_time=2021-04-10 02:24:19.252796, cost_time=0:00:00.709641 2021-04-10 02:24:18,843 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.98ms, fps=8542 images/s, loss=1.5862, top1-acc=60.48%, top5-acc=86.58%, remaining_time=0:00:00.336600, arrival_time=2021-04-10 02:24:19.179920, cost_time=0:00:01.009801 2021-04-10 02:24:19,116 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.05ms, fps=8511 images/s, loss=1.5711, top1-acc=60.65%, top5-acc=86.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:19.116311, cost_time=0:00:01.282858 2021-04-10 02:24:19,170 INFO : Epoch=0122 complete, best val top1-acc=62.45%, top5-acc=87.71% (epoch=121), remaining_time=0:39:41.463864, arrival_time=2021-04-10 03:04:00.634056, cost_time=1:02:04.853694 2021-04-10 02:24:19,171 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 02:24:20,837 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.92ms, fps=1537 images/s, loss=0.5751, top1-acc=81.56%, top5-acc=98.12%, remaining_time=0:00:30.986856, arrival_time=2021-04-10 02:24:51.824032, cost_time=0:00:01.665956 2021-04-10 02:24:22,322 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.52ms, fps=1724 images/s, loss=0.5852, top1-acc=81.46%, top5-acc=97.71%, remaining_time=0:00:27.732672, arrival_time=2021-04-10 02:24:50.055395, cost_time=0:00:03.151434 2021-04-10 02:24:23,787 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.57ms, fps=1749 images/s, loss=0.5699, top1-acc=82.19%, top5-acc=97.92%, remaining_time=0:00:25.541756, arrival_time=2021-04-10 02:24:49.328906, cost_time=0:00:04.615981 2021-04-10 02:24:25,269 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.36ms, fps=1728 images/s, loss=0.5582, top1-acc=82.57%, top5-acc=97.99%, remaining_time=0:00:23.782668, arrival_time=2021-04-10 02:24:49.052004, cost_time=0:00:06.098116 2021-04-10 02:24:26,788 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.40ms, fps=1686 images/s, loss=0.5583, top1-acc=82.76%, top5-acc=97.95%, remaining_time=0:00:22.242516, arrival_time=2021-04-10 02:24:49.030983, cost_time=0:00:07.617313 2021-04-10 02:24:28,269 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.45ms, fps=1729 images/s, loss=0.5567, top1-acc=82.69%, top5-acc=97.92%, remaining_time=0:00:20.623176, arrival_time=2021-04-10 02:24:48.892830, cost_time=0:00:09.098445 2021-04-10 02:24:29,743 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.5559, top1-acc=82.77%, top5-acc=97.93%, remaining_time=0:00:19.029024, arrival_time=2021-04-10 02:24:48.771947, cost_time=0:00:10.571660 2021-04-10 02:24:31,224 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.47ms, fps=1728 images/s, loss=0.5576, top1-acc=82.85%, top5-acc=97.87%, remaining_time=0:00:17.477952, arrival_time=2021-04-10 02:24:48.702872, cost_time=0:00:12.053737 2021-04-10 02:24:32,701 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.97ms, fps=1735 images/s, loss=0.5604, top1-acc=82.68%, top5-acc=97.89%, remaining_time=0:00:15.935510, arrival_time=2021-04-10 02:24:48.636906, cost_time=0:00:13.530126 2021-04-10 02:24:34,182 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.45ms, fps=1730 images/s, loss=0.5642, top1-acc=82.61%, top5-acc=97.81%, remaining_time=0:00:14.410368, arrival_time=2021-04-10 02:24:48.592325, cost_time=0:00:15.010808 2021-04-10 02:24:35,644 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.57ms, fps=1750 images/s, loss=0.5642, top1-acc=82.64%, top5-acc=97.79%, remaining_time=0:00:12.879446, arrival_time=2021-04-10 02:24:48.524265, cost_time=0:00:16.473674 2021-04-10 02:24:37,117 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.51ms, fps=1739 images/s, loss=0.5648, top1-acc=82.62%, top5-acc=97.78%, remaining_time=0:00:11.366180, arrival_time=2021-04-10 02:24:48.483868, cost_time=0:00:17.946545 2021-04-10 02:24:38,594 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.49ms, fps=1734 images/s, loss=0.5676, top1-acc=82.57%, top5-acc=97.75%, remaining_time=0:00:09.860994, arrival_time=2021-04-10 02:24:48.455369, cost_time=0:00:19.423233 2021-04-10 02:24:40,063 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.56ms, fps=1743 images/s, loss=0.5665, top1-acc=82.58%, top5-acc=97.79%, remaining_time=0:00:08.357048, arrival_time=2021-04-10 02:24:48.420954, cost_time=0:00:20.892689 2021-04-10 02:24:41,538 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.47ms, fps=1737 images/s, loss=0.5683, top1-acc=82.51%, top5-acc=97.77%, remaining_time=0:00:06.859244, arrival_time=2021-04-10 02:24:48.397502, cost_time=0:00:22.367050 2021-04-10 02:24:43,009 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.55ms, fps=1741 images/s, loss=0.5721, top1-acc=82.40%, top5-acc=97.71%, remaining_time=0:00:05.363532, arrival_time=2021-04-10 02:24:48.372667, cost_time=0:00:23.837988 2021-04-10 02:24:44,484 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.42ms, fps=1736 images/s, loss=0.5735, top1-acc=82.39%, top5-acc=97.72%, remaining_time=0:00:03.871452, arrival_time=2021-04-10 02:24:48.355849, cost_time=0:00:25.313257 2021-04-10 02:24:45,950 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.98ms, fps=1747 images/s, loss=0.5760, top1-acc=82.31%, top5-acc=97.69%, remaining_time=0:00:02.380384, arrival_time=2021-04-10 02:24:48.330968, cost_time=0:00:26.779396 2021-04-10 02:24:47,426 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.92ms, fps=1735 images/s, loss=0.5786, top1-acc=82.17%, top5-acc=97.66%, remaining_time=0:00:00.892266, arrival_time=2021-04-10 02:24:48.318523, cost_time=0:00:28.255076 2021-04-10 02:24:48,216 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.39ms, fps=1721 images/s, loss=0.5801, top1-acc=82.12%, top5-acc=97.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:48.216787, cost_time=0:00:29.045643 2021-04-10 02:24:48,606 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=2.05ms, fps=6599 images/s, loss=1.5666, top1-acc=61.64%, top5-acc=87.85%, remaining_time=0:00:01.163760, arrival_time=2021-04-10 02:24:49.769950, cost_time=0:00:00.387924 2021-04-10 02:24:48,905 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.45ms, fps=8575 images/s, loss=1.5070, top1-acc=62.89%, top5-acc=88.48%, remaining_time=0:00:00.686960, arrival_time=2021-04-10 02:24:49.592146, cost_time=0:00:00.686954 2021-04-10 02:24:49,205 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.36ms, fps=8524 images/s, loss=1.4858, top1-acc=63.54%, top5-acc=88.29%, remaining_time=0:00:00.329210, arrival_time=2021-04-10 02:24:49.535070, cost_time=0:00:00.987624 2021-04-10 02:24:49,480 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.06ms, fps=8469 images/s, loss=1.5450, top1-acc=63.11%, top5-acc=87.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:49.480131, cost_time=0:00:01.261923 2021-04-10 02:24:49,585 INFO : Epoch=0123 complete, best val top1-acc=63.11%, top5-acc=87.77% (epoch=123), remaining_time=0:39:10.859280, arrival_time=2021-04-10 03:04:00.444547, cost_time=1:02:35.268760 2021-04-10 02:24:49,586 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 02:24:51,257 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=2.60ms, fps=1532 images/s, loss=0.5430, top1-acc=82.58%, top5-acc=98.28%, remaining_time=0:00:31.079670, arrival_time=2021-04-10 02:25:22.336887, cost_time=0:00:01.670951 2021-04-10 02:24:52,742 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.39ms, fps=1724 images/s, loss=0.5321, top1-acc=83.24%, top5-acc=98.36%, remaining_time=0:00:27.773328, arrival_time=2021-04-10 02:25:20.515610, cost_time=0:00:03.156063 2021-04-10 02:24:54,217 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.40ms, fps=1735 images/s, loss=0.5348, top1-acc=83.35%, top5-acc=98.28%, remaining_time=0:00:25.628076, arrival_time=2021-04-10 02:25:19.845919, cost_time=0:00:04.631579 2021-04-10 02:24:55,683 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.42ms, fps=1747 images/s, loss=0.5313, top1-acc=83.53%, top5-acc=98.31%, remaining_time=0:00:23.780328, arrival_time=2021-04-10 02:25:19.464101, cost_time=0:00:06.097503 2021-04-10 02:24:57,154 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.56ms, fps=1742 images/s, loss=0.5294, top1-acc=83.59%, top5-acc=98.23%, remaining_time=0:00:22.097830, arrival_time=2021-04-10 02:25:19.251787, cost_time=0:00:07.567734 2021-04-10 02:24:58,626 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.35ms, fps=1739 images/s, loss=0.5307, top1-acc=83.50%, top5-acc=98.25%, remaining_time=0:00:20.491256, arrival_time=2021-04-10 02:25:19.117753, cost_time=0:00:09.040265 2021-04-10 02:25:00,093 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.5322, top1-acc=83.39%, top5-acc=98.23%, remaining_time=0:00:18.911844, arrival_time=2021-04-10 02:25:19.004763, cost_time=0:00:10.506570 2021-04-10 02:25:01,567 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.46ms, fps=1737 images/s, loss=0.5330, top1-acc=83.36%, top5-acc=98.22%, remaining_time=0:00:17.372856, arrival_time=2021-04-10 02:25:18.940332, cost_time=0:00:11.981256 2021-04-10 02:25:03,032 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.40ms, fps=1748 images/s, loss=0.5361, top1-acc=83.31%, top5-acc=98.16%, remaining_time=0:00:15.836930, arrival_time=2021-04-10 02:25:18.869664, cost_time=0:00:13.446456 2021-04-10 02:25:04,502 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.42ms, fps=1742 images/s, loss=0.5400, top1-acc=83.12%, top5-acc=98.11%, remaining_time=0:00:14.319648, arrival_time=2021-04-10 02:25:18.822128, cost_time=0:00:14.916257 2021-04-10 02:25:05,977 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.30ms, fps=1736 images/s, loss=0.5419, top1-acc=83.05%, top5-acc=98.12%, remaining_time=0:00:12.814688, arrival_time=2021-04-10 02:25:18.791879, cost_time=0:00:16.390911 2021-04-10 02:25:07,446 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.51ms, fps=1743 images/s, loss=0.5422, top1-acc=83.09%, top5-acc=98.10%, remaining_time=0:00:11.311612, arrival_time=2021-04-10 02:25:18.758290, cost_time=0:00:17.860420 2021-04-10 02:25:08,907 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.32ms, fps=1753 images/s, loss=0.5414, top1-acc=83.12%, top5-acc=98.12%, remaining_time=0:00:09.809448, arrival_time=2021-04-10 02:25:18.717266, cost_time=0:00:19.321598 2021-04-10 02:25:10,377 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.92ms, fps=1742 images/s, loss=0.5460, top1-acc=82.95%, top5-acc=98.06%, remaining_time=0:00:08.316616, arrival_time=2021-04-10 02:25:18.694313, cost_time=0:00:20.791481 2021-04-10 02:25:11,847 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.84ms, fps=1742 images/s, loss=0.5496, top1-acc=82.84%, top5-acc=98.00%, remaining_time=0:00:06.826906, arrival_time=2021-04-10 02:25:18.674778, cost_time=0:00:22.261646 2021-04-10 02:25:13,318 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.85ms, fps=1741 images/s, loss=0.5525, top1-acc=82.80%, top5-acc=97.96%, remaining_time=0:00:05.339844, arrival_time=2021-04-10 02:25:18.658750, cost_time=0:00:23.732631 2021-04-10 02:25:14,796 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.65ms, fps=1734 images/s, loss=0.5553, top1-acc=82.72%, top5-acc=97.93%, remaining_time=0:00:03.855618, arrival_time=2021-04-10 02:25:18.651586, cost_time=0:00:25.209740 2021-04-10 02:25:16,274 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.43ms, fps=1732 images/s, loss=0.5587, top1-acc=82.65%, top5-acc=97.90%, remaining_time=0:00:02.372256, arrival_time=2021-04-10 02:25:18.646465, cost_time=0:00:26.687943 2021-04-10 02:25:17,747 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.25ms, fps=1738 images/s, loss=0.5593, top1-acc=82.60%, top5-acc=97.89%, remaining_time=0:00:00.889302, arrival_time=2021-04-10 02:25:18.636787, cost_time=0:00:28.161263 2021-04-10 02:25:18,538 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.23ms, fps=1720 images/s, loss=0.5626, top1-acc=82.54%, top5-acc=97.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:18.538414, cost_time=0:00:28.952166 2021-04-10 02:25:18,926 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.28ms, fps=6638 images/s, loss=1.5861, top1-acc=61.05%, top5-acc=87.38%, remaining_time=0:00:01.156920, arrival_time=2021-04-10 02:25:20.083003, cost_time=0:00:00.385636 2021-04-10 02:25:19,224 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.68ms, fps=8599 images/s, loss=1.5598, top1-acc=61.29%, top5-acc=88.22%, remaining_time=0:00:00.683800, arrival_time=2021-04-10 02:25:19.908000, cost_time=0:00:00.683797 2021-04-10 02:25:19,525 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.28ms, fps=8517 images/s, loss=1.5562, top1-acc=61.38%, top5-acc=87.68%, remaining_time=0:00:00.328230, arrival_time=2021-04-10 02:25:19.853365, cost_time=0:00:00.984700 2021-04-10 02:25:19,801 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=8415 images/s, loss=1.5649, top1-acc=61.20%, top5-acc=87.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:19.801209, cost_time=0:00:01.260829 2021-04-10 02:25:19,911 INFO : Epoch=0124 complete, best val top1-acc=63.11%, top5-acc=87.77% (epoch=123), remaining_time=0:38:40.203620, arrival_time=2021-04-10 03:04:00.115491, cost_time=1:03:05.595371 2021-04-10 02:25:19,912 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 02:25:21,551 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=0.47ms, fps=1563 images/s, loss=0.5912, top1-acc=81.37%, top5-acc=97.62%, remaining_time=0:00:30.467358, arrival_time=2021-04-10 02:25:52.018415, cost_time=0:00:01.638034 2021-04-10 02:25:23,030 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.40ms, fps=1732 images/s, loss=0.5729, top1-acc=82.09%, top5-acc=97.75%, remaining_time=0:00:27.431008, arrival_time=2021-04-10 02:25:50.461135, cost_time=0:00:03.117166 2021-04-10 02:25:24,502 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.38ms, fps=1739 images/s, loss=0.5584, top1-acc=82.47%, top5-acc=97.90%, remaining_time=0:00:25.396672, arrival_time=2021-04-10 02:25:49.899387, cost_time=0:00:04.589755 2021-04-10 02:25:25,971 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.5533, top1-acc=82.75%, top5-acc=98.01%, remaining_time=0:00:23.629008, arrival_time=2021-04-10 02:25:49.600659, cost_time=0:00:06.058711 2021-04-10 02:25:27,445 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.66ms, fps=1738 images/s, loss=0.5549, top1-acc=82.81%, top5-acc=97.99%, remaining_time=0:00:21.993878, arrival_time=2021-04-10 02:25:49.439061, cost_time=0:00:07.532146 2021-04-10 02:25:28,921 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.43ms, fps=1735 images/s, loss=0.5460, top1-acc=83.05%, top5-acc=98.09%, remaining_time=0:00:20.419312, arrival_time=2021-04-10 02:25:49.340762, cost_time=0:00:09.008550 2021-04-10 02:25:30,389 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.98ms, fps=1745 images/s, loss=0.5409, top1-acc=83.18%, top5-acc=98.09%, remaining_time=0:00:18.857412, arrival_time=2021-04-10 02:25:49.246653, cost_time=0:00:10.476306 2021-04-10 02:25:31,850 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.34ms, fps=1752 images/s, loss=0.5350, top1-acc=83.33%, top5-acc=98.11%, remaining_time=0:00:17.309520, arrival_time=2021-04-10 02:25:49.160034, cost_time=0:00:11.937584 2021-04-10 02:25:33,326 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.33ms, fps=1735 images/s, loss=0.5366, top1-acc=83.42%, top5-acc=98.02%, remaining_time=0:00:15.798346, arrival_time=2021-04-10 02:25:49.124960, cost_time=0:00:13.413723 2021-04-10 02:25:34,801 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=0.5353, top1-acc=83.46%, top5-acc=98.05%, remaining_time=0:00:14.293056, arrival_time=2021-04-10 02:25:49.094571, cost_time=0:00:14.888559 2021-04-10 02:25:36,285 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.13ms, fps=1726 images/s, loss=0.5361, top1-acc=83.34%, top5-acc=98.09%, remaining_time=0:00:12.800498, arrival_time=2021-04-10 02:25:49.086098, cost_time=0:00:16.372702 2021-04-10 02:25:37,751 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.5337, top1-acc=83.42%, top5-acc=98.08%, remaining_time=0:00:11.297552, arrival_time=2021-04-10 02:25:49.048676, cost_time=0:00:17.838235 2021-04-10 02:25:39,217 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.33ms, fps=1747 images/s, loss=0.5376, top1-acc=83.25%, top5-acc=98.03%, remaining_time=0:00:09.800604, arrival_time=2021-04-10 02:25:49.017662, cost_time=0:00:19.304170 2021-04-10 02:25:40,694 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.5404, top1-acc=83.14%, top5-acc=97.99%, remaining_time=0:00:08.312584, arrival_time=2021-04-10 02:25:49.006942, cost_time=0:00:20.781416 2021-04-10 02:25:42,174 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.35ms, fps=1730 images/s, loss=0.5428, top1-acc=83.05%, top5-acc=97.97%, remaining_time=0:00:06.826998, arrival_time=2021-04-10 02:25:49.001863, cost_time=0:00:22.261985 2021-04-10 02:25:43,649 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.37ms, fps=1736 images/s, loss=0.5447, top1-acc=82.96%, top5-acc=97.94%, remaining_time=0:00:05.340744, arrival_time=2021-04-10 02:25:48.990256, cost_time=0:00:23.736579 2021-04-10 02:25:45,122 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.48ms, fps=1739 images/s, loss=0.5458, top1-acc=82.90%, top5-acc=97.94%, remaining_time=0:00:03.855514, arrival_time=2021-04-10 02:25:48.977519, cost_time=0:00:25.209070 2021-04-10 02:25:46,598 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.38ms, fps=1735 images/s, loss=0.5482, top1-acc=82.83%, top5-acc=97.91%, remaining_time=0:00:02.371968, arrival_time=2021-04-10 02:25:48.969875, cost_time=0:00:26.684687 2021-04-10 02:25:48,075 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.24ms, fps=1734 images/s, loss=0.5519, top1-acc=82.71%, top5-acc=97.87%, remaining_time=0:00:00.889344, arrival_time=2021-04-10 02:25:48.964770, cost_time=0:00:28.162492 2021-04-10 02:25:48,873 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.25ms, fps=1706 images/s, loss=0.5562, top1-acc=82.64%, top5-acc=97.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:48.873032, cost_time=0:00:28.960099 2021-04-10 02:25:49,288 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.29ms, fps=6185 images/s, loss=1.4264, top1-acc=63.59%, top5-acc=89.02%, remaining_time=0:00:01.241640, arrival_time=2021-04-10 02:25:50.530102, cost_time=0:00:00.413879 2021-04-10 02:25:49,584 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.50ms, fps=8666 images/s, loss=1.4697, top1-acc=63.07%, top5-acc=88.50%, remaining_time=0:00:00.709820, arrival_time=2021-04-10 02:25:50.294177, cost_time=0:00:00.709818 2021-04-10 02:25:49,885 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=0.29ms, fps=8524 images/s, loss=1.4823, top1-acc=63.12%, top5-acc=88.24%, remaining_time=0:00:00.336830, arrival_time=2021-04-10 02:25:50.221892, cost_time=0:00:01.010482 2021-04-10 02:25:50,162 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.06ms, fps=8376 images/s, loss=1.4897, top1-acc=62.83%, top5-acc=88.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:50.162435, cost_time=0:00:01.287901 2021-04-10 02:25:50,262 INFO : Epoch=0125 complete, best val top1-acc=63.11%, top5-acc=87.77% (epoch=123), remaining_time=0:38:09.567600, arrival_time=2021-04-10 03:03:59.830139, cost_time=1:03:35.946035 2021-04-10 02:25:50,263 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 02:25:51,923 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=0.22ms, fps=1542 images/s, loss=0.5467, top1-acc=82.54%, top5-acc=98.32%, remaining_time=0:00:30.880464, arrival_time=2021-04-10 02:26:22.804244, cost_time=0:00:01.660236 2021-04-10 02:25:53,402 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.86ms, fps=1731 images/s, loss=0.5275, top1-acc=83.36%, top5-acc=98.20%, remaining_time=0:00:27.625664, arrival_time=2021-04-10 02:26:21.028490, cost_time=0:00:03.139283 2021-04-10 02:25:54,864 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.47ms, fps=1752 images/s, loss=0.5253, top1-acc=83.53%, top5-acc=98.23%, remaining_time=0:00:25.459254, arrival_time=2021-04-10 02:26:20.323864, cost_time=0:00:04.601060 2021-04-10 02:25:56,342 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.19ms, fps=1732 images/s, loss=0.5196, top1-acc=83.92%, top5-acc=98.22%, remaining_time=0:00:23.708412, arrival_time=2021-04-10 02:26:20.051113, cost_time=0:00:06.079084 2021-04-10 02:25:57,815 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.41ms, fps=1739 images/s, loss=0.5201, top1-acc=83.88%, top5-acc=98.29%, remaining_time=0:00:22.051256, arrival_time=2021-04-10 02:26:19.866653, cost_time=0:00:07.551784 2021-04-10 02:25:59,295 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.42ms, fps=1730 images/s, loss=0.5196, top1-acc=83.91%, top5-acc=98.29%, remaining_time=0:00:20.472352, arrival_time=2021-04-10 02:26:19.767899, cost_time=0:00:09.031941 2021-04-10 02:26:00,771 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.94ms, fps=1735 images/s, loss=0.5256, top1-acc=83.72%, top5-acc=98.23%, remaining_time=0:00:18.914742, arrival_time=2021-04-10 02:26:19.686518, cost_time=0:00:10.508200 2021-04-10 02:26:02,242 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.5319, top1-acc=83.41%, top5-acc=98.16%, remaining_time=0:00:17.368564, arrival_time=2021-04-10 02:26:19.610534, cost_time=0:00:11.978357 2021-04-10 02:26:03,717 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.84ms, fps=1736 images/s, loss=0.5332, top1-acc=83.39%, top5-acc=98.14%, remaining_time=0:00:15.845198, arrival_time=2021-04-10 02:26:19.562244, cost_time=0:00:13.453462 2021-04-10 02:26:05,210 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=9.88ms, fps=1715 images/s, loss=0.5368, top1-acc=83.22%, top5-acc=98.16%, remaining_time=0:00:14.349024, arrival_time=2021-04-10 02:26:19.559572, cost_time=0:00:14.946860 2021-04-10 02:26:06,685 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.5382, top1-acc=83.24%, top5-acc=98.12%, remaining_time=0:00:12.838596, arrival_time=2021-04-10 02:26:19.523698, cost_time=0:00:16.421489 2021-04-10 02:26:08,161 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.80ms, fps=1735 images/s, loss=0.5376, top1-acc=83.30%, top5-acc=98.11%, remaining_time=0:00:11.335020, arrival_time=2021-04-10 02:26:19.496088, cost_time=0:00:17.897381 2021-04-10 02:26:09,634 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.81ms, fps=1738 images/s, loss=0.5375, top1-acc=83.28%, top5-acc=98.08%, remaining_time=0:00:09.834660, arrival_time=2021-04-10 02:26:19.469548, cost_time=0:00:19.371344 2021-04-10 02:26:11,104 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.44ms, fps=1742 images/s, loss=0.5391, top1-acc=83.22%, top5-acc=98.07%, remaining_time=0:00:08.336496, arrival_time=2021-04-10 02:26:19.441381, cost_time=0:00:20.841272 2021-04-10 02:26:12,575 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.51ms, fps=1741 images/s, loss=0.5376, top1-acc=83.27%, top5-acc=98.09%, remaining_time=0:00:06.842408, arrival_time=2021-04-10 02:26:19.418152, cost_time=0:00:22.312201 2021-04-10 02:26:14,050 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.35ms, fps=1737 images/s, loss=0.5364, top1-acc=83.30%, top5-acc=98.07%, remaining_time=0:00:05.352048, arrival_time=2021-04-10 02:26:19.402455, cost_time=0:00:23.786813 2021-04-10 02:26:15,519 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.40ms, fps=1743 images/s, loss=0.5356, top1-acc=83.32%, top5-acc=98.07%, remaining_time=0:00:03.862664, arrival_time=2021-04-10 02:26:19.382155, cost_time=0:00:25.255908 2021-04-10 02:26:16,987 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.32ms, fps=1744 images/s, loss=0.5369, top1-acc=83.30%, top5-acc=98.06%, remaining_time=0:00:02.375456, arrival_time=2021-04-10 02:26:19.362906, cost_time=0:00:26.723910 2021-04-10 02:26:18,461 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.20ms, fps=1737 images/s, loss=0.5392, top1-acc=83.26%, top5-acc=98.05%, remaining_time=0:00:00.890460, arrival_time=2021-04-10 02:26:19.352037, cost_time=0:00:28.197910 2021-04-10 02:26:19,253 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.51ms, fps=1718 images/s, loss=0.5410, top1-acc=83.17%, top5-acc=98.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:19.253670, cost_time=0:00:28.990124 2021-04-10 02:26:19,642 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=3.64ms, fps=6601 images/s, loss=1.5132, top1-acc=62.58%, top5-acc=87.62%, remaining_time=0:00:01.163370, arrival_time=2021-04-10 02:26:20.806122, cost_time=0:00:00.387786 2021-04-10 02:26:19,940 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.62ms, fps=8619 images/s, loss=1.4696, top1-acc=63.22%, top5-acc=88.28%, remaining_time=0:00:00.685160, arrival_time=2021-04-10 02:26:20.625277, cost_time=0:00:00.685154 2021-04-10 02:26:20,229 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.21ms, fps=8847 images/s, loss=1.4693, top1-acc=63.22%, top5-acc=88.31%, remaining_time=0:00:00.324960, arrival_time=2021-04-10 02:26:20.554781, cost_time=0:00:00.974867 2021-04-10 02:26:20,501 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.07ms, fps=8560 images/s, loss=1.4564, top1-acc=63.26%, top5-acc=88.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:20.501148, cost_time=0:00:01.246209 2021-04-10 02:26:20,657 INFO : Epoch=0126 complete, best val top1-acc=63.26%, top5-acc=88.49% (epoch=126), remaining_time=0:37:38.962332, arrival_time=2021-04-10 03:03:59.620049, cost_time=1:04:06.341211 2021-04-10 02:26:20,658 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 02:26:22,341 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=0.47ms, fps=1522 images/s, loss=0.5080, top1-acc=84.41%, top5-acc=98.16%, remaining_time=0:00:31.291524, arrival_time=2021-04-10 02:26:53.632592, cost_time=0:00:01.682338 2021-04-10 02:26:23,824 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.54ms, fps=1727 images/s, loss=0.4983, top1-acc=84.24%, top5-acc=98.18%, remaining_time=0:00:27.856400, arrival_time=2021-04-10 02:26:51.680571, cost_time=0:00:03.165507 2021-04-10 02:26:25,295 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.4884, top1-acc=84.60%, top5-acc=98.26%, remaining_time=0:00:25.656960, arrival_time=2021-04-10 02:26:50.952457, cost_time=0:00:04.636800 2021-04-10 02:26:26,767 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.4951, top1-acc=84.49%, top5-acc=98.22%, remaining_time=0:00:23.824164, arrival_time=2021-04-10 02:26:50.591661, cost_time=0:00:06.108753 2021-04-10 02:26:28,236 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.66ms, fps=1743 images/s, loss=0.4993, top1-acc=84.36%, top5-acc=98.13%, remaining_time=0:00:22.127176, arrival_time=2021-04-10 02:26:50.363724, cost_time=0:00:07.577797 2021-04-10 02:26:29,701 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=0.4969, top1-acc=84.46%, top5-acc=98.23%, remaining_time=0:00:20.496152, arrival_time=2021-04-10 02:26:50.197277, cost_time=0:00:09.042422 2021-04-10 02:26:31,174 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.50ms, fps=1739 images/s, loss=0.4967, top1-acc=84.45%, top5-acc=98.30%, remaining_time=0:00:18.927216, arrival_time=2021-04-10 02:26:50.101167, cost_time=0:00:10.515126 2021-04-10 02:26:32,648 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.59ms, fps=1737 images/s, loss=0.4989, top1-acc=84.46%, top5-acc=98.30%, remaining_time=0:00:17.385268, arrival_time=2021-04-10 02:26:50.033806, cost_time=0:00:11.989852 2021-04-10 02:26:34,121 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.87ms, fps=1739 images/s, loss=0.4980, top1-acc=84.46%, top5-acc=98.34%, remaining_time=0:00:15.856116, arrival_time=2021-04-10 02:26:49.977506, cost_time=0:00:13.462728 2021-04-10 02:26:35,586 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.49ms, fps=1748 images/s, loss=0.4983, top1-acc=84.45%, top5-acc=98.36%, remaining_time=0:00:14.330496, arrival_time=2021-04-10 02:26:49.916718, cost_time=0:00:14.927557 2021-04-10 02:26:37,064 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.39ms, fps=1732 images/s, loss=0.5010, top1-acc=84.36%, top5-acc=98.37%, remaining_time=0:00:12.826470, arrival_time=2021-04-10 02:26:49.891055, cost_time=0:00:16.405899 2021-04-10 02:26:38,540 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.72ms, fps=1736 images/s, loss=0.5082, top1-acc=84.10%, top5-acc=98.30%, remaining_time=0:00:11.324836, arrival_time=2021-04-10 02:26:49.864885, cost_time=0:00:17.881311 2021-04-10 02:26:40,001 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=2.00ms, fps=1752 images/s, loss=0.5134, top1-acc=83.94%, top5-acc=98.26%, remaining_time=0:00:09.820272, arrival_time=2021-04-10 02:26:49.822013, cost_time=0:00:19.343019 2021-04-10 02:26:41,476 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.60ms, fps=1737 images/s, loss=0.5153, top1-acc=83.88%, top5-acc=98.24%, remaining_time=0:00:08.326920, arrival_time=2021-04-10 02:26:49.802935, cost_time=0:00:20.817311 2021-04-10 02:26:42,954 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.42ms, fps=1732 images/s, loss=0.5188, top1-acc=83.82%, top5-acc=98.20%, remaining_time=0:00:06.837440, arrival_time=2021-04-10 02:26:49.792082, cost_time=0:00:22.295980 2021-04-10 02:26:44,434 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.83ms, fps=1731 images/s, loss=0.5224, top1-acc=83.74%, top5-acc=98.16%, remaining_time=0:00:05.349492, arrival_time=2021-04-10 02:26:49.783725, cost_time=0:00:23.775532 2021-04-10 02:26:45,913 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.95ms, fps=1731 images/s, loss=0.5240, top1-acc=83.68%, top5-acc=98.16%, remaining_time=0:00:03.862560, arrival_time=2021-04-10 02:26:49.776462, cost_time=0:00:25.255235 2021-04-10 02:26:47,383 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.35ms, fps=1743 images/s, loss=0.5267, top1-acc=83.64%, top5-acc=98.14%, remaining_time=0:00:02.375504, arrival_time=2021-04-10 02:26:49.758657, cost_time=0:00:26.724491 2021-04-10 02:26:48,857 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.27ms, fps=1737 images/s, loss=0.5301, top1-acc=83.47%, top5-acc=98.10%, remaining_time=0:00:00.890472, arrival_time=2021-04-10 02:26:49.747430, cost_time=0:00:28.198296 2021-04-10 02:26:49,649 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.44ms, fps=1716 images/s, loss=0.5318, top1-acc=83.44%, top5-acc=98.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:49.649811, cost_time=0:00:28.991154 2021-04-10 02:26:50,061 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.33ms, fps=6236 images/s, loss=1.3721, top1-acc=65.74%, top5-acc=88.95%, remaining_time=0:00:01.231590, arrival_time=2021-04-10 02:26:51.293350, cost_time=0:00:00.410527 2021-04-10 02:26:50,357 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.42ms, fps=8661 images/s, loss=1.4495, top1-acc=64.57%, top5-acc=88.32%, remaining_time=0:00:00.706420, arrival_time=2021-04-10 02:26:51.064079, cost_time=0:00:00.706426 2021-04-10 02:26:50,653 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.78ms, fps=8683 images/s, loss=1.4849, top1-acc=63.31%, top5-acc=88.16%, remaining_time=0:00:00.333850, arrival_time=2021-04-10 02:26:50.986775, cost_time=0:00:01.001560 2021-04-10 02:26:50,928 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.06ms, fps=8427 images/s, loss=1.4836, top1-acc=63.25%, top5-acc=88.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:50.928808, cost_time=0:00:01.277594 2021-04-10 02:26:50,999 INFO : Epoch=0127 complete, best val top1-acc=63.26%, top5-acc=88.49% (epoch=126), remaining_time=0:37:08.329745, arrival_time=2021-04-10 03:03:59.329444, cost_time=1:04:36.683197 2021-04-10 02:26:51,000 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 02:26:52,650 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.46ms, fps=1552 images/s, loss=0.5168, top1-acc=84.22%, top5-acc=98.20%, remaining_time=0:00:30.675678, arrival_time=2021-04-10 02:27:23.325691, cost_time=0:00:01.649234 2021-04-10 02:26:54,134 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.57ms, fps=1725 images/s, loss=0.5202, top1-acc=84.30%, top5-acc=98.32%, remaining_time=0:00:27.574272, arrival_time=2021-04-10 02:27:21.708445, cost_time=0:00:03.133432 2021-04-10 02:26:55,606 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=2.13ms, fps=1739 images/s, loss=0.5159, top1-acc=84.26%, top5-acc=98.37%, remaining_time=0:00:25.486976, arrival_time=2021-04-10 02:27:21.093784, cost_time=0:00:04.606074 2021-04-10 02:26:57,085 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=0.5097, top1-acc=84.34%, top5-acc=98.42%, remaining_time=0:00:23.729784, arrival_time=2021-04-10 02:27:20.815103, cost_time=0:00:06.084580 2021-04-10 02:26:58,559 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.5064, top1-acc=84.29%, top5-acc=98.45%, remaining_time=0:00:22.071112, arrival_time=2021-04-10 02:27:20.630471, cost_time=0:00:07.558582 2021-04-10 02:27:00,032 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=0.5106, top1-acc=84.10%, top5-acc=98.39%, remaining_time=0:00:20.471400, arrival_time=2021-04-10 02:27:20.503608, cost_time=0:00:09.031481 2021-04-10 02:27:01,495 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.61ms, fps=1750 images/s, loss=0.5108, top1-acc=84.15%, top5-acc=98.34%, remaining_time=0:00:18.889794, arrival_time=2021-04-10 02:27:20.384849, cost_time=0:00:10.494296 2021-04-10 02:27:02,961 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=0.5107, top1-acc=84.19%, top5-acc=98.24%, remaining_time=0:00:17.343276, arrival_time=2021-04-10 02:27:20.304894, cost_time=0:00:11.960890 2021-04-10 02:27:04,431 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.5115, top1-acc=84.22%, top5-acc=98.22%, remaining_time=0:00:15.818486, arrival_time=2021-04-10 02:27:20.249967, cost_time=0:00:13.430749 2021-04-10 02:27:05,907 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.33ms, fps=1736 images/s, loss=0.5112, top1-acc=84.22%, top5-acc=98.25%, remaining_time=0:00:14.309856, arrival_time=2021-04-10 02:27:20.216779, cost_time=0:00:14.906121 2021-04-10 02:27:07,382 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.45ms, fps=1736 images/s, loss=0.5139, top1-acc=84.20%, top5-acc=98.22%, remaining_time=0:00:12.807550, arrival_time=2021-04-10 02:27:20.190064, cost_time=0:00:16.381738 2021-04-10 02:27:08,846 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.5152, top1-acc=84.06%, top5-acc=98.24%, remaining_time=0:00:11.302492, arrival_time=2021-04-10 02:27:20.149341, cost_time=0:00:17.846070 2021-04-10 02:27:10,325 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.73ms, fps=1732 images/s, loss=0.5148, top1-acc=84.04%, top5-acc=98.25%, remaining_time=0:00:09.811098, arrival_time=2021-04-10 02:27:20.136691, cost_time=0:00:19.324863 2021-04-10 02:27:11,795 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.5188, top1-acc=83.92%, top5-acc=98.22%, remaining_time=0:00:08.317736, arrival_time=2021-04-10 02:27:20.112852, cost_time=0:00:20.794377 2021-04-10 02:27:13,269 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.54ms, fps=1737 images/s, loss=0.5190, top1-acc=83.98%, top5-acc=98.19%, remaining_time=0:00:06.828930, arrival_time=2021-04-10 02:27:20.097896, cost_time=0:00:22.268191 2021-04-10 02:27:14,743 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.5208, top1-acc=83.89%, top5-acc=98.17%, remaining_time=0:00:05.342148, arrival_time=2021-04-10 02:27:20.085794, cost_time=0:00:23.742913 2021-04-10 02:27:16,214 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.5239, top1-acc=83.84%, top5-acc=98.14%, remaining_time=0:00:03.856268, arrival_time=2021-04-10 02:27:20.071065, cost_time=0:00:25.214018 2021-04-10 02:27:17,681 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.32ms, fps=1746 images/s, loss=0.5246, top1-acc=83.85%, top5-acc=98.11%, remaining_time=0:00:02.371632, arrival_time=2021-04-10 02:27:20.053312, cost_time=0:00:26.680906 2021-04-10 02:27:19,151 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.22ms, fps=1743 images/s, loss=0.5262, top1-acc=83.83%, top5-acc=98.10%, remaining_time=0:00:00.888960, arrival_time=2021-04-10 02:27:20.040014, cost_time=0:00:28.150325 2021-04-10 02:27:19,944 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.33ms, fps=1714 images/s, loss=0.5255, top1-acc=83.84%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:19.944642, cost_time=0:00:28.943912 2021-04-10 02:27:20,370 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=4.90ms, fps=6038 images/s, loss=1.5010, top1-acc=63.83%, top5-acc=87.54%, remaining_time=0:00:01.271820, arrival_time=2021-04-10 02:27:21.641855, cost_time=0:00:00.423938 2021-04-10 02:27:20,680 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=2.27ms, fps=8269 images/s, loss=1.4686, top1-acc=63.32%, top5-acc=88.09%, remaining_time=0:00:00.734060, arrival_time=2021-04-10 02:27:21.414226, cost_time=0:00:00.734055 2021-04-10 02:27:20,977 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.40ms, fps=8613 images/s, loss=1.4823, top1-acc=63.36%, top5-acc=87.75%, remaining_time=0:00:00.343920, arrival_time=2021-04-10 02:27:21.321736, cost_time=0:00:01.031753 2021-04-10 02:27:21,250 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.06ms, fps=8517 images/s, loss=1.4846, top1-acc=63.40%, top5-acc=87.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:21.250505, cost_time=0:00:01.304463 2021-04-10 02:27:21,386 INFO : Epoch=0128 complete, best val top1-acc=63.40%, top5-acc=87.73% (epoch=128), remaining_time=0:36:37.726992, arrival_time=2021-04-10 03:03:59.113685, cost_time=1:05:07.070175 2021-04-10 02:27:21,387 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 02:27:23,033 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=0.23ms, fps=1555 images/s, loss=0.4672, top1-acc=85.00%, top5-acc=98.36%, remaining_time=0:00:30.612438, arrival_time=2021-04-10 02:27:53.645964, cost_time=0:00:01.645826 2021-04-10 02:27:24,512 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.68ms, fps=1731 images/s, loss=0.4772, top1-acc=84.92%, top5-acc=98.40%, remaining_time=0:00:27.501232, arrival_time=2021-04-10 02:27:52.014086, cost_time=0:00:03.125136 2021-04-10 02:27:25,982 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.88ms, fps=1743 images/s, loss=0.4648, top1-acc=85.52%, top5-acc=98.41%, remaining_time=0:00:25.421240, arrival_time=2021-04-10 02:27:51.403206, cost_time=0:00:04.594195 2021-04-10 02:27:27,452 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.36ms, fps=1741 images/s, loss=0.4680, top1-acc=85.67%, top5-acc=98.35%, remaining_time=0:00:23.654124, arrival_time=2021-04-10 02:27:51.107042, cost_time=0:00:06.065172 2021-04-10 02:27:28,929 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.61ms, fps=1735 images/s, loss=0.4735, top1-acc=85.38%, top5-acc=98.38%, remaining_time=0:00:22.020304, arrival_time=2021-04-10 02:27:50.949368, cost_time=0:00:07.541188 2021-04-10 02:27:30,424 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=2.55ms, fps=1712 images/s, loss=0.4698, top1-acc=85.49%, top5-acc=98.37%, remaining_time=0:00:20.483912, arrival_time=2021-04-10 02:27:50.908679, cost_time=0:00:09.037001 2021-04-10 02:27:31,898 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.4731, top1-acc=85.31%, top5-acc=98.45%, remaining_time=0:00:18.918900, arrival_time=2021-04-10 02:27:50.817197, cost_time=0:00:10.510516 2021-04-10 02:27:33,372 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=2.14ms, fps=1738 images/s, loss=0.4790, top1-acc=85.10%, top5-acc=98.34%, remaining_time=0:00:17.377148, arrival_time=2021-04-10 02:27:50.749230, cost_time=0:00:11.984235 2021-04-10 02:27:34,840 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.4834, top1-acc=84.97%, top5-acc=98.33%, remaining_time=0:00:15.844138, arrival_time=2021-04-10 02:27:50.684410, cost_time=0:00:13.452567 2021-04-10 02:27:36,311 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.57ms, fps=1741 images/s, loss=0.4885, top1-acc=84.76%, top5-acc=98.32%, remaining_time=0:00:14.326368, arrival_time=2021-04-10 02:27:50.637462, cost_time=0:00:14.923320 2021-04-10 02:27:37,784 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.36ms, fps=1738 images/s, loss=0.4899, top1-acc=84.72%, top5-acc=98.30%, remaining_time=0:00:12.819074, arrival_time=2021-04-10 02:27:50.603325, cost_time=0:00:16.396538 2021-04-10 02:27:39,256 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.91ms, fps=1740 images/s, loss=0.4963, top1-acc=84.57%, top5-acc=98.25%, remaining_time=0:00:11.316628, arrival_time=2021-04-10 02:27:50.572725, cost_time=0:00:17.868399 2021-04-10 02:27:40,729 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.39ms, fps=1738 images/s, loss=0.4973, top1-acc=84.53%, top5-acc=98.25%, remaining_time=0:00:09.819810, arrival_time=2021-04-10 02:27:50.549605, cost_time=0:00:19.342047 2021-04-10 02:27:42,200 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=2.00ms, fps=1741 images/s, loss=0.5016, top1-acc=84.38%, top5-acc=98.23%, remaining_time=0:00:08.325072, arrival_time=2021-04-10 02:27:50.525736, cost_time=0:00:20.812745 2021-04-10 02:27:43,680 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.96ms, fps=1731 images/s, loss=0.5029, top1-acc=84.32%, top5-acc=98.23%, remaining_time=0:00:06.836382, arrival_time=2021-04-10 02:27:50.516664, cost_time=0:00:22.292579 2021-04-10 02:27:45,151 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.33ms, fps=1741 images/s, loss=0.5071, top1-acc=84.19%, top5-acc=98.21%, remaining_time=0:00:05.346792, arrival_time=2021-04-10 02:27:50.498044, cost_time=0:00:23.763499 2021-04-10 02:27:46,627 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.67ms, fps=1735 images/s, loss=0.5103, top1-acc=84.12%, top5-acc=98.17%, remaining_time=0:00:03.860168, arrival_time=2021-04-10 02:27:50.487513, cost_time=0:00:25.239645 2021-04-10 02:27:48,084 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=2.09ms, fps=1758 images/s, loss=0.5123, top1-acc=84.06%, top5-acc=98.14%, remaining_time=0:00:02.373008, arrival_time=2021-04-10 02:27:50.457109, cost_time=0:00:26.696348 2021-04-10 02:27:49,560 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=0.5155, top1-acc=83.96%, top5-acc=98.12%, remaining_time=0:00:00.889662, arrival_time=2021-04-10 02:27:50.449954, cost_time=0:00:28.172593 2021-04-10 02:27:50,365 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.61ms, fps=1690 images/s, loss=0.5160, top1-acc=83.96%, top5-acc=98.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:50.365203, cost_time=0:00:28.977465 2021-04-10 02:27:50,751 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=4.74ms, fps=6660 images/s, loss=1.3923, top1-acc=64.84%, top5-acc=88.83%, remaining_time=0:00:01.153110, arrival_time=2021-04-10 02:27:51.904894, cost_time=0:00:00.384373 2021-04-10 02:27:51,048 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.34ms, fps=8636 images/s, loss=1.4469, top1-acc=63.46%, top5-acc=88.38%, remaining_time=0:00:00.681160, arrival_time=2021-04-10 02:27:51.729728, cost_time=0:00:00.681162 2021-04-10 02:27:51,351 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.77ms, fps=8462 images/s, loss=1.4559, top1-acc=63.42%, top5-acc=88.20%, remaining_time=0:00:00.328000, arrival_time=2021-04-10 02:27:51.679454, cost_time=0:00:00.984003 2021-04-10 02:27:51,629 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.06ms, fps=8350 images/s, loss=1.4491, top1-acc=64.08%, top5-acc=88.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:51.629790, cost_time=0:00:01.262325 2021-04-10 02:27:51,766 INFO : Epoch=0129 complete, best val top1-acc=64.08%, top5-acc=88.20% (epoch=129), remaining_time=0:36:07.123770, arrival_time=2021-04-10 03:03:58.890579, cost_time=1:05:37.450269 2021-04-10 02:27:51,767 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 02:27:53,449 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=2.04ms, fps=1523 images/s, loss=0.4864, top1-acc=84.37%, top5-acc=98.48%, remaining_time=0:00:31.267530, arrival_time=2021-04-10 02:28:24.716625, cost_time=0:00:01.681051 2021-04-10 02:27:54,934 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.40ms, fps=1725 images/s, loss=0.4832, top1-acc=84.92%, top5-acc=98.42%, remaining_time=0:00:27.861152, arrival_time=2021-04-10 02:28:22.795193, cost_time=0:00:03.166038 2021-04-10 02:27:56,408 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.4841, top1-acc=84.92%, top5-acc=98.35%, remaining_time=0:00:25.675386, arrival_time=2021-04-10 02:28:22.083525, cost_time=0:00:04.640142 2021-04-10 02:27:57,883 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=2.76ms, fps=1736 images/s, loss=0.4744, top1-acc=85.14%, top5-acc=98.50%, remaining_time=0:00:23.850060, arrival_time=2021-04-10 02:28:21.733574, cost_time=0:00:06.115411 2021-04-10 02:27:59,363 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.39ms, fps=1731 images/s, loss=0.4740, top1-acc=85.20%, top5-acc=98.55%, remaining_time=0:00:22.178276, arrival_time=2021-04-10 02:28:21.541616, cost_time=0:00:07.595285 2021-04-10 02:28:00,835 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=3.04ms, fps=1739 images/s, loss=0.4766, top1-acc=85.01%, top5-acc=98.49%, remaining_time=0:00:20.553544, arrival_time=2021-04-10 02:28:21.389300, cost_time=0:00:09.067756 2021-04-10 02:28:02,305 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.59ms, fps=1743 images/s, loss=0.4783, top1-acc=85.01%, top5-acc=98.44%, remaining_time=0:00:18.966906, arrival_time=2021-04-10 02:28:21.272153, cost_time=0:00:10.537167 2021-04-10 02:28:03,771 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.61ms, fps=1747 images/s, loss=0.4819, top1-acc=84.88%, top5-acc=98.40%, remaining_time=0:00:17.404988, arrival_time=2021-04-10 02:28:21.176455, cost_time=0:00:12.003419 2021-04-10 02:28:05,242 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.56ms, fps=1741 images/s, loss=0.4836, top1-acc=84.82%, top5-acc=98.42%, remaining_time=0:00:15.869896, arrival_time=2021-04-10 02:28:21.112318, cost_time=0:00:13.474420 2021-04-10 02:28:06,714 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.4857, top1-acc=84.77%, top5-acc=98.40%, remaining_time=0:00:14.348544, arrival_time=2021-04-10 02:28:21.062916, cost_time=0:00:14.946369 2021-04-10 02:28:08,183 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.53ms, fps=1743 images/s, loss=0.4891, top1-acc=84.70%, top5-acc=98.38%, remaining_time=0:00:12.834038, arrival_time=2021-04-10 02:28:21.017756, cost_time=0:00:16.415596 2021-04-10 02:28:09,655 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.94ms, fps=1741 images/s, loss=0.4910, top1-acc=84.63%, top5-acc=98.36%, remaining_time=0:00:11.328408, arrival_time=2021-04-10 02:28:20.983373, cost_time=0:00:17.886902 2021-04-10 02:28:11,124 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.39ms, fps=1743 images/s, loss=0.4970, top1-acc=84.44%, top5-acc=98.32%, remaining_time=0:00:09.826938, arrival_time=2021-04-10 02:28:20.951078, cost_time=0:00:19.356127 2021-04-10 02:28:12,597 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.86ms, fps=1739 images/s, loss=0.4984, top1-acc=84.36%, top5-acc=98.28%, remaining_time=0:00:08.331624, arrival_time=2021-04-10 02:28:20.928690, cost_time=0:00:20.829065 2021-04-10 02:28:14,061 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.50ms, fps=1749 images/s, loss=0.5020, top1-acc=84.25%, top5-acc=98.26%, remaining_time=0:00:06.836612, arrival_time=2021-04-10 02:28:20.897864, cost_time=0:00:22.293246 2021-04-10 02:28:15,538 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.39ms, fps=1733 images/s, loss=0.5027, top1-acc=84.27%, top5-acc=98.24%, remaining_time=0:00:05.348412, arrival_time=2021-04-10 02:28:20.887201, cost_time=0:00:23.770780 2021-04-10 02:28:17,012 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.48ms, fps=1738 images/s, loss=0.5035, top1-acc=84.23%, top5-acc=98.25%, remaining_time=0:00:03.860896, arrival_time=2021-04-10 02:28:20.873253, cost_time=0:00:25.244349 2021-04-10 02:28:18,480 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.50ms, fps=1744 images/s, loss=0.5018, top1-acc=84.25%, top5-acc=98.26%, remaining_time=0:00:02.374448, arrival_time=2021-04-10 02:28:20.855008, cost_time=0:00:26.712535 2021-04-10 02:28:19,948 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.64ms, fps=1744 images/s, loss=0.5038, top1-acc=84.20%, top5-acc=98.25%, remaining_time=0:00:00.889914, arrival_time=2021-04-10 02:28:20.838559, cost_time=0:00:28.180642 2021-04-10 02:28:20,739 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.45ms, fps=1720 images/s, loss=0.5070, top1-acc=84.14%, top5-acc=98.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:20.739853, cost_time=0:00:28.971808 2021-04-10 02:28:21,137 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.28ms, fps=6471 images/s, loss=1.5625, top1-acc=61.45%, top5-acc=88.48%, remaining_time=0:00:01.186800, arrival_time=2021-04-10 02:28:22.324421, cost_time=0:00:00.395601 2021-04-10 02:28:21,436 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.80ms, fps=8568 images/s, loss=1.5064, top1-acc=62.93%, top5-acc=88.65%, remaining_time=0:00:00.694800, arrival_time=2021-04-10 02:28:22.131668, cost_time=0:00:00.694796 2021-04-10 02:28:21,734 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=2.80ms, fps=8629 images/s, loss=1.4957, top1-acc=63.19%, top5-acc=88.72%, remaining_time=0:00:00.330670, arrival_time=2021-04-10 02:28:22.064705, cost_time=0:00:00.992001 2021-04-10 02:28:22,006 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.05ms, fps=8529 images/s, loss=1.5114, top1-acc=63.25%, top5-acc=88.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:22.006457, cost_time=0:00:01.264487 2021-04-10 02:28:22,060 INFO : Epoch=0130 complete, best val top1-acc=64.08%, top5-acc=88.20% (epoch=129), remaining_time=0:35:36.477770, arrival_time=2021-04-10 03:03:58.538646, cost_time=1:06:07.744376 2021-04-10 02:28:22,061 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 02:28:23,695 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.61ms, fps=1568 images/s, loss=0.4966, top1-acc=84.34%, top5-acc=98.52%, remaining_time=0:00:30.376404, arrival_time=2021-04-10 02:28:54.071528, cost_time=0:00:01.633135 2021-04-10 02:28:25,176 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.93ms, fps=1729 images/s, loss=0.4872, top1-acc=84.61%, top5-acc=98.50%, remaining_time=0:00:27.407424, arrival_time=2021-04-10 02:28:52.583898, cost_time=0:00:03.114478 2021-04-10 02:28:26,652 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=2.44ms, fps=1736 images/s, loss=0.4957, top1-acc=84.37%, top5-acc=98.44%, remaining_time=0:00:25.398498, arrival_time=2021-04-10 02:28:52.050489, cost_time=0:00:04.590081 2021-04-10 02:28:28,123 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=2.10ms, fps=1741 images/s, loss=0.4861, top1-acc=84.73%, top5-acc=98.50%, remaining_time=0:00:23.639460, arrival_time=2021-04-10 02:28:51.762715, cost_time=0:00:06.061407 2021-04-10 02:28:29,592 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.65ms, fps=1743 images/s, loss=0.4853, top1-acc=84.77%, top5-acc=98.45%, remaining_time=0:00:21.989644, arrival_time=2021-04-10 02:28:51.582278, cost_time=0:00:07.530697 2021-04-10 02:28:31,065 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.56ms, fps=1738 images/s, loss=0.4818, top1-acc=84.88%, top5-acc=98.46%, remaining_time=0:00:20.408704, arrival_time=2021-04-10 02:28:51.474445, cost_time=0:00:09.003854 2021-04-10 02:28:32,533 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.38ms, fps=1745 images/s, loss=0.4773, top1-acc=84.94%, top5-acc=98.53%, remaining_time=0:00:18.848718, arrival_time=2021-04-10 02:28:51.382097, cost_time=0:00:10.471530 2021-04-10 02:28:34,009 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.85ms, fps=1734 images/s, loss=0.4755, top1-acc=85.06%, top5-acc=98.54%, remaining_time=0:00:17.324484, arrival_time=2021-04-10 02:28:51.334276, cost_time=0:00:11.947946 2021-04-10 02:28:35,487 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.89ms, fps=1733 images/s, loss=0.4767, top1-acc=85.02%, top5-acc=98.52%, remaining_time=0:00:15.812762, arrival_time=2021-04-10 02:28:51.300578, cost_time=0:00:13.425898 2021-04-10 02:28:36,959 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=2.23ms, fps=1740 images/s, loss=0.4803, top1-acc=84.82%, top5-acc=98.50%, remaining_time=0:00:14.301600, arrival_time=2021-04-10 02:28:51.260939, cost_time=0:00:14.897480 2021-04-10 02:28:38,442 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.82ms, fps=1727 images/s, loss=0.4824, top1-acc=84.77%, top5-acc=98.51%, remaining_time=0:00:12.806604, arrival_time=2021-04-10 02:28:51.249093, cost_time=0:00:16.380589 2021-04-10 02:28:39,928 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.87ms, fps=1723 images/s, loss=0.4834, top1-acc=84.74%, top5-acc=98.50%, remaining_time=0:00:11.315488, arrival_time=2021-04-10 02:28:51.243983, cost_time=0:00:17.866559 2021-04-10 02:28:41,402 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.33ms, fps=1737 images/s, loss=0.4898, top1-acc=84.54%, top5-acc=98.46%, remaining_time=0:00:09.819150, arrival_time=2021-04-10 02:28:51.221835, cost_time=0:00:19.340760 2021-04-10 02:28:42,875 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.80ms, fps=1739 images/s, loss=0.4931, top1-acc=84.46%, top5-acc=98.42%, remaining_time=0:00:08.325296, arrival_time=2021-04-10 02:28:51.200347, cost_time=0:00:20.813196 2021-04-10 02:28:44,354 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.96ms, fps=1730 images/s, loss=0.4948, top1-acc=84.37%, top5-acc=98.43%, remaining_time=0:00:06.836520, arrival_time=2021-04-10 02:28:51.191449, cost_time=0:00:22.293036 2021-04-10 02:28:45,833 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.42ms, fps=1733 images/s, loss=0.4971, top1-acc=84.33%, top5-acc=98.40%, remaining_time=0:00:05.348520, arrival_time=2021-04-10 02:28:51.181652, cost_time=0:00:23.771164 2021-04-10 02:28:47,300 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.53ms, fps=1746 images/s, loss=0.5007, top1-acc=84.23%, top5-acc=98.37%, remaining_time=0:00:03.860012, arrival_time=2021-04-10 02:28:51.160385, cost_time=0:00:25.238483 2021-04-10 02:28:48,763 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.5031, top1-acc=84.15%, top5-acc=98.36%, remaining_time=0:00:02.373488, arrival_time=2021-04-10 02:28:51.137136, cost_time=0:00:26.701800 2021-04-10 02:28:50,234 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.62ms, fps=1741 images/s, loss=0.5047, top1-acc=84.09%, top5-acc=98.34%, remaining_time=0:00:00.889668, arrival_time=2021-04-10 02:28:51.124289, cost_time=0:00:28.172761 2021-04-10 02:28:51,022 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.22ms, fps=1727 images/s, loss=0.5046, top1-acc=84.08%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:51.022572, cost_time=0:00:28.960736 2021-04-10 02:28:51,417 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.44ms, fps=6508 images/s, loss=1.5032, top1-acc=63.12%, top5-acc=87.93%, remaining_time=0:00:01.180110, arrival_time=2021-04-10 02:28:52.597368, cost_time=0:00:00.393367 2021-04-10 02:28:51,715 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.42ms, fps=8601 images/s, loss=1.4734, top1-acc=63.65%, top5-acc=88.22%, remaining_time=0:00:00.691560, arrival_time=2021-04-10 02:28:52.406976, cost_time=0:00:00.691553 2021-04-10 02:28:52,014 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=3.67ms, fps=8570 images/s, loss=1.4752, top1-acc=63.63%, top5-acc=88.31%, remaining_time=0:00:00.330250, arrival_time=2021-04-10 02:28:52.344898, cost_time=0:00:00.990760 2021-04-10 02:28:52,287 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.07ms, fps=8509 images/s, loss=1.4600, top1-acc=63.76%, top5-acc=88.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:52.287726, cost_time=0:00:01.263933 2021-04-10 02:28:52,367 INFO : Epoch=0131 complete, best val top1-acc=64.08%, top5-acc=88.20% (epoch=129), remaining_time=0:35:05.843844, arrival_time=2021-04-10 03:03:58.211706, cost_time=1:06:38.051359 2021-04-10 02:28:52,368 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 02:28:54,019 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=2.46ms, fps=1551 images/s, loss=0.4671, top1-acc=86.17%, top5-acc=98.67%, remaining_time=0:00:30.703578, arrival_time=2021-04-10 02:29:24.723392, cost_time=0:00:01.650734 2021-04-10 02:28:55,497 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.40ms, fps=1734 images/s, loss=0.4619, top1-acc=86.13%, top5-acc=98.59%, remaining_time=0:00:27.526576, arrival_time=2021-04-10 02:29:23.023563, cost_time=0:00:03.128029 2021-04-10 02:28:56,977 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.35ms, fps=1730 images/s, loss=0.4596, top1-acc=86.02%, top5-acc=98.68%, remaining_time=0:00:25.500422, arrival_time=2021-04-10 02:29:22.478017, cost_time=0:00:04.608501 2021-04-10 02:28:58,458 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.51ms, fps=1729 images/s, loss=0.4617, top1-acc=85.82%, top5-acc=98.59%, remaining_time=0:00:23.750532, arrival_time=2021-04-10 02:29:22.209341, cost_time=0:00:06.089862 2021-04-10 02:28:59,933 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.73ms, fps=1736 images/s, loss=0.4626, top1-acc=85.74%, top5-acc=98.56%, remaining_time=0:00:22.088340, arrival_time=2021-04-10 02:29:22.021917, cost_time=0:00:07.564505 2021-04-10 02:29:01,419 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=2.09ms, fps=1724 images/s, loss=0.4599, top1-acc=85.87%, top5-acc=98.55%, remaining_time=0:00:20.514240, arrival_time=2021-04-10 02:29:21.933659, cost_time=0:00:09.050423 2021-04-10 02:29:02,887 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.41ms, fps=1744 images/s, loss=0.4654, top1-acc=85.63%, top5-acc=98.50%, remaining_time=0:00:18.934020, arrival_time=2021-04-10 02:29:21.821847, cost_time=0:00:10.518880 2021-04-10 02:29:04,354 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.4625, top1-acc=85.75%, top5-acc=98.54%, remaining_time=0:00:17.378540, arrival_time=2021-04-10 02:29:21.732707, cost_time=0:00:11.985186 2021-04-10 02:29:05,820 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.55ms, fps=1747 images/s, loss=0.4639, top1-acc=85.68%, top5-acc=98.50%, remaining_time=0:00:15.842760, arrival_time=2021-04-10 02:29:21.663408, cost_time=0:00:13.451362 2021-04-10 02:29:07,296 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.49ms, fps=1736 images/s, loss=0.4670, top1-acc=85.58%, top5-acc=98.52%, remaining_time=0:00:14.329920, arrival_time=2021-04-10 02:29:21.625900, cost_time=0:00:14.927003 2021-04-10 02:29:08,766 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.38ms, fps=1742 images/s, loss=0.4683, top1-acc=85.49%, top5-acc=98.51%, remaining_time=0:00:12.819676, arrival_time=2021-04-10 02:29:21.585941, cost_time=0:00:16.397306 2021-04-10 02:29:10,240 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.72ms, fps=1737 images/s, loss=0.4710, top1-acc=85.38%, top5-acc=98.48%, remaining_time=0:00:11.318452, arrival_time=2021-04-10 02:29:21.558599, cost_time=0:00:17.871198 2021-04-10 02:29:11,711 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.33ms, fps=1741 images/s, loss=0.4731, top1-acc=85.28%, top5-acc=98.49%, remaining_time=0:00:09.819942, arrival_time=2021-04-10 02:29:21.531215, cost_time=0:00:19.342329 2021-04-10 02:29:13,173 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.92ms, fps=1751 images/s, loss=0.4775, top1-acc=85.09%, top5-acc=98.43%, remaining_time=0:00:08.321880, arrival_time=2021-04-10 02:29:21.495547, cost_time=0:00:20.804723 2021-04-10 02:29:14,650 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.4809, top1-acc=85.01%, top5-acc=98.43%, remaining_time=0:00:06.832886, arrival_time=2021-04-10 02:29:21.482967, cost_time=0:00:22.281137 2021-04-10 02:29:16,117 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.61ms, fps=1746 images/s, loss=0.4826, top1-acc=84.95%, top5-acc=98.41%, remaining_time=0:00:05.343336, arrival_time=2021-04-10 02:29:21.460401, cost_time=0:00:23.748120 2021-04-10 02:29:17,586 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.32ms, fps=1742 images/s, loss=0.4845, top1-acc=84.88%, top5-acc=98.38%, remaining_time=0:00:03.856866, arrival_time=2021-04-10 02:29:21.443792, cost_time=0:00:25.217946 2021-04-10 02:29:19,052 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.43ms, fps=1748 images/s, loss=0.4865, top1-acc=84.81%, top5-acc=98.36%, remaining_time=0:00:02.371840, arrival_time=2021-04-10 02:29:21.424038, cost_time=0:00:26.683174 2021-04-10 02:29:20,525 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.66ms, fps=1738 images/s, loss=0.4885, top1-acc=84.72%, top5-acc=98.35%, remaining_time=0:00:00.889170, arrival_time=2021-04-10 02:29:21.415123, cost_time=0:00:28.157006 2021-04-10 02:29:21,315 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.22ms, fps=1724 images/s, loss=0.4906, top1-acc=84.65%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:21.315015, cost_time=0:00:28.946080 2021-04-10 02:29:21,725 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.29ms, fps=6261 images/s, loss=1.6133, top1-acc=61.45%, top5-acc=86.05%, remaining_time=0:00:01.226550, arrival_time=2021-04-10 02:29:22.951749, cost_time=0:00:00.408850 2021-04-10 02:29:22,019 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.30ms, fps=8723 images/s, loss=1.5882, top1-acc=61.60%, top5-acc=86.74%, remaining_time=0:00:00.702780, arrival_time=2021-04-10 02:29:22.721884, cost_time=0:00:00.702780 2021-04-10 02:29:22,326 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=2.55ms, fps=8330 images/s, loss=1.5816, top1-acc=61.78%, top5-acc=86.94%, remaining_time=0:00:00.336820, arrival_time=2021-04-10 02:29:22.663678, cost_time=0:00:01.010467 2021-04-10 02:29:22,621 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.10ms, fps=7898 images/s, loss=1.5700, top1-acc=61.94%, top5-acc=87.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:22.621069, cost_time=0:00:01.304737 2021-04-10 02:29:22,682 INFO : Epoch=0132 complete, best val top1-acc=64.08%, top5-acc=88.20% (epoch=129), remaining_time=0:34:35.218968, arrival_time=2021-04-10 03:03:57.901723, cost_time=1:07:08.366192 2021-04-10 02:29:22,684 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 02:29:24,378 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.53ms, fps=1511 images/s, loss=0.5084, top1-acc=84.18%, top5-acc=98.52%, remaining_time=0:00:31.509144, arrival_time=2021-04-10 02:29:55.887947, cost_time=0:00:01.694042 2021-04-10 02:29:25,854 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.57ms, fps=1736 images/s, loss=0.4763, top1-acc=85.35%, top5-acc=98.69%, remaining_time=0:00:27.890544, arrival_time=2021-04-10 02:29:53.744725, cost_time=0:00:03.169374 2021-04-10 02:29:27,333 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.01ms, fps=1731 images/s, loss=0.4832, top1-acc=85.17%, top5-acc=98.59%, remaining_time=0:00:25.722862, arrival_time=2021-04-10 02:29:53.056315, cost_time=0:00:04.648696 2021-04-10 02:29:28,811 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.52ms, fps=1733 images/s, loss=0.4734, top1-acc=85.58%, top5-acc=98.64%, remaining_time=0:00:23.892648, arrival_time=2021-04-10 02:29:52.703691, cost_time=0:00:06.126319 2021-04-10 02:29:30,278 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.45ms, fps=1745 images/s, loss=0.4665, top1-acc=85.69%, top5-acc=98.62%, remaining_time=0:00:22.174626, arrival_time=2021-04-10 02:29:52.453430, cost_time=0:00:07.594040 2021-04-10 02:29:31,753 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.45ms, fps=1737 images/s, loss=0.4621, top1-acc=85.79%, top5-acc=98.64%, remaining_time=0:00:20.555312, arrival_time=2021-04-10 02:29:52.308548, cost_time=0:00:09.068545 2021-04-10 02:29:33,228 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.85ms, fps=1736 images/s, loss=0.4628, top1-acc=85.74%, top5-acc=98.66%, remaining_time=0:00:18.978246, arrival_time=2021-04-10 02:29:52.206386, cost_time=0:00:10.543463 2021-04-10 02:29:34,707 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.96ms, fps=1731 images/s, loss=0.4615, top1-acc=85.83%, top5-acc=98.64%, remaining_time=0:00:17.432480, arrival_time=2021-04-10 02:29:52.139582, cost_time=0:00:12.022382 2021-04-10 02:29:36,186 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=2.02ms, fps=1739 images/s, loss=0.4621, top1-acc=85.78%, top5-acc=98.65%, remaining_time=0:00:15.902120, arrival_time=2021-04-10 02:29:52.088714, cost_time=0:00:13.501776 2021-04-10 02:29:37,663 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.51ms, fps=1734 images/s, loss=0.4656, top1-acc=85.64%, top5-acc=98.59%, remaining_time=0:00:14.379936, arrival_time=2021-04-10 02:29:52.043707, cost_time=0:00:14.979096 2021-04-10 02:29:39,138 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.83ms, fps=1736 images/s, loss=0.4697, top1-acc=85.50%, top5-acc=98.56%, remaining_time=0:00:12.864052, arrival_time=2021-04-10 02:29:52.002760, cost_time=0:00:16.454031 2021-04-10 02:29:40,604 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.39ms, fps=1747 images/s, loss=0.4726, top1-acc=85.41%, top5-acc=98.53%, remaining_time=0:00:11.349232, arrival_time=2021-04-10 02:29:51.953809, cost_time=0:00:17.919854 2021-04-10 02:29:42,075 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.4754, top1-acc=85.30%, top5-acc=98.52%, remaining_time=0:00:09.844692, arrival_time=2021-04-10 02:29:51.920389, cost_time=0:00:19.391024 2021-04-10 02:29:43,544 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.61ms, fps=1743 images/s, loss=0.4750, top1-acc=85.30%, top5-acc=98.50%, remaining_time=0:00:08.344056, arrival_time=2021-04-10 02:29:51.888903, cost_time=0:00:20.860172 2021-04-10 02:29:45,015 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.51ms, fps=1742 images/s, loss=0.4757, top1-acc=85.26%, top5-acc=98.49%, remaining_time=0:00:06.847974, arrival_time=2021-04-10 02:29:51.862965, cost_time=0:00:22.330319 2021-04-10 02:29:46,494 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=2.09ms, fps=1730 images/s, loss=0.4770, top1-acc=85.23%, top5-acc=98.48%, remaining_time=0:00:05.357304, arrival_time=2021-04-10 02:29:51.852224, cost_time=0:00:23.810244 2021-04-10 02:29:47,981 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.41ms, fps=1723 images/s, loss=0.4800, top1-acc=85.14%, top5-acc=98.46%, remaining_time=0:00:03.868878, arrival_time=2021-04-10 02:29:51.850089, cost_time=0:00:25.296538 2021-04-10 02:29:49,455 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.4812, top1-acc=85.08%, top5-acc=98.45%, remaining_time=0:00:02.379648, arrival_time=2021-04-10 02:29:51.835481, cost_time=0:00:26.771073 2021-04-10 02:29:50,926 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=2.03ms, fps=1741 images/s, loss=0.4835, top1-acc=84.99%, top5-acc=98.45%, remaining_time=0:00:00.891852, arrival_time=2021-04-10 02:29:51.818662, cost_time=0:00:28.242052 2021-04-10 02:29:51,718 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.28ms, fps=1718 images/s, loss=0.4844, top1-acc=84.94%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:51.718817, cost_time=0:00:29.034128 2021-04-10 02:29:52,107 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.55ms, fps=6616 images/s, loss=1.7825, top1-acc=58.48%, top5-acc=86.09%, remaining_time=0:00:01.160760, arrival_time=2021-04-10 02:29:53.268000, cost_time=0:00:00.386924 2021-04-10 02:29:52,411 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=2.44ms, fps=8432 images/s, loss=1.7759, top1-acc=58.98%, top5-acc=85.64%, remaining_time=0:00:00.690840, arrival_time=2021-04-10 02:29:53.102053, cost_time=0:00:00.690849 2021-04-10 02:29:52,714 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.80ms, fps=8452 images/s, loss=1.7933, top1-acc=58.89%, top5-acc=85.47%, remaining_time=0:00:00.331480, arrival_time=2021-04-10 02:29:53.046251, cost_time=0:00:00.994446 2021-04-10 02:29:52,990 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.07ms, fps=8430 images/s, loss=1.7908, top1-acc=59.01%, top5-acc=85.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:52.990314, cost_time=0:00:01.270009 2021-04-10 02:29:53,065 INFO : Epoch=0133 complete, best val top1-acc=64.08%, top5-acc=88.20% (epoch=129), remaining_time=0:34:04.632702, arrival_time=2021-04-10 03:03:57.697756, cost_time=1:07:38.748550 2021-04-10 02:29:53,066 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 02:29:54,776 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.86ms, fps=1497 images/s, loss=0.4892, top1-acc=84.80%, top5-acc=98.24%, remaining_time=0:00:31.813626, arrival_time=2021-04-10 02:30:26.590215, cost_time=0:00:01.710414 2021-04-10 02:29:56,254 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.82ms, fps=1733 images/s, loss=0.4774, top1-acc=85.37%, top5-acc=98.50%, remaining_time=0:00:28.057568, arrival_time=2021-04-10 02:30:24.312121, cost_time=0:00:03.188366 2021-04-10 02:29:57,721 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.95ms, fps=1745 images/s, loss=0.4740, top1-acc=85.43%, top5-acc=98.41%, remaining_time=0:00:25.761042, arrival_time=2021-04-10 02:30:23.482801, cost_time=0:00:04.655609 2021-04-10 02:29:59,192 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.90ms, fps=1741 images/s, loss=0.4690, top1-acc=85.51%, top5-acc=98.54%, remaining_time=0:00:23.892336, arrival_time=2021-04-10 02:30:23.084814, cost_time=0:00:06.126255 2021-04-10 02:30:00,668 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.4631, top1-acc=85.71%, top5-acc=98.57%, remaining_time=0:00:22.199008, arrival_time=2021-04-10 02:30:22.867596, cost_time=0:00:07.602377 2021-04-10 02:30:02,141 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.45ms, fps=1739 images/s, loss=0.4640, top1-acc=85.74%, top5-acc=98.55%, remaining_time=0:00:20.569728, arrival_time=2021-04-10 02:30:22.710774, cost_time=0:00:09.074900 2021-04-10 02:30:03,602 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=0.4623, top1-acc=85.84%, top5-acc=98.60%, remaining_time=0:00:18.965898, arrival_time=2021-04-10 02:30:22.568670, cost_time=0:00:10.536584 2021-04-10 02:30:05,083 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.61ms, fps=1730 images/s, loss=0.4629, top1-acc=85.80%, top5-acc=98.58%, remaining_time=0:00:17.425520, arrival_time=2021-04-10 02:30:22.509249, cost_time=0:00:12.017570 2021-04-10 02:30:06,552 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.30ms, fps=1743 images/s, loss=0.4584, top1-acc=85.91%, top5-acc=98.60%, remaining_time=0:00:15.884100, arrival_time=2021-04-10 02:30:22.436870, cost_time=0:00:13.486543 2021-04-10 02:30:08,018 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.4590, top1-acc=85.79%, top5-acc=98.62%, remaining_time=0:00:14.354304, arrival_time=2021-04-10 02:30:22.372936, cost_time=0:00:14.952424 2021-04-10 02:30:09,508 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.52ms, fps=1719 images/s, loss=0.4597, top1-acc=85.80%, top5-acc=98.60%, remaining_time=0:00:12.854850, arrival_time=2021-04-10 02:30:22.363245, cost_time=0:00:16.442245 2021-04-10 02:30:10,978 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.87ms, fps=1742 images/s, loss=0.4618, top1-acc=85.75%, top5-acc=98.59%, remaining_time=0:00:11.344368, arrival_time=2021-04-10 02:30:22.322634, cost_time=0:00:17.912116 2021-04-10 02:30:12,454 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.79ms, fps=1744 images/s, loss=0.4628, top1-acc=85.74%, top5-acc=98.59%, remaining_time=0:00:09.843438, arrival_time=2021-04-10 02:30:22.298157, cost_time=0:00:19.388568 2021-04-10 02:30:13,931 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.68ms, fps=1734 images/s, loss=0.4637, top1-acc=85.71%, top5-acc=98.58%, remaining_time=0:00:08.346016, arrival_time=2021-04-10 02:30:22.277199, cost_time=0:00:20.864994 2021-04-10 02:30:15,405 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=2.10ms, fps=1737 images/s, loss=0.4652, top1-acc=85.60%, top5-acc=98.56%, remaining_time=0:00:06.850596, arrival_time=2021-04-10 02:30:22.255692, cost_time=0:00:22.338943 2021-04-10 02:30:16,870 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.36ms, fps=1748 images/s, loss=0.4662, top1-acc=85.58%, top5-acc=98.54%, remaining_time=0:00:05.355864, arrival_time=2021-04-10 02:30:22.225924, cost_time=0:00:23.803917 2021-04-10 02:30:18,338 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.56ms, fps=1744 images/s, loss=0.4659, top1-acc=85.57%, top5-acc=98.54%, remaining_time=0:00:03.865212, arrival_time=2021-04-10 02:30:22.203993, cost_time=0:00:25.272568 2021-04-10 02:30:19,811 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.54ms, fps=1739 images/s, loss=0.4667, top1-acc=85.53%, top5-acc=98.54%, remaining_time=0:00:02.377376, arrival_time=2021-04-10 02:30:22.189053, cost_time=0:00:26.745469 2021-04-10 02:30:21,291 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.68ms, fps=1731 images/s, loss=0.4679, top1-acc=85.51%, top5-acc=98.53%, remaining_time=0:00:00.891312, arrival_time=2021-04-10 02:30:22.182400, cost_time=0:00:28.224891 2021-04-10 02:30:22,090 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.20ms, fps=1702 images/s, loss=0.4690, top1-acc=85.48%, top5-acc=98.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:22.090717, cost_time=0:00:29.024567 2021-04-10 02:30:22,477 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=6.62ms, fps=6648 images/s, loss=1.6001, top1-acc=61.05%, top5-acc=87.38%, remaining_time=0:00:01.155210, arrival_time=2021-04-10 02:30:23.632468, cost_time=0:00:00.385074 2021-04-10 02:30:22,773 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.40ms, fps=8658 images/s, loss=1.5896, top1-acc=61.46%, top5-acc=87.07%, remaining_time=0:00:00.681220, arrival_time=2021-04-10 02:30:23.454631, cost_time=0:00:00.681213 2021-04-10 02:30:23,067 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.35ms, fps=8711 images/s, loss=1.5818, top1-acc=61.85%, top5-acc=87.17%, remaining_time=0:00:00.325190, arrival_time=2021-04-10 02:30:23.392974, cost_time=0:00:00.975582 2021-04-10 02:30:23,341 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.06ms, fps=8499 images/s, loss=1.5665, top1-acc=62.67%, top5-acc=87.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:23.341141, cost_time=0:00:01.249009 2021-04-10 02:30:23,437 INFO : Epoch=0134 complete, best val top1-acc=64.08%, top5-acc=88.20% (epoch=129), remaining_time=0:33:34.044780, arrival_time=2021-04-10 03:03:57.482566, cost_time=1:08:09.121283 2021-04-10 02:30:23,438 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 02:30:25,125 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=4.53ms, fps=1518 images/s, loss=0.4397, top1-acc=86.72%, top5-acc=98.16%, remaining_time=0:00:31.368342, arrival_time=2021-04-10 02:30:56.493807, cost_time=0:00:01.686467 2021-04-10 02:30:26,625 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.64ms, fps=1708 images/s, loss=0.4388, top1-acc=86.50%, top5-acc=98.42%, remaining_time=0:00:28.039264, arrival_time=2021-04-10 02:30:54.664533, cost_time=0:00:03.186276 2021-04-10 02:30:28,101 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.63ms, fps=1735 images/s, loss=0.4300, top1-acc=86.80%, top5-acc=98.62%, remaining_time=0:00:25.797396, arrival_time=2021-04-10 02:30:53.898421, cost_time=0:00:04.662189 2021-04-10 02:30:29,579 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.4331, top1-acc=86.75%, top5-acc=98.61%, remaining_time=0:00:23.947404, arrival_time=2021-04-10 02:30:53.526676, cost_time=0:00:06.140363 2021-04-10 02:30:31,052 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.97ms, fps=1739 images/s, loss=0.4426, top1-acc=86.37%, top5-acc=98.63%, remaining_time=0:00:22.230982, arrival_time=2021-04-10 02:30:53.283229, cost_time=0:00:07.613364 2021-04-10 02:30:32,535 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.47ms, fps=1727 images/s, loss=0.4428, top1-acc=86.35%, top5-acc=98.60%, remaining_time=0:00:20.618824, arrival_time=2021-04-10 02:30:53.154381, cost_time=0:00:09.096513 2021-04-10 02:30:34,013 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=0.4393, top1-acc=86.47%, top5-acc=98.66%, remaining_time=0:00:19.034316, arrival_time=2021-04-10 02:30:53.047815, cost_time=0:00:10.574654 2021-04-10 02:30:35,486 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.44ms, fps=1738 images/s, loss=0.4415, top1-acc=86.36%, top5-acc=98.62%, remaining_time=0:00:17.469368, arrival_time=2021-04-10 02:30:52.956184, cost_time=0:00:12.047836 2021-04-10 02:30:36,966 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.37ms, fps=1731 images/s, loss=0.4421, top1-acc=86.25%, top5-acc=98.64%, remaining_time=0:00:15.932436, arrival_time=2021-04-10 02:30:52.898812, cost_time=0:00:13.527542 2021-04-10 02:30:38,443 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=2.19ms, fps=1734 images/s, loss=0.4455, top1-acc=86.07%, top5-acc=98.63%, remaining_time=0:00:14.404224, arrival_time=2021-04-10 02:30:52.847589, cost_time=0:00:15.004404 2021-04-10 02:30:39,917 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.35ms, fps=1738 images/s, loss=0.4478, top1-acc=85.96%, top5-acc=98.62%, remaining_time=0:00:12.883230, arrival_time=2021-04-10 02:30:52.800580, cost_time=0:00:16.478504 2021-04-10 02:30:41,391 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.48ms, fps=1738 images/s, loss=0.4532, top1-acc=85.83%, top5-acc=98.55%, remaining_time=0:00:11.369752, arrival_time=2021-04-10 02:30:52.760830, cost_time=0:00:17.952249 2021-04-10 02:30:42,861 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.63ms, fps=1741 images/s, loss=0.4543, top1-acc=85.77%, top5-acc=98.59%, remaining_time=0:00:09.860796, arrival_time=2021-04-10 02:30:52.722384, cost_time=0:00:19.422752 2021-04-10 02:30:44,333 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.38ms, fps=1740 images/s, loss=0.4550, top1-acc=85.71%, top5-acc=98.60%, remaining_time=0:00:08.357776, arrival_time=2021-04-10 02:30:52.691089, cost_time=0:00:20.894400 2021-04-10 02:30:45,807 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.4574, top1-acc=85.67%, top5-acc=98.56%, remaining_time=0:00:06.859842, arrival_time=2021-04-10 02:30:52.667743, cost_time=0:00:22.369067 2021-04-10 02:30:47,292 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.40ms, fps=1724 images/s, loss=0.4598, top1-acc=85.61%, top5-acc=98.55%, remaining_time=0:00:05.367132, arrival_time=2021-04-10 02:30:52.659914, cost_time=0:00:23.853939 2021-04-10 02:30:48,752 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.4631, top1-acc=85.52%, top5-acc=98.53%, remaining_time=0:00:03.871530, arrival_time=2021-04-10 02:30:52.624216, cost_time=0:00:25.313855 2021-04-10 02:30:50,226 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=2.06ms, fps=1738 images/s, loss=0.4636, top1-acc=85.49%, top5-acc=98.53%, remaining_time=0:00:02.381104, arrival_time=2021-04-10 02:30:52.607429, cost_time=0:00:26.787491 2021-04-10 02:30:51,700 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.4661, top1-acc=85.43%, top5-acc=98.54%, remaining_time=0:00:00.892464, arrival_time=2021-04-10 02:30:52.592608, cost_time=0:00:28.261302 2021-04-10 02:30:52,489 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.22ms, fps=1724 images/s, loss=0.4689, top1-acc=85.37%, top5-acc=98.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:52.489593, cost_time=0:00:29.050758 2021-04-10 02:30:52,900 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=3.19ms, fps=6250 images/s, loss=1.4237, top1-acc=64.37%, top5-acc=89.02%, remaining_time=0:00:01.228680, arrival_time=2021-04-10 02:30:54.129288, cost_time=0:00:00.409558 2021-04-10 02:30:53,192 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.76ms, fps=8775 images/s, loss=1.4227, top1-acc=64.61%, top5-acc=88.98%, remaining_time=0:00:00.701620, arrival_time=2021-04-10 02:30:53.894309, cost_time=0:00:00.701623 2021-04-10 02:30:53,499 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.94ms, fps=8368 images/s, loss=1.4162, top1-acc=64.88%, top5-acc=89.02%, remaining_time=0:00:00.336000, arrival_time=2021-04-10 02:30:53.835069, cost_time=0:00:01.007989 2021-04-10 02:30:53,785 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.11ms, fps=8107 images/s, loss=1.4266, top1-acc=64.46%, top5-acc=88.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:53.785726, cost_time=0:00:01.294660 2021-04-10 02:30:53,980 INFO : Epoch=0135 complete, best val top1-acc=64.46%, top5-acc=88.97% (epoch=135), remaining_time=0:33:03.541950, arrival_time=2021-04-10 03:03:57.522588, cost_time=1:08:39.664103 2021-04-10 02:30:53,982 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 02:30:55,652 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.85ms, fps=1533 images/s, loss=0.4697, top1-acc=86.25%, top5-acc=98.75%, remaining_time=0:00:31.067952, arrival_time=2021-04-10 02:31:26.720587, cost_time=0:00:01.670315 2021-04-10 02:30:57,151 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=9.35ms, fps=1709 images/s, loss=0.4523, top1-acc=86.70%, top5-acc=98.89%, remaining_time=0:00:27.888960, arrival_time=2021-04-10 02:31:25.040360, cost_time=0:00:03.169209 2021-04-10 02:30:58,637 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.79ms, fps=1724 images/s, loss=0.4561, top1-acc=86.38%, top5-acc=98.72%, remaining_time=0:00:25.758552, arrival_time=2021-04-10 02:31:24.395897, cost_time=0:00:04.655160 2021-04-10 02:31:00,106 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.56ms, fps=1743 images/s, loss=0.4532, top1-acc=86.45%, top5-acc=98.66%, remaining_time=0:00:23.886252, arrival_time=2021-04-10 02:31:23.993100, cost_time=0:00:06.124694 2021-04-10 02:31:01,589 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=2.67ms, fps=1728 images/s, loss=0.4499, top1-acc=86.41%, top5-acc=98.69%, remaining_time=0:00:22.212586, arrival_time=2021-04-10 02:31:23.801885, cost_time=0:00:07.607049 2021-04-10 02:31:03,068 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.49ms, fps=1731 images/s, loss=0.4497, top1-acc=86.45%, top5-acc=98.66%, remaining_time=0:00:20.596384, arrival_time=2021-04-10 02:31:23.665120, cost_time=0:00:09.086618 2021-04-10 02:31:04,557 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=2.37ms, fps=1720 images/s, loss=0.4472, top1-acc=86.55%, top5-acc=98.68%, remaining_time=0:00:19.035324, arrival_time=2021-04-10 02:31:23.592800, cost_time=0:00:10.575181 2021-04-10 02:31:06,028 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=0.4480, top1-acc=86.43%, top5-acc=98.68%, remaining_time=0:00:17.466700, arrival_time=2021-04-10 02:31:23.494886, cost_time=0:00:12.046036 2021-04-10 02:31:07,506 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.83ms, fps=1732 images/s, loss=0.4469, top1-acc=86.41%, top5-acc=98.68%, remaining_time=0:00:15.928726, arrival_time=2021-04-10 02:31:23.435267, cost_time=0:00:13.524355 2021-04-10 02:31:08,984 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.50ms, fps=1733 images/s, loss=0.4449, top1-acc=86.37%, top5-acc=98.67%, remaining_time=0:00:14.402304, arrival_time=2021-04-10 02:31:23.386851, cost_time=0:00:15.002418 2021-04-10 02:31:10,456 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.61ms, fps=1740 images/s, loss=0.4437, top1-acc=86.46%, top5-acc=98.68%, remaining_time=0:00:12.879704, arrival_time=2021-04-10 02:31:23.335982, cost_time=0:00:16.474091 2021-04-10 02:31:11,924 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.65ms, fps=1744 images/s, loss=0.4431, top1-acc=86.39%, top5-acc=98.68%, remaining_time=0:00:11.363520, arrival_time=2021-04-10 02:31:23.288042, cost_time=0:00:17.942404 2021-04-10 02:31:13,396 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.49ms, fps=1740 images/s, loss=0.4422, top1-acc=86.42%, top5-acc=98.66%, remaining_time=0:00:09.856374, arrival_time=2021-04-10 02:31:23.252521, cost_time=0:00:19.414041 2021-04-10 02:31:14,872 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.49ms, fps=1734 images/s, loss=0.4446, top1-acc=86.30%, top5-acc=98.63%, remaining_time=0:00:08.356264, arrival_time=2021-04-10 02:31:23.229042, cost_time=0:00:20.890617 2021-04-10 02:31:16,347 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.79ms, fps=1737 images/s, loss=0.4458, top1-acc=86.27%, top5-acc=98.62%, remaining_time=0:00:06.858646, arrival_time=2021-04-10 02:31:23.205961, cost_time=0:00:22.365100 2021-04-10 02:31:17,826 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.27ms, fps=1731 images/s, loss=0.4482, top1-acc=86.19%, top5-acc=98.60%, remaining_time=0:00:05.365044, arrival_time=2021-04-10 02:31:23.191745, cost_time=0:00:23.844589 2021-04-10 02:31:19,300 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.40ms, fps=1738 images/s, loss=0.4510, top1-acc=86.09%, top5-acc=98.59%, remaining_time=0:00:03.872206, arrival_time=2021-04-10 02:31:23.172723, cost_time=0:00:25.318318 2021-04-10 02:31:20,770 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.4520, top1-acc=86.03%, top5-acc=98.58%, remaining_time=0:00:02.381136, arrival_time=2021-04-10 02:31:23.151136, cost_time=0:00:26.787806 2021-04-10 02:31:22,238 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.22ms, fps=1744 images/s, loss=0.4549, top1-acc=85.94%, top5-acc=98.57%, remaining_time=0:00:00.892314, arrival_time=2021-04-10 02:31:23.130966, cost_time=0:00:28.256546 2021-04-10 02:31:23,031 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.85ms, fps=1716 images/s, loss=0.4537, top1-acc=85.96%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:23.031560, cost_time=0:00:29.049393 2021-04-10 02:31:23,431 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=2.21ms, fps=6421 images/s, loss=1.3448, top1-acc=65.43%, top5-acc=89.69%, remaining_time=0:00:01.196010, arrival_time=2021-04-10 02:31:24.627709, cost_time=0:00:00.398666 2021-04-10 02:31:23,727 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.31ms, fps=8662 images/s, loss=1.3406, top1-acc=65.74%, top5-acc=90.12%, remaining_time=0:00:00.694680, arrival_time=2021-04-10 02:31:24.422341, cost_time=0:00:00.694674 2021-04-10 02:31:24,028 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.30ms, fps=8531 images/s, loss=1.3325, top1-acc=66.07%, top5-acc=90.01%, remaining_time=0:00:00.331680, arrival_time=2021-04-10 02:31:24.359775, cost_time=0:00:00.995036 2021-04-10 02:31:24,303 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=8454 images/s, loss=1.3541, top1-acc=66.27%, top5-acc=89.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:24.302987, cost_time=0:00:01.270014 2021-04-10 02:31:24,438 INFO : Epoch=0136 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:32:32.998464, arrival_time=2021-04-10 03:03:57.436711, cost_time=1:09:10.121738 2021-04-10 02:31:24,439 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 02:31:26,099 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=2.28ms, fps=1542 images/s, loss=0.4790, top1-acc=85.35%, top5-acc=98.32%, remaining_time=0:00:30.883626, arrival_time=2021-04-10 02:31:56.983310, cost_time=0:00:01.660413 2021-04-10 02:31:27,600 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=2.22ms, fps=1706 images/s, loss=0.4498, top1-acc=86.19%, top5-acc=98.54%, remaining_time=0:00:27.818560, arrival_time=2021-04-10 02:31:55.419051, cost_time=0:00:03.161198 2021-04-10 02:31:29,081 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.53ms, fps=1730 images/s, loss=0.4451, top1-acc=86.29%, top5-acc=98.54%, remaining_time=0:00:25.685512, arrival_time=2021-04-10 02:31:54.766694, cost_time=0:00:04.641952 2021-04-10 02:31:30,552 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.54ms, fps=1741 images/s, loss=0.4381, top1-acc=86.50%, top5-acc=98.55%, remaining_time=0:00:23.840856, arrival_time=2021-04-10 02:31:54.393250, cost_time=0:00:06.113022 2021-04-10 02:31:32,027 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.4280, top1-acc=86.79%, top5-acc=98.62%, remaining_time=0:00:22.156376, arrival_time=2021-04-10 02:31:54.183483, cost_time=0:00:07.587800 2021-04-10 02:31:33,502 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.51ms, fps=1736 images/s, loss=0.4208, top1-acc=87.09%, top5-acc=98.68%, remaining_time=0:00:20.542256, arrival_time=2021-04-10 02:31:54.044297, cost_time=0:00:09.062741 2021-04-10 02:31:34,981 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.47ms, fps=1731 images/s, loss=0.4229, top1-acc=86.99%, top5-acc=98.67%, remaining_time=0:00:18.976356, arrival_time=2021-04-10 02:31:53.958052, cost_time=0:00:10.542397 2021-04-10 02:31:36,451 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=2.07ms, fps=1742 images/s, loss=0.4240, top1-acc=86.91%, top5-acc=98.69%, remaining_time=0:00:17.417864, arrival_time=2021-04-10 02:31:53.869478, cost_time=0:00:12.012331 2021-04-10 02:31:37,932 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.88ms, fps=1729 images/s, loss=0.4237, top1-acc=86.89%, top5-acc=98.70%, remaining_time=0:00:15.891944, arrival_time=2021-04-10 02:31:53.824520, cost_time=0:00:13.493146 2021-04-10 02:31:39,423 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.85ms, fps=1718 images/s, loss=0.4239, top1-acc=86.87%, top5-acc=98.68%, remaining_time=0:00:14.384352, arrival_time=2021-04-10 02:31:53.807400, cost_time=0:00:14.983748 2021-04-10 02:31:40,931 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.66ms, fps=1698 images/s, loss=0.4289, top1-acc=86.71%, top5-acc=98.65%, remaining_time=0:00:12.893894, arrival_time=2021-04-10 02:31:53.825604, cost_time=0:00:16.492167 2021-04-10 02:31:42,423 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.46ms, fps=1718 images/s, loss=0.4285, top1-acc=86.68%, top5-acc=98.64%, remaining_time=0:00:11.389892, arrival_time=2021-04-10 02:31:53.813279, cost_time=0:00:17.983997 2021-04-10 02:31:43,899 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.58ms, fps=1735 images/s, loss=0.4293, top1-acc=86.67%, top5-acc=98.65%, remaining_time=0:00:09.879672, arrival_time=2021-04-10 02:31:53.778982, cost_time=0:00:19.459949 2021-04-10 02:31:45,369 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.48ms, fps=1743 images/s, loss=0.4306, top1-acc=86.61%, top5-acc=98.66%, remaining_time=0:00:08.371944, arrival_time=2021-04-10 02:31:53.741073, cost_time=0:00:20.929856 2021-04-10 02:31:46,845 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.98ms, fps=1734 images/s, loss=0.4335, top1-acc=86.52%, top5-acc=98.67%, remaining_time=0:00:06.871296, arrival_time=2021-04-10 02:31:53.717132, cost_time=0:00:22.406466 2021-04-10 02:31:48,320 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.50ms, fps=1737 images/s, loss=0.4362, top1-acc=86.42%, top5-acc=98.66%, remaining_time=0:00:05.373252, arrival_time=2021-04-10 02:31:53.693736, cost_time=0:00:23.881157 2021-04-10 02:31:49,798 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.23ms, fps=1733 images/s, loss=0.4376, top1-acc=86.39%, top5-acc=98.65%, remaining_time=0:00:03.878472, arrival_time=2021-04-10 02:31:53.677087, cost_time=0:00:25.359217 2021-04-10 02:31:51,280 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.90ms, fps=1729 images/s, loss=0.4391, top1-acc=86.29%, top5-acc=98.64%, remaining_time=0:00:02.385856, arrival_time=2021-04-10 02:31:53.665928, cost_time=0:00:26.840802 2021-04-10 02:31:52,751 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=2.08ms, fps=1740 images/s, loss=0.4419, top1-acc=86.20%, top5-acc=98.63%, remaining_time=0:00:00.894072, arrival_time=2021-04-10 02:31:53.645570, cost_time=0:00:28.312272 2021-04-10 02:31:53,548 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.24ms, fps=1708 images/s, loss=0.4421, top1-acc=86.19%, top5-acc=98.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:53.548039, cost_time=0:00:29.108745 2021-04-10 02:31:53,957 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=0.30ms, fps=6271 images/s, loss=1.4964, top1-acc=63.12%, top5-acc=88.44%, remaining_time=0:00:01.224750, arrival_time=2021-04-10 02:31:55.182537, cost_time=0:00:00.408251 2021-04-10 02:31:54,254 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.84ms, fps=8637 images/s, loss=1.5161, top1-acc=63.11%, top5-acc=87.79%, remaining_time=0:00:00.704960, arrival_time=2021-04-10 02:31:54.959523, cost_time=0:00:00.704964 2021-04-10 02:31:54,550 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.31ms, fps=8659 images/s, loss=1.5156, top1-acc=63.52%, top5-acc=87.93%, remaining_time=0:00:00.333710, arrival_time=2021-04-10 02:31:54.884364, cost_time=0:00:01.001119 2021-04-10 02:31:54,823 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.06ms, fps=8503 images/s, loss=1.5120, top1-acc=63.32%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:54.823808, cost_time=0:00:01.274289 2021-04-10 02:31:54,928 INFO : Epoch=0137 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:32:02.471334, arrival_time=2021-04-10 03:03:57.400034, cost_time=1:09:40.612198 2021-04-10 02:31:54,929 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 02:31:56,583 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=0.48ms, fps=1548 images/s, loss=0.4303, top1-acc=87.50%, top5-acc=98.87%, remaining_time=0:00:30.762540, arrival_time=2021-04-10 02:32:27.346089, cost_time=0:00:01.653898 2021-04-10 02:31:58,068 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.57ms, fps=1725 images/s, loss=0.4160, top1-acc=87.27%, top5-acc=98.85%, remaining_time=0:00:27.617568, arrival_time=2021-04-10 02:32:25.685659, cost_time=0:00:03.138362 2021-04-10 02:31:59,550 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.84ms, fps=1728 images/s, loss=0.4083, top1-acc=87.36%, top5-acc=98.91%, remaining_time=0:00:25.566822, arrival_time=2021-04-10 02:32:25.117066, cost_time=0:00:04.620518 2021-04-10 02:32:01,015 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.34ms, fps=1748 images/s, loss=0.4028, top1-acc=87.42%, top5-acc=98.96%, remaining_time=0:00:23.734620, arrival_time=2021-04-10 02:32:24.750151, cost_time=0:00:06.085794 2021-04-10 02:32:02,497 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=2.18ms, fps=1728 images/s, loss=0.4075, top1-acc=87.21%, top5-acc=98.95%, remaining_time=0:00:22.097976, arrival_time=2021-04-10 02:32:24.595492, cost_time=0:00:07.567817 2021-04-10 02:32:03,984 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.40ms, fps=1722 images/s, loss=0.4081, top1-acc=87.31%, top5-acc=98.94%, remaining_time=0:00:20.524440, arrival_time=2021-04-10 02:32:24.509087, cost_time=0:00:09.054904 2021-04-10 02:32:05,454 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.38ms, fps=1743 images/s, loss=0.4076, top1-acc=87.32%, top5-acc=98.96%, remaining_time=0:00:18.943974, arrival_time=2021-04-10 02:32:24.398134, cost_time=0:00:10.524463 2021-04-10 02:32:06,921 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.51ms, fps=1745 images/s, loss=0.4099, top1-acc=87.25%, top5-acc=98.90%, remaining_time=0:00:17.388516, arrival_time=2021-04-10 02:32:24.310279, cost_time=0:00:11.992082 2021-04-10 02:32:08,393 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.51ms, fps=1740 images/s, loss=0.4119, top1-acc=87.17%, top5-acc=98.85%, remaining_time=0:00:15.856964, arrival_time=2021-04-10 02:32:24.250051, cost_time=0:00:13.463431 2021-04-10 02:32:09,860 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.53ms, fps=1746 images/s, loss=0.4106, top1-acc=87.28%, top5-acc=98.87%, remaining_time=0:00:14.333184, arrival_time=2021-04-10 02:32:24.193261, cost_time=0:00:14.930367 2021-04-10 02:32:11,332 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.39ms, fps=1740 images/s, loss=0.4115, top1-acc=87.21%, top5-acc=98.89%, remaining_time=0:00:12.823632, arrival_time=2021-04-10 02:32:24.155663, cost_time=0:00:16.402356 2021-04-10 02:32:12,812 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.47ms, fps=1730 images/s, loss=0.4122, top1-acc=87.10%, top5-acc=98.88%, remaining_time=0:00:11.325596, arrival_time=2021-04-10 02:32:24.137746, cost_time=0:00:17.882490 2021-04-10 02:32:14,278 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.49ms, fps=1746 images/s, loss=0.4139, top1-acc=87.02%, top5-acc=98.88%, remaining_time=0:00:09.823242, arrival_time=2021-04-10 02:32:24.101798, cost_time=0:00:19.348869 2021-04-10 02:32:15,748 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.85ms, fps=1742 images/s, loss=0.4167, top1-acc=86.91%, top5-acc=98.87%, remaining_time=0:00:08.327424, arrival_time=2021-04-10 02:32:24.075611, cost_time=0:00:20.818490 2021-04-10 02:32:17,219 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.4196, top1-acc=86.83%, top5-acc=98.85%, remaining_time=0:00:06.835370, arrival_time=2021-04-10 02:32:24.054332, cost_time=0:00:22.289309 2021-04-10 02:32:18,710 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.41ms, fps=1717 images/s, loss=0.4234, top1-acc=86.68%, top5-acc=98.83%, remaining_time=0:00:05.350608, arrival_time=2021-04-10 02:32:24.060921, cost_time=0:00:23.780533 2021-04-10 02:32:20,186 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.96ms, fps=1735 images/s, loss=0.4257, top1-acc=86.60%, top5-acc=98.83%, remaining_time=0:00:03.862742, arrival_time=2021-04-10 02:32:24.048925, cost_time=0:00:25.256447 2021-04-10 02:32:21,665 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.45ms, fps=1731 images/s, loss=0.4256, top1-acc=86.63%, top5-acc=98.84%, remaining_time=0:00:02.376496, arrival_time=2021-04-10 02:32:24.041694, cost_time=0:00:26.735535 2021-04-10 02:32:23,139 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.61ms, fps=1737 images/s, loss=0.4264, top1-acc=86.60%, top5-acc=98.83%, remaining_time=0:00:00.890826, arrival_time=2021-04-10 02:32:24.030026, cost_time=0:00:28.209546 2021-04-10 02:32:23,941 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.72ms, fps=1696 images/s, loss=0.4271, top1-acc=86.59%, top5-acc=98.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:23.941550, cost_time=0:00:29.011818 2021-04-10 02:32:24,373 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.48ms, fps=5955 images/s, loss=1.4783, top1-acc=64.10%, top5-acc=88.71%, remaining_time=0:00:01.289610, arrival_time=2021-04-10 02:32:25.662612, cost_time=0:00:00.429871 2021-04-10 02:32:24,675 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=0.29ms, fps=8486 images/s, loss=1.5054, top1-acc=64.14%, top5-acc=88.14%, remaining_time=0:00:00.731940, arrival_time=2021-04-10 02:32:25.406996, cost_time=0:00:00.731939 2021-04-10 02:32:24,976 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=0.39ms, fps=8492 images/s, loss=1.4934, top1-acc=64.18%, top5-acc=88.16%, remaining_time=0:00:00.344580, arrival_time=2021-04-10 02:32:25.321428, cost_time=0:00:01.033744 2021-04-10 02:32:25,261 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.10ms, fps=8157 images/s, loss=1.4988, top1-acc=63.99%, top5-acc=88.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:25.261591, cost_time=0:00:01.318477 2021-04-10 02:32:25,343 INFO : Epoch=0138 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:31:31.910594, arrival_time=2021-04-10 03:03:57.253872, cost_time=1:10:11.026755 2021-04-10 02:32:25,344 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 02:32:27,006 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.57ms, fps=1541 images/s, loss=0.4106, top1-acc=87.66%, top5-acc=99.06%, remaining_time=0:00:30.908736, arrival_time=2021-04-10 02:32:57.915415, cost_time=0:00:01.661756 2021-04-10 02:32:28,485 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.48ms, fps=1733 images/s, loss=0.3976, top1-acc=87.93%, top5-acc=99.08%, remaining_time=0:00:27.631648, arrival_time=2021-04-10 02:32:56.116562, cost_time=0:00:03.139952 2021-04-10 02:32:29,959 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.52ms, fps=1737 images/s, loss=0.3947, top1-acc=87.88%, top5-acc=99.05%, remaining_time=0:00:25.531962, arrival_time=2021-04-10 02:32:55.491013, cost_time=0:00:04.614198 2021-04-10 02:32:31,438 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.86ms, fps=1731 images/s, loss=0.3970, top1-acc=87.63%, top5-acc=99.08%, remaining_time=0:00:23.764416, arrival_time=2021-04-10 02:32:55.202781, cost_time=0:00:06.093448 2021-04-10 02:32:32,901 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.46ms, fps=1751 images/s, loss=0.3987, top1-acc=87.52%, top5-acc=99.05%, remaining_time=0:00:22.063812, arrival_time=2021-04-10 02:32:54.964784, cost_time=0:00:07.556110 2021-04-10 02:32:34,369 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.35ms, fps=1744 images/s, loss=0.3944, top1-acc=87.66%, top5-acc=99.04%, remaining_time=0:00:20.455624, arrival_time=2021-04-10 02:32:54.824996, cost_time=0:00:09.024523 2021-04-10 02:32:35,841 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.40ms, fps=1740 images/s, loss=0.3965, top1-acc=87.56%, top5-acc=99.03%, remaining_time=0:00:18.893322, arrival_time=2021-04-10 02:32:54.734523, cost_time=0:00:10.496311 2021-04-10 02:32:37,315 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.47ms, fps=1736 images/s, loss=0.3964, top1-acc=87.51%, top5-acc=99.02%, remaining_time=0:00:17.358008, arrival_time=2021-04-10 02:32:54.673907, cost_time=0:00:11.971047 2021-04-10 02:32:38,787 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.37ms, fps=1740 images/s, loss=0.3994, top1-acc=87.38%, top5-acc=98.98%, remaining_time=0:00:15.832478, arrival_time=2021-04-10 02:32:54.620085, cost_time=0:00:13.442683 2021-04-10 02:32:40,260 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.91ms, fps=1738 images/s, loss=0.4026, top1-acc=87.25%, top5-acc=98.95%, remaining_time=0:00:14.319264, arrival_time=2021-04-10 02:32:54.580102, cost_time=0:00:14.915930 2021-04-10 02:32:41,726 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.81ms, fps=1748 images/s, loss=0.4042, top1-acc=87.24%, top5-acc=98.93%, remaining_time=0:00:12.807120, arrival_time=2021-04-10 02:32:54.533214, cost_time=0:00:16.381244 2021-04-10 02:32:43,196 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.4041, top1-acc=87.26%, top5-acc=98.96%, remaining_time=0:00:11.306064, arrival_time=2021-04-10 02:32:54.502636, cost_time=0:00:17.851662 2021-04-10 02:32:44,664 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.46ms, fps=1745 images/s, loss=0.4042, top1-acc=87.24%, top5-acc=98.99%, remaining_time=0:00:09.808194, arrival_time=2021-04-10 02:32:54.472201, cost_time=0:00:19.319165 2021-04-10 02:32:46,131 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=0.4063, top1-acc=87.21%, top5-acc=98.95%, remaining_time=0:00:08.314544, arrival_time=2021-04-10 02:32:54.445858, cost_time=0:00:20.786423 2021-04-10 02:32:47,612 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.36ms, fps=1729 images/s, loss=0.4086, top1-acc=87.09%, top5-acc=98.95%, remaining_time=0:00:06.828838, arrival_time=2021-04-10 02:32:54.441670, cost_time=0:00:22.267986 2021-04-10 02:32:49,091 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.45ms, fps=1732 images/s, loss=0.4117, top1-acc=86.96%, top5-acc=98.95%, remaining_time=0:00:05.343012, arrival_time=2021-04-10 02:32:54.434697, cost_time=0:00:23.746746 2021-04-10 02:32:50,562 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=2.12ms, fps=1741 images/s, loss=0.4144, top1-acc=86.91%, top5-acc=98.93%, remaining_time=0:00:03.856814, arrival_time=2021-04-10 02:32:54.419409, cost_time=0:00:25.217606 2021-04-10 02:32:52,049 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.54ms, fps=1723 images/s, loss=0.4164, top1-acc=86.88%, top5-acc=98.91%, remaining_time=0:00:02.373712, arrival_time=2021-04-10 02:32:54.422826, cost_time=0:00:26.704260 2021-04-10 02:32:53,521 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=2.00ms, fps=1739 images/s, loss=0.4183, top1-acc=86.85%, top5-acc=98.87%, remaining_time=0:00:00.889788, arrival_time=2021-04-10 02:32:54.411339, cost_time=0:00:28.176625 2021-04-10 02:32:54,327 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.54ms, fps=1690 images/s, loss=0.4202, top1-acc=86.79%, top5-acc=98.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:54.327077, cost_time=0:00:28.982141 2021-04-10 02:32:54,744 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.29ms, fps=6160 images/s, loss=1.5611, top1-acc=63.95%, top5-acc=88.36%, remaining_time=0:00:01.246650, arrival_time=2021-04-10 02:32:55.991553, cost_time=0:00:00.415549 2021-04-10 02:32:55,044 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.68ms, fps=8570 images/s, loss=1.5454, top1-acc=63.71%, top5-acc=88.83%, remaining_time=0:00:00.714720, arrival_time=2021-04-10 02:32:55.758793, cost_time=0:00:00.714725 2021-04-10 02:32:55,343 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.63ms, fps=8550 images/s, loss=1.5559, top1-acc=63.96%, top5-acc=88.57%, remaining_time=0:00:00.338200, arrival_time=2021-04-10 02:32:55.682106, cost_time=0:00:01.014596 2021-04-10 02:32:55,620 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=8394 images/s, loss=1.5474, top1-acc=63.97%, top5-acc=88.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:55.620681, cost_time=0:00:01.291351 2021-04-10 02:32:55,688 INFO : Epoch=0139 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:31:01.321548, arrival_time=2021-04-10 03:03:57.010145, cost_time=1:10:41.372099 2021-04-10 02:32:55,689 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 02:32:57,355 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=0.46ms, fps=1537 images/s, loss=0.4117, top1-acc=87.50%, top5-acc=98.83%, remaining_time=0:00:30.987600, arrival_time=2021-04-10 02:33:28.343200, cost_time=0:00:01.666003 2021-04-10 02:32:58,828 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.51ms, fps=1738 images/s, loss=0.4032, top1-acc=87.62%, top5-acc=99.02%, remaining_time=0:00:27.624784, arrival_time=2021-04-10 02:33:26.453515, cost_time=0:00:03.139178 2021-04-10 02:33:00,304 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.56ms, fps=1735 images/s, loss=0.3952, top1-acc=87.68%, top5-acc=99.10%, remaining_time=0:00:25.535116, arrival_time=2021-04-10 02:33:25.839458, cost_time=0:00:04.614775 2021-04-10 02:33:01,778 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.53ms, fps=1737 images/s, loss=0.3912, top1-acc=87.70%, top5-acc=99.11%, remaining_time=0:00:23.747256, arrival_time=2021-04-10 02:33:25.525987, cost_time=0:00:06.089045 2021-04-10 02:33:03,249 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=2.08ms, fps=1741 images/s, loss=0.3933, top1-acc=87.69%, top5-acc=99.02%, remaining_time=0:00:22.074762, arrival_time=2021-04-10 02:33:25.324225, cost_time=0:00:07.559868 2021-04-10 02:33:04,714 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.88ms, fps=1748 images/s, loss=0.3930, top1-acc=87.71%, top5-acc=99.00%, remaining_time=0:00:20.456304, arrival_time=2021-04-10 02:33:25.170709, cost_time=0:00:09.024852 2021-04-10 02:33:06,192 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.75ms, fps=1732 images/s, loss=0.3959, top1-acc=87.69%, top5-acc=98.97%, remaining_time=0:00:18.905796, arrival_time=2021-04-10 02:33:25.098578, cost_time=0:00:10.503234 2021-04-10 02:33:07,666 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.40ms, fps=1737 images/s, loss=0.3963, top1-acc=87.72%, top5-acc=98.94%, remaining_time=0:00:17.367172, arrival_time=2021-04-10 02:33:25.034095, cost_time=0:00:11.977379 2021-04-10 02:33:09,133 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.36ms, fps=1746 images/s, loss=0.3946, top1-acc=87.77%, top5-acc=98.95%, remaining_time=0:00:15.833962, arrival_time=2021-04-10 02:33:24.967426, cost_time=0:00:13.443914 2021-04-10 02:33:10,617 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.87ms, fps=1726 images/s, loss=0.3952, top1-acc=87.69%, top5-acc=98.95%, remaining_time=0:00:14.330400, arrival_time=2021-04-10 02:33:24.947503, cost_time=0:00:14.927512 2021-04-10 02:33:12,092 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.41ms, fps=1736 images/s, loss=0.3960, top1-acc=87.66%, top5-acc=98.95%, remaining_time=0:00:12.824062, arrival_time=2021-04-10 02:33:24.916462, cost_time=0:00:16.402850 2021-04-10 02:33:13,565 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.79ms, fps=1738 images/s, loss=0.3964, top1-acc=87.66%, top5-acc=98.96%, remaining_time=0:00:11.321720, arrival_time=2021-04-10 02:33:24.887625, cost_time=0:00:17.876350 2021-04-10 02:33:15,041 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.81ms, fps=1735 images/s, loss=0.3965, top1-acc=87.65%, top5-acc=98.95%, remaining_time=0:00:09.824958, arrival_time=2021-04-10 02:33:24.866829, cost_time=0:00:19.352245 2021-04-10 02:33:16,514 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.81ms, fps=1739 images/s, loss=0.3976, top1-acc=87.60%, top5-acc=98.95%, remaining_time=0:00:08.329888, arrival_time=2021-04-10 02:33:24.844105, cost_time=0:00:20.824666 2021-04-10 02:33:17,988 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.97ms, fps=1737 images/s, loss=0.3991, top1-acc=87.52%, top5-acc=98.93%, remaining_time=0:00:06.838406, arrival_time=2021-04-10 02:33:24.827147, cost_time=0:00:22.299174 2021-04-10 02:33:19,453 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=0.4004, top1-acc=87.49%, top5-acc=98.91%, remaining_time=0:00:05.346936, arrival_time=2021-04-10 02:33:24.800682, cost_time=0:00:23.764193 2021-04-10 02:33:20,921 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.4015, top1-acc=87.43%, top5-acc=98.91%, remaining_time=0:00:03.859050, arrival_time=2021-04-10 02:33:24.780774, cost_time=0:00:25.232169 2021-04-10 02:33:22,388 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=0.4036, top1-acc=87.37%, top5-acc=98.92%, remaining_time=0:00:02.373200, arrival_time=2021-04-10 02:33:24.761232, cost_time=0:00:26.698481 2021-04-10 02:33:23,862 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.29ms, fps=1736 images/s, loss=0.4072, top1-acc=87.24%, top5-acc=98.91%, remaining_time=0:00:00.889680, arrival_time=2021-04-10 02:33:24.752433, cost_time=0:00:28.173204 2021-04-10 02:33:24,653 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.41ms, fps=1721 images/s, loss=0.4080, top1-acc=87.22%, top5-acc=98.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:24.653256, cost_time=0:00:28.963706 2021-04-10 02:33:25,055 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.38ms, fps=6379 images/s, loss=1.3176, top1-acc=67.34%, top5-acc=90.23%, remaining_time=0:00:01.203810, arrival_time=2021-04-10 02:33:26.259646, cost_time=0:00:00.401270 2021-04-10 02:33:25,352 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.40ms, fps=8634 images/s, loss=1.3540, top1-acc=66.64%, top5-acc=89.79%, remaining_time=0:00:00.698260, arrival_time=2021-04-10 02:33:26.051053, cost_time=0:00:00.698264 2021-04-10 02:33:25,652 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=2.03ms, fps=8554 images/s, loss=1.3597, top1-acc=66.50%, top5-acc=89.82%, remaining_time=0:00:00.332630, arrival_time=2021-04-10 02:33:25.985082, cost_time=0:00:00.997892 2021-04-10 02:33:25,926 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=8467 images/s, loss=1.3501, top1-acc=66.26%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:25.926856, cost_time=0:00:01.272356 2021-04-10 02:33:26,027 INFO : Epoch=0140 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:30:30.733440, arrival_time=2021-04-10 03:03:56.761348, cost_time=1:11:11.711408 2021-04-10 02:33:26,028 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 02:33:27,689 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=2.08ms, fps=1541 images/s, loss=0.3653, top1-acc=88.24%, top5-acc=99.41%, remaining_time=0:00:30.890508, arrival_time=2021-04-10 02:33:58.580350, cost_time=0:00:01.660783 2021-04-10 02:33:29,177 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.89ms, fps=1722 images/s, loss=0.3691, top1-acc=88.12%, top5-acc=99.32%, remaining_time=0:00:27.705216, arrival_time=2021-04-10 02:33:56.882551, cost_time=0:00:03.148329 2021-04-10 02:33:30,651 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.3607, top1-acc=88.52%, top5-acc=99.28%, remaining_time=0:00:25.576616, arrival_time=2021-04-10 02:33:56.227911, cost_time=0:00:04.622294 2021-04-10 02:33:32,114 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.35ms, fps=1750 images/s, loss=0.3624, top1-acc=88.59%, top5-acc=99.24%, remaining_time=0:00:23.733996, arrival_time=2021-04-10 02:33:55.848563, cost_time=0:00:06.085644 2021-04-10 02:33:33,599 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=3.28ms, fps=1724 images/s, loss=0.3698, top1-acc=88.43%, top5-acc=99.09%, remaining_time=0:00:22.106444, arrival_time=2021-04-10 02:33:55.706078, cost_time=0:00:07.570676 2021-04-10 02:33:35,084 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.41ms, fps=1724 images/s, loss=0.3718, top1-acc=88.57%, top5-acc=99.06%, remaining_time=0:00:20.526208, arrival_time=2021-04-10 02:33:55.610877, cost_time=0:00:09.055667 2021-04-10 02:33:36,560 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.78ms, fps=1735 images/s, loss=0.3741, top1-acc=88.44%, top5-acc=99.05%, remaining_time=0:00:18.956826, arrival_time=2021-04-10 02:33:55.517377, cost_time=0:00:10.531536 2021-04-10 02:33:38,040 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.33ms, fps=1731 images/s, loss=0.3764, top1-acc=88.35%, top5-acc=99.07%, remaining_time=0:00:17.416240, arrival_time=2021-04-10 02:33:55.456374, cost_time=0:00:12.011217 2021-04-10 02:33:39,509 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.54ms, fps=1743 images/s, loss=0.3779, top1-acc=88.31%, top5-acc=99.08%, remaining_time=0:00:15.876362, arrival_time=2021-04-10 02:33:55.385308, cost_time=0:00:13.479951 2021-04-10 02:33:40,983 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.3806, top1-acc=88.22%, top5-acc=99.08%, remaining_time=0:00:14.356128, arrival_time=2021-04-10 02:33:55.339449, cost_time=0:00:14.954345 2021-04-10 02:33:42,469 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.37ms, fps=1723 images/s, loss=0.3837, top1-acc=88.12%, top5-acc=99.04%, remaining_time=0:00:12.853388, arrival_time=2021-04-10 02:33:55.322658, cost_time=0:00:16.440350 2021-04-10 02:33:43,947 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=2.09ms, fps=1732 images/s, loss=0.3853, top1-acc=88.07%, top5-acc=99.02%, remaining_time=0:00:11.348548, arrival_time=2021-04-10 02:33:55.296185, cost_time=0:00:17.918715 2021-04-10 02:33:45,418 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.3859, top1-acc=88.05%, top5-acc=99.04%, remaining_time=0:00:09.844032, arrival_time=2021-04-10 02:33:55.262732, cost_time=0:00:19.389785 2021-04-10 02:33:46,887 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.34ms, fps=1743 images/s, loss=0.3866, top1-acc=88.01%, top5-acc=99.04%, remaining_time=0:00:08.343384, arrival_time=2021-04-10 02:33:55.230950, cost_time=0:00:20.858504 2021-04-10 02:33:48,357 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.88ms, fps=1742 images/s, loss=0.3875, top1-acc=87.97%, top5-acc=99.04%, remaining_time=0:00:06.847468, arrival_time=2021-04-10 02:33:55.205153, cost_time=0:00:22.328710 2021-04-10 02:33:49,831 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.10ms, fps=1738 images/s, loss=0.3884, top1-acc=87.93%, top5-acc=99.04%, remaining_time=0:00:05.355468, arrival_time=2021-04-10 02:33:55.186471, cost_time=0:00:23.802085 2021-04-10 02:33:51,305 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.54ms, fps=1736 images/s, loss=0.3894, top1-acc=87.94%, top5-acc=99.03%, remaining_time=0:00:03.865888, arrival_time=2021-04-10 02:33:55.171814, cost_time=0:00:25.277011 2021-04-10 02:33:52,778 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.81ms, fps=1740 images/s, loss=0.3909, top1-acc=87.87%, top5-acc=99.03%, remaining_time=0:00:02.377680, arrival_time=2021-04-10 02:33:55.155623, cost_time=0:00:26.748986 2021-04-10 02:33:54,251 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.38ms, fps=1738 images/s, loss=0.3918, top1-acc=87.85%, top5-acc=99.01%, remaining_time=0:00:00.891228, arrival_time=2021-04-10 02:33:55.142433, cost_time=0:00:28.222288 2021-04-10 02:33:55,053 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.42ms, fps=1697 images/s, loss=0.3933, top1-acc=87.81%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:55.052999, cost_time=0:00:29.024049 2021-04-10 02:33:55,469 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=2.29ms, fps=6182 images/s, loss=1.5249, top1-acc=63.12%, top5-acc=88.98%, remaining_time=0:00:01.242270, arrival_time=2021-04-10 02:33:56.711475, cost_time=0:00:00.414088 2021-04-10 02:33:55,782 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.86ms, fps=8174 images/s, loss=1.5183, top1-acc=63.28%, top5-acc=88.69%, remaining_time=0:00:00.727820, arrival_time=2021-04-10 02:33:56.510716, cost_time=0:00:00.727822 2021-04-10 02:33:56,091 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=7.63ms, fps=8304 images/s, loss=1.5245, top1-acc=63.15%, top5-acc=88.48%, remaining_time=0:00:00.345530, arrival_time=2021-04-10 02:33:56.437192, cost_time=0:00:01.036594 2021-04-10 02:33:56,405 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.07ms, fps=7399 images/s, loss=1.5030, top1-acc=63.50%, top5-acc=88.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:56.405635, cost_time=0:00:01.350629 2021-04-10 02:33:56,463 INFO : Epoch=0141 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:30:00.189061, arrival_time=2021-04-10 03:03:56.652265, cost_time=1:11:42.146675 2021-04-10 02:33:56,464 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 02:33:58,145 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.88ms, fps=1523 images/s, loss=0.3858, top1-acc=88.40%, top5-acc=98.87%, remaining_time=0:00:31.267530, arrival_time=2021-04-10 02:34:29.413421, cost_time=0:00:01.681049 2021-04-10 02:33:59,627 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.58ms, fps=1729 images/s, loss=0.3736, top1-acc=88.61%, top5-acc=99.04%, remaining_time=0:00:27.831584, arrival_time=2021-04-10 02:34:27.459101, cost_time=0:00:03.162677 2021-04-10 02:34:01,100 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.85ms, fps=1738 images/s, loss=0.3760, top1-acc=88.36%, top5-acc=98.97%, remaining_time=0:00:25.653142, arrival_time=2021-04-10 02:34:26.754013, cost_time=0:00:04.636105 2021-04-10 02:34:02,575 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.44ms, fps=1737 images/s, loss=0.3721, top1-acc=88.54%, top5-acc=99.02%, remaining_time=0:00:23.830716, arrival_time=2021-04-10 02:34:26.406049, cost_time=0:00:06.110433 2021-04-10 02:34:04,052 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.41ms, fps=1734 images/s, loss=0.3751, top1-acc=88.42%, top5-acc=99.03%, remaining_time=0:00:22.155354, arrival_time=2021-04-10 02:34:26.207627, cost_time=0:00:07.587444 2021-04-10 02:34:05,523 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.42ms, fps=1741 images/s, loss=0.3723, top1-acc=88.47%, top5-acc=99.06%, remaining_time=0:00:20.532872, arrival_time=2021-04-10 02:34:26.056278, cost_time=0:00:09.058626 2021-04-10 02:34:06,997 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.36ms, fps=1737 images/s, loss=0.3672, top1-acc=88.58%, top5-acc=99.11%, remaining_time=0:00:18.958842, arrival_time=2021-04-10 02:34:25.956272, cost_time=0:00:10.532667 2021-04-10 02:34:08,464 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.51ms, fps=1746 images/s, loss=0.3687, top1-acc=88.54%, top5-acc=99.10%, remaining_time=0:00:17.399188, arrival_time=2021-04-10 02:34:25.863631, cost_time=0:00:11.999444 2021-04-10 02:34:09,937 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.36ms, fps=1739 images/s, loss=0.3697, top1-acc=88.50%, top5-acc=99.11%, remaining_time=0:00:15.867352, arrival_time=2021-04-10 02:34:25.804496, cost_time=0:00:13.472311 2021-04-10 02:34:11,410 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.32ms, fps=1738 images/s, loss=0.3711, top1-acc=88.49%, top5-acc=99.07%, remaining_time=0:00:14.347680, arrival_time=2021-04-10 02:34:25.757989, cost_time=0:00:14.945494 2021-04-10 02:34:12,877 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.72ms, fps=1746 images/s, loss=0.3745, top1-acc=88.31%, top5-acc=99.04%, remaining_time=0:00:12.831372, arrival_time=2021-04-10 02:34:25.708375, cost_time=0:00:16.412197 2021-04-10 02:34:14,349 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.49ms, fps=1739 images/s, loss=0.3768, top1-acc=88.20%, top5-acc=99.06%, remaining_time=0:00:11.326812, arrival_time=2021-04-10 02:34:25.675981, cost_time=0:00:17.884406 2021-04-10 02:34:15,827 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.84ms, fps=1732 images/s, loss=0.3782, top1-acc=88.23%, top5-acc=99.06%, remaining_time=0:00:09.830238, arrival_time=2021-04-10 02:34:25.657671, cost_time=0:00:19.362608 2021-04-10 02:34:17,295 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.41ms, fps=1745 images/s, loss=0.3782, top1-acc=88.22%, top5-acc=99.03%, remaining_time=0:00:08.332072, arrival_time=2021-04-10 02:34:25.627032, cost_time=0:00:20.830200 2021-04-10 02:34:18,773 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.36ms, fps=1731 images/s, loss=0.3796, top1-acc=88.17%, top5-acc=99.03%, remaining_time=0:00:06.841442, arrival_time=2021-04-10 02:34:25.615322, cost_time=0:00:22.309081 2021-04-10 02:34:20,255 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.89ms, fps=1729 images/s, loss=0.3795, top1-acc=88.20%, top5-acc=99.02%, remaining_time=0:00:05.352840, arrival_time=2021-04-10 02:34:25.608076, cost_time=0:00:23.790420 2021-04-10 02:34:21,725 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.37ms, fps=1742 images/s, loss=0.3823, top1-acc=88.05%, top5-acc=99.00%, remaining_time=0:00:03.863366, arrival_time=2021-04-10 02:34:25.588663, cost_time=0:00:25.260537 2021-04-10 02:34:23,203 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.52ms, fps=1732 images/s, loss=0.3837, top1-acc=88.02%, top5-acc=99.00%, remaining_time=0:00:02.376768, arrival_time=2021-04-10 02:34:25.580375, cost_time=0:00:26.738709 2021-04-10 02:34:24,680 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.36ms, fps=1734 images/s, loss=0.3878, top1-acc=87.86%, top5-acc=98.98%, remaining_time=0:00:00.891030, arrival_time=2021-04-10 02:34:25.571765, cost_time=0:00:28.215941 2021-04-10 02:34:25,475 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.44ms, fps=1712 images/s, loss=0.3888, top1-acc=87.83%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:25.475779, cost_time=0:00:29.010986 2021-04-10 02:34:25,856 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.55ms, fps=6752 images/s, loss=1.6440, top1-acc=63.01%, top5-acc=87.66%, remaining_time=0:00:01.137360, arrival_time=2021-04-10 02:34:26.993792, cost_time=0:00:00.379117 2021-04-10 02:34:26,157 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.77ms, fps=8505 images/s, loss=1.6138, top1-acc=63.79%, top5-acc=88.20%, remaining_time=0:00:00.680580, arrival_time=2021-04-10 02:34:26.838474, cost_time=0:00:00.680579 2021-04-10 02:34:26,458 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.51ms, fps=8538 images/s, loss=1.6298, top1-acc=63.19%, top5-acc=87.98%, remaining_time=0:00:00.326960, arrival_time=2021-04-10 02:34:26.785167, cost_time=0:00:00.980880 2021-04-10 02:34:26,733 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=8434 images/s, loss=1.6370, top1-acc=63.69%, top5-acc=87.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:26.733692, cost_time=0:00:01.256437 2021-04-10 02:34:26,854 INFO : Epoch=0142 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:29:29.628256, arrival_time=2021-04-10 03:03:56.482897, cost_time=1:12:12.538139 2021-04-10 02:34:26,855 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 02:34:28,510 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=0.43ms, fps=1547 images/s, loss=0.3958, top1-acc=87.70%, top5-acc=98.79%, remaining_time=0:00:30.781326, arrival_time=2021-04-10 02:34:59.291915, cost_time=0:00:01.654914 2021-04-10 02:34:29,987 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.37ms, fps=1734 images/s, loss=0.3798, top1-acc=88.32%, top5-acc=99.04%, remaining_time=0:00:27.556320, arrival_time=2021-04-10 02:34:57.543362, cost_time=0:00:03.131409 2021-04-10 02:34:31,465 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.53ms, fps=1732 images/s, loss=0.3736, top1-acc=88.44%, top5-acc=99.04%, remaining_time=0:00:25.508390, arrival_time=2021-04-10 02:34:56.973990, cost_time=0:00:04.609964 2021-04-10 02:34:32,933 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.51ms, fps=1744 images/s, loss=0.3726, top1-acc=88.35%, top5-acc=99.13%, remaining_time=0:00:23.704200, arrival_time=2021-04-10 02:34:56.637879, cost_time=0:00:06.077993 2021-04-10 02:34:34,416 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.59ms, fps=1738 images/s, loss=0.3760, top1-acc=88.25%, top5-acc=99.05%, remaining_time=0:00:22.078704, arrival_time=2021-04-10 02:34:56.495518, cost_time=0:00:07.561180 2021-04-10 02:34:35,883 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=0.3696, top1-acc=88.43%, top5-acc=99.08%, remaining_time=0:00:20.462016, arrival_time=2021-04-10 02:34:56.345040, cost_time=0:00:09.027390 2021-04-10 02:34:37,362 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.96ms, fps=1731 images/s, loss=0.3702, top1-acc=88.39%, top5-acc=99.10%, remaining_time=0:00:18.912474, arrival_time=2021-04-10 02:34:56.275052, cost_time=0:00:10.506943 2021-04-10 02:34:38,834 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.89ms, fps=1739 images/s, loss=0.3677, top1-acc=88.57%, top5-acc=99.09%, remaining_time=0:00:17.369608, arrival_time=2021-04-10 02:34:56.204288, cost_time=0:00:11.979045 2021-04-10 02:34:40,300 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.35ms, fps=1747 images/s, loss=0.3643, top1-acc=88.71%, top5-acc=99.09%, remaining_time=0:00:15.835128, arrival_time=2021-04-10 02:34:56.135664, cost_time=0:00:13.444889 2021-04-10 02:34:41,779 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.13ms, fps=1731 images/s, loss=0.3641, top1-acc=88.70%, top5-acc=99.11%, remaining_time=0:00:14.327232, arrival_time=2021-04-10 02:34:56.107146, cost_time=0:00:14.924237 2021-04-10 02:34:43,258 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.49ms, fps=1732 images/s, loss=0.3644, top1-acc=88.65%, top5-acc=99.11%, remaining_time=0:00:12.823976, arrival_time=2021-04-10 02:34:56.082370, cost_time=0:00:16.402755 2021-04-10 02:34:44,728 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.57ms, fps=1741 images/s, loss=0.3668, top1-acc=88.56%, top5-acc=99.11%, remaining_time=0:00:11.319668, arrival_time=2021-04-10 02:34:56.048546, cost_time=0:00:17.873189 2021-04-10 02:34:46,199 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.62ms, fps=1741 images/s, loss=0.3717, top1-acc=88.41%, top5-acc=99.06%, remaining_time=0:00:09.820668, arrival_time=2021-04-10 02:34:56.020045, cost_time=0:00:19.343738 2021-04-10 02:34:47,664 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.41ms, fps=1747 images/s, loss=0.3739, top1-acc=88.40%, top5-acc=99.02%, remaining_time=0:00:08.323616, arrival_time=2021-04-10 02:34:55.988403, cost_time=0:00:20.809102 2021-04-10 02:34:49,132 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.42ms, fps=1745 images/s, loss=0.3773, top1-acc=88.29%, top5-acc=99.01%, remaining_time=0:00:06.831552, arrival_time=2021-04-10 02:34:55.963981, cost_time=0:00:22.276730 2021-04-10 02:34:50,604 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.76ms, fps=1740 images/s, loss=0.3772, top1-acc=88.30%, top5-acc=99.01%, remaining_time=0:00:05.343516, arrival_time=2021-04-10 02:34:55.948105, cost_time=0:00:23.748937 2021-04-10 02:34:52,066 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.51ms, fps=1751 images/s, loss=0.3783, top1-acc=88.24%, top5-acc=99.00%, remaining_time=0:00:03.855826, arrival_time=2021-04-10 02:34:55.922678, cost_time=0:00:25.211151 2021-04-10 02:34:53,540 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.32ms, fps=1738 images/s, loss=0.3793, top1-acc=88.15%, top5-acc=99.01%, remaining_time=0:00:02.371968, arrival_time=2021-04-10 02:34:55.912270, cost_time=0:00:26.684656 2021-04-10 02:34:55,007 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.24ms, fps=1745 images/s, loss=0.3806, top1-acc=88.09%, top5-acc=99.00%, remaining_time=0:00:00.889008, arrival_time=2021-04-10 02:34:55.896492, cost_time=0:00:28.151847 2021-04-10 02:34:55,796 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.38ms, fps=1725 images/s, loss=0.3830, top1-acc=88.08%, top5-acc=98.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:55.796454, cost_time=0:00:28.940818 2021-04-10 02:34:56,222 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=5.71ms, fps=6030 images/s, loss=1.4870, top1-acc=64.77%, top5-acc=89.30%, remaining_time=0:00:01.273620, arrival_time=2021-04-10 02:34:57.495926, cost_time=0:00:00.424536 2021-04-10 02:34:56,519 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.65ms, fps=8619 images/s, loss=1.4963, top1-acc=64.98%, top5-acc=88.44%, remaining_time=0:00:00.721860, arrival_time=2021-04-10 02:34:57.241537, cost_time=0:00:00.721861 2021-04-10 02:34:56,819 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.80ms, fps=8563 images/s, loss=1.4663, top1-acc=65.36%, top5-acc=88.66%, remaining_time=0:00:00.340450, arrival_time=2021-04-10 02:34:57.159602, cost_time=0:00:01.021338 2021-04-10 02:34:57,092 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=8508 images/s, loss=1.4732, top1-acc=65.34%, top5-acc=88.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:57.092252, cost_time=0:00:01.294505 2021-04-10 02:34:57,187 INFO : Epoch=0143 complete, best val top1-acc=66.27%, top5-acc=89.77% (epoch=136), remaining_time=0:28:59.046402, arrival_time=2021-04-10 03:03:56.233693, cost_time=1:12:42.870793 2021-04-10 02:34:57,188 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 02:34:58,845 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.44ms, fps=1545 images/s, loss=0.3865, top1-acc=87.66%, top5-acc=98.95%, remaining_time=0:00:30.825408, arrival_time=2021-04-10 02:35:29.670970, cost_time=0:00:01.657283 2021-04-10 02:35:00,370 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.62ms, fps=1680 images/s, loss=0.3895, top1-acc=87.56%, top5-acc=98.93%, remaining_time=0:00:27.998960, arrival_time=2021-04-10 02:35:28.369010, cost_time=0:00:03.181698 2021-04-10 02:35:01,847 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.39ms, fps=1734 images/s, loss=0.3878, top1-acc=87.64%, top5-acc=99.09%, remaining_time=0:00:25.778472, arrival_time=2021-04-10 02:35:27.625531, cost_time=0:00:04.658771 2021-04-10 02:35:03,320 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.65ms, fps=1739 images/s, loss=0.3800, top1-acc=87.94%, top5-acc=99.09%, remaining_time=0:00:23.912616, arrival_time=2021-04-10 02:35:27.232502, cost_time=0:00:06.131459 2021-04-10 02:35:04,811 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.40ms, fps=1717 images/s, loss=0.3742, top1-acc=88.22%, top5-acc=99.13%, remaining_time=0:00:22.260620, arrival_time=2021-04-10 02:35:27.072428, cost_time=0:00:07.623484 2021-04-10 02:35:06,284 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.57ms, fps=1739 images/s, loss=0.3676, top1-acc=88.38%, top5-acc=99.13%, remaining_time=0:00:20.617328, arrival_time=2021-04-10 02:35:26.901549, cost_time=0:00:09.095862 2021-04-10 02:35:07,757 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.46ms, fps=1739 images/s, loss=0.3652, top1-acc=88.43%, top5-acc=99.15%, remaining_time=0:00:19.023984, arrival_time=2021-04-10 02:35:26.781126, cost_time=0:00:10.568863 2021-04-10 02:35:09,233 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.40ms, fps=1735 images/s, loss=0.3676, top1-acc=88.35%, top5-acc=99.12%, remaining_time=0:00:17.464960, arrival_time=2021-04-10 02:35:26.698069, cost_time=0:00:12.044831 2021-04-10 02:35:10,715 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.60ms, fps=1728 images/s, loss=0.3683, top1-acc=88.32%, top5-acc=99.12%, remaining_time=0:00:15.931482, arrival_time=2021-04-10 02:35:26.646535, cost_time=0:00:13.526766 2021-04-10 02:35:12,193 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=2.28ms, fps=1732 images/s, loss=0.3688, top1-acc=88.33%, top5-acc=99.11%, remaining_time=0:00:14.404896, arrival_time=2021-04-10 02:35:26.598341, cost_time=0:00:15.005084 2021-04-10 02:35:13,667 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.42ms, fps=1737 images/s, loss=0.3690, top1-acc=88.31%, top5-acc=99.13%, remaining_time=0:00:12.883832, arrival_time=2021-04-10 02:35:26.551590, cost_time=0:00:16.479331 2021-04-10 02:35:15,139 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.3663, top1-acc=88.40%, top5-acc=99.17%, remaining_time=0:00:11.368840, arrival_time=2021-04-10 02:35:26.507936, cost_time=0:00:17.950801 2021-04-10 02:35:16,601 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.40ms, fps=1751 images/s, loss=0.3653, top1-acc=88.45%, top5-acc=99.18%, remaining_time=0:00:09.856044, arrival_time=2021-04-10 02:35:26.457729, cost_time=0:00:19.413410 2021-04-10 02:35:18,077 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.62ms, fps=1735 images/s, loss=0.3653, top1-acc=88.45%, top5-acc=99.18%, remaining_time=0:00:08.355592, arrival_time=2021-04-10 02:35:26.432930, cost_time=0:00:20.888975 2021-04-10 02:35:19,544 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.40ms, fps=1746 images/s, loss=0.3663, top1-acc=88.40%, top5-acc=99.18%, remaining_time=0:00:06.855794, arrival_time=2021-04-10 02:35:26.399944, cost_time=0:00:22.355869 2021-04-10 02:35:21,004 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.63ms, fps=1753 images/s, loss=0.3678, top1-acc=88.36%, top5-acc=99.18%, remaining_time=0:00:05.358708, arrival_time=2021-04-10 02:35:26.363589, cost_time=0:00:23.816553 2021-04-10 02:35:22,482 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.51ms, fps=1733 images/s, loss=0.3693, top1-acc=88.30%, top5-acc=99.18%, remaining_time=0:00:03.868514, arrival_time=2021-04-10 02:35:26.350847, cost_time=0:00:25.294051 2021-04-10 02:35:23,953 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.35ms, fps=1741 images/s, loss=0.3703, top1-acc=88.29%, top5-acc=99.18%, remaining_time=0:00:02.379136, arrival_time=2021-04-10 02:35:26.332752, cost_time=0:00:26.765264 2021-04-10 02:35:25,424 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.29ms, fps=1742 images/s, loss=0.3736, top1-acc=88.15%, top5-acc=99.16%, remaining_time=0:00:00.891654, arrival_time=2021-04-10 02:35:26.315726, cost_time=0:00:28.235783 2021-04-10 02:35:26,234 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.91ms, fps=1679 images/s, loss=0.3752, top1-acc=88.11%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:26.234327, cost_time=0:00:29.046012 2021-04-10 02:35:26,655 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=2.49ms, fps=6109 images/s, loss=1.4514, top1-acc=65.59%, top5-acc=90.04%, remaining_time=0:00:01.257240, arrival_time=2021-04-10 02:35:27.912790, cost_time=0:00:00.419083 2021-04-10 02:35:27,002 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.85ms, fps=7397 images/s, loss=1.4297, top1-acc=65.90%, top5-acc=90.00%, remaining_time=0:00:00.765480, arrival_time=2021-04-10 02:35:27.767518, cost_time=0:00:00.765489 2021-04-10 02:35:27,308 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.90ms, fps=8376 images/s, loss=1.3938, top1-acc=66.47%, top5-acc=89.95%, remaining_time=0:00:00.357230, arrival_time=2021-04-10 02:35:27.665417, cost_time=0:00:01.071680 2021-04-10 02:35:27,586 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.08ms, fps=8365 images/s, loss=1.4061, top1-acc=66.32%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:27.586009, cost_time=0:00:01.349485 2021-04-10 02:35:27,722 INFO : Epoch=0144 complete, best val top1-acc=66.32%, top5-acc=89.87% (epoch=144), remaining_time=0:28:28.546728, arrival_time=2021-04-10 03:03:56.269086, cost_time=1:13:13.405833 2021-04-10 02:35:27,723 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 02:35:29,437 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.34ms, fps=1494 images/s, loss=0.3569, top1-acc=88.95%, top5-acc=99.41%, remaining_time=0:00:31.873890, arrival_time=2021-04-10 02:36:01.311062, cost_time=0:00:01.713647 2021-04-10 02:35:30,925 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.56ms, fps=1722 images/s, loss=0.3455, top1-acc=89.41%, top5-acc=99.18%, remaining_time=0:00:28.173552, arrival_time=2021-04-10 02:35:59.098641, cost_time=0:00:03.201537 2021-04-10 02:35:32,402 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.48ms, fps=1734 images/s, loss=0.3438, top1-acc=89.34%, top5-acc=99.28%, remaining_time=0:00:25.887202, arrival_time=2021-04-10 02:35:58.289148, cost_time=0:00:04.678409 2021-04-10 02:35:33,874 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.39ms, fps=1740 images/s, loss=0.3416, top1-acc=89.35%, top5-acc=99.32%, remaining_time=0:00:23.987028, arrival_time=2021-04-10 02:35:57.861010, cost_time=0:00:06.150504 2021-04-10 02:35:35,348 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=2.29ms, fps=1736 images/s, loss=0.3419, top1-acc=89.37%, top5-acc=99.29%, remaining_time=0:00:22.265438, arrival_time=2021-04-10 02:35:57.614137, cost_time=0:00:07.625138 2021-04-10 02:35:36,816 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.36ms, fps=1745 images/s, loss=0.3450, top1-acc=89.28%, top5-acc=99.24%, remaining_time=0:00:20.611208, arrival_time=2021-04-10 02:35:57.427858, cost_time=0:00:09.093171 2021-04-10 02:35:38,291 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.32ms, fps=1736 images/s, loss=0.3442, top1-acc=89.32%, top5-acc=99.26%, remaining_time=0:00:19.023102, arrival_time=2021-04-10 02:35:57.314999, cost_time=0:00:10.568386 2021-04-10 02:35:39,767 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.46ms, fps=1736 images/s, loss=0.3456, top1-acc=89.32%, top5-acc=99.25%, remaining_time=0:00:17.463684, arrival_time=2021-04-10 02:35:57.231100, cost_time=0:00:12.043898 2021-04-10 02:35:41,237 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.52ms, fps=1742 images/s, loss=0.3457, top1-acc=89.38%, top5-acc=99.25%, remaining_time=0:00:15.916642, arrival_time=2021-04-10 02:35:57.154202, cost_time=0:00:13.514089 2021-04-10 02:35:42,709 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.45ms, fps=1740 images/s, loss=0.3472, top1-acc=89.30%, top5-acc=99.26%, remaining_time=0:00:14.386368, arrival_time=2021-04-10 02:35:57.095747, cost_time=0:00:14.985837 2021-04-10 02:35:44,171 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.83ms, fps=1752 images/s, loss=0.3452, top1-acc=89.37%, top5-acc=99.24%, remaining_time=0:00:12.859150, arrival_time=2021-04-10 02:35:57.030344, cost_time=0:00:16.447711 2021-04-10 02:35:45,644 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.41ms, fps=1738 images/s, loss=0.3460, top1-acc=89.32%, top5-acc=99.24%, remaining_time=0:00:11.349764, arrival_time=2021-04-10 02:35:56.993949, cost_time=0:00:17.920717 2021-04-10 02:35:47,115 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.39ms, fps=1741 images/s, loss=0.3461, top1-acc=89.30%, top5-acc=99.26%, remaining_time=0:00:09.845022, arrival_time=2021-04-10 02:35:56.960261, cost_time=0:00:19.391767 2021-04-10 02:35:48,583 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.88ms, fps=1744 images/s, loss=0.3468, top1-acc=89.27%, top5-acc=99.28%, remaining_time=0:00:08.343944, arrival_time=2021-04-10 02:35:56.927291, cost_time=0:00:20.859877 2021-04-10 02:35:50,066 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.74ms, fps=1726 images/s, loss=0.3472, top1-acc=89.27%, top5-acc=99.28%, remaining_time=0:00:06.851884, arrival_time=2021-04-10 02:35:56.918409, cost_time=0:00:22.343057 2021-04-10 02:35:51,535 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.37ms, fps=1744 images/s, loss=0.3492, top1-acc=89.23%, top5-acc=99.27%, remaining_time=0:00:05.357592, arrival_time=2021-04-10 02:35:56.892575, cost_time=0:00:23.811510 2021-04-10 02:35:53,006 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.59ms, fps=1740 images/s, loss=0.3501, top1-acc=89.16%, top5-acc=99.27%, remaining_time=0:00:03.866850, arrival_time=2021-04-10 02:35:56.873683, cost_time=0:00:25.283311 2021-04-10 02:35:54,483 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.52ms, fps=1734 images/s, loss=0.3526, top1-acc=89.03%, top5-acc=99.26%, remaining_time=0:00:02.378656, arrival_time=2021-04-10 02:35:56.862153, cost_time=0:00:26.759886 2021-04-10 02:35:55,961 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.3537, top1-acc=88.99%, top5-acc=99.23%, remaining_time=0:00:00.891714, arrival_time=2021-04-10 02:35:56.852782, cost_time=0:00:28.237599 2021-04-10 02:35:56,750 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.33ms, fps=1723 images/s, loss=0.3559, top1-acc=88.94%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:56.750580, cost_time=0:00:29.027112 2021-04-10 02:35:57,164 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=2.77ms, fps=6202 images/s, loss=1.3701, top1-acc=66.41%, top5-acc=89.84%, remaining_time=0:00:01.238370, arrival_time=2021-04-10 02:35:58.403127, cost_time=0:00:00.412790 2021-04-10 02:35:57,460 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=2.76ms, fps=8656 images/s, loss=1.4143, top1-acc=66.13%, top5-acc=89.36%, remaining_time=0:00:00.708940, arrival_time=2021-04-10 02:35:58.169836, cost_time=0:00:00.708936 2021-04-10 02:35:57,753 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.43ms, fps=8751 images/s, loss=1.4122, top1-acc=65.79%, top5-acc=89.37%, remaining_time=0:00:00.333930, arrival_time=2021-04-10 02:35:58.087721, cost_time=0:00:01.001788 2021-04-10 02:35:58,026 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.05ms, fps=8529 images/s, loss=1.4254, top1-acc=65.91%, top5-acc=89.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:58.026223, cost_time=0:00:01.274273 2021-04-10 02:35:58,126 INFO : Epoch=0145 complete, best val top1-acc=66.32%, top5-acc=89.87% (epoch=144), remaining_time=0:27:57.996705, arrival_time=2021-04-10 03:03:56.122690, cost_time=1:13:43.809485 2021-04-10 02:35:58,126 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 02:35:59,785 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.83ms, fps=1544 images/s, loss=0.3350, top1-acc=89.26%, top5-acc=99.37%, remaining_time=0:00:30.838242, arrival_time=2021-04-10 02:36:30.623201, cost_time=0:00:01.657973 2021-04-10 02:36:01,262 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.76ms, fps=1733 images/s, loss=0.3378, top1-acc=89.14%, top5-acc=99.37%, remaining_time=0:00:27.594160, arrival_time=2021-04-10 02:36:28.856837, cost_time=0:00:03.135691 2021-04-10 02:36:02,737 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.3393, top1-acc=89.35%, top5-acc=99.36%, remaining_time=0:00:25.509386, arrival_time=2021-04-10 02:36:28.246608, cost_time=0:00:04.610126 2021-04-10 02:36:04,216 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.36ms, fps=1731 images/s, loss=0.3328, top1-acc=89.73%, top5-acc=99.38%, remaining_time=0:00:23.748816, arrival_time=2021-04-10 02:36:27.965289, cost_time=0:00:06.089453 2021-04-10 02:36:05,688 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.71ms, fps=1740 images/s, loss=0.3323, top1-acc=89.86%, top5-acc=99.33%, remaining_time=0:00:22.078996, arrival_time=2021-04-10 02:36:27.767320, cost_time=0:00:07.561321 2021-04-10 02:36:07,162 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=2.09ms, fps=1738 images/s, loss=0.3332, top1-acc=89.81%, top5-acc=99.30%, remaining_time=0:00:20.479560, arrival_time=2021-04-10 02:36:27.641846, cost_time=0:00:09.035083 2021-04-10 02:36:08,633 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.50ms, fps=1741 images/s, loss=0.3345, top1-acc=89.75%, top5-acc=99.33%, remaining_time=0:00:18.911718, arrival_time=2021-04-10 02:36:27.545221, cost_time=0:00:10.506531 2021-04-10 02:36:10,099 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.3355, top1-acc=89.70%, top5-acc=99.30%, remaining_time=0:00:17.360328, arrival_time=2021-04-10 02:36:27.459894, cost_time=0:00:11.972605 2021-04-10 02:36:11,570 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.75ms, fps=1741 images/s, loss=0.3356, top1-acc=89.62%, top5-acc=99.29%, remaining_time=0:00:15.833114, arrival_time=2021-04-10 02:36:27.403274, cost_time=0:00:13.443170 2021-04-10 02:36:13,042 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.34ms, fps=1740 images/s, loss=0.3356, top1-acc=89.61%, top5-acc=99.31%, remaining_time=0:00:14.318496, arrival_time=2021-04-10 02:36:27.360564, cost_time=0:00:14.915124 2021-04-10 02:36:14,525 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.84ms, fps=1727 images/s, loss=0.3359, top1-acc=89.60%, top5-acc=99.29%, remaining_time=0:00:12.820450, arrival_time=2021-04-10 02:36:27.345672, cost_time=0:00:16.398202 2021-04-10 02:36:15,995 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.47ms, fps=1742 images/s, loss=0.3401, top1-acc=89.46%, top5-acc=99.25%, remaining_time=0:00:11.316552, arrival_time=2021-04-10 02:36:27.311726, cost_time=0:00:17.868231 2021-04-10 02:36:17,456 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.3407, top1-acc=89.40%, top5-acc=99.26%, remaining_time=0:00:09.813408, arrival_time=2021-04-10 02:36:27.269821, cost_time=0:00:19.329454 2021-04-10 02:36:18,923 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.39ms, fps=1745 images/s, loss=0.3433, top1-acc=89.30%, top5-acc=99.24%, remaining_time=0:00:08.318744, arrival_time=2021-04-10 02:36:27.242652, cost_time=0:00:20.796922 2021-04-10 02:36:20,403 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.78ms, fps=1731 images/s, loss=0.3444, top1-acc=89.24%, top5-acc=99.25%, remaining_time=0:00:06.831506, arrival_time=2021-04-10 02:36:27.235067, cost_time=0:00:22.276618 2021-04-10 02:36:21,867 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.51ms, fps=1749 images/s, loss=0.3451, top1-acc=89.21%, top5-acc=99.23%, remaining_time=0:00:05.341644, arrival_time=2021-04-10 02:36:27.209327, cost_time=0:00:23.740696 2021-04-10 02:36:23,338 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=0.3461, top1-acc=89.20%, top5-acc=99.24%, remaining_time=0:00:03.855826, arrival_time=2021-04-10 02:36:27.193974, cost_time=0:00:25.211154 2021-04-10 02:36:24,818 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.54ms, fps=1730 images/s, loss=0.3473, top1-acc=89.11%, top5-acc=99.23%, remaining_time=0:00:02.372576, arrival_time=2021-04-10 02:36:27.191025, cost_time=0:00:26.691452 2021-04-10 02:36:26,291 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.25ms, fps=1738 images/s, loss=0.3479, top1-acc=89.09%, top5-acc=99.22%, remaining_time=0:00:00.889410, arrival_time=2021-04-10 02:36:27.180978, cost_time=0:00:28.164622 2021-04-10 02:36:27,087 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.41ms, fps=1710 images/s, loss=0.3506, top1-acc=89.02%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:27.087214, cost_time=0:00:28.960190 2021-04-10 02:36:27,482 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=8.12ms, fps=6506 images/s, loss=1.4356, top1-acc=67.27%, top5-acc=90.47%, remaining_time=0:00:01.180380, arrival_time=2021-04-10 02:36:28.662898, cost_time=0:00:00.393464 2021-04-10 02:36:27,774 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.82ms, fps=8790 images/s, loss=1.4583, top1-acc=66.80%, top5-acc=89.90%, remaining_time=0:00:00.685020, arrival_time=2021-04-10 02:36:28.459137, cost_time=0:00:00.685023 2021-04-10 02:36:28,071 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.47ms, fps=8626 images/s, loss=1.4807, top1-acc=66.69%, top5-acc=89.65%, remaining_time=0:00:00.327440, arrival_time=2021-04-10 02:36:28.398795, cost_time=0:00:00.982306 2021-04-10 02:36:28,344 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.06ms, fps=8518 images/s, loss=1.5029, top1-acc=66.32%, top5-acc=89.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:28.344064, cost_time=0:00:01.255015 2021-04-10 02:36:28,438 INFO : Epoch=0146 complete, best val top1-acc=66.32%, top5-acc=89.87% (epoch=144), remaining_time=0:27:27.415098, arrival_time=2021-04-10 03:03:55.853864, cost_time=1:14:14.122264 2021-04-10 02:36:28,439 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 02:36:30,149 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.36ms, fps=1497 images/s, loss=0.3137, top1-acc=90.12%, top5-acc=99.57%, remaining_time=0:00:31.796700, arrival_time=2021-04-10 02:37:01.945998, cost_time=0:00:01.709505 2021-04-10 02:36:31,632 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.34ms, fps=1728 images/s, loss=0.3213, top1-acc=90.16%, top5-acc=99.41%, remaining_time=0:00:28.091712, arrival_time=2021-04-10 02:36:59.723684, cost_time=0:00:03.192237 2021-04-10 02:36:33,100 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.39ms, fps=1744 images/s, loss=0.3156, top1-acc=90.39%, top5-acc=99.44%, remaining_time=0:00:25.788100, arrival_time=2021-04-10 02:36:58.888324, cost_time=0:00:04.660488 2021-04-10 02:36:34,581 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=2.21ms, fps=1729 images/s, loss=0.3215, top1-acc=90.14%, top5-acc=99.32%, remaining_time=0:00:23.951148, arrival_time=2021-04-10 02:36:58.532278, cost_time=0:00:06.141307 2021-04-10 02:36:36,065 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.57ms, fps=1726 images/s, loss=0.3225, top1-acc=90.07%, top5-acc=99.36%, remaining_time=0:00:22.265292, arrival_time=2021-04-10 02:36:58.330268, cost_time=0:00:07.625114 2021-04-10 02:36:37,542 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.54ms, fps=1733 images/s, loss=0.3273, top1-acc=89.92%, top5-acc=99.29%, remaining_time=0:00:20.633512, arrival_time=2021-04-10 02:36:58.176254, cost_time=0:00:09.103000 2021-04-10 02:36:39,018 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=2.13ms, fps=1735 images/s, loss=0.3301, top1-acc=89.90%, top5-acc=99.25%, remaining_time=0:00:19.041372, arrival_time=2021-04-10 02:36:58.059999, cost_time=0:00:10.578559 2021-04-10 02:36:40,487 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.3289, top1-acc=89.91%, top5-acc=99.28%, remaining_time=0:00:17.469832, arrival_time=2021-04-10 02:36:57.957777, cost_time=0:00:12.048193 2021-04-10 02:36:41,968 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.30ms, fps=1729 images/s, loss=0.3311, top1-acc=89.74%, top5-acc=99.26%, remaining_time=0:00:15.934238, arrival_time=2021-04-10 02:36:57.903049, cost_time=0:00:13.529036 2021-04-10 02:36:43,439 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.30ms, fps=1741 images/s, loss=0.3297, top1-acc=89.80%, top5-acc=99.27%, remaining_time=0:00:14.399808, arrival_time=2021-04-10 02:36:57.839300, cost_time=0:00:14.999761 2021-04-10 02:36:44,917 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.81ms, fps=1732 images/s, loss=0.3307, top1-acc=89.80%, top5-acc=99.25%, remaining_time=0:00:12.882628, arrival_time=2021-04-10 02:36:57.800157, cost_time=0:00:16.477754 2021-04-10 02:36:46,392 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.53ms, fps=1736 images/s, loss=0.3318, top1-acc=89.79%, top5-acc=99.25%, remaining_time=0:00:11.370056, arrival_time=2021-04-10 02:36:57.762651, cost_time=0:00:17.952722 2021-04-10 02:36:47,864 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.55ms, fps=1740 images/s, loss=0.3327, top1-acc=89.77%, top5-acc=99.26%, remaining_time=0:00:09.861984, arrival_time=2021-04-10 02:36:57.726796, cost_time=0:00:19.425063 2021-04-10 02:36:49,336 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.37ms, fps=1740 images/s, loss=0.3328, top1-acc=89.78%, top5-acc=99.26%, remaining_time=0:00:08.358672, arrival_time=2021-04-10 02:36:57.695022, cost_time=0:00:20.896611 2021-04-10 02:36:50,821 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.87ms, fps=1725 images/s, loss=0.3343, top1-acc=89.73%, top5-acc=99.25%, remaining_time=0:00:06.863614, arrival_time=2021-04-10 02:36:57.684684, cost_time=0:00:22.381328 2021-04-10 02:36:52,324 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.41ms, fps=1703 images/s, loss=0.3362, top1-acc=89.70%, top5-acc=99.26%, remaining_time=0:00:05.374008, arrival_time=2021-04-10 02:36:57.698382, cost_time=0:00:23.884484 2021-04-10 02:36:53,796 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.80ms, fps=1740 images/s, loss=0.3383, top1-acc=89.58%, top5-acc=99.26%, remaining_time=0:00:03.878004, arrival_time=2021-04-10 02:36:57.674056, cost_time=0:00:25.356136 2021-04-10 02:36:55,273 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.80ms, fps=1733 images/s, loss=0.3396, top1-acc=89.53%, top5-acc=99.25%, remaining_time=0:00:02.385264, arrival_time=2021-04-10 02:36:57.659178, cost_time=0:00:26.834180 2021-04-10 02:36:56,746 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.50ms, fps=1739 images/s, loss=0.3411, top1-acc=89.49%, top5-acc=99.24%, remaining_time=0:00:00.893886, arrival_time=2021-04-10 02:36:57.640242, cost_time=0:00:28.306469 2021-04-10 02:36:57,548 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.92ms, fps=1697 images/s, loss=0.3418, top1-acc=89.46%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:57.548425, cost_time=0:00:29.108647 2021-04-10 02:36:57,998 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.31ms, fps=5719 images/s, loss=1.4985, top1-acc=65.27%, top5-acc=89.61%, remaining_time=0:00:01.342920, arrival_time=2021-04-10 02:36:59.341151, cost_time=0:00:00.447643 2021-04-10 02:36:58,291 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=0.18ms, fps=8745 images/s, loss=1.4085, top1-acc=66.50%, top5-acc=90.29%, remaining_time=0:00:00.740800, arrival_time=2021-04-10 02:36:59.032208, cost_time=0:00:00.740805 2021-04-10 02:36:58,589 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=0.22ms, fps=8596 images/s, loss=1.3632, top1-acc=67.30%, top5-acc=90.38%, remaining_time=0:00:00.346370, arrival_time=2021-04-10 02:36:58.936030, cost_time=0:00:01.039107 2021-04-10 02:36:58,865 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=8422 images/s, loss=1.3512, top1-acc=67.38%, top5-acc=90.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:58.865466, cost_time=0:00:01.314895 2021-04-10 02:36:58,975 INFO : Epoch=0147 complete, best val top1-acc=67.38%, top5-acc=90.37% (epoch=147), remaining_time=0:26:56.917799, arrival_time=2021-04-10 03:03:55.893200, cost_time=1:14:44.658861 2021-04-10 02:36:58,977 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 02:37:00,651 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.47ms, fps=1529 images/s, loss=0.3176, top1-acc=90.51%, top5-acc=99.37%, remaining_time=0:00:31.150908, arrival_time=2021-04-10 02:37:31.802735, cost_time=0:00:01.674775 2021-04-10 02:37:02,127 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=2.11ms, fps=1735 images/s, loss=0.3054, top1-acc=90.66%, top5-acc=99.32%, remaining_time=0:00:27.727040, arrival_time=2021-04-10 02:37:29.854845, cost_time=0:00:03.150809 2021-04-10 02:37:03,596 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.57ms, fps=1743 images/s, loss=0.3063, top1-acc=90.52%, top5-acc=99.37%, remaining_time=0:00:25.562672, arrival_time=2021-04-10 02:37:29.159482, cost_time=0:00:04.619763 2021-04-10 02:37:05,080 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.65ms, fps=1726 images/s, loss=0.3108, top1-acc=90.38%, top5-acc=99.37%, remaining_time=0:00:23.802324, arrival_time=2021-04-10 02:37:28.882573, cost_time=0:00:06.103170 2021-04-10 02:37:06,556 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.45ms, fps=1735 images/s, loss=0.3125, top1-acc=90.27%, top5-acc=99.34%, remaining_time=0:00:22.131264, arrival_time=2021-04-10 02:37:28.687617, cost_time=0:00:07.579215 2021-04-10 02:37:08,034 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.44ms, fps=1733 images/s, loss=0.3159, top1-acc=90.20%, top5-acc=99.34%, remaining_time=0:00:20.529608, arrival_time=2021-04-10 02:37:28.563797, cost_time=0:00:09.057168 2021-04-10 02:37:09,506 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.3193, top1-acc=90.03%, top5-acc=99.35%, remaining_time=0:00:18.953928, arrival_time=2021-04-10 02:37:28.460869, cost_time=0:00:10.529936 2021-04-10 02:37:10,978 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.56ms, fps=1741 images/s, loss=0.3188, top1-acc=89.99%, top5-acc=99.37%, remaining_time=0:00:17.401392, arrival_time=2021-04-10 02:37:28.379454, cost_time=0:00:12.000922 2021-04-10 02:37:12,456 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.46ms, fps=1732 images/s, loss=0.3181, top1-acc=89.99%, top5-acc=99.38%, remaining_time=0:00:15.875726, arrival_time=2021-04-10 02:37:28.332149, cost_time=0:00:13.479423 2021-04-10 02:37:13,927 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.94ms, fps=1740 images/s, loss=0.3191, top1-acc=90.02%, top5-acc=99.37%, remaining_time=0:00:14.352768, arrival_time=2021-04-10 02:37:28.280646, cost_time=0:00:14.950830 2021-04-10 02:37:15,402 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=2.26ms, fps=1736 images/s, loss=0.3199, top1-acc=89.95%, top5-acc=99.37%, remaining_time=0:00:12.841864, arrival_time=2021-04-10 02:37:28.244587, cost_time=0:00:16.425681 2021-04-10 02:37:16,874 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.44ms, fps=1740 images/s, loss=0.3181, top1-acc=90.02%, top5-acc=99.38%, remaining_time=0:00:11.335096, arrival_time=2021-04-10 02:37:28.209775, cost_time=0:00:17.897541 2021-04-10 02:37:18,344 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.35ms, fps=1743 images/s, loss=0.3212, top1-acc=89.90%, top5-acc=99.38%, remaining_time=0:00:09.832614, arrival_time=2021-04-10 02:37:28.176915, cost_time=0:00:19.367286 2021-04-10 02:37:19,807 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.58ms, fps=1750 images/s, loss=0.3229, top1-acc=89.88%, top5-acc=99.34%, remaining_time=0:00:08.332352, arrival_time=2021-04-10 02:37:28.140211, cost_time=0:00:20.830814 2021-04-10 02:37:21,292 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.59ms, fps=1725 images/s, loss=0.3247, top1-acc=89.82%, top5-acc=99.32%, remaining_time=0:00:06.843512, arrival_time=2021-04-10 02:37:28.136319, cost_time=0:00:22.315802 2021-04-10 02:37:22,763 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=2.08ms, fps=1741 images/s, loss=0.3254, top1-acc=89.84%, top5-acc=99.32%, remaining_time=0:00:05.351940, arrival_time=2021-04-10 02:37:28.115372, cost_time=0:00:23.786346 2021-04-10 02:37:24,244 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.98ms, fps=1729 images/s, loss=0.3258, top1-acc=89.81%, top5-acc=99.32%, remaining_time=0:00:03.864406, arrival_time=2021-04-10 02:37:28.108792, cost_time=0:00:25.267302 2021-04-10 02:37:25,713 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.39ms, fps=1744 images/s, loss=0.3285, top1-acc=89.70%, top5-acc=99.32%, remaining_time=0:00:02.376528, arrival_time=2021-04-10 02:37:28.089500, cost_time=0:00:26.735970 2021-04-10 02:37:27,185 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.60ms, fps=1739 images/s, loss=0.3298, top1-acc=89.65%, top5-acc=99.31%, remaining_time=0:00:00.890802, arrival_time=2021-04-10 02:37:28.076549, cost_time=0:00:28.208667 2021-04-10 02:37:27,978 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.49ms, fps=1716 images/s, loss=0.3306, top1-acc=89.64%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:27.978692, cost_time=0:00:29.001689 2021-04-10 02:37:28,388 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=3.43ms, fps=6265 images/s, loss=1.4364, top1-acc=66.76%, top5-acc=89.37%, remaining_time=0:00:01.225920, arrival_time=2021-04-10 02:37:29.614594, cost_time=0:00:00.408635 2021-04-10 02:37:28,690 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.81ms, fps=8503 images/s, loss=1.4152, top1-acc=66.84%, top5-acc=89.39%, remaining_time=0:00:00.710180, arrival_time=2021-04-10 02:37:29.400381, cost_time=0:00:00.710174 2021-04-10 02:37:28,993 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.83ms, fps=8463 images/s, loss=1.4052, top1-acc=66.99%, top5-acc=89.58%, remaining_time=0:00:00.337740, arrival_time=2021-04-10 02:37:29.330996, cost_time=0:00:01.013229 2021-04-10 02:37:29,266 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.05ms, fps=8517 images/s, loss=1.3955, top1-acc=66.98%, top5-acc=89.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:29.266057, cost_time=0:00:01.286080 2021-04-10 02:37:29,366 INFO : Epoch=0148 complete, best val top1-acc=67.38%, top5-acc=90.37% (epoch=147), remaining_time=0:26:26.368992, arrival_time=2021-04-10 03:03:55.735693, cost_time=1:15:15.050187 2021-04-10 02:37:29,367 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 02:37:31,068 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=0.45ms, fps=1505 images/s, loss=0.3138, top1-acc=90.35%, top5-acc=99.34%, remaining_time=0:00:31.629486, arrival_time=2021-04-10 02:38:02.697831, cost_time=0:00:01.700506 2021-04-10 02:37:32,546 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.51ms, fps=1733 images/s, loss=0.3089, top1-acc=90.14%, top5-acc=99.41%, remaining_time=0:00:27.972912, arrival_time=2021-04-10 02:38:00.519343, cost_time=0:00:03.178743 2021-04-10 02:37:34,010 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.39ms, fps=1749 images/s, loss=0.3034, top1-acc=90.21%, top5-acc=99.45%, remaining_time=0:00:25.689164, arrival_time=2021-04-10 02:37:59.699489, cost_time=0:00:04.642628 2021-04-10 02:37:35,480 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.89ms, fps=1742 images/s, loss=0.3018, top1-acc=90.28%, top5-acc=99.38%, remaining_time=0:00:23.840232, arrival_time=2021-04-10 02:37:59.320876, cost_time=0:00:06.112870 2021-04-10 02:37:36,946 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.68ms, fps=1747 images/s, loss=0.3031, top1-acc=90.30%, top5-acc=99.37%, remaining_time=0:00:22.130242, arrival_time=2021-04-10 02:37:59.076883, cost_time=0:00:07.578831 2021-04-10 02:37:38,427 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.38ms, fps=1729 images/s, loss=0.3037, top1-acc=90.38%, top5-acc=99.36%, remaining_time=0:00:20.536272, arrival_time=2021-04-10 02:37:58.964155, cost_time=0:00:09.060146 2021-04-10 02:37:39,902 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=2.27ms, fps=1737 images/s, loss=0.3019, top1-acc=90.48%, top5-acc=99.38%, remaining_time=0:00:18.962748, arrival_time=2021-04-10 02:37:58.865411, cost_time=0:00:10.534847 2021-04-10 02:37:41,377 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.58ms, fps=1737 images/s, loss=0.3019, top1-acc=90.53%, top5-acc=99.40%, remaining_time=0:00:17.414500, arrival_time=2021-04-10 02:37:58.792200, cost_time=0:00:12.010001 2021-04-10 02:37:42,859 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.81ms, fps=1729 images/s, loss=0.3012, top1-acc=90.65%, top5-acc=99.41%, remaining_time=0:00:15.889718, arrival_time=2021-04-10 02:37:58.748715, cost_time=0:00:13.491265 2021-04-10 02:37:44,342 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.59ms, fps=1727 images/s, loss=0.3041, top1-acc=90.55%, top5-acc=99.39%, remaining_time=0:00:14.375424, arrival_time=2021-04-10 02:37:58.717551, cost_time=0:00:14.974435 2021-04-10 02:37:45,814 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.43ms, fps=1739 images/s, loss=0.3046, top1-acc=90.53%, top5-acc=99.40%, remaining_time=0:00:12.858548, arrival_time=2021-04-10 02:37:58.673216, cost_time=0:00:16.446976 2021-04-10 02:37:47,288 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.89ms, fps=1738 images/s, loss=0.3032, top1-acc=90.59%, top5-acc=99.39%, remaining_time=0:00:11.349764, arrival_time=2021-04-10 02:37:58.638241, cost_time=0:00:17.920653 2021-04-10 02:37:48,759 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.73ms, fps=1741 images/s, loss=0.3064, top1-acc=90.49%, top5-acc=99.37%, remaining_time=0:00:09.845088, arrival_time=2021-04-10 02:37:58.604690, cost_time=0:00:19.391896 2021-04-10 02:37:50,236 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.43ms, fps=1734 images/s, loss=0.3090, top1-acc=90.42%, top5-acc=99.34%, remaining_time=0:00:08.347416, arrival_time=2021-04-10 02:37:58.583672, cost_time=0:00:20.868560 2021-04-10 02:37:51,710 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.59ms, fps=1737 images/s, loss=0.3106, top1-acc=90.39%, top5-acc=99.34%, remaining_time=0:00:06.851792, arrival_time=2021-04-10 02:37:58.562329, cost_time=0:00:22.342791 2021-04-10 02:37:53,182 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.43ms, fps=1740 images/s, loss=0.3120, top1-acc=90.35%, top5-acc=99.32%, remaining_time=0:00:05.358312, arrival_time=2021-04-10 02:37:58.540773, cost_time=0:00:23.814762 2021-04-10 02:37:54,651 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.66ms, fps=1744 images/s, loss=0.3140, top1-acc=90.27%, top5-acc=99.33%, remaining_time=0:00:03.866850, arrival_time=2021-04-10 02:37:58.517838, cost_time=0:00:25.283292 2021-04-10 02:37:56,120 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.58ms, fps=1743 images/s, loss=0.3160, top1-acc=90.19%, top5-acc=99.32%, remaining_time=0:00:02.378032, arrival_time=2021-04-10 02:37:58.498554, cost_time=0:00:26.752796 2021-04-10 02:37:57,588 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.23ms, fps=1744 images/s, loss=0.3182, top1-acc=90.10%, top5-acc=99.31%, remaining_time=0:00:00.891192, arrival_time=2021-04-10 02:37:58.480036, cost_time=0:00:28.221150 2021-04-10 02:37:58,381 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.33ms, fps=1716 images/s, loss=0.3197, top1-acc=90.08%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:58.381930, cost_time=0:00:29.014241 2021-04-10 02:37:58,798 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=3.09ms, fps=6159 images/s, loss=1.4196, top1-acc=66.02%, top5-acc=89.10%, remaining_time=0:00:01.246920, arrival_time=2021-04-10 02:38:00.045823, cost_time=0:00:00.415637 2021-04-10 02:37:59,095 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=2.33ms, fps=8648 images/s, loss=1.4340, top1-acc=65.78%, top5-acc=89.43%, remaining_time=0:00:00.712020, arrival_time=2021-04-10 02:37:59.807370, cost_time=0:00:00.712011 2021-04-10 02:37:59,389 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.77ms, fps=8733 images/s, loss=1.4878, top1-acc=65.29%, top5-acc=89.08%, remaining_time=0:00:00.335220, arrival_time=2021-04-10 02:37:59.724192, cost_time=0:00:01.005675 2021-04-10 02:37:59,678 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.11ms, fps=8030 images/s, loss=1.4320, top1-acc=65.78%, top5-acc=89.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:59.678358, cost_time=0:00:01.295065 2021-04-10 02:37:59,770 INFO : Epoch=0149 complete, best val top1-acc=67.38%, top5-acc=90.37% (epoch=147), remaining_time=0:25:55.826502, arrival_time=2021-04-10 03:03:55.596967, cost_time=1:15:45.453931 2021-04-10 02:37:59,772 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 02:38:01,583 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.50ms, fps=1414 images/s, loss=0.2874, top1-acc=91.76%, top5-acc=99.57%, remaining_time=0:00:33.681252, arrival_time=2021-04-10 02:38:35.264284, cost_time=0:00:01.810817 2021-04-10 02:38:03,054 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.41ms, fps=1741 images/s, loss=0.2862, top1-acc=91.58%, top5-acc=99.57%, remaining_time=0:00:28.881424, arrival_time=2021-04-10 02:38:31.935727, cost_time=0:00:03.281985 2021-04-10 02:38:04,525 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.44ms, fps=1741 images/s, loss=0.2847, top1-acc=91.59%, top5-acc=99.51%, remaining_time=0:00:26.299546, arrival_time=2021-04-10 02:38:30.824598, cost_time=0:00:04.752934 2021-04-10 02:38:06,010 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=2.05ms, fps=1724 images/s, loss=0.2857, top1-acc=91.49%, top5-acc=99.46%, remaining_time=0:00:24.330852, arrival_time=2021-04-10 02:38:30.341634, cost_time=0:00:06.238668 2021-04-10 02:38:07,486 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.43ms, fps=1736 images/s, loss=0.2847, top1-acc=91.48%, top5-acc=99.49%, remaining_time=0:00:22.524442, arrival_time=2021-04-10 02:38:30.010458, cost_time=0:00:07.713832 2021-04-10 02:38:08,961 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.77ms, fps=1736 images/s, loss=0.2844, top1-acc=91.48%, top5-acc=99.51%, remaining_time=0:00:20.828264, arrival_time=2021-04-10 02:38:29.789338, cost_time=0:00:09.188953 2021-04-10 02:38:10,432 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.48ms, fps=1740 images/s, loss=0.2829, top1-acc=91.55%, top5-acc=99.52%, remaining_time=0:00:19.188288, arrival_time=2021-04-10 02:38:29.620665, cost_time=0:00:10.660189 2021-04-10 02:38:11,899 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.70ms, fps=1746 images/s, loss=0.2834, top1-acc=91.57%, top5-acc=99.52%, remaining_time=0:00:17.584440, arrival_time=2021-04-10 02:38:29.483814, cost_time=0:00:12.127175 2021-04-10 02:38:13,373 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.47ms, fps=1737 images/s, loss=0.2862, top1-acc=91.42%, top5-acc=99.51%, remaining_time=0:00:16.019780, arrival_time=2021-04-10 02:38:29.393544, cost_time=0:00:13.601657 2021-04-10 02:38:14,846 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.56ms, fps=1739 images/s, loss=0.2925, top1-acc=91.20%, top5-acc=99.47%, remaining_time=0:00:14.471232, arrival_time=2021-04-10 02:38:29.317645, cost_time=0:00:15.074225 2021-04-10 02:38:16,320 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.37ms, fps=1737 images/s, loss=0.2957, top1-acc=91.07%, top5-acc=99.47%, remaining_time=0:00:12.937754, arrival_time=2021-04-10 02:38:29.258220, cost_time=0:00:16.548296 2021-04-10 02:38:17,794 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.52ms, fps=1738 images/s, loss=0.2973, top1-acc=91.01%, top5-acc=99.46%, remaining_time=0:00:11.413984, arrival_time=2021-04-10 02:38:29.208167, cost_time=0:00:18.022054 2021-04-10 02:38:19,266 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.44ms, fps=1739 images/s, loss=0.2980, top1-acc=90.95%, top5-acc=99.47%, remaining_time=0:00:09.897096, arrival_time=2021-04-10 02:38:29.163430, cost_time=0:00:19.494224 2021-04-10 02:38:20,740 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.03ms, fps=1737 images/s, loss=0.2992, top1-acc=90.91%, top5-acc=99.46%, remaining_time=0:00:08.387400, arrival_time=2021-04-10 02:38:29.128109, cost_time=0:00:20.968451 2021-04-10 02:38:22,200 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.65ms, fps=1754 images/s, loss=0.3007, top1-acc=90.83%, top5-acc=99.45%, remaining_time=0:00:06.878150, arrival_time=2021-04-10 02:38:29.079049, cost_time=0:00:22.428790 2021-04-10 02:38:23,659 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=2.05ms, fps=1756 images/s, loss=0.3012, top1-acc=90.82%, top5-acc=99.44%, remaining_time=0:00:05.374548, arrival_time=2021-04-10 02:38:29.033557, cost_time=0:00:23.886892 2021-04-10 02:38:25,113 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.31ms, fps=1761 images/s, loss=0.3025, top1-acc=90.78%, top5-acc=99.43%, remaining_time=0:00:03.875716, arrival_time=2021-04-10 02:38:28.988998, cost_time=0:00:25.341174 2021-04-10 02:38:26,562 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.31ms, fps=1767 images/s, loss=0.3035, top1-acc=90.75%, top5-acc=99.42%, remaining_time=0:00:02.381344, arrival_time=2021-04-10 02:38:28.943584, cost_time=0:00:26.790140 2021-04-10 02:38:28,018 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.3055, top1-acc=90.67%, top5-acc=99.41%, remaining_time=0:00:00.891990, arrival_time=2021-04-10 02:38:28.910398, cost_time=0:00:28.246261 2021-04-10 02:38:28,803 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=0.09ms, fps=1733 images/s, loss=0.3054, top1-acc=90.67%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:28.803663, cost_time=0:00:29.031549 2021-04-10 02:38:29,183 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.20ms, fps=6769 images/s, loss=1.4343, top1-acc=67.11%, top5-acc=90.51%, remaining_time=0:00:01.134540, arrival_time=2021-04-10 02:38:30.317896, cost_time=0:00:00.378181 2021-04-10 02:38:29,473 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=2.36ms, fps=8831 images/s, loss=1.3958, top1-acc=67.68%, top5-acc=90.37%, remaining_time=0:00:00.668380, arrival_time=2021-04-10 02:38:30.141961, cost_time=0:00:00.668386 2021-04-10 02:38:29,772 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.43ms, fps=8580 images/s, loss=1.3729, top1-acc=67.98%, top5-acc=90.61%, remaining_time=0:00:00.322390, arrival_time=2021-04-10 02:38:30.094732, cost_time=0:00:00.967166 2021-04-10 02:38:30,047 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=8456 images/s, loss=1.3556, top1-acc=67.93%, top5-acc=90.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:30.047045, cost_time=0:00:01.241870 2021-04-10 02:38:30,177 INFO : Epoch=0150 complete, best val top1-acc=67.93%, top5-acc=90.53% (epoch=150), remaining_time=0:25:25.286850, arrival_time=2021-04-10 03:03:55.463854, cost_time=1:16:15.860492 2021-04-10 02:38:30,177 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 02:38:31,826 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=0.37ms, fps=1554 images/s, loss=0.2822, top1-acc=91.56%, top5-acc=99.41%, remaining_time=0:00:30.647964, arrival_time=2021-04-10 02:39:02.473878, cost_time=0:00:01.647735 2021-04-10 02:38:33,293 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=0.2883, top1-acc=91.21%, top5-acc=99.45%, remaining_time=0:00:27.410944, arrival_time=2021-04-10 02:39:00.703897, cost_time=0:00:03.114880 2021-04-10 02:38:34,766 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.75ms, fps=1738 images/s, loss=0.2852, top1-acc=91.16%, top5-acc=99.52%, remaining_time=0:00:25.388870, arrival_time=2021-04-10 02:39:00.155280, cost_time=0:00:04.588336 2021-04-10 02:38:36,233 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.48ms, fps=1745 images/s, loss=0.2797, top1-acc=91.29%, top5-acc=99.58%, remaining_time=0:00:23.616996, arrival_time=2021-04-10 02:38:59.850691, cost_time=0:00:06.055624 2021-04-10 02:38:37,693 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.2763, top1-acc=91.46%, top5-acc=99.55%, remaining_time=0:00:21.944822, arrival_time=2021-04-10 02:38:59.638351, cost_time=0:00:07.515350 2021-04-10 02:38:39,152 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=2.00ms, fps=1755 images/s, loss=0.2775, top1-acc=91.49%, top5-acc=99.54%, remaining_time=0:00:20.343152, arrival_time=2021-04-10 02:38:59.496040, cost_time=0:00:08.974893 2021-04-10 02:38:40,617 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=2.30ms, fps=1749 images/s, loss=0.2771, top1-acc=91.50%, top5-acc=99.58%, remaining_time=0:00:18.790254, arrival_time=2021-04-10 02:38:59.407382, cost_time=0:00:10.438998 2021-04-10 02:38:42,075 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.86ms, fps=1757 images/s, loss=0.2772, top1-acc=91.56%, top5-acc=99.56%, remaining_time=0:00:17.250592, arrival_time=2021-04-10 02:38:59.325587, cost_time=0:00:11.896998 2021-04-10 02:38:43,535 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.91ms, fps=1753 images/s, loss=0.2783, top1-acc=91.54%, top5-acc=99.54%, remaining_time=0:00:15.732626, arrival_time=2021-04-10 02:38:59.268528, cost_time=0:00:13.357856 2021-04-10 02:38:45,001 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=3.08ms, fps=1747 images/s, loss=0.2793, top1-acc=91.57%, top5-acc=99.51%, remaining_time=0:00:14.230944, arrival_time=2021-04-10 02:38:59.232848, cost_time=0:00:14.823917 2021-04-10 02:38:46,461 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=2.19ms, fps=1755 images/s, loss=0.2825, top1-acc=91.47%, top5-acc=99.49%, remaining_time=0:00:12.730494, arrival_time=2021-04-10 02:38:59.191745, cost_time=0:00:16.283207 2021-04-10 02:38:47,926 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.51ms, fps=1748 images/s, loss=0.2832, top1-acc=91.44%, top5-acc=99.50%, remaining_time=0:00:11.240400, arrival_time=2021-04-10 02:38:59.166482, cost_time=0:00:17.748012 2021-04-10 02:38:49,376 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.53ms, fps=1766 images/s, loss=0.2849, top1-acc=91.37%, top5-acc=99.49%, remaining_time=0:00:09.746880, arrival_time=2021-04-10 02:38:59.123227, cost_time=0:00:19.198342 2021-04-10 02:38:50,836 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=1.96ms, fps=1754 images/s, loss=0.2859, top1-acc=91.32%, top5-acc=99.50%, remaining_time=0:00:08.263304, arrival_time=2021-04-10 02:38:59.099493, cost_time=0:00:20.658198 2021-04-10 02:38:52,289 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.88ms, fps=1762 images/s, loss=0.2879, top1-acc=91.23%, top5-acc=99.50%, remaining_time=0:00:06.780952, arrival_time=2021-04-10 02:38:59.070839, cost_time=0:00:22.111845 2021-04-10 02:38:53,751 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.63ms, fps=1752 images/s, loss=0.2901, top1-acc=91.13%, top5-acc=99.49%, remaining_time=0:00:05.303952, arrival_time=2021-04-10 02:38:59.055155, cost_time=0:00:23.573153 2021-04-10 02:38:55,211 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.44ms, fps=1754 images/s, loss=0.2918, top1-acc=91.07%, top5-acc=99.50%, remaining_time=0:00:03.828578, arrival_time=2021-04-10 02:38:59.039635, cost_time=0:00:25.033064 2021-04-10 02:38:56,672 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.56ms, fps=1752 images/s, loss=0.2932, top1-acc=91.04%, top5-acc=99.47%, remaining_time=0:00:02.355056, arrival_time=2021-04-10 02:38:59.027486, cost_time=0:00:26.494417 2021-04-10 02:38:58,131 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.2933, top1-acc=91.06%, top5-acc=99.46%, remaining_time=0:00:00.882726, arrival_time=2021-04-10 02:38:59.013743, cost_time=0:00:27.953024 2021-04-10 02:38:58,915 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.32ms, fps=1734 images/s, loss=0.2951, top1-acc=91.00%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:58.915578, cost_time=0:00:28.737590 2021-04-10 02:38:59,289 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=2.74ms, fps=6877 images/s, loss=1.3679, top1-acc=68.28%, top5-acc=90.39%, remaining_time=0:00:01.116750, arrival_time=2021-04-10 02:39:00.406016, cost_time=0:00:00.372248 2021-04-10 02:38:59,580 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.19ms, fps=8809 images/s, loss=1.3443, top1-acc=68.65%, top5-acc=90.68%, remaining_time=0:00:00.663340, arrival_time=2021-04-10 02:39:00.243647, cost_time=0:00:00.663336 2021-04-10 02:38:59,874 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.27ms, fps=8722 images/s, loss=1.3808, top1-acc=68.15%, top5-acc=90.39%, remaining_time=0:00:00.319070, arrival_time=2021-04-10 02:39:00.193327, cost_time=0:00:00.957201 2021-04-10 02:39:00,145 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.05ms, fps=8562 images/s, loss=1.3845, top1-acc=67.89%, top5-acc=90.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:00.145663, cost_time=0:00:01.228711 2021-04-10 02:39:00,238 INFO : Epoch=0151 complete, best val top1-acc=67.93%, top5-acc=90.53% (epoch=150), remaining_time=0:24:54.636955, arrival_time=2021-04-10 03:03:54.875499, cost_time=1:16:45.922009 2021-04-10 02:39:00,240 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 02:39:01,910 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.35ms, fps=1533 images/s, loss=0.2758, top1-acc=92.07%, top5-acc=99.57%, remaining_time=0:00:31.064790, arrival_time=2021-04-10 02:39:32.975212, cost_time=0:00:01.670151 2021-04-10 02:39:03,376 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.48ms, fps=1747 images/s, loss=0.2742, top1-acc=91.84%, top5-acc=99.61%, remaining_time=0:00:27.595568, arrival_time=2021-04-10 02:39:30.971741, cost_time=0:00:03.135867 2021-04-10 02:39:04,840 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.58ms, fps=1749 images/s, loss=0.2699, top1-acc=91.89%, top5-acc=99.56%, remaining_time=0:00:25.454440, arrival_time=2021-04-10 02:39:30.294882, cost_time=0:00:04.600192 2021-04-10 02:39:06,307 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.41ms, fps=1746 images/s, loss=0.2744, top1-acc=91.76%, top5-acc=99.53%, remaining_time=0:00:23.660676, arrival_time=2021-04-10 02:39:29.967732, cost_time=0:00:06.066850 2021-04-10 02:39:07,763 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.2712, top1-acc=91.95%, top5-acc=99.56%, remaining_time=0:00:21.966430, arrival_time=2021-04-10 02:39:29.729482, cost_time=0:00:07.522732 2021-04-10 02:39:09,223 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.2691, top1-acc=91.98%, top5-acc=99.54%, remaining_time=0:00:20.361784, arrival_time=2021-04-10 02:39:29.585136, cost_time=0:00:08.983165 2021-04-10 02:39:10,672 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.46ms, fps=1767 images/s, loss=0.2681, top1-acc=91.98%, top5-acc=99.54%, remaining_time=0:00:18.778788, arrival_time=2021-04-10 02:39:29.451636, cost_time=0:00:10.432676 2021-04-10 02:39:12,125 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.2681, top1-acc=91.98%, top5-acc=99.53%, remaining_time=0:00:17.233540, arrival_time=2021-04-10 02:39:29.358971, cost_time=0:00:11.885214 2021-04-10 02:39:13,586 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=0.2669, top1-acc=92.05%, top5-acc=99.54%, remaining_time=0:00:15.719164, arrival_time=2021-04-10 02:39:29.306046, cost_time=0:00:13.346491 2021-04-10 02:39:15,044 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.84ms, fps=1757 images/s, loss=0.2679, top1-acc=91.96%, top5-acc=99.54%, remaining_time=0:00:14.211936, arrival_time=2021-04-10 02:39:29.256202, cost_time=0:00:14.804093 2021-04-10 02:39:16,502 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.2684, top1-acc=91.98%, top5-acc=99.53%, remaining_time=0:00:12.713724, arrival_time=2021-04-10 02:39:29.215665, cost_time=0:00:16.261717 2021-04-10 02:39:17,969 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.94ms, fps=1745 images/s, loss=0.2705, top1-acc=91.86%, top5-acc=99.53%, remaining_time=0:00:11.228392, arrival_time=2021-04-10 02:39:29.197681, cost_time=0:00:17.729032 2021-04-10 02:39:19,442 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.92ms, fps=1738 images/s, loss=0.2723, top1-acc=91.76%, top5-acc=99.52%, remaining_time=0:00:09.748992, arrival_time=2021-04-10 02:39:29.191840, cost_time=0:00:19.202602 2021-04-10 02:39:20,909 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.88ms, fps=1747 images/s, loss=0.2737, top1-acc=91.71%, top5-acc=99.52%, remaining_time=0:00:08.267504, arrival_time=2021-04-10 02:39:29.176507, cost_time=0:00:20.668819 2021-04-10 02:39:22,370 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.88ms, fps=1752 images/s, loss=0.2739, top1-acc=91.74%, top5-acc=99.52%, remaining_time=0:00:06.786610, arrival_time=2021-04-10 02:39:29.157017, cost_time=0:00:22.130238 2021-04-10 02:39:23,819 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.44ms, fps=1767 images/s, loss=0.2748, top1-acc=91.72%, top5-acc=99.52%, remaining_time=0:00:05.305356, arrival_time=2021-04-10 02:39:29.124949, cost_time=0:00:23.579419 2021-04-10 02:39:25,283 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=0.2768, top1-acc=91.63%, top5-acc=99.52%, remaining_time=0:00:03.830112, arrival_time=2021-04-10 02:39:29.113294, cost_time=0:00:25.043011 2021-04-10 02:39:26,743 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.2777, top1-acc=91.60%, top5-acc=99.51%, remaining_time=0:00:02.355792, arrival_time=2021-04-10 02:39:29.098818, cost_time=0:00:26.502723 2021-04-10 02:39:28,195 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.31ms, fps=1763 images/s, loss=0.2788, top1-acc=91.57%, top5-acc=99.51%, remaining_time=0:00:00.882810, arrival_time=2021-04-10 02:39:29.078659, cost_time=0:00:27.955677 2021-04-10 02:39:28,984 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=2.05ms, fps=1727 images/s, loss=0.2794, top1-acc=91.56%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:28.983895, cost_time=0:00:28.743641 2021-04-10 02:39:29,380 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.22ms, fps=6489 images/s, loss=1.3401, top1-acc=67.42%, top5-acc=90.31%, remaining_time=0:00:01.183440, arrival_time=2021-04-10 02:39:30.563876, cost_time=0:00:00.394475 2021-04-10 02:39:29,679 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=0.28ms, fps=8561 images/s, loss=1.3442, top1-acc=68.20%, top5-acc=90.62%, remaining_time=0:00:00.694000, arrival_time=2021-04-10 02:39:30.373940, cost_time=0:00:00.693990 2021-04-10 02:39:29,977 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.31ms, fps=8620 images/s, loss=1.3419, top1-acc=68.40%, top5-acc=90.60%, remaining_time=0:00:00.330480, arrival_time=2021-04-10 02:39:30.307846, cost_time=0:00:00.991451 2021-04-10 02:39:30,247 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.05ms, fps=8601 images/s, loss=1.3256, top1-acc=68.60%, top5-acc=90.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:30.247429, cost_time=0:00:01.261546 2021-04-10 02:39:30,364 INFO : Epoch=0152 complete, best val top1-acc=68.60%, top5-acc=90.80% (epoch=152), remaining_time=0:24:24.015072, arrival_time=2021-04-10 03:03:54.379284, cost_time=1:17:16.047658 2021-04-10 02:39:30,365 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:39:32,060 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=2.27ms, fps=1510 images/s, loss=0.2579, top1-acc=92.42%, top5-acc=99.49%, remaining_time=0:00:31.525512, arrival_time=2021-04-10 02:40:03.586134, cost_time=0:00:01.694915 2021-04-10 02:39:33,511 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.2591, top1-acc=92.29%, top5-acc=99.65%, remaining_time=0:00:27.684272, arrival_time=2021-04-10 02:40:01.195915, cost_time=0:00:03.145940 2021-04-10 02:39:34,963 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.2543, top1-acc=92.46%, top5-acc=99.67%, remaining_time=0:00:25.439500, arrival_time=2021-04-10 02:40:00.402712, cost_time=0:00:04.597514 2021-04-10 02:39:36,415 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.53ms, fps=1764 images/s, loss=0.2583, top1-acc=92.41%, top5-acc=99.59%, remaining_time=0:00:23.592660, arrival_time=2021-04-10 02:40:00.007753, cost_time=0:00:06.049390 2021-04-10 02:39:37,871 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.56ms, fps=1758 images/s, loss=0.2579, top1-acc=92.41%, top5-acc=99.60%, remaining_time=0:00:21.916352, arrival_time=2021-04-10 02:39:59.787733, cost_time=0:00:07.505603 2021-04-10 02:39:39,327 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=0.2583, top1-acc=92.38%, top5-acc=99.58%, remaining_time=0:00:20.314048, arrival_time=2021-04-10 02:39:59.641857, cost_time=0:00:08.962094 2021-04-10 02:39:40,781 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.48ms, fps=1761 images/s, loss=0.2599, top1-acc=92.32%, top5-acc=99.57%, remaining_time=0:00:18.748800, arrival_time=2021-04-10 02:39:59.530509, cost_time=0:00:10.416010 2021-04-10 02:39:42,238 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.91ms, fps=1758 images/s, loss=0.2590, top1-acc=92.29%, top5-acc=99.57%, remaining_time=0:00:17.215792, arrival_time=2021-04-10 02:39:59.454510, cost_time=0:00:11.872976 2021-04-10 02:39:43,703 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.2599, top1-acc=92.20%, top5-acc=99.56%, remaining_time=0:00:15.708882, arrival_time=2021-04-10 02:39:59.412381, cost_time=0:00:13.337772 2021-04-10 02:39:45,162 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=2.05ms, fps=1755 images/s, loss=0.2594, top1-acc=92.16%, top5-acc=99.57%, remaining_time=0:00:14.204928, arrival_time=2021-04-10 02:39:59.367446, cost_time=0:00:14.796812 2021-04-10 02:39:46,635 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=2.07ms, fps=1739 images/s, loss=0.2633, top1-acc=92.07%, top5-acc=99.54%, remaining_time=0:00:12.719572, arrival_time=2021-04-10 02:39:59.354547, cost_time=0:00:16.269191 2021-04-10 02:39:48,087 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.2637, top1-acc=92.06%, top5-acc=99.53%, remaining_time=0:00:11.223756, arrival_time=2021-04-10 02:39:59.311157, cost_time=0:00:17.721696 2021-04-10 02:39:49,540 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.2654, top1-acc=92.03%, top5-acc=99.50%, remaining_time=0:00:09.734802, arrival_time=2021-04-10 02:39:59.275140, cost_time=0:00:19.174592 2021-04-10 02:39:51,001 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.2669, top1-acc=91.98%, top5-acc=99.49%, remaining_time=0:00:08.254456, arrival_time=2021-04-10 02:39:59.256344, cost_time=0:00:20.636127 2021-04-10 02:39:52,462 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.33ms, fps=1753 images/s, loss=0.2675, top1-acc=91.92%, top5-acc=99.50%, remaining_time=0:00:06.776352, arrival_time=2021-04-10 02:39:59.238917, cost_time=0:00:22.096866 2021-04-10 02:39:53,915 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.84ms, fps=1762 images/s, loss=0.2674, top1-acc=91.96%, top5-acc=99.50%, remaining_time=0:00:05.298732, arrival_time=2021-04-10 02:39:59.214276, cost_time=0:00:23.549847 2021-04-10 02:39:55,368 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=2.18ms, fps=1762 images/s, loss=0.2688, top1-acc=91.89%, top5-acc=99.50%, remaining_time=0:00:03.823976, arrival_time=2021-04-10 02:39:59.192615, cost_time=0:00:25.002868 2021-04-10 02:39:56,834 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=0.2717, top1-acc=91.82%, top5-acc=99.47%, remaining_time=0:00:02.352800, arrival_time=2021-04-10 02:39:59.187442, cost_time=0:00:26.468945 2021-04-10 02:39:58,298 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.42ms, fps=1749 images/s, loss=0.2731, top1-acc=91.76%, top5-acc=99.47%, remaining_time=0:00:00.882084, arrival_time=2021-04-10 02:39:59.180410, cost_time=0:00:27.932622 2021-04-10 02:39:59,087 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.32ms, fps=1725 images/s, loss=0.2746, top1-acc=91.71%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:59.087248, cost_time=0:00:28.721562 2021-04-10 02:39:59,478 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=4.99ms, fps=6570 images/s, loss=1.3689, top1-acc=67.66%, top5-acc=90.08%, remaining_time=0:00:01.168860, arrival_time=2021-04-10 02:40:00.646981, cost_time=0:00:00.389617 2021-04-10 02:39:59,764 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.32ms, fps=8940 images/s, loss=1.3450, top1-acc=68.24%, top5-acc=90.39%, remaining_time=0:00:00.676320, arrival_time=2021-04-10 02:40:00.441113, cost_time=0:00:00.676311 2021-04-10 02:40:00,058 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.43ms, fps=8732 images/s, loss=1.3561, top1-acc=68.15%, top5-acc=90.33%, remaining_time=0:00:00.323260, arrival_time=2021-04-10 02:40:00.381542, cost_time=0:00:00.969787 2021-04-10 02:40:00,330 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.05ms, fps=8545 images/s, loss=1.3709, top1-acc=67.77%, top5-acc=90.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:00.330081, cost_time=0:00:01.241611 2021-04-10 02:40:00,381 INFO : Epoch=0153 complete, best val top1-acc=68.60%, top5-acc=90.80% (epoch=152), remaining_time=0:23:53.366426, arrival_time=2021-04-10 03:03:53.748128, cost_time=1:17:46.065198 2021-04-10 02:40:00,382 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 02:40:02,071 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.52ms, fps=1516 images/s, loss=0.2519, top1-acc=92.73%, top5-acc=99.53%, remaining_time=0:00:31.409448, arrival_time=2021-04-10 02:40:33.480825, cost_time=0:00:01.688680 2021-04-10 02:40:03,529 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.41ms, fps=1756 images/s, loss=0.2587, top1-acc=92.34%, top5-acc=99.51%, remaining_time=0:00:27.693952, arrival_time=2021-04-10 02:40:31.223712, cost_time=0:00:03.147043 2021-04-10 02:40:04,984 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.96ms, fps=1761 images/s, loss=0.2584, top1-acc=92.14%, top5-acc=99.51%, remaining_time=0:00:25.460416, arrival_time=2021-04-10 02:40:30.444450, cost_time=0:00:04.601292 2021-04-10 02:40:06,437 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=2.21ms, fps=1762 images/s, loss=0.2540, top1-acc=92.23%, top5-acc=99.58%, remaining_time=0:00:23.612784, arrival_time=2021-04-10 02:40:30.050033, cost_time=0:00:06.054542 2021-04-10 02:40:07,898 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.2490, top1-acc=92.48%, top5-acc=99.61%, remaining_time=0:00:21.946136, arrival_time=2021-04-10 02:40:29.844570, cost_time=0:00:07.515775 2021-04-10 02:40:09,363 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.87ms, fps=1747 images/s, loss=0.2479, top1-acc=92.53%, top5-acc=99.63%, remaining_time=0:00:20.357568, arrival_time=2021-04-10 02:40:29.721517, cost_time=0:00:08.981279 2021-04-10 02:40:10,822 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.2461, top1-acc=92.57%, top5-acc=99.64%, remaining_time=0:00:18.790884, arrival_time=2021-04-10 02:40:29.612957, cost_time=0:00:10.439362 2021-04-10 02:40:12,279 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.2483, top1-acc=92.49%, top5-acc=99.62%, remaining_time=0:00:17.250244, arrival_time=2021-04-10 02:40:29.529596, cost_time=0:00:11.896692 2021-04-10 02:40:13,731 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.62ms, fps=1764 images/s, loss=0.2509, top1-acc=92.35%, top5-acc=99.62%, remaining_time=0:00:15.721602, arrival_time=2021-04-10 02:40:29.452769, cost_time=0:00:13.348505 2021-04-10 02:40:15,188 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.2526, top1-acc=92.26%, top5-acc=99.61%, remaining_time=0:00:14.213664, arrival_time=2021-04-10 02:40:29.402235, cost_time=0:00:14.805883 2021-04-10 02:40:16,651 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.93ms, fps=1750 images/s, loss=0.2558, top1-acc=92.19%, top5-acc=99.61%, remaining_time=0:00:12.719228, arrival_time=2021-04-10 02:40:29.370724, cost_time=0:00:16.268789 2021-04-10 02:40:18,108 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.56ms, fps=1757 images/s, loss=0.2586, top1-acc=92.14%, top5-acc=99.60%, remaining_time=0:00:11.226492, arrival_time=2021-04-10 02:40:29.335167, cost_time=0:00:17.726016 2021-04-10 02:40:19,566 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.2592, top1-acc=92.12%, top5-acc=99.60%, remaining_time=0:00:09.739224, arrival_time=2021-04-10 02:40:29.305225, cost_time=0:00:19.183338 2021-04-10 02:40:21,024 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.56ms, fps=1756 images/s, loss=0.2583, top1-acc=92.14%, top5-acc=99.61%, remaining_time=0:00:08.256584, arrival_time=2021-04-10 02:40:29.280770, cost_time=0:00:20.641478 2021-04-10 02:40:22,479 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.60ms, fps=1760 images/s, loss=0.2590, top1-acc=92.12%, top5-acc=99.61%, remaining_time=0:00:06.776168, arrival_time=2021-04-10 02:40:29.255144, cost_time=0:00:22.096272 2021-04-10 02:40:23,936 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.54ms, fps=1757 images/s, loss=0.2595, top1-acc=92.11%, top5-acc=99.61%, remaining_time=0:00:05.299668, arrival_time=2021-04-10 02:40:29.236422, cost_time=0:00:23.554080 2021-04-10 02:40:25,388 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.2604, top1-acc=92.11%, top5-acc=99.61%, remaining_time=0:00:03.824340, arrival_time=2021-04-10 02:40:29.212305, cost_time=0:00:25.005302 2021-04-10 02:40:26,839 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.49ms, fps=1764 images/s, loss=0.2610, top1-acc=92.09%, top5-acc=99.60%, remaining_time=0:00:02.351712, arrival_time=2021-04-10 02:40:29.191169, cost_time=0:00:26.456736 2021-04-10 02:40:28,295 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.22ms, fps=1759 images/s, loss=0.2617, top1-acc=92.08%, top5-acc=99.60%, remaining_time=0:00:00.881454, arrival_time=2021-04-10 02:40:29.176749, cost_time=0:00:27.912636 2021-04-10 02:40:29,076 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.23ms, fps=1742 images/s, loss=0.2621, top1-acc=92.07%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:29.076253, cost_time=0:00:28.693604 2021-04-10 02:40:29,475 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=17.43ms, fps=6435 images/s, loss=1.3889, top1-acc=66.37%, top5-acc=90.66%, remaining_time=0:00:01.193490, arrival_time=2021-04-10 02:40:30.668849, cost_time=0:00:00.397826 2021-04-10 02:40:29,782 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.20ms, fps=8360 images/s, loss=1.4072, top1-acc=66.11%, top5-acc=90.35%, remaining_time=0:00:00.704540, arrival_time=2021-04-10 02:40:30.486574, cost_time=0:00:00.704547 2021-04-10 02:40:30,082 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=8.32ms, fps=8520 images/s, loss=1.4013, top1-acc=66.45%, top5-acc=90.26%, remaining_time=0:00:00.335120, arrival_time=2021-04-10 02:40:30.417990, cost_time=0:00:01.005362 2021-04-10 02:40:30,353 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.05ms, fps=8579 images/s, loss=1.3991, top1-acc=67.19%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:30.353684, cost_time=0:00:01.276214 2021-04-10 02:40:30,460 INFO : Epoch=0154 complete, best val top1-acc=68.60%, top5-acc=90.80% (epoch=152), remaining_time=0:23:22.744424, arrival_time=2021-04-10 03:03:53.205370, cost_time=1:18:16.144445 2021-04-10 02:40:30,461 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 02:40:32,101 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=0.34ms, fps=1561 images/s, loss=0.2386, top1-acc=93.36%, top5-acc=99.49%, remaining_time=0:00:30.494514, arrival_time=2021-04-10 02:41:02.596007, cost_time=0:00:01.639490 2021-04-10 02:40:33,571 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.84ms, fps=1746 images/s, loss=0.2425, top1-acc=92.95%, top5-acc=99.51%, remaining_time=0:00:27.336496, arrival_time=2021-04-10 02:41:00.904944, cost_time=0:00:03.106411 2021-04-10 02:40:35,037 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.62ms, fps=1748 images/s, loss=0.2431, top1-acc=92.96%, top5-acc=99.58%, remaining_time=0:00:25.315498, arrival_time=2021-04-10 02:41:00.352529, cost_time=0:00:04.575083 2021-04-10 02:40:36,503 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.92ms, fps=1746 images/s, loss=0.2433, top1-acc=92.90%, top5-acc=99.62%, remaining_time=0:00:23.563332, arrival_time=2021-04-10 02:41:00.067238, cost_time=0:00:06.041886 2021-04-10 02:40:37,963 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.41ms, fps=1754 images/s, loss=0.2427, top1-acc=92.85%, top5-acc=99.63%, remaining_time=0:00:21.905256, arrival_time=2021-04-10 02:40:59.869006, cost_time=0:00:07.501800 2021-04-10 02:40:39,418 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.56ms, fps=1760 images/s, loss=0.2470, top1-acc=92.69%, top5-acc=99.63%, remaining_time=0:00:20.301264, arrival_time=2021-04-10 02:40:59.719725, cost_time=0:00:08.956451 2021-04-10 02:40:40,883 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.44ms, fps=1748 images/s, loss=0.2454, top1-acc=92.75%, top5-acc=99.64%, remaining_time=0:00:18.758124, arrival_time=2021-04-10 02:40:59.641230, cost_time=0:00:10.421158 2021-04-10 02:40:42,347 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.51ms, fps=1748 images/s, loss=0.2440, top1-acc=92.80%, top5-acc=99.64%, remaining_time=0:00:17.234236, arrival_time=2021-04-10 02:40:59.581891, cost_time=0:00:11.885658 2021-04-10 02:40:43,802 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.82ms, fps=1760 images/s, loss=0.2438, top1-acc=92.78%, top5-acc=99.65%, remaining_time=0:00:15.712486, arrival_time=2021-04-10 02:40:59.515269, cost_time=0:00:13.340760 2021-04-10 02:40:45,268 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.87ms, fps=1747 images/s, loss=0.2455, top1-acc=92.75%, top5-acc=99.66%, remaining_time=0:00:14.214720, arrival_time=2021-04-10 02:40:59.483658, cost_time=0:00:14.806978 2021-04-10 02:40:46,727 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.27ms, fps=1755 images/s, loss=0.2473, top1-acc=92.66%, top5-acc=99.66%, remaining_time=0:00:12.716992, arrival_time=2021-04-10 02:40:59.444868, cost_time=0:00:16.265884 2021-04-10 02:40:48,189 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.2481, top1-acc=92.65%, top5-acc=99.65%, remaining_time=0:00:11.227480, arrival_time=2021-04-10 02:40:59.417067, cost_time=0:00:17.727650 2021-04-10 02:40:49,653 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.46ms, fps=1749 images/s, loss=0.2484, top1-acc=92.60%, top5-acc=99.65%, remaining_time=0:00:09.743316, arrival_time=2021-04-10 02:40:59.396740, cost_time=0:00:19.191443 2021-04-10 02:40:51,113 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.90ms, fps=1754 images/s, loss=0.2490, top1-acc=92.59%, top5-acc=99.65%, remaining_time=0:00:08.260672, arrival_time=2021-04-10 02:40:59.374368, cost_time=0:00:20.651706 2021-04-10 02:40:52,572 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.81ms, fps=1755 images/s, loss=0.2511, top1-acc=92.55%, top5-acc=99.63%, remaining_time=0:00:06.780630, arrival_time=2021-04-10 02:40:59.353356, cost_time=0:00:22.110737 2021-04-10 02:40:54,036 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.89ms, fps=1750 images/s, loss=0.2518, top1-acc=92.52%, top5-acc=99.63%, remaining_time=0:00:05.304240, arrival_time=2021-04-10 02:40:59.340636, cost_time=0:00:23.574374 2021-04-10 02:40:55,492 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.51ms, fps=1758 images/s, loss=0.2523, top1-acc=92.49%, top5-acc=99.63%, remaining_time=0:00:03.828240, arrival_time=2021-04-10 02:40:59.321045, cost_time=0:00:25.030858 2021-04-10 02:40:56,945 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.2538, top1-acc=92.42%, top5-acc=99.62%, remaining_time=0:00:02.354048, arrival_time=2021-04-10 02:40:59.299081, cost_time=0:00:26.483032 2021-04-10 02:40:58,400 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.28ms, fps=1760 images/s, loss=0.2545, top1-acc=92.38%, top5-acc=99.62%, remaining_time=0:00:00.882258, arrival_time=2021-04-10 02:40:59.282494, cost_time=0:00:27.938242 2021-04-10 02:40:59,186 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.27ms, fps=1730 images/s, loss=0.2557, top1-acc=92.35%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:59.186822, cost_time=0:00:28.724875 2021-04-10 02:40:59,600 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=0.22ms, fps=6217 images/s, loss=1.3324, top1-acc=69.10%, top5-acc=90.62%, remaining_time=0:00:01.235250, arrival_time=2021-04-10 02:41:00.835241, cost_time=0:00:00.411753 2021-04-10 02:40:59,892 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.37ms, fps=8772 images/s, loss=1.3893, top1-acc=68.30%, top5-acc=90.23%, remaining_time=0:00:00.703940, arrival_time=2021-04-10 02:41:00.596110, cost_time=0:00:00.703940 2021-04-10 02:41:00,187 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.26ms, fps=8693 images/s, loss=1.3848, top1-acc=68.15%, top5-acc=90.51%, remaining_time=0:00:00.332920, arrival_time=2021-04-10 02:41:00.519900, cost_time=0:00:00.998748 2021-04-10 02:41:00,458 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.06ms, fps=8547 images/s, loss=1.4067, top1-acc=68.07%, top5-acc=90.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:00.458713, cost_time=0:00:01.270497 2021-04-10 02:41:00,511 INFO : Epoch=0155 complete, best val top1-acc=68.60%, top5-acc=90.80% (epoch=152), remaining_time=0:22:52.121010, arrival_time=2021-04-10 03:03:52.632139, cost_time=1:18:46.194630 2021-04-10 02:41:00,511 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 02:41:02,182 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=0.49ms, fps=1533 images/s, loss=0.2471, top1-acc=92.77%, top5-acc=99.69%, remaining_time=0:00:31.064046, arrival_time=2021-04-10 02:41:33.246383, cost_time=0:00:01.670109 2021-04-10 02:41:03,644 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.2568, top1-acc=92.29%, top5-acc=99.63%, remaining_time=0:00:27.560544, arrival_time=2021-04-10 02:41:31.204594, cost_time=0:00:03.131878 2021-04-10 02:41:05,105 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.88ms, fps=1752 images/s, loss=0.2479, top1-acc=92.59%, top5-acc=99.66%, remaining_time=0:00:25.417754, arrival_time=2021-04-10 02:41:30.523419, cost_time=0:00:04.593563 2021-04-10 02:41:06,559 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.2546, top1-acc=92.40%, top5-acc=99.61%, remaining_time=0:00:23.585640, arrival_time=2021-04-10 02:41:30.145513, cost_time=0:00:06.047586 2021-04-10 02:41:08,014 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.2543, top1-acc=92.45%, top5-acc=99.62%, remaining_time=0:00:21.905402, arrival_time=2021-04-10 02:41:29.919368, cost_time=0:00:07.501828 2021-04-10 02:41:09,468 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.83ms, fps=1761 images/s, loss=0.2504, top1-acc=92.62%, top5-acc=99.62%, remaining_time=0:00:20.300312, arrival_time=2021-04-10 02:41:29.768431, cost_time=0:00:08.956024 2021-04-10 02:41:10,922 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.72ms, fps=1761 images/s, loss=0.2492, top1-acc=92.63%, top5-acc=99.64%, remaining_time=0:00:18.737964, arrival_time=2021-04-10 02:41:29.660006, cost_time=0:00:10.409945 2021-04-10 02:41:12,382 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.37ms, fps=1754 images/s, loss=0.2491, top1-acc=92.59%, top5-acc=99.65%, remaining_time=0:00:17.211384, arrival_time=2021-04-10 02:41:29.593382, cost_time=0:00:11.869903 2021-04-10 02:41:13,843 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.62ms, fps=1752 images/s, loss=0.2489, top1-acc=92.62%, top5-acc=99.65%, remaining_time=0:00:15.701780, arrival_time=2021-04-10 02:41:29.545646, cost_time=0:00:13.331693 2021-04-10 02:41:15,312 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.40ms, fps=1744 images/s, loss=0.2490, top1-acc=92.68%, top5-acc=99.63%, remaining_time=0:00:14.208192, arrival_time=2021-04-10 02:41:29.520510, cost_time=0:00:14.800210 2021-04-10 02:41:16,763 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.2487, top1-acc=92.62%, top5-acc=99.63%, remaining_time=0:00:12.705984, arrival_time=2021-04-10 02:41:29.469938, cost_time=0:00:16.251862 2021-04-10 02:41:18,225 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.85ms, fps=1752 images/s, loss=0.2482, top1-acc=92.65%, top5-acc=99.65%, remaining_time=0:00:11.218512, arrival_time=2021-04-10 02:41:29.444042, cost_time=0:00:17.713395 2021-04-10 02:41:19,682 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.45ms, fps=1758 images/s, loss=0.2482, top1-acc=92.64%, top5-acc=99.65%, remaining_time=0:00:09.732690, arrival_time=2021-04-10 02:41:29.415239, cost_time=0:00:19.170458 2021-04-10 02:41:21,138 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.88ms, fps=1759 images/s, loss=0.2480, top1-acc=92.61%, top5-acc=99.65%, remaining_time=0:00:08.250424, arrival_time=2021-04-10 02:41:29.388536, cost_time=0:00:20.626023 2021-04-10 02:41:22,592 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.2468, top1-acc=92.64%, top5-acc=99.66%, remaining_time=0:00:06.771338, arrival_time=2021-04-10 02:41:29.363961, cost_time=0:00:22.080401 2021-04-10 02:41:24,054 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=0.2468, top1-acc=92.64%, top5-acc=99.66%, remaining_time=0:00:05.297040, arrival_time=2021-04-10 02:41:29.351452, cost_time=0:00:23.542320 2021-04-10 02:41:25,523 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.17ms, fps=1743 images/s, loss=0.2476, top1-acc=92.57%, top5-acc=99.65%, remaining_time=0:00:03.825224, arrival_time=2021-04-10 02:41:29.348351, cost_time=0:00:25.011028 2021-04-10 02:41:26,980 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.31ms, fps=1757 images/s, loss=0.2480, top1-acc=92.53%, top5-acc=99.65%, remaining_time=0:00:02.352736, arrival_time=2021-04-10 02:41:29.333125, cost_time=0:00:26.468218 2021-04-10 02:41:28,455 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.43ms, fps=1737 images/s, loss=0.2490, top1-acc=92.49%, top5-acc=99.65%, remaining_time=0:00:00.882408, arrival_time=2021-04-10 02:41:29.337549, cost_time=0:00:27.942913 2021-04-10 02:41:29,254 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.24ms, fps=1703 images/s, loss=0.2493, top1-acc=92.47%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:29.254554, cost_time=0:00:28.742313 2021-04-10 02:41:29,634 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=4.33ms, fps=6778 images/s, loss=1.3740, top1-acc=67.66%, top5-acc=89.92%, remaining_time=0:00:01.133010, arrival_time=2021-04-10 02:41:30.767701, cost_time=0:00:00.377671 2021-04-10 02:41:29,934 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.28ms, fps=8557 images/s, loss=1.3366, top1-acc=68.34%, top5-acc=90.64%, remaining_time=0:00:00.677340, arrival_time=2021-04-10 02:41:30.611699, cost_time=0:00:00.677346 2021-04-10 02:41:30,234 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.77ms, fps=8550 images/s, loss=1.3613, top1-acc=67.88%, top5-acc=90.61%, remaining_time=0:00:00.325750, arrival_time=2021-04-10 02:41:30.560004, cost_time=0:00:00.977250 2021-04-10 02:41:30,507 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.06ms, fps=8506 images/s, loss=1.3399, top1-acc=68.17%, top5-acc=90.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:30.507420, cost_time=0:00:01.250462 2021-04-10 02:41:30,603 INFO : Epoch=0156 complete, best val top1-acc=68.60%, top5-acc=90.80% (epoch=152), remaining_time=0:22:21.516748, arrival_time=2021-04-10 03:03:52.119827, cost_time=1:19:16.286578 2021-04-10 02:41:30,603 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 02:41:32,245 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.53ms, fps=1560 images/s, loss=0.2376, top1-acc=93.24%, top5-acc=99.53%, remaining_time=0:00:30.520368, arrival_time=2021-04-10 02:42:02.765381, cost_time=0:00:01.640885 2021-04-10 02:41:33,703 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.56ms, fps=1756 images/s, loss=0.2355, top1-acc=93.18%, top5-acc=99.57%, remaining_time=0:00:27.273488, arrival_time=2021-04-10 02:42:00.976882, cost_time=0:00:03.099267 2021-04-10 02:41:35,163 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.56ms, fps=1754 images/s, loss=0.2269, top1-acc=93.45%, top5-acc=99.65%, remaining_time=0:00:25.227850, arrival_time=2021-04-10 02:42:00.391167, cost_time=0:00:04.559237 2021-04-10 02:41:36,617 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.39ms, fps=1761 images/s, loss=0.2213, top1-acc=93.64%, top5-acc=99.69%, remaining_time=0:00:23.452104, arrival_time=2021-04-10 02:42:00.069604, cost_time=0:00:06.013345 2021-04-10 02:41:38,073 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.2213, top1-acc=93.51%, top5-acc=99.70%, remaining_time=0:00:21.808750, arrival_time=2021-04-10 02:41:59.881664, cost_time=0:00:07.468763 2021-04-10 02:41:39,528 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.2208, top1-acc=93.58%, top5-acc=99.68%, remaining_time=0:00:20.228368, arrival_time=2021-04-10 02:41:59.756718, cost_time=0:00:08.924280 2021-04-10 02:41:40,990 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.45ms, fps=1752 images/s, loss=0.2237, top1-acc=93.49%, top5-acc=99.69%, remaining_time=0:00:18.694998, arrival_time=2021-04-10 02:41:59.685247, cost_time=0:00:10.386092 2021-04-10 02:41:42,446 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.2231, top1-acc=93.52%, top5-acc=99.71%, remaining_time=0:00:17.170668, arrival_time=2021-04-10 02:41:59.616682, cost_time=0:00:11.841878 2021-04-10 02:41:43,901 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.2230, top1-acc=93.55%, top5-acc=99.70%, remaining_time=0:00:15.661500, arrival_time=2021-04-10 02:41:59.563091, cost_time=0:00:13.297515 2021-04-10 02:41:45,354 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=2.16ms, fps=1762 images/s, loss=0.2231, top1-acc=93.49%, top5-acc=99.71%, remaining_time=0:00:14.160480, arrival_time=2021-04-10 02:41:59.515089, cost_time=0:00:14.750480 2021-04-10 02:41:46,819 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.99ms, fps=1748 images/s, loss=0.2241, top1-acc=93.41%, top5-acc=99.69%, remaining_time=0:00:12.677776, arrival_time=2021-04-10 02:41:59.497590, cost_time=0:00:16.215735 2021-04-10 02:41:48,281 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.2257, top1-acc=93.40%, top5-acc=99.68%, remaining_time=0:00:11.195712, arrival_time=2021-04-10 02:41:59.477280, cost_time=0:00:17.677405 2021-04-10 02:41:49,733 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.48ms, fps=1764 images/s, loss=0.2257, top1-acc=93.36%, top5-acc=99.68%, remaining_time=0:00:09.711900, arrival_time=2021-04-10 02:41:59.445546, cost_time=0:00:19.129510 2021-04-10 02:41:51,187 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.50ms, fps=1761 images/s, loss=0.2249, top1-acc=93.39%, top5-acc=99.69%, remaining_time=0:00:08.233456, arrival_time=2021-04-10 02:41:59.421146, cost_time=0:00:20.583616 2021-04-10 02:41:52,640 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.2266, top1-acc=93.32%, top5-acc=99.69%, remaining_time=0:00:06.757722, arrival_time=2021-04-10 02:41:59.397919, cost_time=0:00:22.036123 2021-04-10 02:41:54,100 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.2286, top1-acc=93.23%, top5-acc=99.69%, remaining_time=0:00:05.286636, arrival_time=2021-04-10 02:41:59.386982, cost_time=0:00:23.496231 2021-04-10 02:41:55,574 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.55ms, fps=1737 images/s, loss=0.2305, top1-acc=93.13%, top5-acc=99.69%, remaining_time=0:00:03.818984, arrival_time=2021-04-10 02:41:59.393303, cost_time=0:00:24.970246 2021-04-10 02:41:57,022 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.51ms, fps=1768 images/s, loss=0.2331, top1-acc=93.03%, top5-acc=99.69%, remaining_time=0:00:02.348320, arrival_time=2021-04-10 02:41:59.371020, cost_time=0:00:26.418626 2021-04-10 02:41:58,483 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.2341, top1-acc=92.99%, top5-acc=99.69%, remaining_time=0:00:00.880410, arrival_time=2021-04-10 02:41:59.364236, cost_time=0:00:27.879714 2021-04-10 02:41:59,316 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.42ms, fps=1723 images/s, loss=0.2350, top1-acc=92.97%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:59.316697, cost_time=0:00:28.712626 2021-04-10 02:41:59,732 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=5.51ms, fps=6179 images/s, loss=1.3793, top1-acc=68.24%, top5-acc=90.51%, remaining_time=0:00:01.242810, arrival_time=2021-04-10 02:42:00.975325, cost_time=0:00:00.414267 2021-04-10 02:42:00,027 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.55ms, fps=8695 images/s, loss=1.4065, top1-acc=67.68%, top5-acc=89.98%, remaining_time=0:00:00.709460, arrival_time=2021-04-10 02:42:00.737016, cost_time=0:00:00.709454 2021-04-10 02:42:00,323 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.76ms, fps=8668 images/s, loss=1.4277, top1-acc=67.38%, top5-acc=89.80%, remaining_time=0:00:00.335050, arrival_time=2021-04-10 02:42:00.658339, cost_time=0:00:01.005142 2021-04-10 02:42:00,596 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.07ms, fps=8492 images/s, loss=1.4168, top1-acc=67.36%, top5-acc=89.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:00.596913, cost_time=0:00:01.278834 2021-04-10 02:42:00,696 INFO : Epoch=0157 complete, best val top1-acc=68.60%, top5-acc=90.80% (epoch=152), remaining_time=0:21:50.919242, arrival_time=2021-04-10 03:03:51.615280, cost_time=1:19:46.379532 2021-04-10 02:42:00,696 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 02:42:02,347 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=0.36ms, fps=1552 images/s, loss=0.2143, top1-acc=94.02%, top5-acc=99.77%, remaining_time=0:00:30.685164, arrival_time=2021-04-10 02:42:33.032130, cost_time=0:00:01.649743 2021-04-10 02:42:03,817 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.49ms, fps=1742 images/s, loss=0.2253, top1-acc=93.38%, top5-acc=99.71%, remaining_time=0:00:27.457760, arrival_time=2021-04-10 02:42:31.275129, cost_time=0:00:03.120200 2021-04-10 02:42:05,275 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.2219, top1-acc=93.36%, top5-acc=99.74%, remaining_time=0:00:25.330438, arrival_time=2021-04-10 02:42:30.605398, cost_time=0:00:04.577799 2021-04-10 02:42:06,745 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.40ms, fps=1741 images/s, loss=0.2248, top1-acc=93.25%, top5-acc=99.70%, remaining_time=0:00:23.589540, arrival_time=2021-04-10 02:42:30.335240, cost_time=0:00:06.048610 2021-04-10 02:42:08,207 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=2.53ms, fps=1752 images/s, loss=0.2216, top1-acc=93.35%, top5-acc=99.73%, remaining_time=0:00:21.930514, arrival_time=2021-04-10 02:42:30.138081, cost_time=0:00:07.510430 2021-04-10 02:42:09,666 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.50ms, fps=1755 images/s, loss=0.2206, top1-acc=93.52%, top5-acc=99.71%, remaining_time=0:00:20.330912, arrival_time=2021-04-10 02:42:29.997573, cost_time=0:00:08.969511 2021-04-10 02:42:11,130 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.90ms, fps=1750 images/s, loss=0.2196, top1-acc=93.49%, top5-acc=99.73%, remaining_time=0:00:18.779544, arrival_time=2021-04-10 02:42:29.909715, cost_time=0:00:10.433088 2021-04-10 02:42:12,592 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.45ms, fps=1751 images/s, loss=0.2181, top1-acc=93.54%, top5-acc=99.75%, remaining_time=0:00:17.248388, arrival_time=2021-04-10 02:42:29.840950, cost_time=0:00:11.895469 2021-04-10 02:42:14,046 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=0.2202, top1-acc=93.41%, top5-acc=99.74%, remaining_time=0:00:15.722450, arrival_time=2021-04-10 02:42:29.768798, cost_time=0:00:13.349263 2021-04-10 02:42:15,506 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.2203, top1-acc=93.40%, top5-acc=99.75%, remaining_time=0:00:14.217024, arrival_time=2021-04-10 02:42:29.723544, cost_time=0:00:14.809368 2021-04-10 02:42:16,964 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=1.85ms, fps=1756 images/s, loss=0.2209, top1-acc=93.37%, top5-acc=99.75%, remaining_time=0:00:12.718196, arrival_time=2021-04-10 02:42:29.682736, cost_time=0:00:16.267439 2021-04-10 02:42:18,422 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.2214, top1-acc=93.33%, top5-acc=99.75%, remaining_time=0:00:11.225960, arrival_time=2021-04-10 02:42:29.648300, cost_time=0:00:17.725240 2021-04-10 02:42:19,870 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.33ms, fps=1768 images/s, loss=0.2213, top1-acc=93.36%, top5-acc=99.74%, remaining_time=0:00:09.734208, arrival_time=2021-04-10 02:42:29.604696, cost_time=0:00:19.173405 2021-04-10 02:42:21,332 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.90ms, fps=1759 images/s, loss=0.2227, top1-acc=93.30%, top5-acc=99.74%, remaining_time=0:00:08.254344, arrival_time=2021-04-10 02:42:29.587294, cost_time=0:00:20.635863 2021-04-10 02:42:22,783 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.2237, top1-acc=93.32%, top5-acc=99.73%, remaining_time=0:00:06.773178, arrival_time=2021-04-10 02:42:29.556824, cost_time=0:00:22.086522 2021-04-10 02:42:24,246 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=2.09ms, fps=1751 images/s, loss=0.2244, top1-acc=93.31%, top5-acc=99.73%, remaining_time=0:00:05.298552, arrival_time=2021-04-10 02:42:29.544864, cost_time=0:00:23.549183 2021-04-10 02:42:25,696 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.68ms, fps=1767 images/s, loss=0.2252, top1-acc=93.28%, top5-acc=99.72%, remaining_time=0:00:03.823378, arrival_time=2021-04-10 02:42:29.519562, cost_time=0:00:24.999059 2021-04-10 02:42:27,153 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.82ms, fps=1758 images/s, loss=0.2254, top1-acc=93.26%, top5-acc=99.71%, remaining_time=0:00:02.351648, arrival_time=2021-04-10 02:42:29.504793, cost_time=0:00:26.456056 2021-04-10 02:42:28,616 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.25ms, fps=1750 images/s, loss=0.2256, top1-acc=93.27%, top5-acc=99.70%, remaining_time=0:00:00.881664, arrival_time=2021-04-10 02:42:29.498188, cost_time=0:00:27.919370 2021-04-10 02:42:29,399 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.28ms, fps=1738 images/s, loss=0.2272, top1-acc=93.21%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:29.399306, cost_time=0:00:28.702229 2021-04-10 02:42:29,829 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=2.66ms, fps=5971 images/s, loss=1.2851, top1-acc=69.77%, top5-acc=91.56%, remaining_time=0:00:01.286160, arrival_time=2021-04-10 02:42:31.115638, cost_time=0:00:00.428723 2021-04-10 02:42:30,123 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.19ms, fps=8726 images/s, loss=1.3342, top1-acc=69.24%, top5-acc=90.90%, remaining_time=0:00:00.722560, arrival_time=2021-04-10 02:42:30.845834, cost_time=0:00:00.722558 2021-04-10 02:42:30,416 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.46ms, fps=8731 images/s, loss=1.3432, top1-acc=68.53%, top5-acc=90.86%, remaining_time=0:00:00.338700, arrival_time=2021-04-10 02:42:30.755506, cost_time=0:00:01.016090 2021-04-10 02:42:30,688 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.06ms, fps=8565 images/s, loss=1.3471, top1-acc=68.76%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:30.687998, cost_time=0:00:01.287303 2021-04-10 02:42:30,792 INFO : Epoch=0158 complete, best val top1-acc=68.76%, top5-acc=90.84% (epoch=158), remaining_time=0:21:20.329134, arrival_time=2021-04-10 03:03:51.121865, cost_time=1:20:16.476221 2021-04-10 02:42:30,793 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 02:42:32,488 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.38ms, fps=1510 images/s, loss=0.1976, top1-acc=94.30%, top5-acc=99.80%, remaining_time=0:00:31.523838, arrival_time=2021-04-10 02:43:04.012371, cost_time=0:00:01.694827 2021-04-10 02:42:33,946 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.2016, top1-acc=94.30%, top5-acc=99.77%, remaining_time=0:00:27.741824, arrival_time=2021-04-10 02:43:01.687980, cost_time=0:00:03.152472 2021-04-10 02:42:35,411 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.88ms, fps=1748 images/s, loss=0.2000, top1-acc=94.36%, top5-acc=99.79%, remaining_time=0:00:25.549060, arrival_time=2021-04-10 02:43:00.960049, cost_time=0:00:04.617300 2021-04-10 02:42:36,876 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=2.27ms, fps=1748 images/s, loss=0.2030, top1-acc=94.23%, top5-acc=99.76%, remaining_time=0:00:23.721672, arrival_time=2021-04-10 02:43:00.597942, cost_time=0:00:06.082500 2021-04-10 02:42:38,329 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=2.24ms, fps=1763 images/s, loss=0.2023, top1-acc=94.27%, top5-acc=99.70%, remaining_time=0:00:22.003952, arrival_time=2021-04-10 02:43:00.333305, cost_time=0:00:07.535581 2021-04-10 02:42:39,783 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.58ms, fps=1762 images/s, loss=0.2019, top1-acc=94.31%, top5-acc=99.71%, remaining_time=0:00:20.375656, arrival_time=2021-04-10 02:43:00.158685, cost_time=0:00:08.989284 2021-04-10 02:42:41,249 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.54ms, fps=1747 images/s, loss=0.2019, top1-acc=94.30%, top5-acc=99.73%, remaining_time=0:00:18.819864, arrival_time=2021-04-10 02:43:00.069058, cost_time=0:00:10.455455 2021-04-10 02:42:42,711 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.31ms, fps=1752 images/s, loss=0.2009, top1-acc=94.29%, top5-acc=99.74%, remaining_time=0:00:17.280056, arrival_time=2021-04-10 02:42:59.991141, cost_time=0:00:11.917308 2021-04-10 02:42:44,169 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.51ms, fps=1757 images/s, loss=0.2049, top1-acc=94.11%, top5-acc=99.73%, remaining_time=0:00:15.753084, arrival_time=2021-04-10 02:42:59.922094, cost_time=0:00:13.375271 2021-04-10 02:42:45,633 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.74ms, fps=1749 images/s, loss=0.2067, top1-acc=94.00%, top5-acc=99.73%, remaining_time=0:00:14.246016, arrival_time=2021-04-10 02:42:59.879318, cost_time=0:00:14.839599 2021-04-10 02:42:47,086 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.2069, top1-acc=93.96%, top5-acc=99.73%, remaining_time=0:00:12.738320, arrival_time=2021-04-10 02:42:59.825162, cost_time=0:00:16.293155 2021-04-10 02:42:48,542 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.83ms, fps=1759 images/s, loss=0.2080, top1-acc=93.96%, top5-acc=99.72%, remaining_time=0:00:11.241008, arrival_time=2021-04-10 02:42:59.783741, cost_time=0:00:17.748967 2021-04-10 02:42:50,012 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.58ms, fps=1743 images/s, loss=0.2077, top1-acc=93.98%, top5-acc=99.74%, remaining_time=0:00:09.757044, arrival_time=2021-04-10 02:42:59.769203, cost_time=0:00:19.218440 2021-04-10 02:42:51,473 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=0.2085, top1-acc=93.99%, top5-acc=99.73%, remaining_time=0:00:08.272096, arrival_time=2021-04-10 02:42:59.746041, cost_time=0:00:20.680261 2021-04-10 02:42:52,935 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=2.14ms, fps=1752 images/s, loss=0.2083, top1-acc=94.00%, top5-acc=99.74%, remaining_time=0:00:06.790060, arrival_time=2021-04-10 02:42:59.725239, cost_time=0:00:22.141449 2021-04-10 02:42:54,393 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.64ms, fps=1757 images/s, loss=0.2086, top1-acc=93.94%, top5-acc=99.75%, remaining_time=0:00:05.309856, arrival_time=2021-04-10 02:42:59.702932, cost_time=0:00:23.599338 2021-04-10 02:42:55,838 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.64ms, fps=1771 images/s, loss=0.2091, top1-acc=93.93%, top5-acc=99.74%, remaining_time=0:00:03.830424, arrival_time=2021-04-10 02:42:59.669182, cost_time=0:00:25.045028 2021-04-10 02:42:57,299 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.2092, top1-acc=93.91%, top5-acc=99.75%, remaining_time=0:00:02.356080, arrival_time=2021-04-10 02:42:59.655597, cost_time=0:00:26.505832 2021-04-10 02:42:58,753 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.25ms, fps=1762 images/s, loss=0.2100, top1-acc=93.89%, top5-acc=99.73%, remaining_time=0:00:00.882924, arrival_time=2021-04-10 02:42:59.635892, cost_time=0:00:27.959286 2021-04-10 02:42:59,543 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.44ms, fps=1722 images/s, loss=0.2107, top1-acc=93.88%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:59.543324, cost_time=0:00:28.749593 2021-04-10 02:42:59,963 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=4.93ms, fps=6130 images/s, loss=1.3306, top1-acc=69.41%, top5-acc=90.86%, remaining_time=0:00:01.252890, arrival_time=2021-04-10 02:43:01.216007, cost_time=0:00:00.417634 2021-04-10 02:43:00,260 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.64ms, fps=8628 images/s, loss=1.3441, top1-acc=68.85%, top5-acc=90.84%, remaining_time=0:00:00.714820, arrival_time=2021-04-10 02:43:00.975101, cost_time=0:00:00.714812 2021-04-10 02:43:00,556 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.34ms, fps=8664 images/s, loss=1.3521, top1-acc=68.70%, top5-acc=90.86%, remaining_time=0:00:00.336930, arrival_time=2021-04-10 02:43:00.893243, cost_time=0:00:01.010786 2021-04-10 02:43:00,830 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=8495 images/s, loss=1.3475, top1-acc=68.84%, top5-acc=90.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:00.829970, cost_time=0:00:01.284536 2021-04-10 02:43:01,201 INFO : Epoch=0159 complete, best val top1-acc=68.84%, top5-acc=90.80% (epoch=159), remaining_time=0:20:49.825673, arrival_time=2021-04-10 03:03:51.027167, cost_time=1:20:46.884916 2021-04-10 02:43:01,202 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:43:02,889 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.46ms, fps=1518 images/s, loss=0.2010, top1-acc=93.71%, top5-acc=99.88%, remaining_time=0:00:31.373736, arrival_time=2021-04-10 02:43:34.263402, cost_time=0:00:01.686760 2021-04-10 02:43:04,359 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.64ms, fps=1743 images/s, loss=0.2013, top1-acc=94.02%, top5-acc=99.79%, remaining_time=0:00:27.773856, arrival_time=2021-04-10 02:43:32.132985, cost_time=0:00:03.156121 2021-04-10 02:43:05,819 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=0.1973, top1-acc=94.21%, top5-acc=99.79%, remaining_time=0:00:25.546404, arrival_time=2021-04-10 02:43:31.366025, cost_time=0:00:04.616830 2021-04-10 02:43:07,273 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.1944, top1-acc=94.37%, top5-acc=99.76%, remaining_time=0:00:23.676900, arrival_time=2021-04-10 02:43:30.950681, cost_time=0:00:06.071006 2021-04-10 02:43:08,725 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.39ms, fps=1764 images/s, loss=0.1959, top1-acc=94.25%, top5-acc=99.77%, remaining_time=0:00:21.965554, arrival_time=2021-04-10 02:43:30.690784, cost_time=0:00:07.522459 2021-04-10 02:43:10,191 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=0.1978, top1-acc=94.24%, top5-acc=99.76%, remaining_time=0:00:20.375112, arrival_time=2021-04-10 02:43:30.566899, cost_time=0:00:08.989016 2021-04-10 02:43:11,651 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.30ms, fps=1754 images/s, loss=0.1993, top1-acc=94.26%, top5-acc=99.75%, remaining_time=0:00:18.808398, arrival_time=2021-04-10 02:43:30.460317, cost_time=0:00:10.449099 2021-04-10 02:43:13,124 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=2.03ms, fps=1739 images/s, loss=0.1995, top1-acc=94.25%, top5-acc=99.73%, remaining_time=0:00:17.286668, arrival_time=2021-04-10 02:43:30.411409, cost_time=0:00:11.921864 2021-04-10 02:43:14,578 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.2012, top1-acc=94.21%, top5-acc=99.71%, remaining_time=0:00:15.753402, arrival_time=2021-04-10 02:43:30.331696, cost_time=0:00:13.375506 2021-04-10 02:43:16,028 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.36ms, fps=1766 images/s, loss=0.2000, top1-acc=94.27%, top5-acc=99.72%, remaining_time=0:00:14.232480, arrival_time=2021-04-10 02:43:30.260750, cost_time=0:00:14.825495 2021-04-10 02:43:17,487 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.52ms, fps=1755 images/s, loss=0.1985, top1-acc=94.32%, top5-acc=99.73%, remaining_time=0:00:12.731440, arrival_time=2021-04-10 02:43:30.218592, cost_time=0:00:16.284376 2021-04-10 02:43:18,948 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.43ms, fps=1752 images/s, loss=0.1989, top1-acc=94.33%, top5-acc=99.74%, remaining_time=0:00:11.239108, arrival_time=2021-04-10 02:43:30.187894, cost_time=0:00:17.745940 2021-04-10 02:43:20,408 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.46ms, fps=1755 images/s, loss=0.1982, top1-acc=94.34%, top5-acc=99.75%, remaining_time=0:00:09.750444, arrival_time=2021-04-10 02:43:30.158612, cost_time=0:00:19.205361 2021-04-10 02:43:21,860 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.87ms, fps=1763 images/s, loss=0.1996, top1-acc=94.24%, top5-acc=99.75%, remaining_time=0:00:08.263136, arrival_time=2021-04-10 02:43:30.123707, cost_time=0:00:20.657771 2021-04-10 02:43:23,319 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.1989, top1-acc=94.25%, top5-acc=99.76%, remaining_time=0:00:06.782424, arrival_time=2021-04-10 02:43:30.101771, cost_time=0:00:22.116574 2021-04-10 02:43:24,766 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.40ms, fps=1770 images/s, loss=0.2002, top1-acc=94.17%, top5-acc=99.74%, remaining_time=0:00:05.301792, arrival_time=2021-04-10 02:43:30.068024, cost_time=0:00:23.563461 2021-04-10 02:43:26,254 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.42ms, fps=1721 images/s, loss=0.2010, top1-acc=94.15%, top5-acc=99.74%, remaining_time=0:00:03.831412, arrival_time=2021-04-10 02:43:30.085696, cost_time=0:00:25.051511 2021-04-10 02:43:27,723 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.90ms, fps=1742 images/s, loss=0.2006, top1-acc=94.16%, top5-acc=99.74%, remaining_time=0:00:02.357424, arrival_time=2021-04-10 02:43:30.081292, cost_time=0:00:26.521092 2021-04-10 02:43:29,193 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.27ms, fps=1743 images/s, loss=0.2016, top1-acc=94.09%, top5-acc=99.74%, remaining_time=0:00:00.883896, arrival_time=2021-04-10 02:43:30.076782, cost_time=0:00:27.989982 2021-04-10 02:43:29,979 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.42ms, fps=1730 images/s, loss=0.2026, top1-acc=94.07%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:29.979666, cost_time=0:00:28.776821 2021-04-10 02:43:30,386 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=3.47ms, fps=6319 images/s, loss=1.3111, top1-acc=70.39%, top5-acc=90.90%, remaining_time=0:00:01.215300, arrival_time=2021-04-10 02:43:31.601611, cost_time=0:00:00.405105 2021-04-10 02:43:30,680 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=2.10ms, fps=8728 images/s, loss=1.3659, top1-acc=69.26%, top5-acc=90.88%, remaining_time=0:00:00.698780, arrival_time=2021-04-10 02:43:31.378763, cost_time=0:00:00.698783 2021-04-10 02:43:30,974 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.44ms, fps=8695 images/s, loss=1.3694, top1-acc=69.22%, top5-acc=90.78%, remaining_time=0:00:00.331180, arrival_time=2021-04-10 02:43:31.305914, cost_time=0:00:00.993538 2021-04-10 02:43:31,246 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.07ms, fps=8535 images/s, loss=1.3714, top1-acc=69.33%, top5-acc=91.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:31.246874, cost_time=0:00:01.265690 2021-04-10 02:43:31,368 INFO : Epoch=0160 complete, best val top1-acc=69.33%, top5-acc=91.07% (epoch=160), remaining_time=0:20:19.262880, arrival_time=2021-04-10 03:03:50.630971, cost_time=1:21:17.051575 2021-04-10 02:43:31,368 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:43:33,019 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.90ms, fps=1552 images/s, loss=0.1938, top1-acc=93.95%, top5-acc=99.88%, remaining_time=0:00:30.687954, arrival_time=2021-04-10 02:44:03.707103, cost_time=0:00:01.649894 2021-04-10 02:43:34,478 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.47ms, fps=1756 images/s, loss=0.1912, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:00:27.357968, arrival_time=2021-04-10 02:44:01.836062, cost_time=0:00:03.108859 2021-04-10 02:43:35,940 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=2.11ms, fps=1752 images/s, loss=0.1926, top1-acc=94.44%, top5-acc=99.79%, remaining_time=0:00:25.292756, arrival_time=2021-04-10 02:44:01.232815, cost_time=0:00:04.570965 2021-04-10 02:43:37,400 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.47ms, fps=1754 images/s, loss=0.1946, top1-acc=94.41%, top5-acc=99.79%, remaining_time=0:00:23.520120, arrival_time=2021-04-10 02:44:00.920081, cost_time=0:00:06.030791 2021-04-10 02:43:38,852 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.1922, top1-acc=94.50%, top5-acc=99.80%, remaining_time=0:00:21.852112, arrival_time=2021-04-10 02:44:00.704877, cost_time=0:00:07.483623 2021-04-10 02:43:40,310 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1894, top1-acc=94.60%, top5-acc=99.79%, remaining_time=0:00:20.267128, arrival_time=2021-04-10 02:44:00.577609, cost_time=0:00:08.941393 2021-04-10 02:43:41,772 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.83ms, fps=1752 images/s, loss=0.1880, top1-acc=94.69%, top5-acc=99.78%, remaining_time=0:00:18.725868, arrival_time=2021-04-10 02:44:00.498185, cost_time=0:00:10.403232 2021-04-10 02:43:43,232 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.61ms, fps=1754 images/s, loss=0.1877, top1-acc=94.69%, top5-acc=99.79%, remaining_time=0:00:17.201408, arrival_time=2021-04-10 02:44:00.433502, cost_time=0:00:11.863005 2021-04-10 02:43:44,697 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.95ms, fps=1747 images/s, loss=0.1882, top1-acc=94.67%, top5-acc=99.78%, remaining_time=0:00:15.698176, arrival_time=2021-04-10 02:44:00.396022, cost_time=0:00:13.328680 2021-04-10 02:43:46,155 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.1881, top1-acc=94.73%, top5-acc=99.79%, remaining_time=0:00:14.194944, arrival_time=2021-04-10 02:44:00.350489, cost_time=0:00:14.786445 2021-04-10 02:43:47,614 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.63ms, fps=1755 images/s, loss=0.1886, top1-acc=94.67%, top5-acc=99.79%, remaining_time=0:00:12.700824, arrival_time=2021-04-10 02:44:00.315178, cost_time=0:00:16.245267 2021-04-10 02:43:49,075 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.38ms, fps=1752 images/s, loss=0.1894, top1-acc=94.65%, top5-acc=99.79%, remaining_time=0:00:11.214332, arrival_time=2021-04-10 02:44:00.290258, cost_time=0:00:17.706836 2021-04-10 02:43:50,533 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=2.55ms, fps=1757 images/s, loss=0.1883, top1-acc=94.69%, top5-acc=99.80%, remaining_time=0:00:09.729654, arrival_time=2021-04-10 02:44:00.263221, cost_time=0:00:19.164439 2021-04-10 02:43:52,014 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.92ms, fps=1729 images/s, loss=0.1875, top1-acc=94.70%, top5-acc=99.80%, remaining_time=0:00:08.258320, arrival_time=2021-04-10 02:44:00.273190, cost_time=0:00:20.645783 2021-04-10 02:43:53,463 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.43ms, fps=1767 images/s, loss=0.1877, top1-acc=94.69%, top5-acc=99.80%, remaining_time=0:00:06.775708, arrival_time=2021-04-10 02:44:00.239557, cost_time=0:00:22.094677 2021-04-10 02:43:54,940 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.44ms, fps=1734 images/s, loss=0.1876, top1-acc=94.67%, top5-acc=99.79%, remaining_time=0:00:05.303556, arrival_time=2021-04-10 02:44:00.244147, cost_time=0:00:23.571374 2021-04-10 02:43:56,403 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.84ms, fps=1751 images/s, loss=0.1881, top1-acc=94.68%, top5-acc=99.79%, remaining_time=0:00:03.828734, arrival_time=2021-04-10 02:44:00.231966, cost_time=0:00:25.034107 2021-04-10 02:43:57,859 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.58ms, fps=1759 images/s, loss=0.1888, top1-acc=94.64%, top5-acc=99.80%, remaining_time=0:00:02.354672, arrival_time=2021-04-10 02:44:00.213960, cost_time=0:00:26.490056 2021-04-10 02:43:59,331 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.20ms, fps=1739 images/s, loss=0.1898, top1-acc=94.59%, top5-acc=99.79%, remaining_time=0:00:00.883032, arrival_time=2021-04-10 02:44:00.214825, cost_time=0:00:27.962695 2021-04-10 02:44:00,116 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.38ms, fps=1733 images/s, loss=0.1900, top1-acc=94.58%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:00.116849, cost_time=0:00:28.747731 2021-04-10 02:44:00,499 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=2.69ms, fps=6721 images/s, loss=1.4124, top1-acc=68.20%, top5-acc=90.43%, remaining_time=0:00:01.142730, arrival_time=2021-04-10 02:44:01.642081, cost_time=0:00:00.380906 2021-04-10 02:44:00,790 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.81ms, fps=8812 images/s, loss=1.3968, top1-acc=68.81%, top5-acc=90.45%, remaining_time=0:00:00.671800, arrival_time=2021-04-10 02:44:01.462070, cost_time=0:00:00.671792 2021-04-10 02:44:01,082 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.36ms, fps=8778 images/s, loss=1.3787, top1-acc=68.87%, top5-acc=90.26%, remaining_time=0:00:00.321290, arrival_time=2021-04-10 02:44:01.403612, cost_time=0:00:00.963880 2021-04-10 02:44:01,355 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.06ms, fps=8516 images/s, loss=1.4073, top1-acc=68.54%, top5-acc=90.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:01.355061, cost_time=0:00:01.236644 2021-04-10 02:44:01,450 INFO : Epoch=0161 complete, best val top1-acc=69.33%, top5-acc=91.07% (epoch=160), remaining_time=0:19:48.684666, arrival_time=2021-04-10 03:03:50.135358, cost_time=1:21:47.134184 2021-04-10 02:44:01,451 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:44:03,134 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=0.34ms, fps=1522 images/s, loss=0.1804, top1-acc=95.04%, top5-acc=99.88%, remaining_time=0:00:31.286130, arrival_time=2021-04-10 02:44:34.420218, cost_time=0:00:01.682049 2021-04-10 02:44:04,605 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.47ms, fps=1741 images/s, loss=0.1807, top1-acc=94.94%, top5-acc=99.77%, remaining_time=0:00:27.748688, arrival_time=2021-04-10 02:44:32.353741, cost_time=0:00:03.153255 2021-04-10 02:44:06,059 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.1776, top1-acc=95.04%, top5-acc=99.80%, remaining_time=0:00:25.496106, arrival_time=2021-04-10 02:44:31.555610, cost_time=0:00:04.607718 2021-04-10 02:44:07,520 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=0.1803, top1-acc=94.85%, top5-acc=99.81%, remaining_time=0:00:23.668632, arrival_time=2021-04-10 02:44:31.189246, cost_time=0:00:06.068889 2021-04-10 02:44:08,992 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=2.85ms, fps=1740 images/s, loss=0.1771, top1-acc=95.00%, top5-acc=99.83%, remaining_time=0:00:22.017676, arrival_time=2021-04-10 02:44:31.009793, cost_time=0:00:07.540320 2021-04-10 02:44:10,453 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.52ms, fps=1753 images/s, loss=0.1754, top1-acc=95.03%, top5-acc=99.85%, remaining_time=0:00:20.402992, arrival_time=2021-04-10 02:44:30.856025, cost_time=0:00:09.001300 2021-04-10 02:44:11,914 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.1758, top1-acc=94.99%, top5-acc=99.85%, remaining_time=0:00:18.831834, arrival_time=2021-04-10 02:44:30.745764, cost_time=0:00:10.462134 2021-04-10 02:44:13,365 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.44ms, fps=1765 images/s, loss=0.1755, top1-acc=95.05%, top5-acc=99.85%, remaining_time=0:00:17.274372, arrival_time=2021-04-10 02:44:30.639418, cost_time=0:00:11.913322 2021-04-10 02:44:14,835 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.69ms, fps=1742 images/s, loss=0.1763, top1-acc=94.99%, top5-acc=99.84%, remaining_time=0:00:15.762730, arrival_time=2021-04-10 02:44:30.598019, cost_time=0:00:13.383456 2021-04-10 02:44:16,300 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.75ms, fps=1748 images/s, loss=0.1760, top1-acc=95.00%, top5-acc=99.84%, remaining_time=0:00:14.255136, arrival_time=2021-04-10 02:44:30.556042, cost_time=0:00:14.849134 2021-04-10 02:44:17,762 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.50ms, fps=1752 images/s, loss=0.1749, top1-acc=95.03%, top5-acc=99.85%, remaining_time=0:00:12.751908, arrival_time=2021-04-10 02:44:30.514293, cost_time=0:00:16.310621 2021-04-10 02:44:19,218 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.1765, top1-acc=94.96%, top5-acc=99.85%, remaining_time=0:00:11.252484, arrival_time=2021-04-10 02:44:30.471309, cost_time=0:00:17.767108 2021-04-10 02:44:20,682 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.84ms, fps=1750 images/s, loss=0.1771, top1-acc=94.90%, top5-acc=99.84%, remaining_time=0:00:09.762984, arrival_time=2021-04-10 02:44:30.444962, cost_time=0:00:19.230181 2021-04-10 02:44:22,135 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.86ms, fps=1762 images/s, loss=0.1777, top1-acc=94.87%, top5-acc=99.85%, remaining_time=0:00:08.273384, arrival_time=2021-04-10 02:44:30.408615, cost_time=0:00:20.683472 2021-04-10 02:44:23,617 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.67ms, fps=1728 images/s, loss=0.1784, top1-acc=94.83%, top5-acc=99.85%, remaining_time=0:00:06.797512, arrival_time=2021-04-10 02:44:30.415092, cost_time=0:00:22.165805 2021-04-10 02:44:25,080 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.68ms, fps=1751 images/s, loss=0.1786, top1-acc=94.83%, top5-acc=99.85%, remaining_time=0:00:05.316444, arrival_time=2021-04-10 02:44:30.396841, cost_time=0:00:23.628600 2021-04-10 02:44:26,539 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.1805, top1-acc=94.75%, top5-acc=99.83%, remaining_time=0:00:03.836976, arrival_time=2021-04-10 02:44:30.376693, cost_time=0:00:25.087927 2021-04-10 02:44:28,005 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.1810, top1-acc=94.72%, top5-acc=99.84%, remaining_time=0:00:02.360304, arrival_time=2021-04-10 02:44:30.365587, cost_time=0:00:26.553509 2021-04-10 02:44:29,465 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.22ms, fps=1754 images/s, loss=0.1812, top1-acc=94.75%, top5-acc=99.83%, remaining_time=0:00:00.884646, arrival_time=2021-04-10 02:44:30.350215, cost_time=0:00:28.013852 2021-04-10 02:44:30,252 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.43ms, fps=1728 images/s, loss=0.1818, top1-acc=94.73%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:30.252904, cost_time=0:00:28.801116 2021-04-10 02:44:30,662 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.20ms, fps=6269 images/s, loss=1.4073, top1-acc=68.59%, top5-acc=90.12%, remaining_time=0:00:01.225050, arrival_time=2021-04-10 02:44:31.887804, cost_time=0:00:00.408348 2021-04-10 02:44:30,949 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.19ms, fps=8956 images/s, loss=1.3544, top1-acc=69.20%, top5-acc=90.45%, remaining_time=0:00:00.694520, arrival_time=2021-04-10 02:44:31.643489, cost_time=0:00:00.694519 2021-04-10 02:44:31,247 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.32ms, fps=8594 images/s, loss=1.3525, top1-acc=69.10%, top5-acc=90.47%, remaining_time=0:00:00.330960, arrival_time=2021-04-10 02:44:31.578246, cost_time=0:00:00.992886 2021-04-10 02:44:31,521 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.08ms, fps=8462 images/s, loss=1.3545, top1-acc=69.48%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:31.521752, cost_time=0:00:01.267362 2021-04-10 02:44:31,659 INFO : Epoch=0162 complete, best val top1-acc=69.48%, top5-acc=90.88% (epoch=162), remaining_time=0:19:18.142150, arrival_time=2021-04-10 03:03:49.801550, cost_time=1:22:17.342858 2021-04-10 02:44:31,660 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:44:33,334 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.24ms, fps=1530 images/s, loss=0.1821, top1-acc=95.16%, top5-acc=99.69%, remaining_time=0:00:31.125612, arrival_time=2021-04-10 02:45:04.460128, cost_time=0:00:01.673417 2021-04-10 02:44:34,791 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.1674, top1-acc=95.66%, top5-acc=99.82%, remaining_time=0:00:27.548048, arrival_time=2021-04-10 02:45:02.339675, cost_time=0:00:03.130458 2021-04-10 02:44:36,252 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.89ms, fps=1753 images/s, loss=0.1725, top1-acc=95.36%, top5-acc=99.80%, remaining_time=0:00:25.407296, arrival_time=2021-04-10 02:45:01.660049, cost_time=0:00:04.591669 2021-04-10 02:44:37,710 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.61ms, fps=1757 images/s, loss=0.1675, top1-acc=95.52%, top5-acc=99.84%, remaining_time=0:00:23.591100, arrival_time=2021-04-10 02:45:01.301103, cost_time=0:00:06.048983 2021-04-10 02:44:39,169 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.1669, top1-acc=95.45%, top5-acc=99.84%, remaining_time=0:00:21.924966, arrival_time=2021-04-10 02:45:01.094704, cost_time=0:00:07.508564 2021-04-10 02:44:40,627 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.1685, top1-acc=95.42%, top5-acc=99.86%, remaining_time=0:00:20.323432, arrival_time=2021-04-10 02:45:00.950725, cost_time=0:00:08.966242 2021-04-10 02:44:42,094 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.56ms, fps=1746 images/s, loss=0.1701, top1-acc=95.41%, top5-acc=99.85%, remaining_time=0:00:18.779544, arrival_time=2021-04-10 02:45:00.873662, cost_time=0:00:10.433104 2021-04-10 02:44:43,548 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.46ms, fps=1761 images/s, loss=0.1690, top1-acc=95.42%, top5-acc=99.85%, remaining_time=0:00:17.236208, arrival_time=2021-04-10 02:45:00.784241, cost_time=0:00:11.887019 2021-04-10 02:44:45,010 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.55ms, fps=1751 images/s, loss=0.1697, top1-acc=95.33%, top5-acc=99.84%, remaining_time=0:00:15.722662, arrival_time=2021-04-10 02:45:00.733157, cost_time=0:00:13.349409 2021-04-10 02:44:46,470 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.78ms, fps=1754 images/s, loss=0.1702, top1-acc=95.32%, top5-acc=99.84%, remaining_time=0:00:14.217312, arrival_time=2021-04-10 02:45:00.687998, cost_time=0:00:14.809664 2021-04-10 02:44:47,923 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.35ms, fps=1763 images/s, loss=0.1691, top1-acc=95.33%, top5-acc=99.84%, remaining_time=0:00:12.714326, arrival_time=2021-04-10 02:45:00.637815, cost_time=0:00:16.262473 2021-04-10 02:44:49,378 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.89ms, fps=1761 images/s, loss=0.1698, top1-acc=95.32%, top5-acc=99.85%, remaining_time=0:00:11.220716, arrival_time=2021-04-10 02:45:00.598678, cost_time=0:00:17.716894 2021-04-10 02:44:50,838 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.1703, top1-acc=95.29%, top5-acc=99.86%, remaining_time=0:00:09.736452, arrival_time=2021-04-10 02:45:00.575312, cost_time=0:00:19.177844 2021-04-10 02:44:52,286 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.32ms, fps=1769 images/s, loss=0.1695, top1-acc=95.33%, top5-acc=99.86%, remaining_time=0:00:08.250088, arrival_time=2021-04-10 02:45:00.536347, cost_time=0:00:20.625198 2021-04-10 02:44:53,743 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.1705, top1-acc=95.29%, top5-acc=99.86%, remaining_time=0:00:06.771936, arrival_time=2021-04-10 02:45:00.515367, cost_time=0:00:22.082362 2021-04-10 02:44:55,203 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.1712, top1-acc=95.24%, top5-acc=99.86%, remaining_time=0:00:05.297004, arrival_time=2021-04-10 02:45:00.500301, cost_time=0:00:23.542282 2021-04-10 02:44:56,658 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.1709, top1-acc=95.27%, top5-acc=99.86%, remaining_time=0:00:03.823092, arrival_time=2021-04-10 02:45:00.481207, cost_time=0:00:24.997101 2021-04-10 02:44:58,119 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.61ms, fps=1753 images/s, loss=0.1709, top1-acc=95.25%, top5-acc=99.86%, remaining_time=0:00:02.351808, arrival_time=2021-04-10 02:45:00.470791, cost_time=0:00:26.457890 2021-04-10 02:44:59,579 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.24ms, fps=1753 images/s, loss=0.1709, top1-acc=95.27%, top5-acc=99.86%, remaining_time=0:00:00.881634, arrival_time=2021-04-10 02:45:00.461101, cost_time=0:00:27.918452 2021-04-10 02:45:00,363 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.23ms, fps=1734 images/s, loss=0.1713, top1-acc=95.25%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:00.363910, cost_time=0:00:28.702903 2021-04-10 02:45:00,749 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=3.47ms, fps=6664 images/s, loss=1.3463, top1-acc=70.08%, top5-acc=90.90%, remaining_time=0:00:01.152420, arrival_time=2021-04-10 02:45:01.901829, cost_time=0:00:00.384145 2021-04-10 02:45:01,045 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=0.44ms, fps=8672 images/s, loss=1.3977, top1-acc=69.16%, top5-acc=90.41%, remaining_time=0:00:00.679800, arrival_time=2021-04-10 02:45:01.724879, cost_time=0:00:00.679801 2021-04-10 02:45:01,342 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.68ms, fps=8619 images/s, loss=1.3601, top1-acc=69.93%, top5-acc=90.73%, remaining_time=0:00:00.325770, arrival_time=2021-04-10 02:45:01.668350, cost_time=0:00:00.977312 2021-04-10 02:45:01,615 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=8500 images/s, loss=1.3615, top1-acc=69.55%, top5-acc=90.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:01.615932, cost_time=0:00:01.250724 2021-04-10 02:45:01,771 INFO : Epoch=0163 complete, best val top1-acc=69.55%, top5-acc=90.69% (epoch=163), remaining_time=0:18:47.581808, arrival_time=2021-04-10 03:03:49.353355, cost_time=1:22:47.455029 2021-04-10 02:45:01,772 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:45:03,485 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.34ms, fps=1494 images/s, loss=0.1555, top1-acc=95.82%, top5-acc=99.88%, remaining_time=0:00:31.866822, arrival_time=2021-04-10 02:45:35.352686, cost_time=0:00:01.713274 2021-04-10 02:45:04,946 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.35ms, fps=1753 images/s, loss=0.1560, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:00:27.933664, arrival_time=2021-04-10 02:45:32.880473, cost_time=0:00:03.174278 2021-04-10 02:45:06,401 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.52ms, fps=1760 images/s, loss=0.1564, top1-acc=95.76%, top5-acc=99.93%, remaining_time=0:00:25.615128, arrival_time=2021-04-10 02:45:32.016952, cost_time=0:00:04.629235 2021-04-10 02:45:07,861 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.61ms, fps=1754 images/s, loss=0.1589, top1-acc=95.58%, top5-acc=99.93%, remaining_time=0:00:23.747100, arrival_time=2021-04-10 02:45:31.608634, cost_time=0:00:06.088990 2021-04-10 02:45:09,311 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.43ms, fps=1766 images/s, loss=0.1574, top1-acc=95.66%, top5-acc=99.92%, remaining_time=0:00:22.013442, arrival_time=2021-04-10 02:45:31.324808, cost_time=0:00:07.538829 2021-04-10 02:45:10,766 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.1587, top1-acc=95.65%, top5-acc=99.90%, remaining_time=0:00:20.385856, arrival_time=2021-04-10 02:45:31.152128, cost_time=0:00:08.993734 2021-04-10 02:45:12,223 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.59ms, fps=1757 images/s, loss=0.1593, top1-acc=95.64%, top5-acc=99.89%, remaining_time=0:00:18.811422, arrival_time=2021-04-10 02:45:31.034732, cost_time=0:00:10.450757 2021-04-10 02:45:13,684 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=2.11ms, fps=1753 images/s, loss=0.1587, top1-acc=95.66%, top5-acc=99.87%, remaining_time=0:00:17.271820, arrival_time=2021-04-10 02:45:30.955978, cost_time=0:00:11.911569 2021-04-10 02:45:15,141 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.97ms, fps=1757 images/s, loss=0.1585, top1-acc=95.68%, top5-acc=99.86%, remaining_time=0:00:15.745452, arrival_time=2021-04-10 02:45:30.886857, cost_time=0:00:13.368822 2021-04-10 02:45:16,600 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.34ms, fps=1755 images/s, loss=0.1589, top1-acc=95.64%, top5-acc=99.86%, remaining_time=0:00:14.234784, arrival_time=2021-04-10 02:45:30.835271, cost_time=0:00:14.827880 2021-04-10 02:45:18,054 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.1589, top1-acc=95.66%, top5-acc=99.87%, remaining_time=0:00:12.729204, arrival_time=2021-04-10 02:45:30.783283, cost_time=0:00:16.281500 2021-04-10 02:45:19,521 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.38ms, fps=1746 images/s, loss=0.1588, top1-acc=95.66%, top5-acc=99.87%, remaining_time=0:00:11.240704, arrival_time=2021-04-10 02:45:30.761776, cost_time=0:00:17.748536 2021-04-10 02:45:20,974 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.1602, top1-acc=95.64%, top5-acc=99.87%, remaining_time=0:00:09.748596, arrival_time=2021-04-10 02:45:30.722876, cost_time=0:00:19.201737 2021-04-10 02:45:22,433 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.1611, top1-acc=95.59%, top5-acc=99.87%, remaining_time=0:00:08.264424, arrival_time=2021-04-10 02:45:30.698130, cost_time=0:00:20.661127 2021-04-10 02:45:23,896 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.51ms, fps=1751 images/s, loss=0.1620, top1-acc=95.57%, top5-acc=99.86%, remaining_time=0:00:06.784540, arrival_time=2021-04-10 02:45:30.680649, cost_time=0:00:22.123566 2021-04-10 02:45:25,349 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.1623, top1-acc=95.59%, top5-acc=99.86%, remaining_time=0:00:05.304816, arrival_time=2021-04-10 02:45:30.654335, cost_time=0:00:23.576979 2021-04-10 02:45:26,808 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.1625, top1-acc=95.57%, top5-acc=99.85%, remaining_time=0:00:03.828968, arrival_time=2021-04-10 02:45:30.637061, cost_time=0:00:25.035510 2021-04-10 02:45:28,265 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.90ms, fps=1757 images/s, loss=0.1640, top1-acc=95.51%, top5-acc=99.84%, remaining_time=0:00:02.354912, arrival_time=2021-04-10 02:45:30.620248, cost_time=0:00:26.492761 2021-04-10 02:45:29,731 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.21ms, fps=1747 images/s, loss=0.1639, top1-acc=95.52%, top5-acc=99.84%, remaining_time=0:00:00.882900, arrival_time=2021-04-10 02:45:30.614011, cost_time=0:00:27.958567 2021-04-10 02:45:30,527 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.75ms, fps=1708 images/s, loss=0.1644, top1-acc=95.49%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:30.527846, cost_time=0:00:28.755310 2021-04-10 02:45:30,922 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.20ms, fps=6507 images/s, loss=1.3318, top1-acc=70.00%, top5-acc=90.74%, remaining_time=0:00:01.180170, arrival_time=2021-04-10 02:45:32.102747, cost_time=0:00:00.393390 2021-04-10 02:45:31,217 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.61ms, fps=8690 images/s, loss=1.3869, top1-acc=68.95%, top5-acc=90.78%, remaining_time=0:00:00.688300, arrival_time=2021-04-10 02:45:31.905827, cost_time=0:00:00.688304 2021-04-10 02:45:31,510 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.57ms, fps=8742 images/s, loss=1.3920, top1-acc=68.78%, top5-acc=90.86%, remaining_time=0:00:00.327190, arrival_time=2021-04-10 02:45:31.837992, cost_time=0:00:00.981567 2021-04-10 02:45:31,791 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=8277 images/s, loss=1.3784, top1-acc=68.99%, top5-acc=90.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:31.791545, cost_time=0:00:01.262316 2021-04-10 02:45:31,883 INFO : Epoch=0164 complete, best val top1-acc=69.55%, top5-acc=90.69% (epoch=163), remaining_time=0:18:17.026812, arrival_time=2021-04-10 03:03:48.909877, cost_time=1:23:17.566535 2021-04-10 02:45:31,884 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:45:33,611 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=2.14ms, fps=1482 images/s, loss=0.1651, top1-acc=95.16%, top5-acc=99.84%, remaining_time=0:00:32.119224, arrival_time=2021-04-10 02:46:05.730714, cost_time=0:00:01.726845 2021-04-10 02:45:35,072 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.95ms, fps=1753 images/s, loss=0.1680, top1-acc=95.02%, top5-acc=99.92%, remaining_time=0:00:28.053872, arrival_time=2021-04-10 02:46:03.126484, cost_time=0:00:03.187947 2021-04-10 02:45:36,537 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.83ms, fps=1748 images/s, loss=0.1628, top1-acc=95.13%, top5-acc=99.91%, remaining_time=0:00:25.745438, arrival_time=2021-04-10 02:46:02.282874, cost_time=0:00:04.652787 2021-04-10 02:45:37,993 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.66ms, fps=1758 images/s, loss=0.1603, top1-acc=95.31%, top5-acc=99.92%, remaining_time=0:00:23.825256, arrival_time=2021-04-10 02:46:01.818927, cost_time=0:00:06.109021 2021-04-10 02:45:39,460 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.90ms, fps=1746 images/s, loss=0.1592, top1-acc=95.40%, top5-acc=99.93%, remaining_time=0:00:22.121482, arrival_time=2021-04-10 02:46:01.582029, cost_time=0:00:07.575836 2021-04-10 02:45:40,919 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.58ms, fps=1755 images/s, loss=0.1554, top1-acc=95.53%, top5-acc=99.94%, remaining_time=0:00:20.479560, arrival_time=2021-04-10 02:46:01.399294, cost_time=0:00:09.035086 2021-04-10 02:45:42,378 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.64ms, fps=1756 images/s, loss=0.1543, top1-acc=95.62%, top5-acc=99.94%, remaining_time=0:00:18.888660, arrival_time=2021-04-10 02:46:01.267048, cost_time=0:00:10.493728 2021-04-10 02:45:43,856 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.61ms, fps=1733 images/s, loss=0.1549, top1-acc=95.62%, top5-acc=99.93%, remaining_time=0:00:17.358588, arrival_time=2021-04-10 02:46:01.214714, cost_time=0:00:11.971450 2021-04-10 02:45:45,321 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.1550, top1-acc=95.61%, top5-acc=99.92%, remaining_time=0:00:15.826012, arrival_time=2021-04-10 02:46:01.147835, cost_time=0:00:13.437177 2021-04-10 02:45:46,779 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.63ms, fps=1757 images/s, loss=0.1548, top1-acc=95.58%, top5-acc=99.91%, remaining_time=0:00:14.298912, arrival_time=2021-04-10 02:46:01.078328, cost_time=0:00:14.894730 2021-04-10 02:45:48,235 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.37ms, fps=1759 images/s, loss=0.1540, top1-acc=95.66%, top5-acc=99.91%, remaining_time=0:00:12.783212, arrival_time=2021-04-10 02:46:01.018582, cost_time=0:00:16.350594 2021-04-10 02:45:49,698 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.1555, top1-acc=95.62%, top5-acc=99.91%, remaining_time=0:00:11.281896, arrival_time=2021-04-10 02:46:00.980071, cost_time=0:00:17.813488 2021-04-10 02:45:51,155 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.36ms, fps=1758 images/s, loss=0.1562, top1-acc=95.62%, top5-acc=99.89%, remaining_time=0:00:09.783444, arrival_time=2021-04-10 02:46:00.938559, cost_time=0:00:19.270419 2021-04-10 02:45:52,611 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.48ms, fps=1758 images/s, loss=0.1556, top1-acc=95.68%, top5-acc=99.89%, remaining_time=0:00:08.290856, arrival_time=2021-04-10 02:46:00.902674, cost_time=0:00:20.727160 2021-04-10 02:45:54,087 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.95ms, fps=1736 images/s, loss=0.1553, top1-acc=95.69%, top5-acc=99.89%, remaining_time=0:00:06.808736, arrival_time=2021-04-10 02:46:00.895805, cost_time=0:00:22.202348 2021-04-10 02:45:55,568 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.63ms, fps=1729 images/s, loss=0.1558, top1-acc=95.67%, top5-acc=99.89%, remaining_time=0:00:05.328756, arrival_time=2021-04-10 02:46:00.896853, cost_time=0:00:23.683363 2021-04-10 02:45:57,029 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.1562, top1-acc=95.65%, top5-acc=99.89%, remaining_time=0:00:03.845608, arrival_time=2021-04-10 02:46:00.874726, cost_time=0:00:25.144397 2021-04-10 02:45:58,486 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.1567, top1-acc=95.63%, top5-acc=99.89%, remaining_time=0:00:02.364608, arrival_time=2021-04-10 02:46:00.851262, cost_time=0:00:26.601923 2021-04-10 02:45:59,942 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.37ms, fps=1760 images/s, loss=0.1569, top1-acc=95.66%, top5-acc=99.89%, remaining_time=0:00:00.886020, arrival_time=2021-04-10 02:46:00.827980, cost_time=0:00:28.057313 2021-04-10 02:46:00,724 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.49ms, fps=1738 images/s, loss=0.1571, top1-acc=95.65%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:00.724781, cost_time=0:00:28.840147 2021-04-10 02:46:01,130 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.28ms, fps=6325 images/s, loss=1.4881, top1-acc=66.56%, top5-acc=90.04%, remaining_time=0:00:01.214220, arrival_time=2021-04-10 02:46:02.345084, cost_time=0:00:00.404742 2021-04-10 02:46:01,430 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.31ms, fps=8551 images/s, loss=1.4150, top1-acc=68.65%, top5-acc=90.78%, remaining_time=0:00:00.704580, arrival_time=2021-04-10 02:46:02.135371, cost_time=0:00:00.704574 2021-04-10 02:46:01,722 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.40ms, fps=8800 images/s, loss=1.3947, top1-acc=69.14%, top5-acc=90.81%, remaining_time=0:00:00.332080, arrival_time=2021-04-10 02:46:02.054385, cost_time=0:00:00.996228 2021-04-10 02:46:02,000 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.11ms, fps=8358 images/s, loss=1.3979, top1-acc=68.91%, top5-acc=90.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:02.000195, cost_time=0:00:01.274125 2021-04-10 02:46:02,054 INFO : Epoch=0165 complete, best val top1-acc=69.55%, top5-acc=90.69% (epoch=163), remaining_time=0:17:46.489830, arrival_time=2021-04-10 03:03:48.544050, cost_time=1:23:47.737716 2021-04-10 02:46:02,055 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:46:03,723 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.50ms, fps=1535 images/s, loss=0.1492, top1-acc=95.90%, top5-acc=99.88%, remaining_time=0:00:31.020708, arrival_time=2021-04-10 02:46:34.743703, cost_time=0:00:01.667781 2021-04-10 02:46:05,189 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.82ms, fps=1747 images/s, loss=0.1472, top1-acc=96.15%, top5-acc=99.86%, remaining_time=0:00:27.578144, arrival_time=2021-04-10 02:46:32.767225, cost_time=0:00:03.133880 2021-04-10 02:46:06,645 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.1444, top1-acc=96.33%, top5-acc=99.87%, remaining_time=0:00:25.399162, arrival_time=2021-04-10 02:46:32.044583, cost_time=0:00:04.590221 2021-04-10 02:46:08,101 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.1463, top1-acc=96.14%, top5-acc=99.87%, remaining_time=0:00:23.581740, arrival_time=2021-04-10 02:46:31.683576, cost_time=0:00:06.046589 2021-04-10 02:46:09,562 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.1438, top1-acc=96.20%, top5-acc=99.89%, remaining_time=0:00:21.920440, arrival_time=2021-04-10 02:46:31.482678, cost_time=0:00:07.507019 2021-04-10 02:46:11,018 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.49ms, fps=1758 images/s, loss=0.1438, top1-acc=96.15%, top5-acc=99.88%, remaining_time=0:00:20.316632, arrival_time=2021-04-10 02:46:31.335147, cost_time=0:00:08.963244 2021-04-10 02:46:12,469 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.47ms, fps=1765 images/s, loss=0.1456, top1-acc=96.09%, top5-acc=99.89%, remaining_time=0:00:18.745902, arrival_time=2021-04-10 02:46:31.215491, cost_time=0:00:10.414376 2021-04-10 02:46:13,922 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.53ms, fps=1763 images/s, loss=0.1452, top1-acc=96.07%, top5-acc=99.88%, remaining_time=0:00:17.207324, arrival_time=2021-04-10 02:46:31.129622, cost_time=0:00:11.867100 2021-04-10 02:46:15,386 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.93ms, fps=1749 images/s, loss=0.1455, top1-acc=96.09%, top5-acc=99.89%, remaining_time=0:00:15.701462, arrival_time=2021-04-10 02:46:31.088181, cost_time=0:00:13.331473 2021-04-10 02:46:16,846 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.1447, top1-acc=96.11%, top5-acc=99.88%, remaining_time=0:00:14.199936, arrival_time=2021-04-10 02:46:31.046741, cost_time=0:00:14.791604 2021-04-10 02:46:18,294 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.45ms, fps=1769 images/s, loss=0.1443, top1-acc=96.15%, top5-acc=99.88%, remaining_time=0:00:12.696094, arrival_time=2021-04-10 02:46:30.990471, cost_time=0:00:16.239174 2021-04-10 02:46:19,754 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.1422, top1-acc=96.22%, top5-acc=99.88%, remaining_time=0:00:11.209848, arrival_time=2021-04-10 02:46:30.964784, cost_time=0:00:17.699734 2021-04-10 02:46:21,241 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=2.22ms, fps=1723 images/s, loss=0.1428, top1-acc=96.20%, top5-acc=99.87%, remaining_time=0:00:09.740610, arrival_time=2021-04-10 02:46:30.981961, cost_time=0:00:19.186073 2021-04-10 02:46:22,696 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.43ms, fps=1759 images/s, loss=0.1422, top1-acc=96.23%, top5-acc=99.88%, remaining_time=0:00:08.256696, arrival_time=2021-04-10 02:46:30.953629, cost_time=0:00:20.641720 2021-04-10 02:46:24,158 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=0.1425, top1-acc=96.23%, top5-acc=99.89%, remaining_time=0:00:06.778238, arrival_time=2021-04-10 02:46:30.936523, cost_time=0:00:22.102939 2021-04-10 02:46:25,623 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.38ms, fps=1748 images/s, loss=0.1429, top1-acc=96.21%, top5-acc=99.89%, remaining_time=0:00:05.302944, arrival_time=2021-04-10 02:46:30.926728, cost_time=0:00:23.568580 2021-04-10 02:46:27,079 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.1434, top1-acc=96.20%, top5-acc=99.89%, remaining_time=0:00:03.827174, arrival_time=2021-04-10 02:46:30.906372, cost_time=0:00:25.023897 2021-04-10 02:46:28,537 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.1430, top1-acc=96.20%, top5-acc=99.88%, remaining_time=0:00:02.354016, arrival_time=2021-04-10 02:46:30.891933, cost_time=0:00:26.482719 2021-04-10 02:46:29,996 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.69ms, fps=1756 images/s, loss=0.1431, top1-acc=96.20%, top5-acc=99.89%, remaining_time=0:00:00.882354, arrival_time=2021-04-10 02:46:30.878755, cost_time=0:00:27.941162 2021-04-10 02:46:30,781 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.21ms, fps=1732 images/s, loss=0.1434, top1-acc=96.20%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:30.781947, cost_time=0:00:28.726766 2021-04-10 02:46:31,162 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=4.74ms, fps=6744 images/s, loss=1.3482, top1-acc=69.30%, top5-acc=91.05%, remaining_time=0:00:01.138830, arrival_time=2021-04-10 02:46:32.301605, cost_time=0:00:00.379609 2021-04-10 02:46:31,456 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.98ms, fps=8727 images/s, loss=1.3859, top1-acc=68.79%, top5-acc=90.74%, remaining_time=0:00:00.673400, arrival_time=2021-04-10 02:46:32.129974, cost_time=0:00:00.673395 2021-04-10 02:46:31,755 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.74ms, fps=8571 images/s, loss=1.3434, top1-acc=69.64%, top5-acc=90.98%, remaining_time=0:00:00.324190, arrival_time=2021-04-10 02:46:32.079892, cost_time=0:00:00.972568 2021-04-10 02:46:32,028 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.08ms, fps=8510 images/s, loss=1.3352, top1-acc=69.85%, top5-acc=91.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:32.028664, cost_time=0:00:01.245552 2021-04-10 02:46:32,280 INFO : Epoch=0166 complete, best val top1-acc=69.85%, top5-acc=91.03% (epoch=166), remaining_time=0:17:15.968576, arrival_time=2021-04-10 03:03:48.249438, cost_time=1:24:17.964307 2021-04-10 02:46:32,282 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:46:34,011 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.34ms, fps=1481 images/s, loss=0.1206, top1-acc=97.34%, top5-acc=99.92%, remaining_time=0:00:32.148798, arrival_time=2021-04-10 02:47:06.159899, cost_time=0:00:01.728432 2021-04-10 02:46:35,461 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.61ms, fps=1765 images/s, loss=0.1283, top1-acc=96.82%, top5-acc=99.96%, remaining_time=0:00:27.975200, arrival_time=2021-04-10 02:47:03.436871, cost_time=0:00:03.179000 2021-04-10 02:46:36,915 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.53ms, fps=1762 images/s, loss=0.1331, top1-acc=96.69%, top5-acc=99.93%, remaining_time=0:00:25.633056, arrival_time=2021-04-10 02:47:02.548213, cost_time=0:00:04.632484 2021-04-10 02:46:38,379 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=2.02ms, fps=1749 images/s, loss=0.1313, top1-acc=96.67%, top5-acc=99.94%, remaining_time=0:00:23.775804, arrival_time=2021-04-10 02:47:02.154956, cost_time=0:00:06.096351 2021-04-10 02:46:39,842 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.81ms, fps=1750 images/s, loss=0.1321, top1-acc=96.66%, top5-acc=99.92%, remaining_time=0:00:22.074324, arrival_time=2021-04-10 02:47:01.916716, cost_time=0:00:07.559723 2021-04-10 02:46:41,297 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.60ms, fps=1760 images/s, loss=0.1312, top1-acc=96.66%, top5-acc=99.92%, remaining_time=0:00:20.433864, arrival_time=2021-04-10 02:47:01.731516, cost_time=0:00:09.014968 2021-04-10 02:46:42,748 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.1292, top1-acc=96.77%, top5-acc=99.93%, remaining_time=0:00:18.839016, arrival_time=2021-04-10 02:47:01.587783, cost_time=0:00:10.466100 2021-04-10 02:46:44,199 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.35ms, fps=1766 images/s, loss=0.1302, top1-acc=96.72%, top5-acc=99.92%, remaining_time=0:00:17.278780, arrival_time=2021-04-10 02:47:01.477867, cost_time=0:00:11.916416 2021-04-10 02:46:45,671 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.74ms, fps=1740 images/s, loss=0.1303, top1-acc=96.71%, top5-acc=99.92%, remaining_time=0:00:15.768560, arrival_time=2021-04-10 02:47:01.439627, cost_time=0:00:13.388388 2021-04-10 02:46:47,123 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.37ms, fps=1763 images/s, loss=0.1304, top1-acc=96.68%, top5-acc=99.92%, remaining_time=0:00:14.246976, arrival_time=2021-04-10 02:47:01.370327, cost_time=0:00:14.840608 2021-04-10 02:46:48,582 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.74ms, fps=1755 images/s, loss=0.1308, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:00:12.743308, arrival_time=2021-04-10 02:47:01.325687, cost_time=0:00:16.299633 2021-04-10 02:46:50,038 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.1302, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:00:11.245492, arrival_time=2021-04-10 02:47:01.284290, cost_time=0:00:17.756089 2021-04-10 02:46:51,494 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.50ms, fps=1760 images/s, loss=0.1297, top1-acc=96.66%, top5-acc=99.92%, remaining_time=0:00:09.753480, arrival_time=2021-04-10 02:47:01.247657, cost_time=0:00:19.211427 2021-04-10 02:46:52,955 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.72ms, fps=1753 images/s, loss=0.1300, top1-acc=96.67%, top5-acc=99.92%, remaining_time=0:00:08.268960, arrival_time=2021-04-10 02:47:01.224047, cost_time=0:00:20.672413 2021-04-10 02:46:54,442 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=2.20ms, fps=1722 images/s, loss=0.1309, top1-acc=96.61%, top5-acc=99.92%, remaining_time=0:00:06.795672, arrival_time=2021-04-10 02:47:01.238119, cost_time=0:00:22.159777 2021-04-10 02:46:55,898 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.62ms, fps=1758 images/s, loss=0.1324, top1-acc=96.56%, top5-acc=99.91%, remaining_time=0:00:05.313672, arrival_time=2021-04-10 02:47:01.212613, cost_time=0:00:23.616271 2021-04-10 02:46:57,360 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=2.32ms, fps=1752 images/s, loss=0.1332, top1-acc=96.56%, top5-acc=99.91%, remaining_time=0:00:03.835442, arrival_time=2021-04-10 02:47:01.196039, cost_time=0:00:25.077913 2021-04-10 02:46:58,822 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.54ms, fps=1752 images/s, loss=0.1347, top1-acc=96.49%, top5-acc=99.91%, remaining_time=0:00:02.359024, arrival_time=2021-04-10 02:47:01.180931, cost_time=0:00:26.539090 2021-04-10 02:47:00,280 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.1353, top1-acc=96.46%, top5-acc=99.91%, remaining_time=0:00:00.884136, arrival_time=2021-04-10 02:47:01.164555, cost_time=0:00:27.997706 2021-04-10 02:47:01,071 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.34ms, fps=1722 images/s, loss=0.1355, top1-acc=96.47%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:01.071160, cost_time=0:00:28.788499 2021-04-10 02:47:01,447 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.37ms, fps=6828 images/s, loss=1.3564, top1-acc=70.43%, top5-acc=90.82%, remaining_time=0:00:01.124700, arrival_time=2021-04-10 02:47:02.572145, cost_time=0:00:00.374903 2021-04-10 02:47:01,743 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.30ms, fps=8660 images/s, loss=1.4057, top1-acc=68.93%, top5-acc=90.68%, remaining_time=0:00:00.670980, arrival_time=2021-04-10 02:47:02.414468, cost_time=0:00:00.670983 2021-04-10 02:47:02,033 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.42ms, fps=8846 images/s, loss=1.3768, top1-acc=69.41%, top5-acc=90.94%, remaining_time=0:00:00.320240, arrival_time=2021-04-10 02:47:02.353446, cost_time=0:00:00.960709 2021-04-10 02:47:02,323 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.10ms, fps=7991 images/s, loss=1.3894, top1-acc=69.73%, top5-acc=90.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:02.323868, cost_time=0:00:01.251326 2021-04-10 02:47:02,414 INFO : Epoch=0167 complete, best val top1-acc=69.85%, top5-acc=91.03% (epoch=166), remaining_time=0:16:45.432549, arrival_time=2021-04-10 03:03:47.847054, cost_time=1:24:48.098000 2021-04-10 02:47:02,415 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:47:04,092 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=1.70ms, fps=1526 images/s, loss=0.1391, top1-acc=96.21%, top5-acc=99.80%, remaining_time=0:00:31.196478, arrival_time=2021-04-10 02:47:35.289209, cost_time=0:00:01.677226 2021-04-10 02:47:05,552 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.1359, top1-acc=96.41%, top5-acc=99.84%, remaining_time=0:00:27.607712, arrival_time=2021-04-10 02:47:33.160431, cost_time=0:00:03.137248 2021-04-10 02:47:07,009 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.1326, top1-acc=96.43%, top5-acc=99.88%, remaining_time=0:00:25.422070, arrival_time=2021-04-10 02:47:32.431890, cost_time=0:00:04.594350 2021-04-10 02:47:08,476 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.36ms, fps=1746 images/s, loss=0.1317, top1-acc=96.54%, top5-acc=99.88%, remaining_time=0:00:23.636028, arrival_time=2021-04-10 02:47:32.112093, cost_time=0:00:06.060518 2021-04-10 02:47:09,929 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.48ms, fps=1762 images/s, loss=0.1314, top1-acc=96.62%, top5-acc=99.91%, remaining_time=0:00:21.940150, arrival_time=2021-04-10 02:47:31.869483, cost_time=0:00:07.513736 2021-04-10 02:47:11,391 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.60ms, fps=1751 images/s, loss=0.1309, top1-acc=96.65%, top5-acc=99.90%, remaining_time=0:00:20.346416, arrival_time=2021-04-10 02:47:31.738315, cost_time=0:00:08.976350 2021-04-10 02:47:12,854 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=2.75ms, fps=1751 images/s, loss=0.1304, top1-acc=96.69%, top5-acc=99.91%, remaining_time=0:00:18.790002, arrival_time=2021-04-10 02:47:31.644413, cost_time=0:00:10.438868 2021-04-10 02:47:14,308 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.61ms, fps=1761 images/s, loss=0.1302, top1-acc=96.68%, top5-acc=99.91%, remaining_time=0:00:17.244908, arrival_time=2021-04-10 02:47:31.553446, cost_time=0:00:11.893053 2021-04-10 02:47:15,758 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.56ms, fps=1767 images/s, loss=0.1304, top1-acc=96.70%, top5-acc=99.90%, remaining_time=0:00:15.714606, arrival_time=2021-04-10 02:47:31.472695, cost_time=0:00:13.342561 2021-04-10 02:47:17,223 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.1314, top1-acc=96.59%, top5-acc=99.91%, remaining_time=0:00:14.215200, arrival_time=2021-04-10 02:47:31.438339, cost_time=0:00:14.807548 2021-04-10 02:47:18,685 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.63ms, fps=1751 images/s, loss=0.1299, top1-acc=96.64%, top5-acc=99.90%, remaining_time=0:00:12.720518, arrival_time=2021-04-10 02:47:31.406455, cost_time=0:00:16.270427 2021-04-10 02:47:20,137 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.1298, top1-acc=96.59%, top5-acc=99.91%, remaining_time=0:00:11.223680, arrival_time=2021-04-10 02:47:31.360721, cost_time=0:00:17.721575 2021-04-10 02:47:21,590 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.36ms, fps=1762 images/s, loss=0.1297, top1-acc=96.58%, top5-acc=99.90%, remaining_time=0:00:09.735066, arrival_time=2021-04-10 02:47:31.325654, cost_time=0:00:19.175119 2021-04-10 02:47:23,055 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.86ms, fps=1748 images/s, loss=0.1297, top1-acc=96.57%, top5-acc=99.91%, remaining_time=0:00:08.256080, arrival_time=2021-04-10 02:47:31.311761, cost_time=0:00:20.640137 2021-04-10 02:47:24,518 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.54ms, fps=1751 images/s, loss=0.1305, top1-acc=96.52%, top5-acc=99.91%, remaining_time=0:00:06.778100, arrival_time=2021-04-10 02:47:31.296115, cost_time=0:00:22.102543 2021-04-10 02:47:25,969 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.63ms, fps=1764 images/s, loss=0.1313, top1-acc=96.48%, top5-acc=99.91%, remaining_time=0:00:05.299740, arrival_time=2021-04-10 02:47:31.269562, cost_time=0:00:23.554335 2021-04-10 02:47:27,430 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.37ms, fps=1753 images/s, loss=0.1313, top1-acc=96.46%, top5-acc=99.91%, remaining_time=0:00:03.825900, arrival_time=2021-04-10 02:47:31.256806, cost_time=0:00:25.015437 2021-04-10 02:47:28,892 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=0.1317, top1-acc=96.46%, top5-acc=99.92%, remaining_time=0:00:02.353504, arrival_time=2021-04-10 02:47:31.245849, cost_time=0:00:26.476845 2021-04-10 02:47:30,351 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.25ms, fps=1754 images/s, loss=0.1323, top1-acc=96.45%, top5-acc=99.92%, remaining_time=0:00:00.882204, arrival_time=2021-04-10 02:47:31.234144, cost_time=0:00:27.936475 2021-04-10 02:47:31,136 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.28ms, fps=1734 images/s, loss=0.1330, top1-acc=96.46%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:31.136563, cost_time=0:00:28.721098 2021-04-10 02:47:31,519 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=6.25ms, fps=6701 images/s, loss=1.3897, top1-acc=68.59%, top5-acc=90.39%, remaining_time=0:00:01.145970, arrival_time=2021-04-10 02:47:32.665750, cost_time=0:00:00.381989 2021-04-10 02:47:31,814 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.67ms, fps=8714 images/s, loss=1.3845, top1-acc=68.87%, top5-acc=90.29%, remaining_time=0:00:00.676200, arrival_time=2021-04-10 02:47:32.490159, cost_time=0:00:00.676204 2021-04-10 02:47:32,107 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=0.20ms, fps=8729 images/s, loss=1.3828, top1-acc=69.00%, top5-acc=90.30%, remaining_time=0:00:00.323270, arrival_time=2021-04-10 02:47:32.430828, cost_time=0:00:00.969802 2021-04-10 02:47:32,398 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.11ms, fps=7992 images/s, loss=1.3843, top1-acc=69.20%, top5-acc=90.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:32.398182, cost_time=0:00:01.260408 2021-04-10 02:47:32,466 INFO : Epoch=0168 complete, best val top1-acc=69.85%, top5-acc=91.03% (epoch=166), remaining_time=0:16:14.885664, arrival_time=2021-04-10 03:03:47.351842, cost_time=1:25:18.149653 2021-04-10 02:47:32,467 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:47:34,139 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.39ms, fps=1531 images/s, loss=0.1209, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:00:31.093992, arrival_time=2021-04-10 02:48:05.233455, cost_time=0:00:01.671723 2021-04-10 02:47:35,597 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.87ms, fps=1756 images/s, loss=0.1225, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:27.545584, arrival_time=2021-04-10 02:48:03.143509, cost_time=0:00:03.130172 2021-04-10 02:47:37,055 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.52ms, fps=1757 images/s, loss=0.1237, top1-acc=96.77%, top5-acc=99.95%, remaining_time=0:00:25.385052, arrival_time=2021-04-10 02:48:02.440553, cost_time=0:00:04.587668 2021-04-10 02:47:38,517 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.68ms, fps=1752 images/s, loss=0.1238, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:00:23.592504, arrival_time=2021-04-10 02:48:02.109705, cost_time=0:00:06.049366 2021-04-10 02:47:39,974 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.1281, top1-acc=96.62%, top5-acc=99.94%, remaining_time=0:00:21.919272, arrival_time=2021-04-10 02:48:01.893635, cost_time=0:00:07.506609 2021-04-10 02:47:41,433 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=2.10ms, fps=1755 images/s, loss=0.1268, top1-acc=96.65%, top5-acc=99.95%, remaining_time=0:00:20.322072, arrival_time=2021-04-10 02:48:01.755502, cost_time=0:00:08.965604 2021-04-10 02:47:42,893 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=0.1287, top1-acc=96.53%, top5-acc=99.93%, remaining_time=0:00:18.765558, arrival_time=2021-04-10 02:48:01.658595, cost_time=0:00:10.425282 2021-04-10 02:47:44,348 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=2.49ms, fps=1760 images/s, loss=0.1280, top1-acc=96.60%, top5-acc=99.94%, remaining_time=0:00:17.226812, arrival_time=2021-04-10 02:48:01.575273, cost_time=0:00:11.880570 2021-04-10 02:47:45,824 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.62ms, fps=1735 images/s, loss=0.1265, top1-acc=96.64%, top5-acc=99.93%, remaining_time=0:00:15.731354, arrival_time=2021-04-10 02:48:01.555981, cost_time=0:00:13.356790 2021-04-10 02:47:47,294 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.46ms, fps=1742 images/s, loss=0.1256, top1-acc=96.70%, top5-acc=99.93%, remaining_time=0:00:14.233536, arrival_time=2021-04-10 02:48:01.528019, cost_time=0:00:14.826618 2021-04-10 02:47:48,747 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.1251, top1-acc=96.70%, top5-acc=99.94%, remaining_time=0:00:12.728000, arrival_time=2021-04-10 02:48:01.475707, cost_time=0:00:16.279959 2021-04-10 02:47:50,205 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=2.08ms, fps=1756 images/s, loss=0.1251, top1-acc=96.71%, top5-acc=99.94%, remaining_time=0:00:11.234016, arrival_time=2021-04-10 02:48:01.439753, cost_time=0:00:17.737907 2021-04-10 02:47:51,656 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.1251, top1-acc=96.71%, top5-acc=99.94%, remaining_time=0:00:09.742128, arrival_time=2021-04-10 02:48:01.398931, cost_time=0:00:19.189041 2021-04-10 02:47:53,114 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.1260, top1-acc=96.67%, top5-acc=99.93%, remaining_time=0:00:08.258544, arrival_time=2021-04-10 02:48:01.372634, cost_time=0:00:20.646293 2021-04-10 02:47:54,570 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.87ms, fps=1758 images/s, loss=0.1253, top1-acc=96.70%, top5-acc=99.93%, remaining_time=0:00:06.778238, arrival_time=2021-04-10 02:48:01.348893, cost_time=0:00:22.102907 2021-04-10 02:47:56,024 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.60ms, fps=1761 images/s, loss=0.1248, top1-acc=96.72%, top5-acc=99.93%, remaining_time=0:00:05.300316, arrival_time=2021-04-10 02:48:01.325044, cost_time=0:00:23.556979 2021-04-10 02:47:57,480 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.1252, top1-acc=96.72%, top5-acc=99.93%, remaining_time=0:00:03.825406, arrival_time=2021-04-10 02:48:01.305585, cost_time=0:00:25.012354 2021-04-10 02:47:58,942 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=2.40ms, fps=1752 images/s, loss=0.1259, top1-acc=96.72%, top5-acc=99.93%, remaining_time=0:00:02.353264, arrival_time=2021-04-10 02:48:01.295271, cost_time=0:00:26.474193 2021-04-10 02:48:00,403 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.40ms, fps=1752 images/s, loss=0.1251, top1-acc=96.75%, top5-acc=99.93%, remaining_time=0:00:00.882186, arrival_time=2021-04-10 02:48:01.285952, cost_time=0:00:27.935977 2021-04-10 02:48:01,192 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.38ms, fps=1725 images/s, loss=0.1260, top1-acc=96.74%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:01.192764, cost_time=0:00:28.724940 2021-04-10 02:48:01,565 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=3.60ms, fps=6895 images/s, loss=1.3073, top1-acc=70.23%, top5-acc=90.55%, remaining_time=0:00:01.113810, arrival_time=2021-04-10 02:48:02.679383, cost_time=0:00:00.371273 2021-04-10 02:48:01,860 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.29ms, fps=8708 images/s, loss=1.3336, top1-acc=69.96%, top5-acc=91.17%, remaining_time=0:00:00.665740, arrival_time=2021-04-10 02:48:02.525782, cost_time=0:00:00.665744 2021-04-10 02:48:02,159 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.75ms, fps=8566 images/s, loss=1.3345, top1-acc=70.21%, top5-acc=91.29%, remaining_time=0:00:00.321690, arrival_time=2021-04-10 02:48:02.481048, cost_time=0:00:00.965075 2021-04-10 02:48:02,443 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.09ms, fps=8191 images/s, loss=1.2917, top1-acc=70.41%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:02.443080, cost_time=0:00:01.248761 2021-04-10 02:48:02,561 INFO : Epoch=0169 complete, best val top1-acc=70.41%, top5-acc=91.44% (epoch=169), remaining_time=0:15:44.352628, arrival_time=2021-04-10 03:03:46.914058, cost_time=1:25:48.244913 2021-04-10 02:48:02,562 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:48:04,195 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=2.09ms, fps=1568 images/s, loss=0.0981, top1-acc=97.73%, top5-acc=99.84%, remaining_time=0:00:30.371940, arrival_time=2021-04-10 02:48:34.567261, cost_time=0:00:01.632899 2021-04-10 02:48:05,660 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=4.83ms, fps=1748 images/s, loss=0.1125, top1-acc=97.07%, top5-acc=99.90%, remaining_time=0:00:27.259760, arrival_time=2021-04-10 02:48:32.919933, cost_time=0:00:03.097704 2021-04-10 02:48:07,120 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.1121, top1-acc=97.15%, top5-acc=99.92%, remaining_time=0:00:25.221210, arrival_time=2021-04-10 02:48:32.341698, cost_time=0:00:04.558064 2021-04-10 02:48:08,574 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.39ms, fps=1762 images/s, loss=0.1136, top1-acc=97.14%, top5-acc=99.91%, remaining_time=0:00:23.445552, arrival_time=2021-04-10 02:48:32.019690, cost_time=0:00:06.011700 2021-04-10 02:48:10,024 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.87ms, fps=1765 images/s, loss=0.1134, top1-acc=97.16%, top5-acc=99.91%, remaining_time=0:00:21.790354, arrival_time=2021-04-10 02:48:31.815229, cost_time=0:00:07.462444 2021-04-10 02:48:11,493 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.46ms, fps=1744 images/s, loss=0.1139, top1-acc=97.17%, top5-acc=99.92%, remaining_time=0:00:20.243872, arrival_time=2021-04-10 02:48:31.737476, cost_time=0:00:08.931106 2021-04-10 02:48:12,953 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.1140, top1-acc=97.14%, top5-acc=99.93%, remaining_time=0:00:18.703440, arrival_time=2021-04-10 02:48:31.656657, cost_time=0:00:10.390779 2021-04-10 02:48:14,408 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.54ms, fps=1760 images/s, loss=0.1129, top1-acc=97.19%, top5-acc=99.93%, remaining_time=0:00:17.176584, arrival_time=2021-04-10 02:48:31.584893, cost_time=0:00:11.845885 2021-04-10 02:48:15,864 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.46ms, fps=1758 images/s, loss=0.1126, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:15.667012, arrival_time=2021-04-10 02:48:31.531638, cost_time=0:00:13.302153 2021-04-10 02:48:17,339 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.05ms, fps=1737 images/s, loss=0.1127, top1-acc=97.22%, top5-acc=99.93%, remaining_time=0:00:14.185632, arrival_time=2021-04-10 02:48:31.524877, cost_time=0:00:14.776747 2021-04-10 02:48:18,797 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=2.14ms, fps=1757 images/s, loss=0.1127, top1-acc=97.21%, top5-acc=99.93%, remaining_time=0:00:12.692568, arrival_time=2021-04-10 02:48:31.489718, cost_time=0:00:16.234729 2021-04-10 02:48:20,254 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.39ms, fps=1757 images/s, loss=0.1138, top1-acc=97.16%, top5-acc=99.94%, remaining_time=0:00:11.204908, arrival_time=2021-04-10 02:48:31.459260, cost_time=0:00:17.691915 2021-04-10 02:48:21,710 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.1133, top1-acc=97.19%, top5-acc=99.93%, remaining_time=0:00:09.721140, arrival_time=2021-04-10 02:48:31.431329, cost_time=0:00:19.147765 2021-04-10 02:48:23,168 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.58ms, fps=1756 images/s, loss=0.1131, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:08.242360, arrival_time=2021-04-10 02:48:31.410706, cost_time=0:00:20.605877 2021-04-10 02:48:24,629 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=2.58ms, fps=1753 images/s, loss=0.1130, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:06.767244, arrival_time=2021-04-10 02:48:31.396755, cost_time=0:00:22.067090 2021-04-10 02:48:26,080 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.1130, top1-acc=97.21%, top5-acc=99.94%, remaining_time=0:00:05.291640, arrival_time=2021-04-10 02:48:31.372403, cost_time=0:00:23.518338 2021-04-10 02:48:27,538 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.1138, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:03.819894, arrival_time=2021-04-10 02:48:31.358578, cost_time=0:00:24.976189 2021-04-10 02:48:28,997 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.1142, top1-acc=97.16%, top5-acc=99.94%, remaining_time=0:00:02.349824, arrival_time=2021-04-10 02:48:31.347700, cost_time=0:00:26.435449 2021-04-10 02:48:30,459 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.20ms, fps=1751 images/s, loss=0.1142, top1-acc=97.16%, top5-acc=99.93%, remaining_time=0:00:00.880974, arrival_time=2021-04-10 02:48:31.340889, cost_time=0:00:27.897472 2021-04-10 02:48:31,245 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.21ms, fps=1731 images/s, loss=0.1143, top1-acc=97.16%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:31.245873, cost_time=0:00:28.683457 2021-04-10 02:48:31,654 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.65ms, fps=6292 images/s, loss=1.2485, top1-acc=71.41%, top5-acc=91.64%, remaining_time=0:00:01.220460, arrival_time=2021-04-10 02:48:32.874501, cost_time=0:00:00.406822 2021-04-10 02:48:31,950 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.98ms, fps=8655 images/s, loss=1.2474, top1-acc=71.04%, top5-acc=91.95%, remaining_time=0:00:00.703060, arrival_time=2021-04-10 02:48:32.653322, cost_time=0:00:00.703069 2021-04-10 02:48:32,246 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=0.40ms, fps=8667 images/s, loss=1.2735, top1-acc=70.73%, top5-acc=91.68%, remaining_time=0:00:00.332930, arrival_time=2021-04-10 02:48:32.578948, cost_time=0:00:00.998781 2021-04-10 02:48:32,536 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.12ms, fps=8009 images/s, loss=1.3270, top1-acc=70.32%, top5-acc=91.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:32.536148, cost_time=0:00:01.288920 2021-04-10 02:48:32,625 INFO : Epoch=0170 complete, best val top1-acc=70.41%, top5-acc=91.44% (epoch=169), remaining_time=0:15:13.819230, arrival_time=2021-04-10 03:03:46.444686, cost_time=1:26:18.308926 2021-04-10 02:48:32,626 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:48:34,294 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.43ms, fps=1536 images/s, loss=0.1038, top1-acc=97.42%, top5-acc=100.00%, remaining_time=0:00:31.007502, arrival_time=2021-04-10 02:49:05.301583, cost_time=0:00:01.667072 2021-04-10 02:48:35,744 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.1034, top1-acc=97.62%, top5-acc=99.96%, remaining_time=0:00:27.434352, arrival_time=2021-04-10 02:49:03.178920, cost_time=0:00:03.117545 2021-04-10 02:48:37,204 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.48ms, fps=1754 images/s, loss=0.1070, top1-acc=97.50%, top5-acc=99.93%, remaining_time=0:00:25.329442, arrival_time=2021-04-10 02:49:02.534070, cost_time=0:00:04.577612 2021-04-10 02:48:38,658 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.88ms, fps=1761 images/s, loss=0.1065, top1-acc=97.52%, top5-acc=99.94%, remaining_time=0:00:23.523084, arrival_time=2021-04-10 02:49:02.181798, cost_time=0:00:06.031555 2021-04-10 02:48:40,125 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.50ms, fps=1747 images/s, loss=0.1057, top1-acc=97.53%, top5-acc=99.95%, remaining_time=0:00:21.893722, arrival_time=2021-04-10 02:49:02.018662, cost_time=0:00:07.497853 2021-04-10 02:48:41,588 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.52ms, fps=1750 images/s, loss=0.1070, top1-acc=97.52%, top5-acc=99.94%, remaining_time=0:00:20.312552, arrival_time=2021-04-10 02:49:01.901050, cost_time=0:00:08.961439 2021-04-10 02:48:43,047 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.1089, top1-acc=97.42%, top5-acc=99.94%, remaining_time=0:00:18.757494, arrival_time=2021-04-10 02:49:01.805307, cost_time=0:00:10.420804 2021-04-10 02:48:44,502 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.1084, top1-acc=97.40%, top5-acc=99.94%, remaining_time=0:00:17.219504, arrival_time=2021-04-10 02:49:01.722101, cost_time=0:00:11.875502 2021-04-10 02:48:45,953 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.55ms, fps=1766 images/s, loss=0.1088, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:15.695208, arrival_time=2021-04-10 02:49:01.648300, cost_time=0:00:13.326082 2021-04-10 02:48:47,411 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.87ms, fps=1756 images/s, loss=0.1087, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:14.193216, arrival_time=2021-04-10 02:49:01.604910, cost_time=0:00:14.784645 2021-04-10 02:48:48,877 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.1087, top1-acc=97.37%, top5-acc=99.94%, remaining_time=0:00:12.704694, arrival_time=2021-04-10 02:49:01.581842, cost_time=0:00:16.250137 2021-04-10 02:48:50,346 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=2.11ms, fps=1742 images/s, loss=0.1086, top1-acc=97.35%, top5-acc=99.94%, remaining_time=0:00:11.222464, arrival_time=2021-04-10 02:49:01.569242, cost_time=0:00:17.719692 2021-04-10 02:48:51,796 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.46ms, fps=1767 images/s, loss=0.1091, top1-acc=97.33%, top5-acc=99.93%, remaining_time=0:00:09.732030, arrival_time=2021-04-10 02:49:01.528260, cost_time=0:00:19.169175 2021-04-10 02:48:53,269 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=2.00ms, fps=1739 images/s, loss=0.1085, top1-acc=97.36%, top5-acc=99.94%, remaining_time=0:00:08.256864, arrival_time=2021-04-10 02:49:01.526078, cost_time=0:00:20.642138 2021-04-10 02:48:54,738 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.43ms, fps=1743 images/s, loss=0.1089, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:06.780768, arrival_time=2021-04-10 02:49:01.519035, cost_time=0:00:22.111256 2021-04-10 02:48:56,196 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.31ms, fps=1756 images/s, loss=0.1091, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:05.303160, arrival_time=2021-04-10 02:49:01.499805, cost_time=0:00:23.569579 2021-04-10 02:48:57,661 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.39ms, fps=1748 images/s, loss=0.1097, top1-acc=97.32%, top5-acc=99.94%, remaining_time=0:00:03.828838, arrival_time=2021-04-10 02:49:01.490530, cost_time=0:00:25.034686 2021-04-10 02:48:59,118 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.1103, top1-acc=97.32%, top5-acc=99.94%, remaining_time=0:00:02.354832, arrival_time=2021-04-10 02:49:01.473673, cost_time=0:00:26.491831 2021-04-10 02:49:00,569 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.27ms, fps=1765 images/s, loss=0.1101, top1-acc=97.32%, top5-acc=99.94%, remaining_time=0:00:00.882408, arrival_time=2021-04-10 02:49:01.452304, cost_time=0:00:27.942885 2021-04-10 02:49:01,354 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.27ms, fps=1734 images/s, loss=0.1099, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:01.354742, cost_time=0:00:28.727741 2021-04-10 02:49:01,745 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=0.44ms, fps=6578 images/s, loss=1.2970, top1-acc=71.33%, top5-acc=91.56%, remaining_time=0:00:01.167390, arrival_time=2021-04-10 02:49:02.912617, cost_time=0:00:00.389132 2021-04-10 02:49:02,050 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.30ms, fps=8396 images/s, loss=1.3186, top1-acc=70.14%, top5-acc=91.76%, remaining_time=0:00:00.694800, arrival_time=2021-04-10 02:49:02.745602, cost_time=0:00:00.694809 2021-04-10 02:49:02,371 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.66ms, fps=8000 images/s, loss=1.3388, top1-acc=69.73%, top5-acc=91.43%, remaining_time=0:00:00.338410, arrival_time=2021-04-10 02:49:02.709648, cost_time=0:00:01.015234 2021-04-10 02:49:02,661 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.13ms, fps=8008 images/s, loss=1.3168, top1-acc=69.78%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:02.661372, cost_time=0:00:01.305391 2021-04-10 02:49:02,721 INFO : Epoch=0171 complete, best val top1-acc=70.41%, top5-acc=91.44% (epoch=169), remaining_time=0:14:43.296790, arrival_time=2021-04-10 03:03:46.018612, cost_time=1:26:48.405271 2021-04-10 02:49:02,723 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:49:04,373 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.52ms, fps=1551 images/s, loss=0.0966, top1-acc=97.89%, top5-acc=99.96%, remaining_time=0:00:30.704322, arrival_time=2021-04-10 02:49:35.078202, cost_time=0:00:01.650769 2021-04-10 02:49:05,841 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.90ms, fps=1745 images/s, loss=0.1051, top1-acc=97.60%, top5-acc=99.96%, remaining_time=0:00:27.441568, arrival_time=2021-04-10 02:49:33.283043, cost_time=0:00:03.118363 2021-04-10 02:49:07,306 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=2.05ms, fps=1748 images/s, loss=0.1021, top1-acc=97.63%, top5-acc=99.97%, remaining_time=0:00:25.360484, arrival_time=2021-04-10 02:49:32.666884, cost_time=0:00:04.583235 2021-04-10 02:49:08,772 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.54ms, fps=1747 images/s, loss=0.1005, top1-acc=97.70%, top5-acc=99.97%, remaining_time=0:00:23.592816, arrival_time=2021-04-10 02:49:32.365523, cost_time=0:00:06.049431 2021-04-10 02:49:10,238 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.54ms, fps=1748 images/s, loss=0.0988, top1-acc=97.74%, top5-acc=99.98%, remaining_time=0:00:21.944384, arrival_time=2021-04-10 02:49:32.182754, cost_time=0:00:07.515177 2021-04-10 02:49:11,690 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.38ms, fps=1763 images/s, loss=0.0984, top1-acc=97.81%, top5-acc=99.98%, remaining_time=0:00:20.326152, arrival_time=2021-04-10 02:49:32.016700, cost_time=0:00:08.967438 2021-04-10 02:49:13,153 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=0.0999, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:18.773622, arrival_time=2021-04-10 02:49:31.926747, cost_time=0:00:10.429820 2021-04-10 02:49:14,636 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.54ms, fps=1726 images/s, loss=0.1007, top1-acc=97.68%, top5-acc=99.98%, remaining_time=0:00:17.274836, arrival_time=2021-04-10 02:49:31.911667, cost_time=0:00:11.913710 2021-04-10 02:49:16,095 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.1011, top1-acc=97.64%, top5-acc=99.97%, remaining_time=0:00:15.749162, arrival_time=2021-04-10 02:49:31.844218, cost_time=0:00:13.371942 2021-04-10 02:49:17,547 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.43ms, fps=1763 images/s, loss=0.1012, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:14.231328, arrival_time=2021-04-10 02:49:31.778787, cost_time=0:00:14.824348 2021-04-10 02:49:19,005 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.48ms, fps=1757 images/s, loss=0.1017, top1-acc=97.59%, top5-acc=99.98%, remaining_time=0:00:12.729634, arrival_time=2021-04-10 02:49:31.734886, cost_time=0:00:16.282144 2021-04-10 02:49:20,467 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.86ms, fps=1752 images/s, loss=0.1013, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:11.237664, arrival_time=2021-04-10 02:49:31.704614, cost_time=0:00:17.743689 2021-04-10 02:49:21,923 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.1017, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:09.748068, arrival_time=2021-04-10 02:49:31.671930, cost_time=0:00:19.200738 2021-04-10 02:49:23,381 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.60ms, fps=1757 images/s, loss=0.1022, top1-acc=97.56%, top5-acc=99.97%, remaining_time=0:00:08.263248, arrival_time=2021-04-10 02:49:31.644452, cost_time=0:00:20.658091 2021-04-10 02:49:24,835 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.84ms, fps=1761 images/s, loss=0.1017, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:06.781090, arrival_time=2021-04-10 02:49:31.616432, cost_time=0:00:22.112231 2021-04-10 02:49:26,290 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.1018, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:05.302728, arrival_time=2021-04-10 02:49:31.593449, cost_time=0:00:23.567608 2021-04-10 02:49:27,753 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.51ms, fps=1750 images/s, loss=0.1016, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:03.828188, arrival_time=2021-04-10 02:49:31.581775, cost_time=0:00:25.030429 2021-04-10 02:49:29,210 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.1019, top1-acc=97.62%, top5-acc=99.97%, remaining_time=0:00:02.354432, arrival_time=2021-04-10 02:49:31.564961, cost_time=0:00:26.487417 2021-04-10 02:49:30,669 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.32ms, fps=1755 images/s, loss=0.1025, top1-acc=97.60%, top5-acc=99.97%, remaining_time=0:00:00.882522, arrival_time=2021-04-10 02:49:31.552191, cost_time=0:00:27.946554 2021-04-10 02:49:31,450 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.24ms, fps=1742 images/s, loss=0.1029, top1-acc=97.61%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:31.450933, cost_time=0:00:28.727826 2021-04-10 02:49:31,841 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=2.17ms, fps=6581 images/s, loss=1.2794, top1-acc=70.90%, top5-acc=91.56%, remaining_time=0:00:01.167030, arrival_time=2021-04-10 02:49:33.008372, cost_time=0:00:00.389009 2021-04-10 02:49:32,148 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=2.46ms, fps=8359 images/s, loss=1.3030, top1-acc=70.62%, top5-acc=91.31%, remaining_time=0:00:00.695580, arrival_time=2021-04-10 02:49:32.843527, cost_time=0:00:00.695579 2021-04-10 02:49:32,452 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=0.20ms, fps=8419 images/s, loss=1.3229, top1-acc=70.34%, top5-acc=91.16%, remaining_time=0:00:00.333370, arrival_time=2021-04-10 02:49:32.785903, cost_time=0:00:01.000105 2021-04-10 02:49:32,732 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.08ms, fps=8307 images/s, loss=1.3183, top1-acc=70.20%, top5-acc=91.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:32.732389, cost_time=0:00:01.280020 2021-04-10 02:49:32,809 INFO : Epoch=0172 complete, best val top1-acc=70.41%, top5-acc=91.44% (epoch=169), remaining_time=0:14:12.777912, arrival_time=2021-04-10 03:03:45.587273, cost_time=1:27:18.492819 2021-04-10 02:49:32,810 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:49:34,489 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.23ms, fps=1525 images/s, loss=0.1037, top1-acc=97.73%, top5-acc=100.00%, remaining_time=0:00:31.213776, arrival_time=2021-04-10 02:50:05.702827, cost_time=0:00:01.678162 2021-04-10 02:49:35,951 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.0940, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:27.639040, arrival_time=2021-04-10 02:50:03.590709, cost_time=0:00:03.140795 2021-04-10 02:49:37,435 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=12.88ms, fps=1726 images/s, loss=0.0911, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:25.589564, arrival_time=2021-04-10 02:50:03.025102, cost_time=0:00:04.624617 2021-04-10 02:49:38,897 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.39ms, fps=1752 images/s, loss=0.0950, top1-acc=98.00%, top5-acc=100.00%, remaining_time=0:00:23.735400, arrival_time=2021-04-10 02:50:02.632369, cost_time=0:00:06.086014 2021-04-10 02:49:40,367 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=2.06ms, fps=1741 images/s, loss=0.0932, top1-acc=98.02%, top5-acc=100.00%, remaining_time=0:00:22.066148, arrival_time=2021-04-10 02:50:02.434004, cost_time=0:00:07.556897 2021-04-10 02:49:41,829 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=2.18ms, fps=1752 images/s, loss=0.0934, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:20.442432, arrival_time=2021-04-10 02:50:02.272135, cost_time=0:00:09.018704 2021-04-10 02:49:43,289 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.0937, top1-acc=98.01%, top5-acc=99.98%, remaining_time=0:00:18.862074, arrival_time=2021-04-10 02:50:02.151899, cost_time=0:00:10.478948 2021-04-10 02:49:44,752 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.77ms, fps=1750 images/s, loss=0.0951, top1-acc=97.91%, top5-acc=99.98%, remaining_time=0:00:17.315784, arrival_time=2021-04-10 02:50:02.068638, cost_time=0:00:11.941900 2021-04-10 02:49:46,217 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=0.0957, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:15.790290, arrival_time=2021-04-10 02:50:02.008024, cost_time=0:00:13.406846 2021-04-10 02:49:47,676 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.36ms, fps=1755 images/s, loss=0.0952, top1-acc=97.87%, top5-acc=99.96%, remaining_time=0:00:14.270976, arrival_time=2021-04-10 02:50:01.947548, cost_time=0:00:14.865643 2021-04-10 02:49:49,134 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.30ms, fps=1757 images/s, loss=0.0945, top1-acc=97.88%, top5-acc=99.96%, remaining_time=0:00:12.761712, arrival_time=2021-04-10 02:50:01.895797, cost_time=0:00:16.323166 2021-04-10 02:49:50,600 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=2.71ms, fps=1747 images/s, loss=0.0950, top1-acc=97.87%, top5-acc=99.97%, remaining_time=0:00:11.266468, arrival_time=2021-04-10 02:50:01.866615, cost_time=0:00:17.789111 2021-04-10 02:49:52,078 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.80ms, fps=1733 images/s, loss=0.0946, top1-acc=97.89%, top5-acc=99.97%, remaining_time=0:00:09.781794, arrival_time=2021-04-10 02:50:01.859937, cost_time=0:00:19.267144 2021-04-10 02:49:53,534 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0955, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:08.289400, arrival_time=2021-04-10 02:50:01.823753, cost_time=0:00:20.723473 2021-04-10 02:49:54,993 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.87ms, fps=1755 images/s, loss=0.0956, top1-acc=97.85%, top5-acc=99.97%, remaining_time=0:00:06.802526, arrival_time=2021-04-10 02:50:01.795772, cost_time=0:00:22.182224 2021-04-10 02:49:56,446 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0959, top1-acc=97.84%, top5-acc=99.97%, remaining_time=0:00:05.318028, arrival_time=2021-04-10 02:50:01.764589, cost_time=0:00:23.635685 2021-04-10 02:49:57,902 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.79ms, fps=1760 images/s, loss=0.0968, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:03.837444, arrival_time=2021-04-10 02:50:01.739387, cost_time=0:00:25.090970 2021-04-10 02:49:59,357 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0973, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:02.359680, arrival_time=2021-04-10 02:50:01.716933, cost_time=0:00:26.546374 2021-04-10 02:50:00,811 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.21ms, fps=1761 images/s, loss=0.0976, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:00.884232, arrival_time=2021-04-10 02:50:01.695838, cost_time=0:00:28.000732 2021-04-10 02:50:01,595 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.25ms, fps=1735 images/s, loss=0.0977, top1-acc=97.80%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:01.595624, cost_time=0:00:28.784753 2021-04-10 02:50:01,970 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=1.71ms, fps=6853 images/s, loss=1.2626, top1-acc=70.98%, top5-acc=91.91%, remaining_time=0:00:01.120590, arrival_time=2021-04-10 02:50:03.091219, cost_time=0:00:00.373533 2021-04-10 02:50:02,268 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.58ms, fps=8606 images/s, loss=1.3188, top1-acc=70.35%, top5-acc=91.19%, remaining_time=0:00:00.671340, arrival_time=2021-04-10 02:50:02.939770, cost_time=0:00:00.671337 2021-04-10 02:50:02,556 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.36ms, fps=8889 images/s, loss=1.3214, top1-acc=70.55%, top5-acc=91.17%, remaining_time=0:00:00.319880, arrival_time=2021-04-10 02:50:02.876637, cost_time=0:00:00.959649 2021-04-10 02:50:02,832 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.08ms, fps=8433 images/s, loss=1.3115, top1-acc=70.94%, top5-acc=91.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:02.832194, cost_time=0:00:01.235111 2021-04-10 02:50:03,052 INFO : Epoch=0173 complete, best val top1-acc=70.94%, top5-acc=91.32% (epoch=173), remaining_time=0:13:42.288240, arrival_time=2021-04-10 03:03:45.340556, cost_time=1:27:48.735766 2021-04-10 02:50:03,053 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:50:04,831 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=0.23ms, fps=1440 images/s, loss=0.0920, top1-acc=98.12%, top5-acc=99.96%, remaining_time=0:00:33.063546, arrival_time=2021-04-10 02:50:37.895109, cost_time=0:00:01.777607 2021-04-10 02:50:06,288 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0910, top1-acc=98.05%, top5-acc=99.96%, remaining_time=0:00:28.462544, arrival_time=2021-04-10 02:50:34.750847, cost_time=0:00:03.234389 2021-04-10 02:50:07,746 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=2.14ms, fps=1757 images/s, loss=0.0901, top1-acc=98.02%, top5-acc=99.96%, remaining_time=0:00:25.963064, arrival_time=2021-04-10 02:50:33.709222, cost_time=0:00:04.692121 2021-04-10 02:50:09,208 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.0908, top1-acc=98.00%, top5-acc=99.96%, remaining_time=0:00:24.004032, arrival_time=2021-04-10 02:50:33.212884, cost_time=0:00:06.154869 2021-04-10 02:50:10,670 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.56ms, fps=1753 images/s, loss=0.0881, top1-acc=98.10%, top5-acc=99.95%, remaining_time=0:00:22.239158, arrival_time=2021-04-10 02:50:32.909284, cost_time=0:00:07.616126 2021-04-10 02:50:12,131 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.46ms, fps=1752 images/s, loss=0.0889, top1-acc=98.12%, top5-acc=99.95%, remaining_time=0:00:20.576664, arrival_time=2021-04-10 02:50:32.708588, cost_time=0:00:09.077967 2021-04-10 02:50:13,595 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.56ms, fps=1750 images/s, loss=0.0890, top1-acc=98.11%, top5-acc=99.96%, remaining_time=0:00:18.974088, arrival_time=2021-04-10 02:50:32.569215, cost_time=0:00:10.541133 2021-04-10 02:50:15,058 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.64ms, fps=1750 images/s, loss=0.0890, top1-acc=98.11%, top5-acc=99.97%, remaining_time=0:00:17.406960, arrival_time=2021-04-10 02:50:32.465647, cost_time=0:00:12.004761 2021-04-10 02:50:16,521 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.88ms, fps=1750 images/s, loss=0.0890, top1-acc=98.12%, top5-acc=99.97%, remaining_time=0:00:15.862158, arrival_time=2021-04-10 02:50:32.383905, cost_time=0:00:13.467831 2021-04-10 02:50:17,974 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.0895, top1-acc=98.08%, top5-acc=99.97%, remaining_time=0:00:14.323392, arrival_time=2021-04-10 02:50:32.297592, cost_time=0:00:14.920248 2021-04-10 02:50:19,429 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.44ms, fps=1760 images/s, loss=0.0904, top1-acc=98.04%, top5-acc=99.97%, remaining_time=0:00:12.802390, arrival_time=2021-04-10 02:50:32.231488, cost_time=0:00:16.375179 2021-04-10 02:50:20,886 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.0899, top1-acc=98.05%, top5-acc=99.97%, remaining_time=0:00:11.293980, arrival_time=2021-04-10 02:50:32.180602, cost_time=0:00:17.832572 2021-04-10 02:50:22,345 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.55ms, fps=1756 images/s, loss=0.0903, top1-acc=98.04%, top5-acc=99.97%, remaining_time=0:00:09.794136, arrival_time=2021-04-10 02:50:32.139645, cost_time=0:00:19.291540 2021-04-10 02:50:23,806 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.36ms, fps=1752 images/s, loss=0.0913, top1-acc=98.00%, top5-acc=99.97%, remaining_time=0:00:08.301160, arrival_time=2021-04-10 02:50:32.107975, cost_time=0:00:20.752893 2021-04-10 02:50:25,263 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.31ms, fps=1758 images/s, loss=0.0916, top1-acc=98.01%, top5-acc=99.97%, remaining_time=0:00:06.810898, arrival_time=2021-04-10 02:50:32.074239, cost_time=0:00:22.209430 2021-04-10 02:50:26,722 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.44ms, fps=1755 images/s, loss=0.0921, top1-acc=98.00%, top5-acc=99.97%, remaining_time=0:00:05.325336, arrival_time=2021-04-10 02:50:32.047366, cost_time=0:00:23.668115 2021-04-10 02:50:28,199 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=21.84ms, fps=1734 images/s, loss=0.0920, top1-acc=97.98%, top5-acc=99.97%, remaining_time=0:00:03.845686, arrival_time=2021-04-10 02:50:32.044721, cost_time=0:00:25.144926 2021-04-10 02:50:29,668 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.80ms, fps=1743 images/s, loss=0.0924, top1-acc=97.98%, top5-acc=99.97%, remaining_time=0:00:02.365712, arrival_time=2021-04-10 02:50:32.034098, cost_time=0:00:26.614341 2021-04-10 02:50:31,131 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.32ms, fps=1750 images/s, loss=0.0926, top1-acc=97.96%, top5-acc=99.97%, remaining_time=0:00:00.886662, arrival_time=2021-04-10 02:50:32.018275, cost_time=0:00:28.077571 2021-04-10 02:50:31,916 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.39ms, fps=1733 images/s, loss=0.0928, top1-acc=97.97%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:31.916835, cost_time=0:00:28.862914 2021-04-10 02:50:32,304 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.20ms, fps=6629 images/s, loss=1.3366, top1-acc=70.66%, top5-acc=91.37%, remaining_time=0:00:01.158480, arrival_time=2021-04-10 02:50:33.462929, cost_time=0:00:00.386158 2021-04-10 02:50:32,604 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.39ms, fps=8559 images/s, loss=1.3244, top1-acc=70.80%, top5-acc=91.31%, remaining_time=0:00:00.685720, arrival_time=2021-04-10 02:50:33.289732, cost_time=0:00:00.685713 2021-04-10 02:50:32,908 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.94ms, fps=8429 images/s, loss=1.3501, top1-acc=70.66%, top5-acc=90.86%, remaining_time=0:00:00.329960, arrival_time=2021-04-10 02:50:33.238145, cost_time=0:00:00.989889 2021-04-10 02:50:33,196 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.10ms, fps=8052 images/s, loss=1.3372, top1-acc=70.61%, top5-acc=91.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:33.196769, cost_time=0:00:01.278473 2021-04-10 02:50:33,277 INFO : Epoch=0174 complete, best val top1-acc=70.94%, top5-acc=91.32% (epoch=173), remaining_time=0:13:11.798748, arrival_time=2021-04-10 03:03:45.076188, cost_time=1:28:18.960930 2021-04-10 02:50:33,278 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:50:34,953 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=1.48ms, fps=1529 images/s, loss=0.0882, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:31.148676, arrival_time=2021-04-10 02:51:06.101836, cost_time=0:00:01.674664 2021-04-10 02:50:36,421 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=2.11ms, fps=1744 images/s, loss=0.0900, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:27.656464, arrival_time=2021-04-10 02:51:04.077745, cost_time=0:00:03.142780 2021-04-10 02:50:37,885 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.93ms, fps=1749 images/s, loss=0.0881, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:25.492288, arrival_time=2021-04-10 02:51:03.377760, cost_time=0:00:04.607041 2021-04-10 02:50:39,342 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.0880, top1-acc=98.06%, top5-acc=99.99%, remaining_time=0:00:23.648664, arrival_time=2021-04-10 02:51:02.990886, cost_time=0:00:06.063752 2021-04-10 02:50:40,809 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=0.0858, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:21.990520, arrival_time=2021-04-10 02:51:02.800040, cost_time=0:00:07.531015 2021-04-10 02:50:42,264 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0848, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:20.367632, arrival_time=2021-04-10 02:51:02.631796, cost_time=0:00:08.985742 2021-04-10 02:50:43,723 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.41ms, fps=1755 images/s, loss=0.0853, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:18.800964, arrival_time=2021-04-10 02:51:02.524377, cost_time=0:00:10.444993 2021-04-10 02:50:45,190 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.87ms, fps=1745 images/s, loss=0.0859, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:17.272980, arrival_time=2021-04-10 02:51:02.463889, cost_time=0:00:11.912434 2021-04-10 02:50:46,650 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.51ms, fps=1754 images/s, loss=0.0857, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:15.749480, arrival_time=2021-04-10 02:51:02.400197, cost_time=0:00:13.372223 2021-04-10 02:50:48,113 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.88ms, fps=1751 images/s, loss=0.0863, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:14.241120, arrival_time=2021-04-10 02:51:02.354078, cost_time=0:00:14.834482 2021-04-10 02:50:49,572 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.0866, top1-acc=98.20%, top5-acc=99.98%, remaining_time=0:00:12.738750, arrival_time=2021-04-10 02:51:02.310939, cost_time=0:00:16.293772 2021-04-10 02:50:51,026 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.67ms, fps=1761 images/s, loss=0.0869, top1-acc=98.21%, top5-acc=99.98%, remaining_time=0:00:11.240096, arrival_time=2021-04-10 02:51:02.266064, cost_time=0:00:17.747543 2021-04-10 02:50:52,483 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.0868, top1-acc=98.22%, top5-acc=99.98%, remaining_time=0:00:09.750180, arrival_time=2021-04-10 02:51:02.233479, cost_time=0:00:19.204880 2021-04-10 02:50:53,945 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.0876, top1-acc=98.18%, top5-acc=99.97%, remaining_time=0:00:08.266664, arrival_time=2021-04-10 02:51:02.211767, cost_time=0:00:20.666603 2021-04-10 02:50:55,396 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.50ms, fps=1765 images/s, loss=0.0876, top1-acc=98.16%, top5-acc=99.98%, remaining_time=0:00:06.782746, arrival_time=2021-04-10 02:51:02.178848, cost_time=0:00:22.117605 2021-04-10 02:50:56,850 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.41ms, fps=1761 images/s, loss=0.0875, top1-acc=98.17%, top5-acc=99.98%, remaining_time=0:00:05.303664, arrival_time=2021-04-10 02:51:02.154009, cost_time=0:00:23.571912 2021-04-10 02:50:58,310 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0875, top1-acc=98.18%, top5-acc=99.98%, remaining_time=0:00:03.828370, arrival_time=2021-04-10 02:51:02.138556, cost_time=0:00:25.031580 2021-04-10 02:50:59,770 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=2.06ms, fps=1754 images/s, loss=0.0883, top1-acc=98.14%, top5-acc=99.98%, remaining_time=0:00:02.354816, arrival_time=2021-04-10 02:51:02.124959, cost_time=0:00:26.491712 2021-04-10 02:51:01,226 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.24ms, fps=1758 images/s, loss=0.0882, top1-acc=98.15%, top5-acc=99.98%, remaining_time=0:00:00.882564, arrival_time=2021-04-10 02:51:02.108938, cost_time=0:00:27.947955 2021-04-10 02:51:02,012 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.24ms, fps=1732 images/s, loss=0.0887, top1-acc=98.13%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:02.011975, cost_time=0:00:28.733568 2021-04-10 02:51:02,392 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=3.15ms, fps=6749 images/s, loss=1.2613, top1-acc=71.91%, top5-acc=91.99%, remaining_time=0:00:01.137990, arrival_time=2021-04-10 02:51:03.530615, cost_time=0:00:00.379327 2021-04-10 02:51:02,682 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.26ms, fps=8844 images/s, loss=1.2750, top1-acc=71.48%, top5-acc=91.76%, remaining_time=0:00:00.669080, arrival_time=2021-04-10 02:51:03.351453, cost_time=0:00:00.669077 2021-04-10 02:51:02,971 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.75ms, fps=8872 images/s, loss=1.2980, top1-acc=71.41%, top5-acc=91.58%, remaining_time=0:00:00.319320, arrival_time=2021-04-10 02:51:03.290615, cost_time=0:00:00.957947 2021-04-10 02:51:03,251 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=8288 images/s, loss=1.2875, top1-acc=71.09%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:03.251677, cost_time=0:00:01.238349 2021-04-10 02:51:03,400 INFO : Epoch=0175 complete, best val top1-acc=71.09%, top5-acc=91.31% (epoch=175), remaining_time=0:12:41.297650, arrival_time=2021-04-10 03:03:44.697719, cost_time=1:28:49.083523 2021-04-10 02:51:03,401 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:51:05,146 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=0.35ms, fps=1468 images/s, loss=0.0759, top1-acc=98.79%, top5-acc=99.96%, remaining_time=0:00:32.444910, arrival_time=2021-04-10 02:51:37.591202, cost_time=0:00:01.744346 2021-04-10 02:51:06,605 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.0796, top1-acc=98.52%, top5-acc=99.98%, remaining_time=0:00:28.186576, arrival_time=2021-04-10 02:51:34.791546, cost_time=0:00:03.203014 2021-04-10 02:51:08,059 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.38ms, fps=1760 images/s, loss=0.0833, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:25.774156, arrival_time=2021-04-10 02:51:33.834042, cost_time=0:00:04.657988 2021-04-10 02:51:09,518 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.29ms, fps=1755 images/s, loss=0.0818, top1-acc=98.31%, top5-acc=99.97%, remaining_time=0:00:23.855208, arrival_time=2021-04-10 02:51:33.373855, cost_time=0:00:06.116709 2021-04-10 02:51:10,977 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.0814, top1-acc=98.37%, top5-acc=99.98%, remaining_time=0:00:22.120314, arrival_time=2021-04-10 02:51:33.097673, cost_time=0:00:07.575474 2021-04-10 02:51:12,428 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.45ms, fps=1764 images/s, loss=0.0826, top1-acc=98.28%, top5-acc=99.98%, remaining_time=0:00:20.461336, arrival_time=2021-04-10 02:51:32.890270, cost_time=0:00:09.027046 2021-04-10 02:51:13,892 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.54ms, fps=1750 images/s, loss=0.0816, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:18.882234, arrival_time=2021-04-10 02:51:32.774237, cost_time=0:00:10.490116 2021-04-10 02:51:15,349 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.99ms, fps=1756 images/s, loss=0.0820, top1-acc=98.31%, top5-acc=99.98%, remaining_time=0:00:17.324484, arrival_time=2021-04-10 02:51:32.674365, cost_time=0:00:11.947945 2021-04-10 02:51:16,810 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.33ms, fps=1754 images/s, loss=0.0818, top1-acc=98.33%, top5-acc=99.98%, remaining_time=0:00:15.791774, arrival_time=2021-04-10 02:51:32.601737, cost_time=0:00:13.408071 2021-04-10 02:51:18,268 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.89ms, fps=1756 images/s, loss=0.0822, top1-acc=98.32%, top5-acc=99.98%, remaining_time=0:00:14.271840, arrival_time=2021-04-10 02:51:32.540224, cost_time=0:00:14.866492 2021-04-10 02:51:19,720 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.48ms, fps=1764 images/s, loss=0.0827, top1-acc=98.29%, top5-acc=99.98%, remaining_time=0:00:12.758014, arrival_time=2021-04-10 02:51:32.478411, cost_time=0:00:16.318380 2021-04-10 02:51:21,172 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.41ms, fps=1764 images/s, loss=0.0835, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:11.254536, arrival_time=2021-04-10 02:51:32.426786, cost_time=0:00:17.770365 2021-04-10 02:51:22,625 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=2.04ms, fps=1762 images/s, loss=0.0839, top1-acc=98.25%, top5-acc=99.98%, remaining_time=0:00:09.759882, arrival_time=2021-04-10 02:51:32.385810, cost_time=0:00:19.224027 2021-04-10 02:51:24,080 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.55ms, fps=1760 images/s, loss=0.0841, top1-acc=98.24%, top5-acc=99.98%, remaining_time=0:00:08.271480, arrival_time=2021-04-10 02:51:32.352009, cost_time=0:00:20.678636 2021-04-10 02:51:25,538 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=2.08ms, fps=1757 images/s, loss=0.0838, top1-acc=98.27%, top5-acc=99.98%, remaining_time=0:00:06.788450, arrival_time=2021-04-10 02:51:32.326540, cost_time=0:00:22.136205 2021-04-10 02:51:27,011 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.32ms, fps=1738 images/s, loss=0.0840, top1-acc=98.26%, top5-acc=99.97%, remaining_time=0:00:05.312196, arrival_time=2021-04-10 02:51:32.323868, cost_time=0:00:23.609736 2021-04-10 02:51:28,474 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.0843, top1-acc=98.26%, top5-acc=99.97%, remaining_time=0:00:03.834636, arrival_time=2021-04-10 02:51:32.309199, cost_time=0:00:25.072676 2021-04-10 02:51:29,932 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.42ms, fps=1756 images/s, loss=0.0842, top1-acc=98.28%, top5-acc=99.97%, remaining_time=0:00:02.358304, arrival_time=2021-04-10 02:51:32.291037, cost_time=0:00:26.530844 2021-04-10 02:51:31,385 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.20ms, fps=1763 images/s, loss=0.0839, top1-acc=98.30%, top5-acc=99.97%, remaining_time=0:00:00.883680, arrival_time=2021-04-10 02:51:32.268799, cost_time=0:00:27.983236 2021-04-10 02:51:32,174 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.22ms, fps=1725 images/s, loss=0.0842, top1-acc=98.29%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:32.174035, cost_time=0:00:28.772157 2021-04-10 02:51:32,577 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.39ms, fps=6366 images/s, loss=1.3103, top1-acc=71.09%, top5-acc=91.02%, remaining_time=0:00:01.206450, arrival_time=2021-04-10 02:51:33.783989, cost_time=0:00:00.402146 2021-04-10 02:51:32,872 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.30ms, fps=8704 images/s, loss=1.3324, top1-acc=70.96%, top5-acc=91.05%, remaining_time=0:00:00.696720, arrival_time=2021-04-10 02:51:33.568797, cost_time=0:00:00.696720 2021-04-10 02:51:33,170 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=2.28ms, fps=8579 images/s, loss=1.3381, top1-acc=70.73%, top5-acc=91.21%, remaining_time=0:00:00.331820, arrival_time=2021-04-10 02:51:33.502676, cost_time=0:00:00.995449 2021-04-10 02:51:33,456 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.08ms, fps=8134 images/s, loss=1.3172, top1-acc=71.10%, top5-acc=91.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:33.456498, cost_time=0:00:01.281142 2021-04-10 02:51:33,566 INFO : Epoch=0176 complete, best val top1-acc=71.10%, top5-acc=91.38% (epoch=176), remaining_time=0:12:10.806792, arrival_time=2021-04-10 03:03:44.373191, cost_time=1:29:19.249886 2021-04-10 02:51:33,567 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:51:35,298 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.41ms, fps=1479 images/s, loss=0.0710, top1-acc=98.63%, top5-acc=100.00%, remaining_time=0:00:32.200506, arrival_time=2021-04-10 02:52:07.499069, cost_time=0:00:01.731207 2021-04-10 02:51:36,760 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.68ms, fps=1751 images/s, loss=0.0753, top1-acc=98.65%, top5-acc=100.00%, remaining_time=0:00:28.103328, arrival_time=2021-04-10 02:52:04.864248, cost_time=0:00:03.193561 2021-04-10 02:51:38,219 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.83ms, fps=1755 images/s, loss=0.0735, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:25.742616, arrival_time=2021-04-10 02:52:03.962266, cost_time=0:00:04.652268 2021-04-10 02:51:39,677 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.48ms, fps=1756 images/s, loss=0.0733, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:23.830248, arrival_time=2021-04-10 02:52:03.507911, cost_time=0:00:06.110311 2021-04-10 02:51:41,131 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.36ms, fps=1761 images/s, loss=0.0746, top1-acc=98.68%, top5-acc=99.98%, remaining_time=0:00:22.086880, arrival_time=2021-04-10 02:52:03.218211, cost_time=0:00:07.563981 2021-04-10 02:51:42,586 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.58ms, fps=1760 images/s, loss=0.0733, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:20.442704, arrival_time=2021-04-10 02:52:03.028914, cost_time=0:00:09.018851 2021-04-10 02:51:44,046 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.47ms, fps=1753 images/s, loss=0.0744, top1-acc=98.70%, top5-acc=99.99%, remaining_time=0:00:18.862956, arrival_time=2021-04-10 02:52:02.909825, cost_time=0:00:10.479415 2021-04-10 02:51:45,504 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.36ms, fps=1757 images/s, loss=0.0742, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:17.309288, arrival_time=2021-04-10 02:52:02.814065, cost_time=0:00:11.937424 2021-04-10 02:51:46,962 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.0750, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:15.776616, arrival_time=2021-04-10 02:52:02.739182, cost_time=0:00:13.395208 2021-04-10 02:51:48,414 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.32ms, fps=1763 images/s, loss=0.0753, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:14.253504, arrival_time=2021-04-10 02:52:02.668278, cost_time=0:00:14.847355 2021-04-10 02:51:49,868 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.49ms, fps=1762 images/s, loss=0.0755, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:12.744512, arrival_time=2021-04-10 02:52:02.612965, cost_time=0:00:16.301099 2021-04-10 02:51:51,322 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.44ms, fps=1761 images/s, loss=0.0755, top1-acc=98.60%, top5-acc=99.99%, remaining_time=0:00:11.244960, arrival_time=2021-04-10 02:52:02.567540, cost_time=0:00:17.755223 2021-04-10 02:51:52,775 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0761, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:09.751962, arrival_time=2021-04-10 02:52:02.527753, cost_time=0:00:19.208394 2021-04-10 02:51:54,240 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.45ms, fps=1749 images/s, loss=0.0766, top1-acc=98.56%, top5-acc=99.98%, remaining_time=0:00:08.269184, arrival_time=2021-04-10 02:52:02.509466, cost_time=0:00:20.672926 2021-04-10 02:51:55,701 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.61ms, fps=1753 images/s, loss=0.0770, top1-acc=98.55%, top5-acc=99.98%, remaining_time=0:00:06.787668, arrival_time=2021-04-10 02:52:02.488769, cost_time=0:00:22.133691 2021-04-10 02:51:57,163 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.35ms, fps=1751 images/s, loss=0.0778, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:05.309064, arrival_time=2021-04-10 02:52:02.472248, cost_time=0:00:23.595832 2021-04-10 02:51:58,627 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.0780, top1-acc=98.52%, top5-acc=99.98%, remaining_time=0:00:03.832712, arrival_time=2021-04-10 02:52:02.460039, cost_time=0:00:25.059971 2021-04-10 02:52:00,079 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=2.10ms, fps=1763 images/s, loss=0.0786, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:02.356640, arrival_time=2021-04-10 02:52:02.436308, cost_time=0:00:26.512283 2021-04-10 02:52:01,535 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.22ms, fps=1759 images/s, loss=0.0789, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:00.883200, arrival_time=2021-04-10 02:52:02.418510, cost_time=0:00:27.967923 2021-04-10 02:52:02,323 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.41ms, fps=1726 images/s, loss=0.0791, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:02.323472, cost_time=0:00:28.756127 2021-04-10 02:52:02,701 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.88ms, fps=6805 images/s, loss=1.3756, top1-acc=70.20%, top5-acc=91.02%, remaining_time=0:00:01.128540, arrival_time=2021-04-10 02:52:03.829549, cost_time=0:00:00.376183 2021-04-10 02:52:02,989 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=0.21ms, fps=8881 images/s, loss=1.3231, top1-acc=71.23%, top5-acc=91.48%, remaining_time=0:00:00.664860, arrival_time=2021-04-10 02:52:03.654538, cost_time=0:00:00.664854 2021-04-10 02:52:03,289 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.92ms, fps=8550 images/s, loss=1.3195, top1-acc=71.05%, top5-acc=91.58%, remaining_time=0:00:00.321540, arrival_time=2021-04-10 02:52:03.611021, cost_time=0:00:00.964610 2021-04-10 02:52:03,579 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.10ms, fps=8013 images/s, loss=1.3203, top1-acc=70.94%, top5-acc=91.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:03.579474, cost_time=0:00:01.254630 2021-04-10 02:52:03,665 INFO : Epoch=0177 complete, best val top1-acc=71.10%, top5-acc=91.38% (epoch=176), remaining_time=0:11:40.310877, arrival_time=2021-04-10 03:03:43.976387, cost_time=1:29:49.348973 2021-04-10 02:52:03,666 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:52:05,341 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=0.53ms, fps=1529 images/s, loss=0.0753, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:31.147932, arrival_time=2021-04-10 02:52:36.489785, cost_time=0:00:01.674618 2021-04-10 02:52:06,800 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=2.01ms, fps=1755 images/s, loss=0.0802, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:27.577616, arrival_time=2021-04-10 02:52:34.378525, cost_time=0:00:03.133822 2021-04-10 02:52:08,256 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.44ms, fps=1759 images/s, loss=0.0770, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:25.394182, arrival_time=2021-04-10 02:52:33.650665, cost_time=0:00:04.589322 2021-04-10 02:52:09,712 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.59ms, fps=1759 images/s, loss=0.0763, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:23.577216, arrival_time=2021-04-10 02:52:33.289741, cost_time=0:00:06.045436 2021-04-10 02:52:11,168 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0758, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:21.902336, arrival_time=2021-04-10 02:52:33.070275, cost_time=0:00:07.500793 2021-04-10 02:52:12,626 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.86ms, fps=1755 images/s, loss=0.0762, top1-acc=98.52%, top5-acc=99.98%, remaining_time=0:00:20.308744, arrival_time=2021-04-10 02:52:32.935581, cost_time=0:00:08.959746 2021-04-10 02:52:14,085 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.37ms, fps=1755 images/s, loss=0.0754, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:18.753336, arrival_time=2021-04-10 02:52:32.838921, cost_time=0:00:10.418508 2021-04-10 02:52:15,535 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.37ms, fps=1766 images/s, loss=0.0752, top1-acc=98.57%, top5-acc=99.99%, remaining_time=0:00:17.208948, arrival_time=2021-04-10 02:52:32.744239, cost_time=0:00:11.868218 2021-04-10 02:52:17,074 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.36ms, fps=1735 images/s, loss=0.0756, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:15.791032, arrival_time=2021-04-10 02:52:32.865770, cost_time=0:00:13.407444 2021-04-10 02:52:18,533 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.69ms, fps=1756 images/s, loss=0.0752, top1-acc=98.57%, top5-acc=99.98%, remaining_time=0:00:14.271264, arrival_time=2021-04-10 02:52:32.804247, cost_time=0:00:14.865896 2021-04-10 02:52:19,987 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.58ms, fps=1760 images/s, loss=0.0757, top1-acc=98.54%, top5-acc=99.99%, remaining_time=0:00:12.759648, arrival_time=2021-04-10 02:52:32.747218, cost_time=0:00:16.320485 2021-04-10 02:52:21,438 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.40ms, fps=1764 images/s, loss=0.0760, top1-acc=98.54%, top5-acc=99.98%, remaining_time=0:00:11.255524, arrival_time=2021-04-10 02:52:32.694472, cost_time=0:00:17.771873 2021-04-10 02:52:22,896 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.0760, top1-acc=98.54%, top5-acc=99.98%, remaining_time=0:00:09.762456, arrival_time=2021-04-10 02:52:32.658609, cost_time=0:00:19.229069 2021-04-10 02:52:24,354 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.47ms, fps=1755 images/s, loss=0.0766, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:08.275120, arrival_time=2021-04-10 02:52:32.629996, cost_time=0:00:20.687799 2021-04-10 02:52:25,806 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.52ms, fps=1764 images/s, loss=0.0763, top1-acc=98.52%, top5-acc=99.98%, remaining_time=0:00:06.789370, arrival_time=2021-04-10 02:52:32.595730, cost_time=0:00:22.139283 2021-04-10 02:52:27,266 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.34ms, fps=1754 images/s, loss=0.0764, top1-acc=98.50%, top5-acc=99.99%, remaining_time=0:00:05.309784, arrival_time=2021-04-10 02:52:32.575935, cost_time=0:00:23.599077 2021-04-10 02:52:28,721 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0765, top1-acc=98.50%, top5-acc=99.98%, remaining_time=0:00:03.831854, arrival_time=2021-04-10 02:52:32.553441, cost_time=0:00:25.054512 2021-04-10 02:52:30,190 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.42ms, fps=1743 images/s, loss=0.0764, top1-acc=98.51%, top5-acc=99.98%, remaining_time=0:00:02.357648, arrival_time=2021-04-10 02:52:32.548383, cost_time=0:00:26.523581 2021-04-10 02:52:31,648 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=2.39ms, fps=1756 images/s, loss=0.0766, top1-acc=98.50%, top5-acc=99.98%, remaining_time=0:00:00.883632, arrival_time=2021-04-10 02:52:32.532523, cost_time=0:00:27.981773 2021-04-10 02:52:32,431 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.23ms, fps=1738 images/s, loss=0.0775, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:32.431718, cost_time=0:00:28.764643 2021-04-10 02:52:32,809 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=6.85ms, fps=6797 images/s, loss=1.3517, top1-acc=70.35%, top5-acc=91.87%, remaining_time=0:00:01.129920, arrival_time=2021-04-10 02:52:33.939725, cost_time=0:00:00.376636 2021-04-10 02:52:33,102 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.40ms, fps=8749 images/s, loss=1.3381, top1-acc=70.45%, top5-acc=91.37%, remaining_time=0:00:00.669720, arrival_time=2021-04-10 02:52:33.772572, cost_time=0:00:00.669717 2021-04-10 02:52:33,403 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=2.09ms, fps=8537 images/s, loss=1.3351, top1-acc=70.40%, top5-acc=91.38%, remaining_time=0:00:00.323320, arrival_time=2021-04-10 02:52:33.726404, cost_time=0:00:00.969948 2021-04-10 02:52:33,683 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.09ms, fps=8300 images/s, loss=1.3296, top1-acc=70.63%, top5-acc=91.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:33.683032, cost_time=0:00:01.249827 2021-04-10 02:52:33,761 INFO : Epoch=0178 complete, best val top1-acc=71.10%, top5-acc=91.38% (epoch=176), remaining_time=0:11:09.818996, arrival_time=2021-04-10 03:03:43.580213, cost_time=1:30:19.444683 2021-04-10 02:52:33,762 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:52:35,423 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.42ms, fps=1541 images/s, loss=0.0855, top1-acc=98.28%, top5-acc=99.96%, remaining_time=0:00:30.889020, arrival_time=2021-04-10 02:53:06.312638, cost_time=0:00:01.660704 2021-04-10 02:52:36,878 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.59ms, fps=1760 images/s, loss=0.0811, top1-acc=98.52%, top5-acc=99.98%, remaining_time=0:00:27.418864, arrival_time=2021-04-10 02:53:04.297600, cost_time=0:00:03.115774 2021-04-10 02:52:38,351 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.45ms, fps=1739 images/s, loss=0.0775, top1-acc=98.58%, top5-acc=99.99%, remaining_time=0:00:25.390198, arrival_time=2021-04-10 02:53:03.741674, cost_time=0:00:04.588580 2021-04-10 02:52:39,816 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.32ms, fps=1748 images/s, loss=0.0751, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:23.608416, arrival_time=2021-04-10 02:53:03.424678, cost_time=0:00:06.053425 2021-04-10 02:52:41,276 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=2.12ms, fps=1754 images/s, loss=0.0750, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:21.938690, arrival_time=2021-04-10 02:53:03.214735, cost_time=0:00:07.513233 2021-04-10 02:52:42,735 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.54ms, fps=1755 images/s, loss=0.0742, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:20.337848, arrival_time=2021-04-10 02:53:03.073418, cost_time=0:00:08.972602 2021-04-10 02:52:44,188 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.47ms, fps=1763 images/s, loss=0.0734, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:18.765936, arrival_time=2021-04-10 02:53:02.954261, cost_time=0:00:10.425506 2021-04-10 02:52:45,643 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.40ms, fps=1760 images/s, loss=0.0727, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:17.226812, arrival_time=2021-04-10 02:53:02.870202, cost_time=0:00:11.880576 2021-04-10 02:52:47,098 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.45ms, fps=1759 images/s, loss=0.0727, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:15.706868, arrival_time=2021-04-10 02:53:02.805659, cost_time=0:00:13.335976 2021-04-10 02:52:48,562 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.0736, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:14.207712, arrival_time=2021-04-10 02:53:02.770268, cost_time=0:00:14.799674 2021-04-10 02:52:50,022 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0734, top1-acc=98.61%, top5-acc=99.99%, remaining_time=0:00:12.712348, arrival_time=2021-04-10 02:53:02.735206, cost_time=0:00:16.259996 2021-04-10 02:52:51,490 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.33ms, fps=1745 images/s, loss=0.0733, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:11.227404, arrival_time=2021-04-10 02:53:02.717688, cost_time=0:00:17.727468 2021-04-10 02:52:52,953 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.45ms, fps=1750 images/s, loss=0.0729, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:09.743052, arrival_time=2021-04-10 02:53:02.696784, cost_time=0:00:19.190910 2021-04-10 02:52:54,419 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.90ms, fps=1747 images/s, loss=0.0729, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:08.262688, arrival_time=2021-04-10 02:53:02.682185, cost_time=0:00:20.656679 2021-04-10 02:52:55,881 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.48ms, fps=1752 images/s, loss=0.0728, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:06.782976, arrival_time=2021-04-10 02:53:02.664208, cost_time=0:00:22.118422 2021-04-10 02:52:57,338 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.34ms, fps=1757 images/s, loss=0.0727, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:05.304528, arrival_time=2021-04-10 02:53:02.643131, cost_time=0:00:23.575756 2021-04-10 02:52:58,794 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0726, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:03.828318, arrival_time=2021-04-10 02:53:02.622542, cost_time=0:00:25.031366 2021-04-10 02:53:00,251 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.33ms, fps=1757 images/s, loss=0.0727, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:02.354544, arrival_time=2021-04-10 02:53:02.605967, cost_time=0:00:26.488608 2021-04-10 02:53:01,717 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.42ms, fps=1746 images/s, loss=0.0731, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:00.882786, arrival_time=2021-04-10 02:53:02.600616, cost_time=0:00:27.954919 2021-04-10 02:53:02,501 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.25ms, fps=1737 images/s, loss=0.0730, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:02.501167, cost_time=0:00:28.738360 2021-04-10 02:53:02,885 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=2.49ms, fps=6693 images/s, loss=1.2872, top1-acc=72.30%, top5-acc=91.25%, remaining_time=0:00:01.147410, arrival_time=2021-04-10 02:53:04.032429, cost_time=0:00:00.382474 2021-04-10 02:53:03,177 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.31ms, fps=8756 images/s, loss=1.3224, top1-acc=71.27%, top5-acc=91.39%, remaining_time=0:00:00.675320, arrival_time=2021-04-10 02:53:03.853135, cost_time=0:00:00.675312 2021-04-10 02:53:03,478 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=1.66ms, fps=8512 images/s, loss=1.3338, top1-acc=70.94%, top5-acc=91.59%, remaining_time=0:00:00.325460, arrival_time=2021-04-10 02:53:03.804373, cost_time=0:00:00.976377 2021-04-10 02:53:03,764 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.11ms, fps=8146 images/s, loss=1.3598, top1-acc=71.21%, top5-acc=91.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:03.764161, cost_time=0:00:01.261635 2021-04-10 02:53:03,875 INFO : Epoch=0179 complete, best val top1-acc=71.21%, top5-acc=91.52% (epoch=179), remaining_time=0:10:39.333744, arrival_time=2021-04-10 03:03:43.209288, cost_time=1:30:49.559027 2021-04-10 02:53:03,876 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:53:05,598 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=0.22ms, fps=1486 images/s, loss=0.0740, top1-acc=98.52%, top5-acc=99.96%, remaining_time=0:00:32.034966, arrival_time=2021-04-10 02:53:37.633819, cost_time=0:00:01.722312 2021-04-10 02:53:07,048 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.50ms, fps=1767 images/s, loss=0.0710, top1-acc=98.48%, top5-acc=99.98%, remaining_time=0:00:27.910608, arrival_time=2021-04-10 02:53:34.958793, cost_time=0:00:03.171658 2021-04-10 02:53:08,506 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.86ms, fps=1756 images/s, loss=0.0720, top1-acc=98.52%, top5-acc=99.99%, remaining_time=0:00:25.619610, arrival_time=2021-04-10 02:53:34.126189, cost_time=0:00:04.630053 2021-04-10 02:53:09,970 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=2.11ms, fps=1749 images/s, loss=0.0716, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:23.768004, arrival_time=2021-04-10 02:53:33.738903, cost_time=0:00:06.094370 2021-04-10 02:53:11,431 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=2.06ms, fps=1753 images/s, loss=0.0705, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:22.061038, arrival_time=2021-04-10 02:53:33.492707, cost_time=0:00:07.555145 2021-04-10 02:53:12,890 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.38ms, fps=1756 images/s, loss=0.0709, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:20.430872, arrival_time=2021-04-10 02:53:33.321043, cost_time=0:00:09.013645 2021-04-10 02:53:14,338 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.59ms, fps=1769 images/s, loss=0.0714, top1-acc=98.62%, top5-acc=99.99%, remaining_time=0:00:18.830700, arrival_time=2021-04-10 02:53:33.168719, cost_time=0:00:10.461487 2021-04-10 02:53:15,794 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.67ms, fps=1758 images/s, loss=0.0716, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:17.280752, arrival_time=2021-04-10 02:53:33.075025, cost_time=0:00:11.917741 2021-04-10 02:53:17,259 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.85ms, fps=1748 images/s, loss=0.0713, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:15.762094, arrival_time=2021-04-10 02:53:33.021543, cost_time=0:00:13.382922 2021-04-10 02:53:18,716 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.55ms, fps=1757 images/s, loss=0.0714, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:14.246784, arrival_time=2021-04-10 02:53:32.963730, cost_time=0:00:14.840417 2021-04-10 02:53:20,190 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.90ms, fps=1738 images/s, loss=0.0714, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:12.754402, arrival_time=2021-04-10 02:53:32.944658, cost_time=0:00:16.313729 2021-04-10 02:53:21,654 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.88ms, fps=1749 images/s, loss=0.0714, top1-acc=98.68%, top5-acc=99.98%, remaining_time=0:00:11.259248, arrival_time=2021-04-10 02:53:32.913580, cost_time=0:00:17.777801 2021-04-10 02:53:23,108 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=0.0716, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:09.763974, arrival_time=2021-04-10 02:53:32.872646, cost_time=0:00:19.232092 2021-04-10 02:53:24,563 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.47ms, fps=1761 images/s, loss=0.0721, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:08.274616, arrival_time=2021-04-10 02:53:32.837645, cost_time=0:00:20.686502 2021-04-10 02:53:26,039 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.52ms, fps=1735 images/s, loss=0.0723, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:06.796546, arrival_time=2021-04-10 02:53:32.835793, cost_time=0:00:22.162676 2021-04-10 02:53:27,502 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.48ms, fps=1750 images/s, loss=0.0716, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:05.315904, arrival_time=2021-04-10 02:53:32.818797, cost_time=0:00:23.626289 2021-04-10 02:53:28,969 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.96ms, fps=1746 images/s, loss=0.0714, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:03.837730, arrival_time=2021-04-10 02:53:32.807267, cost_time=0:00:25.092844 2021-04-10 02:53:30,434 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.67ms, fps=1748 images/s, loss=0.0713, top1-acc=98.69%, top5-acc=99.98%, remaining_time=0:00:02.360736, arrival_time=2021-04-10 02:53:32.795602, cost_time=0:00:26.558334 2021-04-10 02:53:31,896 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.26ms, fps=1753 images/s, loss=0.0715, top1-acc=98.67%, top5-acc=99.98%, remaining_time=0:00:00.884820, arrival_time=2021-04-10 02:53:32.780737, cost_time=0:00:28.019279 2021-04-10 02:53:32,679 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.70ms, fps=1738 images/s, loss=0.0718, top1-acc=98.66%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:32.679155, cost_time=0:00:28.802637 2021-04-10 02:53:33,054 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.20ms, fps=6846 images/s, loss=1.3094, top1-acc=71.80%, top5-acc=91.29%, remaining_time=0:00:01.121760, arrival_time=2021-04-10 02:53:34.176154, cost_time=0:00:00.373923 2021-04-10 02:53:33,347 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.19ms, fps=8748 images/s, loss=1.3284, top1-acc=71.80%, top5-acc=91.43%, remaining_time=0:00:00.666900, arrival_time=2021-04-10 02:53:34.014265, cost_time=0:00:00.666895 2021-04-10 02:53:33,641 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.94ms, fps=8724 images/s, loss=1.3233, top1-acc=71.50%, top5-acc=91.39%, remaining_time=0:00:00.320220, arrival_time=2021-04-10 02:53:33.961398, cost_time=0:00:00.960663 2021-04-10 02:53:33,929 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=8057 images/s, loss=1.3260, top1-acc=71.29%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:33.929595, cost_time=0:00:01.249101 2021-04-10 02:53:34,039 INFO : Epoch=0180 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:10:08.858140, arrival_time=2021-04-10 03:03:42.897920, cost_time=1:31:19.723264 2021-04-10 02:53:34,040 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:53:35,782 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.34ms, fps=1470 images/s, loss=0.0613, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:32.389668, arrival_time=2021-04-10 02:54:08.171812, cost_time=0:00:01.741383 2021-04-10 02:53:37,240 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.84ms, fps=1756 images/s, loss=0.0628, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:28.152960, arrival_time=2021-04-10 02:54:05.392960, cost_time=0:00:03.199194 2021-04-10 02:53:38,696 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.36ms, fps=1759 images/s, loss=0.0618, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:25.759548, arrival_time=2021-04-10 02:54:04.455685, cost_time=0:00:04.655343 2021-04-10 02:53:40,159 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.49ms, fps=1750 images/s, loss=0.0630, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:23.861916, arrival_time=2021-04-10 02:54:04.021198, cost_time=0:00:06.118450 2021-04-10 02:53:41,612 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.74ms, fps=1763 images/s, loss=0.0653, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:22.107758, arrival_time=2021-04-10 02:54:03.719748, cost_time=0:00:07.571147 2021-04-10 02:53:43,062 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.40ms, fps=1766 images/s, loss=0.0657, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:20.449368, arrival_time=2021-04-10 02:54:03.511878, cost_time=0:00:09.021756 2021-04-10 02:53:44,517 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.48ms, fps=1760 images/s, loss=0.0663, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:18.857538, arrival_time=2021-04-10 02:54:03.374789, cost_time=0:00:10.476411 2021-04-10 02:53:45,977 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=2.19ms, fps=1754 images/s, loss=0.0670, top1-acc=98.87%, top5-acc=99.99%, remaining_time=0:00:17.307780, arrival_time=2021-04-10 02:54:03.285012, cost_time=0:00:11.936418 2021-04-10 02:53:47,442 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.40ms, fps=1749 images/s, loss=0.0676, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:15.783718, arrival_time=2021-04-10 02:54:03.225744, cost_time=0:00:13.401248 2021-04-10 02:53:48,908 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.54ms, fps=1746 images/s, loss=0.0686, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:14.273376, arrival_time=2021-04-10 02:54:03.182253, cost_time=0:00:14.868076 2021-04-10 02:53:50,362 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=0.0682, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:12.760852, arrival_time=2021-04-10 02:54:03.123687, cost_time=0:00:16.321998 2021-04-10 02:53:51,824 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.49ms, fps=1752 images/s, loss=0.0682, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:11.262820, arrival_time=2021-04-10 02:54:03.087031, cost_time=0:00:17.783419 2021-04-10 02:53:53,317 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.62ms, fps=1715 images/s, loss=0.0683, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:09.786744, arrival_time=2021-04-10 02:54:03.104427, cost_time=0:00:19.276887 2021-04-10 02:53:54,793 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.76ms, fps=1736 images/s, loss=0.0682, top1-acc=98.82%, top5-acc=99.98%, remaining_time=0:00:08.300936, arrival_time=2021-04-10 02:54:03.094040, cost_time=0:00:20.752305 2021-04-10 02:53:56,256 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.0682, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:06.812876, arrival_time=2021-04-10 02:54:03.069606, cost_time=0:00:22.215968 2021-04-10 02:53:57,713 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.0680, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:05.326380, arrival_time=2021-04-10 02:54:03.039858, cost_time=0:00:23.672724 2021-04-10 02:53:59,175 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.89ms, fps=1751 images/s, loss=0.0686, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:03.844126, arrival_time=2021-04-10 02:54:03.019613, cost_time=0:00:25.134729 2021-04-10 02:54:00,637 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.89ms, fps=1752 images/s, loss=0.0685, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:02.364112, arrival_time=2021-04-10 02:54:03.001208, cost_time=0:00:26.596339 2021-04-10 02:54:02,102 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.53ms, fps=1747 images/s, loss=0.0683, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:00.886164, arrival_time=2021-04-10 02:54:02.988850, cost_time=0:00:28.061863 2021-04-10 02:54:02,885 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.37ms, fps=1738 images/s, loss=0.0685, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:02.885544, cost_time=0:00:28.844794 2021-04-10 02:54:03,276 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.36ms, fps=6574 images/s, loss=1.4344, top1-acc=70.12%, top5-acc=90.90%, remaining_time=0:00:01.168170, arrival_time=2021-04-10 02:54:04.444538, cost_time=0:00:00.389392 2021-04-10 02:54:03,566 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.45ms, fps=8839 images/s, loss=1.3826, top1-acc=70.61%, top5-acc=90.98%, remaining_time=0:00:00.679400, arrival_time=2021-04-10 02:54:04.245814, cost_time=0:00:00.679398 2021-04-10 02:54:03,868 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=2.53ms, fps=8492 images/s, loss=1.3421, top1-acc=70.78%, top5-acc=91.22%, remaining_time=0:00:00.327100, arrival_time=2021-04-10 02:54:04.195414, cost_time=0:00:00.981297 2021-04-10 02:54:04,155 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.11ms, fps=8083 images/s, loss=1.3383, top1-acc=71.11%, top5-acc=91.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:04.155832, cost_time=0:00:01.268824 2021-04-10 02:54:04,263 INFO : Epoch=0181 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:09:38.392205, arrival_time=2021-04-10 03:03:42.655492, cost_time=1:31:49.946776 2021-04-10 02:54:04,264 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:54:05,959 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.32ms, fps=1510 images/s, loss=0.0644, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:31.532766, arrival_time=2021-04-10 02:54:37.492376, cost_time=0:00:01.695313 2021-04-10 02:54:07,415 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.80ms, fps=1759 images/s, loss=0.0644, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:27.728800, arrival_time=2021-04-10 02:54:35.144087, cost_time=0:00:03.150993 2021-04-10 02:54:08,872 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.0642, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:25.499260, arrival_time=2021-04-10 02:54:34.371861, cost_time=0:00:04.608293 2021-04-10 02:54:10,326 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.61ms, fps=1762 images/s, loss=0.0652, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:23.640708, arrival_time=2021-04-10 02:54:33.966744, cost_time=0:00:06.061736 2021-04-10 02:54:11,792 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=0.0649, top1-acc=98.94%, top5-acc=99.98%, remaining_time=0:00:21.980884, arrival_time=2021-04-10 02:54:33.772901, cost_time=0:00:07.527680 2021-04-10 02:54:13,250 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.0640, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:20.367360, arrival_time=2021-04-10 02:54:33.617361, cost_time=0:00:08.985591 2021-04-10 02:54:14,711 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.70ms, fps=1753 images/s, loss=0.0642, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:18.804240, arrival_time=2021-04-10 02:54:33.515321, cost_time=0:00:10.446792 2021-04-10 02:54:16,168 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.0639, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:17.260336, arrival_time=2021-04-10 02:54:33.428419, cost_time=0:00:11.903713 2021-04-10 02:54:17,627 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.45ms, fps=1755 images/s, loss=0.0644, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:15.738986, arrival_time=2021-04-10 02:54:33.366531, cost_time=0:00:13.363259 2021-04-10 02:54:19,085 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.72ms, fps=1757 images/s, loss=0.0654, top1-acc=98.88%, top5-acc=99.98%, remaining_time=0:00:14.227968, arrival_time=2021-04-10 02:54:33.313184, cost_time=0:00:14.820842 2021-04-10 02:54:20,541 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.91ms, fps=1758 images/s, loss=0.0655, top1-acc=98.88%, top5-acc=99.98%, remaining_time=0:00:12.725850, arrival_time=2021-04-10 02:54:33.267433, cost_time=0:00:16.277246 2021-04-10 02:54:22,002 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=2.27ms, fps=1753 images/s, loss=0.0650, top1-acc=98.91%, top5-acc=99.98%, remaining_time=0:00:11.234320, arrival_time=2021-04-10 02:54:33.237091, cost_time=0:00:17.738438 2021-04-10 02:54:23,477 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.41ms, fps=1737 images/s, loss=0.0653, top1-acc=98.90%, top5-acc=99.98%, remaining_time=0:00:09.754536, arrival_time=2021-04-10 02:54:33.232391, cost_time=0:00:19.213519 2021-04-10 02:54:24,942 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.67ms, fps=1749 images/s, loss=0.0657, top1-acc=98.88%, top5-acc=99.98%, remaining_time=0:00:08.271200, arrival_time=2021-04-10 02:54:33.213532, cost_time=0:00:20.677965 2021-04-10 02:54:26,404 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.43ms, fps=1751 images/s, loss=0.0657, top1-acc=98.86%, top5-acc=99.98%, remaining_time=0:00:06.789784, arrival_time=2021-04-10 02:54:33.194670, cost_time=0:00:22.140590 2021-04-10 02:54:27,855 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.41ms, fps=1765 images/s, loss=0.0658, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:05.307984, arrival_time=2021-04-10 02:54:33.163300, cost_time=0:00:23.591023 2021-04-10 02:54:29,304 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.53ms, fps=1766 images/s, loss=0.0660, top1-acc=98.85%, top5-acc=99.98%, remaining_time=0:00:03.829748, arrival_time=2021-04-10 02:54:33.134667, cost_time=0:00:25.040628 2021-04-10 02:54:30,759 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.84ms, fps=1760 images/s, loss=0.0661, top1-acc=98.84%, top5-acc=99.98%, remaining_time=0:00:02.355152, arrival_time=2021-04-10 02:54:33.114832, cost_time=0:00:26.495385 2021-04-10 02:54:32,222 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.31ms, fps=1751 images/s, loss=0.0660, top1-acc=98.84%, top5-acc=99.98%, remaining_time=0:00:00.882882, arrival_time=2021-04-10 02:54:33.105096, cost_time=0:00:27.957925 2021-04-10 02:54:33,003 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.25ms, fps=1742 images/s, loss=0.0662, top1-acc=98.83%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:33.003309, cost_time=0:00:28.739024 2021-04-10 02:54:33,378 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=2.00ms, fps=6847 images/s, loss=1.2677, top1-acc=72.34%, top5-acc=92.27%, remaining_time=0:00:01.121640, arrival_time=2021-04-10 02:54:34.500275, cost_time=0:00:00.373881 2021-04-10 02:54:33,683 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.77ms, fps=8424 images/s, loss=1.3122, top1-acc=71.39%, top5-acc=91.52%, remaining_time=0:00:00.678240, arrival_time=2021-04-10 02:54:34.361245, cost_time=0:00:00.678250 2021-04-10 02:54:33,981 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=2.49ms, fps=8603 images/s, loss=1.3191, top1-acc=71.52%, top5-acc=91.43%, remaining_time=0:00:00.325410, arrival_time=2021-04-10 02:54:34.306407, cost_time=0:00:00.976244 2021-04-10 02:54:34,259 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.08ms, fps=8348 images/s, loss=1.3461, top1-acc=71.28%, top5-acc=91.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:34.259352, cost_time=0:00:01.254641 2021-04-10 02:54:34,355 INFO : Epoch=0182 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:09:07.915932, arrival_time=2021-04-10 03:03:42.271268, cost_time=1:32:20.038826 2021-04-10 02:54:34,356 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:54:36,023 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.25ms, fps=1536 images/s, loss=0.0577, top1-acc=98.98%, top5-acc=99.96%, remaining_time=0:00:30.999504, arrival_time=2021-04-10 02:55:07.022541, cost_time=0:00:01.666643 2021-04-10 02:54:37,491 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.43ms, fps=1744 images/s, loss=0.0588, top1-acc=99.16%, top5-acc=99.98%, remaining_time=0:00:27.593280, arrival_time=2021-04-10 02:55:05.085222, cost_time=0:00:03.135592 2021-04-10 02:54:38,955 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.50ms, fps=1750 images/s, loss=0.0616, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:25.448132, arrival_time=2021-04-10 02:55:04.403559, cost_time=0:00:04.599074 2021-04-10 02:54:40,416 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.45ms, fps=1753 images/s, loss=0.0633, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:23.634000, arrival_time=2021-04-10 02:55:04.050440, cost_time=0:00:06.060001 2021-04-10 02:54:41,873 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.35ms, fps=1758 images/s, loss=0.0636, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:21.948910, arrival_time=2021-04-10 02:55:03.822108, cost_time=0:00:07.516770 2021-04-10 02:54:43,333 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.0629, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:20.348048, arrival_time=2021-04-10 02:55:03.681550, cost_time=0:00:08.977109 2021-04-10 02:54:44,795 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.92ms, fps=1752 images/s, loss=0.0629, top1-acc=98.97%, top5-acc=99.99%, remaining_time=0:00:18.789750, arrival_time=2021-04-10 02:55:03.584906, cost_time=0:00:10.438723 2021-04-10 02:54:46,257 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=0.0632, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:17.255812, arrival_time=2021-04-10 02:55:03.512820, cost_time=0:00:11.900597 2021-04-10 02:54:47,715 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0635, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:15.733580, arrival_time=2021-04-10 02:55:03.448656, cost_time=0:00:13.358674 2021-04-10 02:54:49,178 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.30ms, fps=1750 images/s, loss=0.0634, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:14.229504, arrival_time=2021-04-10 02:55:03.408218, cost_time=0:00:14.822367 2021-04-10 02:54:50,635 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.86ms, fps=1758 images/s, loss=0.0629, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:12.727140, arrival_time=2021-04-10 02:55:03.362352, cost_time=0:00:16.278866 2021-04-10 02:54:52,088 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0633, top1-acc=98.92%, top5-acc=99.99%, remaining_time=0:00:11.230520, arrival_time=2021-04-10 02:55:03.319394, cost_time=0:00:17.732449 2021-04-10 02:54:53,549 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.83ms, fps=1754 images/s, loss=0.0631, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:09.743976, arrival_time=2021-04-10 02:55:03.293018, cost_time=0:00:19.192632 2021-04-10 02:54:55,007 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0630, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:08.260392, arrival_time=2021-04-10 02:55:03.267770, cost_time=0:00:20.651038 2021-04-10 02:54:56,468 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.84ms, fps=1753 images/s, loss=0.0630, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:06.780998, arrival_time=2021-04-10 02:55:03.249329, cost_time=0:00:22.111983 2021-04-10 02:54:57,928 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.42ms, fps=1754 images/s, loss=0.0627, top1-acc=98.94%, top5-acc=99.99%, remaining_time=0:00:05.303628, arrival_time=2021-04-10 02:55:03.231668, cost_time=0:00:23.571700 2021-04-10 02:54:59,396 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.61ms, fps=1744 images/s, loss=0.0624, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:03.829618, arrival_time=2021-04-10 02:55:03.225708, cost_time=0:00:25.039747 2021-04-10 02:55:00,855 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.0622, top1-acc=98.96%, top5-acc=99.99%, remaining_time=0:00:02.355456, arrival_time=2021-04-10 02:55:03.210596, cost_time=0:00:26.498791 2021-04-10 02:55:02,313 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.69ms, fps=1756 images/s, loss=0.0625, top1-acc=98.95%, top5-acc=99.99%, remaining_time=0:00:00.882864, arrival_time=2021-04-10 02:55:03.196645, cost_time=0:00:27.957429 2021-04-10 02:55:03,096 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.23ms, fps=1737 images/s, loss=0.0631, top1-acc=98.93%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:03.096894, cost_time=0:00:28.740559 2021-04-10 02:55:03,487 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=4.02ms, fps=6574 images/s, loss=1.2747, top1-acc=71.87%, top5-acc=90.98%, remaining_time=0:00:01.168140, arrival_time=2021-04-10 02:55:04.655642, cost_time=0:00:00.389382 2021-04-10 02:55:03,784 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.42ms, fps=8646 images/s, loss=1.3168, top1-acc=71.50%, top5-acc=91.07%, remaining_time=0:00:00.685800, arrival_time=2021-04-10 02:55:04.469861, cost_time=0:00:00.685799 2021-04-10 02:55:04,083 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.52ms, fps=8576 images/s, loss=1.3213, top1-acc=71.21%, top5-acc=91.29%, remaining_time=0:00:00.328370, arrival_time=2021-04-10 02:55:04.411594, cost_time=0:00:00.985097 2021-04-10 02:55:04,362 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.07ms, fps=8329 images/s, loss=1.2997, top1-acc=71.15%, top5-acc=91.47%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:04.362105, cost_time=0:00:01.263997 2021-04-10 02:55:04,460 INFO : Epoch=0183 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:08:37.445099, arrival_time=2021-04-10 03:03:41.905969, cost_time=1:32:50.144361 2021-04-10 02:55:04,461 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:55:06,111 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.52ms, fps=1552 images/s, loss=0.0570, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:30.678468, arrival_time=2021-04-10 02:55:36.789739, cost_time=0:00:01.649383 2021-04-10 02:55:07,570 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.53ms, fps=1754 images/s, loss=0.0545, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:27.358848, arrival_time=2021-04-10 02:55:34.929692, cost_time=0:00:03.108959 2021-04-10 02:55:09,039 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.44ms, fps=1744 images/s, loss=0.0566, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:25.326620, arrival_time=2021-04-10 02:55:34.365779, cost_time=0:00:04.577086 2021-04-10 02:55:10,501 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.42ms, fps=1751 images/s, loss=0.0575, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:23.554596, arrival_time=2021-04-10 02:55:34.056171, cost_time=0:00:06.039657 2021-04-10 02:55:11,961 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.49ms, fps=1754 images/s, loss=0.0591, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:21.898102, arrival_time=2021-04-10 02:55:33.859492, cost_time=0:00:07.499353 2021-04-10 02:55:13,419 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.0590, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:20.303032, arrival_time=2021-04-10 02:55:33.722195, cost_time=0:00:08.957230 2021-04-10 02:55:14,878 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.44ms, fps=1756 images/s, loss=0.0600, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:18.748674, arrival_time=2021-04-10 02:55:33.626589, cost_time=0:00:10.415908 2021-04-10 02:55:16,334 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.0597, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:17.215792, arrival_time=2021-04-10 02:55:33.550669, cost_time=0:00:11.872980 2021-04-10 02:55:17,795 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.68ms, fps=1753 images/s, loss=0.0597, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:15.704112, arrival_time=2021-04-10 02:55:33.499725, cost_time=0:00:13.333725 2021-04-10 02:55:19,267 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.93ms, fps=1739 images/s, loss=0.0604, top1-acc=98.98%, top5-acc=99.99%, remaining_time=0:00:14.213664, arrival_time=2021-04-10 02:55:33.481410, cost_time=0:00:14.805858 2021-04-10 02:55:20,734 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=2.41ms, fps=1746 images/s, loss=0.0602, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:12.721808, arrival_time=2021-04-10 02:55:33.455884, cost_time=0:00:16.272113 2021-04-10 02:55:22,189 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.0600, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:11.227708, arrival_time=2021-04-10 02:55:33.417549, cost_time=0:00:17.727957 2021-04-10 02:55:23,661 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.84ms, fps=1740 images/s, loss=0.0602, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:09.747342, arrival_time=2021-04-10 02:55:33.408585, cost_time=0:00:19.199301 2021-04-10 02:55:25,136 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=2.37ms, fps=1736 images/s, loss=0.0607, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:08.269856, arrival_time=2021-04-10 02:55:33.406445, cost_time=0:00:20.674635 2021-04-10 02:55:26,604 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.47ms, fps=1744 images/s, loss=0.0608, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:06.790474, arrival_time=2021-04-10 02:55:33.395335, cost_time=0:00:22.142848 2021-04-10 02:55:28,065 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.85ms, fps=1754 images/s, loss=0.0607, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:05.310720, arrival_time=2021-04-10 02:55:33.376075, cost_time=0:00:23.603247 2021-04-10 02:55:29,531 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.63ms, fps=1747 images/s, loss=0.0609, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:03.834116, arrival_time=2021-04-10 02:55:33.365317, cost_time=0:00:25.069303 2021-04-10 02:55:30,985 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.55ms, fps=1761 images/s, loss=0.0610, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:02.357616, arrival_time=2021-04-10 02:55:33.342616, cost_time=0:00:26.523113 2021-04-10 02:55:32,445 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.43ms, fps=1754 images/s, loss=0.0609, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:00.883680, arrival_time=2021-04-10 02:55:33.328787, cost_time=0:00:27.983151 2021-04-10 02:55:33,227 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.41ms, fps=1740 images/s, loss=0.0612, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:33.227051, cost_time=0:00:28.765161 2021-04-10 02:55:33,620 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.72ms, fps=6522 images/s, loss=1.3175, top1-acc=71.21%, top5-acc=90.55%, remaining_time=0:00:01.177470, arrival_time=2021-04-10 02:55:34.798288, cost_time=0:00:00.392488 2021-04-10 02:55:33,920 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.64ms, fps=8560 images/s, loss=1.2877, top1-acc=71.72%, top5-acc=91.64%, remaining_time=0:00:00.691880, arrival_time=2021-04-10 02:55:34.612122, cost_time=0:00:00.691878 2021-04-10 02:55:34,219 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.57ms, fps=8564 images/s, loss=1.3017, top1-acc=71.58%, top5-acc=91.55%, remaining_time=0:00:00.330420, arrival_time=2021-04-10 02:55:34.550049, cost_time=0:00:00.991249 2021-04-10 02:55:34,521 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.11ms, fps=7696 images/s, loss=1.2926, top1-acc=71.29%, top5-acc=91.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:34.521517, cost_time=0:00:01.293165 2021-04-10 02:55:34,607 INFO : Epoch=0184 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:08:06.981808, arrival_time=2021-04-10 03:03:41.589157, cost_time=1:33:20.290816 2021-04-10 02:55:34,608 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:55:36,250 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.58ms, fps=1559 images/s, loss=0.0616, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:30.547896, arrival_time=2021-04-10 02:56:06.798780, cost_time=0:00:01.642360 2021-04-10 02:55:37,723 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.83ms, fps=1739 images/s, loss=0.0613, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:27.408128, arrival_time=2021-04-10 02:56:05.131215, cost_time=0:00:03.114561 2021-04-10 02:55:39,183 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.85ms, fps=1753 images/s, loss=0.0613, top1-acc=98.84%, top5-acc=100.00%, remaining_time=0:00:25.315996, arrival_time=2021-04-10 02:56:04.499699, cost_time=0:00:04.575180 2021-04-10 02:55:40,639 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.0594, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:23.521368, arrival_time=2021-04-10 02:56:04.161143, cost_time=0:00:06.031104 2021-04-10 02:55:42,101 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.42ms, fps=1752 images/s, loss=0.0587, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:21.878684, arrival_time=2021-04-10 02:56:03.980081, cost_time=0:00:07.492722 2021-04-10 02:55:43,557 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.40ms, fps=1759 images/s, loss=0.0578, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:20.284672, arrival_time=2021-04-10 02:56:03.842339, cost_time=0:00:08.949107 2021-04-10 02:55:45,030 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.92ms, fps=1739 images/s, loss=0.0581, top1-acc=99.01%, top5-acc=99.99%, remaining_time=0:00:18.759510, arrival_time=2021-04-10 02:56:03.790099, cost_time=0:00:10.421918 2021-04-10 02:55:46,487 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.44ms, fps=1758 images/s, loss=0.0578, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:17.224608, arrival_time=2021-04-10 02:56:03.712179, cost_time=0:00:11.879033 2021-04-10 02:55:47,960 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=2.46ms, fps=1739 images/s, loss=0.0580, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:15.725418, arrival_time=2021-04-10 02:56:03.685741, cost_time=0:00:13.351749 2021-04-10 02:55:49,424 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.41ms, fps=1749 images/s, loss=0.0583, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:14.223360, arrival_time=2021-04-10 02:56:03.647946, cost_time=0:00:14.815982 2021-04-10 02:55:50,932 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.86ms, fps=1752 images/s, loss=0.0583, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:12.762486, arrival_time=2021-04-10 02:56:03.695247, cost_time=0:00:16.324158 2021-04-10 02:55:52,390 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.43ms, fps=1757 images/s, loss=0.0583, top1-acc=98.99%, top5-acc=99.99%, remaining_time=0:00:11.262060, arrival_time=2021-04-10 02:56:03.652748, cost_time=0:00:17.782165 2021-04-10 02:55:53,845 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.42ms, fps=1761 images/s, loss=0.0586, top1-acc=99.00%, top5-acc=99.99%, remaining_time=0:00:09.766284, arrival_time=2021-04-10 02:56:03.611541, cost_time=0:00:19.236660 2021-04-10 02:55:55,301 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0584, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:08.277080, arrival_time=2021-04-10 02:56:03.578367, cost_time=0:00:20.692710 2021-04-10 02:55:56,764 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.77ms, fps=1750 images/s, loss=0.0582, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:06.794522, arrival_time=2021-04-10 02:56:03.559160, cost_time=0:00:22.156048 2021-04-10 02:55:58,227 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.44ms, fps=1751 images/s, loss=0.0584, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:05.314284, arrival_time=2021-04-10 02:56:03.541802, cost_time=0:00:23.618993 2021-04-10 02:55:59,689 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.77ms, fps=1752 images/s, loss=0.0587, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:03.835858, arrival_time=2021-04-10 02:56:03.525104, cost_time=0:00:25.080685 2021-04-10 02:56:01,145 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.43ms, fps=1758 images/s, loss=0.0588, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:02.358864, arrival_time=2021-04-10 02:56:03.504638, cost_time=0:00:26.537263 2021-04-10 02:56:02,606 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=0.0588, top1-acc=99.03%, top5-acc=99.99%, remaining_time=0:00:00.884136, arrival_time=2021-04-10 02:56:03.490308, cost_time=0:00:27.997577 2021-04-10 02:56:03,406 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.84ms, fps=1700 images/s, loss=0.0592, top1-acc=99.02%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:03.406803, cost_time=0:00:28.798247 2021-04-10 02:56:03,805 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=6.22ms, fps=6451 images/s, loss=1.3170, top1-acc=71.72%, top5-acc=90.98%, remaining_time=0:00:01.190430, arrival_time=2021-04-10 02:56:04.996046, cost_time=0:00:00.396807 2021-04-10 02:56:04,099 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.81ms, fps=8723 images/s, loss=1.3252, top1-acc=71.27%, top5-acc=91.05%, remaining_time=0:00:00.690740, arrival_time=2021-04-10 02:56:04.790261, cost_time=0:00:00.690747 2021-04-10 02:56:04,401 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=4.11ms, fps=8486 images/s, loss=1.3450, top1-acc=71.00%, top5-acc=91.02%, remaining_time=0:00:00.330910, arrival_time=2021-04-10 02:56:04.732481, cost_time=0:00:00.992726 2021-04-10 02:56:04,686 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.09ms, fps=8170 images/s, loss=1.3051, top1-acc=71.22%, top5-acc=91.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:04.685970, cost_time=0:00:01.277177 2021-04-10 02:56:04,778 INFO : Epoch=0185 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:07:36.523905, arrival_time=2021-04-10 03:03:41.301981, cost_time=1:33:50.461534 2021-04-10 02:56:04,779 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:56:06,439 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.24ms, fps=1543 images/s, loss=0.0495, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:30.864468, arrival_time=2021-04-10 02:56:37.303525, cost_time=0:00:01.659382 2021-04-10 02:56:07,895 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.0545, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:27.418864, arrival_time=2021-04-10 02:56:35.314310, cost_time=0:00:03.115775 2021-04-10 02:56:09,348 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0549, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:25.283128, arrival_time=2021-04-10 02:56:34.632032, cost_time=0:00:04.569245 2021-04-10 02:56:10,819 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=6.61ms, fps=1741 images/s, loss=0.0571, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:23.556624, arrival_time=2021-04-10 02:56:34.376528, cost_time=0:00:06.040176 2021-04-10 02:56:12,281 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=2.20ms, fps=1752 images/s, loss=0.0574, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:21.905548, arrival_time=2021-04-10 02:56:34.187161, cost_time=0:00:07.501889 2021-04-10 02:56:13,739 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.44ms, fps=1757 images/s, loss=0.0578, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:20.308608, arrival_time=2021-04-10 02:56:34.047949, cost_time=0:00:08.959681 2021-04-10 02:56:15,202 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.47ms, fps=1751 images/s, loss=0.0566, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:18.760140, arrival_time=2021-04-10 02:56:33.962100, cost_time=0:00:10.422318 2021-04-10 02:56:16,668 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=2.31ms, fps=1746 images/s, loss=0.0569, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:17.238876, arrival_time=2021-04-10 02:56:33.907547, cost_time=0:00:11.888858 2021-04-10 02:56:18,134 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.98ms, fps=1747 images/s, loss=0.0565, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:15.728916, arrival_time=2021-04-10 02:56:33.863346, cost_time=0:00:13.354707 2021-04-10 02:56:19,589 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.73ms, fps=1760 images/s, loss=0.0562, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:14.217600, arrival_time=2021-04-10 02:56:33.807325, cost_time=0:00:14.809997 2021-04-10 02:56:21,048 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.0561, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:12.719572, arrival_time=2021-04-10 02:56:33.768488, cost_time=0:00:16.269274 2021-04-10 02:56:22,509 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=2.08ms, fps=1754 images/s, loss=0.0563, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:11.228544, arrival_time=2021-04-10 02:56:33.737518, cost_time=0:00:17.729255 2021-04-10 02:56:23,964 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.33ms, fps=1760 images/s, loss=0.0562, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:09.739818, arrival_time=2021-04-10 02:56:33.703947, cost_time=0:00:19.184475 2021-04-10 02:56:25,417 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.54ms, fps=1762 images/s, loss=0.0564, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:08.254960, arrival_time=2021-04-10 02:56:33.671994, cost_time=0:00:20.637399 2021-04-10 02:56:26,880 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.86ms, fps=1750 images/s, loss=0.0564, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:06.777456, arrival_time=2021-04-10 02:56:33.657438, cost_time=0:00:22.100342 2021-04-10 02:56:28,340 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=0.0563, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:05.301288, arrival_time=2021-04-10 02:56:33.642220, cost_time=0:00:23.561294 2021-04-10 02:56:29,799 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.59ms, fps=1756 images/s, loss=0.0567, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:03.826524, arrival_time=2021-04-10 02:56:33.625919, cost_time=0:00:25.019625 2021-04-10 02:56:31,263 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.46ms, fps=1750 images/s, loss=0.0567, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:02.354096, arrival_time=2021-04-10 02:56:33.617264, cost_time=0:00:26.483512 2021-04-10 02:56:32,722 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.22ms, fps=1755 images/s, loss=0.0567, top1-acc=99.10%, top5-acc=99.99%, remaining_time=0:00:00.882408, arrival_time=2021-04-10 02:56:33.604938, cost_time=0:00:27.942897 2021-04-10 02:56:33,514 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.70ms, fps=1719 images/s, loss=0.0570, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:33.514256, cost_time=0:00:28.734625 2021-04-10 02:56:33,904 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=1.37ms, fps=6578 images/s, loss=1.2747, top1-acc=71.95%, top5-acc=91.87%, remaining_time=0:00:01.167480, arrival_time=2021-04-10 02:56:35.072259, cost_time=0:00:00.389163 2021-04-10 02:56:34,233 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.80ms, fps=7802 images/s, loss=1.3062, top1-acc=71.43%, top5-acc=91.82%, remaining_time=0:00:00.717620, arrival_time=2021-04-10 02:56:34.950884, cost_time=0:00:00.717613 2021-04-10 02:56:34,532 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=2.55ms, fps=8578 images/s, loss=1.3127, top1-acc=71.22%, top5-acc=91.67%, remaining_time=0:00:00.338830, arrival_time=2021-04-10 02:56:34.870990, cost_time=0:00:01.016490 2021-04-10 02:56:34,816 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.07ms, fps=8186 images/s, loss=1.2940, top1-acc=71.21%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:34.816185, cost_time=0:00:01.300571 2021-04-10 02:56:34,917 INFO : Epoch=0186 complete, best val top1-acc=71.29%, top5-acc=91.55% (epoch=180), remaining_time=0:07:06.066732, arrival_time=2021-04-10 03:03:40.984163, cost_time=1:34:20.600923 2021-04-10 02:56:34,918 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:56:36,597 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.22ms, fps=1525 images/s, loss=0.0529, top1-acc=99.37%, top5-acc=99.96%, remaining_time=0:00:31.232562, arrival_time=2021-04-10 02:57:07.830139, cost_time=0:00:01.679171 2021-04-10 02:56:38,065 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.87ms, fps=1744 images/s, loss=0.0515, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:27.696768, arrival_time=2021-04-10 02:57:05.762583, cost_time=0:00:03.147360 2021-04-10 02:56:39,545 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.50ms, fps=1731 images/s, loss=0.0537, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:25.602678, arrival_time=2021-04-10 02:57:05.148071, cost_time=0:00:04.626985 2021-04-10 02:56:41,000 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0534, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:23.718708, arrival_time=2021-04-10 02:57:04.718929, cost_time=0:00:06.081728 2021-04-10 02:56:42,464 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=2.15ms, fps=1749 images/s, loss=0.0534, top1-acc=99.24%, top5-acc=99.98%, remaining_time=0:00:22.034320, arrival_time=2021-04-10 02:57:04.498838, cost_time=0:00:07.546015 2021-04-10 02:56:43,923 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.0543, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:20.410744, arrival_time=2021-04-10 02:57:04.333880, cost_time=0:00:09.004726 2021-04-10 02:56:45,372 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.27ms, fps=1767 images/s, loss=0.0551, top1-acc=99.21%, top5-acc=99.98%, remaining_time=0:00:18.816714, arrival_time=2021-04-10 02:57:04.188988, cost_time=0:00:10.453721 2021-04-10 02:56:46,827 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.43ms, fps=1760 images/s, loss=0.0554, top1-acc=99.22%, top5-acc=99.98%, remaining_time=0:00:17.268224, arrival_time=2021-04-10 02:57:04.095792, cost_time=0:00:11.909146 2021-04-10 02:56:48,288 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.43ms, fps=1753 images/s, loss=0.0563, top1-acc=99.18%, top5-acc=99.98%, remaining_time=0:00:15.746724, arrival_time=2021-04-10 02:57:04.035016, cost_time=0:00:13.369883 2021-04-10 02:56:49,740 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.48ms, fps=1763 images/s, loss=0.0561, top1-acc=99.19%, top5-acc=99.98%, remaining_time=0:00:14.229600, arrival_time=2021-04-10 02:57:03.970463, cost_time=0:00:14.822454 2021-04-10 02:56:51,197 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.98ms, fps=1758 images/s, loss=0.0559, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:12.727484, arrival_time=2021-04-10 02:57:03.925240, cost_time=0:00:16.279302 2021-04-10 02:56:52,661 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.68ms, fps=1750 images/s, loss=0.0558, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:11.236828, arrival_time=2021-04-10 02:57:03.897704, cost_time=0:00:17.742320 2021-04-10 02:56:54,126 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.63ms, fps=1747 images/s, loss=0.0561, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:09.751830, arrival_time=2021-04-10 02:57:03.878384, cost_time=0:00:19.208088 2021-04-10 02:56:55,586 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.74ms, fps=1754 images/s, loss=0.0559, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:08.267168, arrival_time=2021-04-10 02:57:03.853508, cost_time=0:00:20.667930 2021-04-10 02:56:57,055 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.83ms, fps=1743 images/s, loss=0.0557, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:06.788588, arrival_time=2021-04-10 02:57:03.843627, cost_time=0:00:22.136625 2021-04-10 02:56:58,513 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.76ms, fps=1756 images/s, loss=0.0555, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:05.308812, arrival_time=2021-04-10 02:57:03.821956, cost_time=0:00:23.594685 2021-04-10 02:56:59,973 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.39ms, fps=1754 images/s, loss=0.0555, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:03.831906, arrival_time=2021-04-10 02:57:03.805020, cost_time=0:00:25.054705 2021-04-10 02:57:01,424 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.37ms, fps=1764 images/s, loss=0.0555, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:02.356080, arrival_time=2021-04-10 02:57:03.780489, cost_time=0:00:26.505951 2021-04-10 02:57:02,883 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.0553, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:00.883104, arrival_time=2021-04-10 02:57:03.766518, cost_time=0:00:27.965004 2021-04-10 02:57:03,683 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=2.19ms, fps=1701 images/s, loss=0.0556, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:03.683344, cost_time=0:00:28.764880 2021-04-10 02:57:04,111 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=4.94ms, fps=6014 images/s, loss=1.3096, top1-acc=71.29%, top5-acc=91.91%, remaining_time=0:00:01.276890, arrival_time=2021-04-10 02:57:05.388114, cost_time=0:00:00.425634 2021-04-10 02:57:04,406 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=2.07ms, fps=8682 images/s, loss=1.3241, top1-acc=71.02%, top5-acc=91.39%, remaining_time=0:00:00.720940, arrival_time=2021-04-10 02:57:05.127597, cost_time=0:00:00.720946 2021-04-10 02:57:04,716 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.79ms, fps=8285 images/s, loss=1.3100, top1-acc=71.45%, top5-acc=91.48%, remaining_time=0:00:00.343570, arrival_time=2021-04-10 02:57:05.059888, cost_time=0:00:01.030723 2021-04-10 02:57:05,003 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.07ms, fps=8099 images/s, loss=1.3256, top1-acc=71.34%, top5-acc=91.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:05.003210, cost_time=0:00:01.317664 2021-04-10 02:57:05,157 INFO : Epoch=0187 complete, best val top1-acc=71.34%, top5-acc=91.56% (epoch=187), remaining_time=0:06:35.619991, arrival_time=2021-04-10 03:03:40.777906, cost_time=1:34:50.841387 2021-04-10 02:57:05,158 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:57:06,816 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.42ms, fps=1545 images/s, loss=0.0524, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:30.823920, arrival_time=2021-04-10 02:57:37.640074, cost_time=0:00:01.657202 2021-04-10 02:57:08,292 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=2.22ms, fps=1735 images/s, loss=0.0551, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:27.570400, arrival_time=2021-04-10 02:57:35.862423, cost_time=0:00:03.133004 2021-04-10 02:57:09,757 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.42ms, fps=1748 images/s, loss=0.0546, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:25.442322, arrival_time=2021-04-10 02:57:35.199344, cost_time=0:00:04.597999 2021-04-10 02:57:11,213 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.91ms, fps=1758 images/s, loss=0.0558, top1-acc=99.11%, top5-acc=99.99%, remaining_time=0:00:23.614188, arrival_time=2021-04-10 02:57:34.828060, cost_time=0:00:06.054928 2021-04-10 02:57:12,679 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.73ms, fps=1748 images/s, loss=0.0550, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:21.958400, arrival_time=2021-04-10 02:57:34.637440, cost_time=0:00:07.520008 2021-04-10 02:57:14,137 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.0542, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:20.350088, arrival_time=2021-04-10 02:57:34.487079, cost_time=0:00:08.977985 2021-04-10 02:57:15,594 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.59ms, fps=1758 images/s, loss=0.0544, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:18.783072, arrival_time=2021-04-10 02:57:34.377092, cost_time=0:00:10.435073 2021-04-10 02:57:17,044 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.49ms, fps=1766 images/s, loss=0.0541, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:17.233656, arrival_time=2021-04-10 02:57:34.277883, cost_time=0:00:11.885281 2021-04-10 02:57:18,499 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.42ms, fps=1760 images/s, loss=0.0544, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:15.711850, arrival_time=2021-04-10 02:57:34.211016, cost_time=0:00:13.340222 2021-04-10 02:57:19,955 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.50ms, fps=1759 images/s, loss=0.0546, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:14.204064, arrival_time=2021-04-10 02:57:34.158992, cost_time=0:00:14.795912 2021-04-10 02:57:21,408 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.35ms, fps=1762 images/s, loss=0.0546, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:12.703834, arrival_time=2021-04-10 02:57:34.111878, cost_time=0:00:16.249090 2021-04-10 02:57:22,868 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.49ms, fps=1753 images/s, loss=0.0547, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:11.216080, arrival_time=2021-04-10 02:57:34.084663, cost_time=0:00:17.709628 2021-04-10 02:57:24,322 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.58ms, fps=1761 images/s, loss=0.0547, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:09.729324, arrival_time=2021-04-10 02:57:34.052026, cost_time=0:00:19.163764 2021-04-10 02:57:25,777 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.0546, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:08.247456, arrival_time=2021-04-10 02:57:34.025018, cost_time=0:00:20.618622 2021-04-10 02:57:27,246 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.50ms, fps=1744 images/s, loss=0.0549, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:06.773408, arrival_time=2021-04-10 02:57:34.019535, cost_time=0:00:22.087183 2021-04-10 02:57:28,711 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=2.49ms, fps=1748 images/s, loss=0.0550, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:05.299200, arrival_time=2021-04-10 02:57:34.010285, cost_time=0:00:23.552015 2021-04-10 02:57:30,178 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.52ms, fps=1745 images/s, loss=0.0553, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:03.826550, arrival_time=2021-04-10 02:57:34.005267, cost_time=0:00:25.019688 2021-04-10 02:57:31,640 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=2.46ms, fps=1752 images/s, loss=0.0553, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:02.353872, arrival_time=2021-04-10 02:57:33.994015, cost_time=0:00:26.481118 2021-04-10 02:57:33,096 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.41ms, fps=1758 images/s, loss=0.0554, top1-acc=99.15%, top5-acc=99.99%, remaining_time=0:00:00.882246, arrival_time=2021-04-10 02:57:33.979034, cost_time=0:00:27.937835 2021-04-10 02:57:33,889 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.46ms, fps=1717 images/s, loss=0.0557, top1-acc=99.14%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:33.889188, cost_time=0:00:28.730252 2021-04-10 02:57:34,302 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=0.30ms, fps=6221 images/s, loss=1.3255, top1-acc=72.03%, top5-acc=91.91%, remaining_time=0:00:01.234500, arrival_time=2021-04-10 02:57:35.536577, cost_time=0:00:00.411501 2021-04-10 02:57:34,593 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.29ms, fps=8801 images/s, loss=1.3288, top1-acc=71.11%, top5-acc=91.64%, remaining_time=0:00:00.702820, arrival_time=2021-04-10 02:57:35.296186, cost_time=0:00:00.702821 2021-04-10 02:57:34,892 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.88ms, fps=8577 images/s, loss=1.2997, top1-acc=71.68%, top5-acc=91.59%, remaining_time=0:00:00.333880, arrival_time=2021-04-10 02:57:35.226197, cost_time=0:00:01.001626 2021-04-10 02:57:35,184 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.10ms, fps=7960 images/s, loss=1.2978, top1-acc=71.34%, top5-acc=91.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:35.184486, cost_time=0:00:01.293883 2021-04-10 02:57:35,274 INFO : Epoch=0188 complete, best val top1-acc=71.34%, top5-acc=91.56% (epoch=187), remaining_time=0:06:05.167524, arrival_time=2021-04-10 03:03:40.442032, cost_time=1:35:20.957966 2021-04-10 02:57:35,276 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:57:36,971 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.40ms, fps=1510 images/s, loss=0.0662, top1-acc=98.67%, top5-acc=99.92%, remaining_time=0:00:31.530534, arrival_time=2021-04-10 02:58:08.501936, cost_time=0:00:01.695191 2021-04-10 02:57:38,425 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.71ms, fps=1761 images/s, loss=0.0602, top1-acc=98.91%, top5-acc=99.96%, remaining_time=0:00:27.716480, arrival_time=2021-04-10 02:58:06.142334, cost_time=0:00:03.149602 2021-04-10 02:57:39,879 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.58ms, fps=1762 images/s, loss=0.0583, top1-acc=99.01%, top5-acc=99.97%, remaining_time=0:00:25.469712, arrival_time=2021-04-10 02:58:05.348770, cost_time=0:00:04.602950 2021-04-10 02:57:41,332 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.52ms, fps=1762 images/s, loss=0.0568, top1-acc=99.07%, top5-acc=99.98%, remaining_time=0:00:23.618244, arrival_time=2021-04-10 02:58:04.950291, cost_time=0:00:06.055945 2021-04-10 02:57:42,793 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=2.13ms, fps=1752 images/s, loss=0.0573, top1-acc=99.02%, top5-acc=99.98%, remaining_time=0:00:21.951100, arrival_time=2021-04-10 02:58:04.744805, cost_time=0:00:07.517520 2021-04-10 02:57:44,257 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.92ms, fps=1749 images/s, loss=0.0556, top1-acc=99.09%, top5-acc=99.98%, remaining_time=0:00:20.358112, arrival_time=2021-04-10 02:58:04.615826, cost_time=0:00:08.981540 2021-04-10 02:57:45,717 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.53ms, fps=1755 images/s, loss=0.0556, top1-acc=99.08%, top5-acc=99.98%, remaining_time=0:00:18.794160, arrival_time=2021-04-10 02:58:04.511543, cost_time=0:00:10.441202 2021-04-10 02:57:47,173 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.01ms, fps=1759 images/s, loss=0.0555, top1-acc=99.08%, top5-acc=99.99%, remaining_time=0:00:17.251288, arrival_time=2021-04-10 02:58:04.424841, cost_time=0:00:11.897454 2021-04-10 02:57:48,629 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.0551, top1-acc=99.11%, top5-acc=99.98%, remaining_time=0:00:15.727114, arrival_time=2021-04-10 02:58:04.356481, cost_time=0:00:13.353194 2021-04-10 02:57:50,082 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.47ms, fps=1762 images/s, loss=0.0553, top1-acc=99.13%, top5-acc=99.98%, remaining_time=0:00:14.214048, arrival_time=2021-04-10 02:58:04.296424, cost_time=0:00:14.806265 2021-04-10 02:57:51,540 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.52ms, fps=1756 images/s, loss=0.0552, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:12.715702, arrival_time=2021-04-10 02:58:04.256125, cost_time=0:00:16.264285 2021-04-10 02:57:53,003 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=2.46ms, fps=1750 images/s, loss=0.0548, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:11.227252, arrival_time=2021-04-10 02:58:04.230682, cost_time=0:00:17.727280 2021-04-10 02:57:54,469 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.50ms, fps=1748 images/s, loss=0.0548, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:09.744174, arrival_time=2021-04-10 02:58:04.213406, cost_time=0:00:19.193131 2021-04-10 02:57:55,923 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.41ms, fps=1762 images/s, loss=0.0550, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:08.258712, arrival_time=2021-04-10 02:58:04.181647, cost_time=0:00:20.646759 2021-04-10 02:57:57,380 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0552, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:06.778652, arrival_time=2021-04-10 02:58:04.159139, cost_time=0:00:22.104375 2021-04-10 02:57:58,845 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.53ms, fps=1748 images/s, loss=0.0551, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:05.303160, arrival_time=2021-04-10 02:58:04.148889, cost_time=0:00:23.569581 2021-04-10 02:58:00,303 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.47ms, fps=1757 images/s, loss=0.0552, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:03.827668, arrival_time=2021-04-10 02:58:04.130788, cost_time=0:00:25.027015 2021-04-10 02:58:01,765 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.71ms, fps=1752 images/s, loss=0.0551, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:02.354576, arrival_time=2021-04-10 02:58:04.119582, cost_time=0:00:26.488908 2021-04-10 02:58:03,221 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.41ms, fps=1759 images/s, loss=0.0551, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:00.882474, arrival_time=2021-04-10 02:58:04.103515, cost_time=0:00:27.944947 2021-04-10 02:58:04,002 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.34ms, fps=1740 images/s, loss=0.0552, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:04.002850, cost_time=0:00:28.726761 2021-04-10 02:58:04,378 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.21ms, fps=6836 images/s, loss=1.2231, top1-acc=72.70%, top5-acc=92.27%, remaining_time=0:00:01.123410, arrival_time=2021-04-10 02:58:05.502064, cost_time=0:00:00.374471 2021-04-10 02:58:04,673 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.24ms, fps=8694 images/s, loss=1.3189, top1-acc=71.37%, top5-acc=91.33%, remaining_time=0:00:00.669240, arrival_time=2021-04-10 02:58:05.342656, cost_time=0:00:00.669232 2021-04-10 02:58:04,970 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.87ms, fps=8636 images/s, loss=1.3248, top1-acc=71.24%, top5-acc=91.32%, remaining_time=0:00:00.322010, arrival_time=2021-04-10 02:58:05.292293, cost_time=0:00:00.966042 2021-04-10 02:58:05,248 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=8344 images/s, loss=1.3256, top1-acc=71.49%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:05.248774, cost_time=0:00:01.244608 2021-04-10 02:58:05,371 INFO : Epoch=0189 complete, best val top1-acc=71.49%, top5-acc=91.48% (epoch=189), remaining_time=0:05:34.717493, arrival_time=2021-04-10 03:03:40.089055, cost_time=1:35:51.055043 2021-04-10 02:58:05,372 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:58:07,026 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.36ms, fps=1548 images/s, loss=0.0500, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:30.768864, arrival_time=2021-04-10 02:58:37.795630, cost_time=0:00:01.654245 2021-04-10 02:58:08,482 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.48ms, fps=1759 images/s, loss=0.0505, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:27.370112, arrival_time=2021-04-10 02:58:35.852875, cost_time=0:00:03.110244 2021-04-10 02:58:09,947 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.97ms, fps=1748 images/s, loss=0.0502, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:25.313506, arrival_time=2021-04-10 02:58:35.260789, cost_time=0:00:04.574725 2021-04-10 02:58:11,414 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.47ms, fps=1746 images/s, loss=0.0502, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:23.561616, arrival_time=2021-04-10 02:58:34.975661, cost_time=0:00:06.041442 2021-04-10 02:58:12,875 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.39ms, fps=1753 images/s, loss=0.0512, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:21.906716, arrival_time=2021-04-10 02:58:34.781635, cost_time=0:00:07.502315 2021-04-10 02:58:14,337 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.41ms, fps=1751 images/s, loss=0.0510, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:20.320440, arrival_time=2021-04-10 02:58:34.657885, cost_time=0:00:08.964924 2021-04-10 02:58:15,795 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.68ms, fps=1757 images/s, loss=0.0512, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:18.760392, arrival_time=2021-04-10 02:58:34.555455, cost_time=0:00:10.422463 2021-04-10 02:58:17,263 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.54ms, fps=1745 images/s, loss=0.0509, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:17.241196, arrival_time=2021-04-10 02:58:34.504211, cost_time=0:00:11.890480 2021-04-10 02:58:18,734 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.74ms, fps=1740 images/s, loss=0.0514, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:15.737078, arrival_time=2021-04-10 02:58:34.471396, cost_time=0:00:13.361706 2021-04-10 02:58:20,196 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=2.08ms, fps=1751 images/s, loss=0.0517, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:14.231328, arrival_time=2021-04-10 02:58:34.428192, cost_time=0:00:14.824265 2021-04-10 02:58:21,655 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.53ms, fps=1756 images/s, loss=0.0515, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:12.730150, arrival_time=2021-04-10 02:58:34.385404, cost_time=0:00:16.282715 2021-04-10 02:58:23,121 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.52ms, fps=1747 images/s, loss=0.0519, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:11.240704, arrival_time=2021-04-10 02:58:34.361757, cost_time=0:00:17.748485 2021-04-10 02:58:24,585 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.66ms, fps=1749 images/s, loss=0.0521, top1-acc=99.31%, top5-acc=99.99%, remaining_time=0:00:09.754008, arrival_time=2021-04-10 02:58:34.339001, cost_time=0:00:19.212387 2021-04-10 02:58:26,042 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.42ms, fps=1757 images/s, loss=0.0523, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:08.268120, arrival_time=2021-04-10 02:58:34.310936, cost_time=0:00:20.670241 2021-04-10 02:58:27,503 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.48ms, fps=1753 images/s, loss=0.0522, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:06.786932, arrival_time=2021-04-10 02:58:34.290752, cost_time=0:00:22.131301 2021-04-10 02:58:28,960 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.38ms, fps=1758 images/s, loss=0.0523, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:05.307300, arrival_time=2021-04-10 02:58:34.267752, cost_time=0:00:23.587931 2021-04-10 02:58:30,419 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.43ms, fps=1756 images/s, loss=0.0526, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:03.830632, arrival_time=2021-04-10 02:58:34.249682, cost_time=0:00:25.046451 2021-04-10 02:58:31,872 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.42ms, fps=1762 images/s, loss=0.0527, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:02.355536, arrival_time=2021-04-10 02:58:34.227793, cost_time=0:00:26.499725 2021-04-10 02:58:33,339 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.21ms, fps=1746 images/s, loss=0.0526, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:00.883158, arrival_time=2021-04-10 02:58:34.222384, cost_time=0:00:27.966659 2021-04-10 02:58:34,128 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.20ms, fps=1724 images/s, loss=0.0525, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:34.128367, cost_time=0:00:28.755851 2021-04-10 02:58:34,517 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=3.21ms, fps=6608 images/s, loss=1.3624, top1-acc=69.96%, top5-acc=91.48%, remaining_time=0:00:01.162140, arrival_time=2021-04-10 02:58:35.679310, cost_time=0:00:00.387383 2021-04-10 02:58:34,815 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.18ms, fps=8607 images/s, loss=1.3204, top1-acc=71.23%, top5-acc=91.41%, remaining_time=0:00:00.685260, arrival_time=2021-04-10 02:58:35.500265, cost_time=0:00:00.685257 2021-04-10 02:58:35,111 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.49ms, fps=8641 images/s, loss=1.3094, top1-acc=71.26%, top5-acc=91.65%, remaining_time=0:00:00.327280, arrival_time=2021-04-10 02:58:35.438872, cost_time=0:00:00.981837 2021-04-10 02:58:35,390 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.09ms, fps=8338 images/s, loss=1.3291, top1-acc=71.39%, top5-acc=91.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:35.390159, cost_time=0:00:01.260423 2021-04-10 02:58:35,480 INFO : Epoch=0190 complete, best val top1-acc=71.49%, top5-acc=91.48% (epoch=189), remaining_time=0:05:04.271760, arrival_time=2021-04-10 03:03:39.751795, cost_time=1:36:21.163527 2021-04-10 02:58:35,480 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:58:37,164 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=1.51ms, fps=1521 images/s, loss=0.0518, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:31.303986, arrival_time=2021-04-10 02:59:08.468128, cost_time=0:00:01.683008 2021-04-10 02:58:38,622 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.0520, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:27.640976, arrival_time=2021-04-10 02:59:06.263131, cost_time=0:00:03.141014 2021-04-10 02:58:40,088 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.36ms, fps=1747 images/s, loss=0.0518, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:25.492952, arrival_time=2021-04-10 02:59:05.581183, cost_time=0:00:04.607163 2021-04-10 02:58:41,549 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.0528, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:23.667072, arrival_time=2021-04-10 02:59:05.216622, cost_time=0:00:06.068496 2021-04-10 02:58:43,029 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.45ms, fps=1731 images/s, loss=0.0522, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:22.040452, arrival_time=2021-04-10 02:59:05.069686, cost_time=0:00:07.548092 2021-04-10 02:58:44,486 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.40ms, fps=1758 images/s, loss=0.0523, top1-acc=99.29%, top5-acc=99.99%, remaining_time=0:00:20.411152, arrival_time=2021-04-10 02:59:04.897206, cost_time=0:00:09.004916 2021-04-10 02:58:45,942 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0516, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:18.830196, arrival_time=2021-04-10 02:59:04.772602, cost_time=0:00:10.461253 2021-04-10 02:58:47,399 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.0518, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:17.281332, arrival_time=2021-04-10 02:59:04.680610, cost_time=0:00:11.918169 2021-04-10 02:58:48,857 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.62ms, fps=1757 images/s, loss=0.0519, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:15.753826, arrival_time=2021-04-10 02:59:04.610851, cost_time=0:00:13.375885 2021-04-10 02:58:50,316 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.85ms, fps=1755 images/s, loss=0.0523, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:14.241504, arrival_time=2021-04-10 02:59:04.557514, cost_time=0:00:14.834942 2021-04-10 02:58:51,772 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.61ms, fps=1758 images/s, loss=0.0521, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:12.737202, arrival_time=2021-04-10 02:59:04.510044, cost_time=0:00:16.291741 2021-04-10 02:58:53,238 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.35ms, fps=1747 images/s, loss=0.0521, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:11.246252, arrival_time=2021-04-10 02:59:04.484650, cost_time=0:00:17.757289 2021-04-10 02:58:54,698 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=2.27ms, fps=1754 images/s, loss=0.0518, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:09.756648, arrival_time=2021-04-10 02:59:04.455429, cost_time=0:00:19.217643 2021-04-10 02:58:56,159 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.0514, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:08.271200, arrival_time=2021-04-10 02:59:04.430254, cost_time=0:00:20.678002 2021-04-10 02:58:57,618 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.54ms, fps=1754 images/s, loss=0.0516, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:06.788956, arrival_time=2021-04-10 02:59:04.407877, cost_time=0:00:22.137854 2021-04-10 02:58:59,075 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.37ms, fps=1758 images/s, loss=0.0516, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:05.308848, arrival_time=2021-04-10 02:59:04.384702, cost_time=0:00:23.594802 2021-04-10 02:59:00,532 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.66ms, fps=1758 images/s, loss=0.0517, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:03.831334, arrival_time=2021-04-10 02:59:04.363449, cost_time=0:00:25.051029 2021-04-10 02:59:01,994 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=2.15ms, fps=1751 images/s, loss=0.0514, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:02.356768, arrival_time=2021-04-10 02:59:04.351548, cost_time=0:00:26.513699 2021-04-10 02:59:03,453 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.25ms, fps=1755 images/s, loss=0.0514, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00.883350, arrival_time=2021-04-10 02:59:04.337262, cost_time=0:00:27.972809 2021-04-10 02:59:04,238 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.22ms, fps=1734 images/s, loss=0.0515, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:04.238727, cost_time=0:00:28.757701 2021-04-10 02:59:04,622 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=2.74ms, fps=6685 images/s, loss=1.2937, top1-acc=71.52%, top5-acc=92.11%, remaining_time=0:00:01.148760, arrival_time=2021-04-10 02:59:05.771573, cost_time=0:00:00.382924 2021-04-10 02:59:04,916 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=3.10ms, fps=8716 images/s, loss=1.3149, top1-acc=71.39%, top5-acc=91.60%, remaining_time=0:00:00.677000, arrival_time=2021-04-10 02:59:05.593920, cost_time=0:00:00.676990 2021-04-10 02:59:05,223 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.47ms, fps=8369 images/s, loss=1.3174, top1-acc=71.38%, top5-acc=91.50%, remaining_time=0:00:00.327780, arrival_time=2021-04-10 02:59:05.551056, cost_time=0:00:00.983349 2021-04-10 02:59:05,517 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.11ms, fps=7894 images/s, loss=1.3212, top1-acc=71.34%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:05.517644, cost_time=0:00:01.277719 2021-04-10 02:59:05,632 INFO : Epoch=0191 complete, best val top1-acc=71.49%, top5-acc=91.48% (epoch=189), remaining_time=0:04:33.831633, arrival_time=2021-04-10 03:03:39.463972, cost_time=1:36:51.315795 2021-04-10 02:59:05,633 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:59:07,305 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.40ms, fps=1532 images/s, loss=0.0522, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:31.082460, arrival_time=2021-04-10 02:59:38.387582, cost_time=0:00:01.671101 2021-04-10 02:59:08,796 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.55ms, fps=1717 images/s, loss=0.0516, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:27.827712, arrival_time=2021-04-10 02:59:36.623961, cost_time=0:00:03.162236 2021-04-10 02:59:10,254 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.0519, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:25.563170, arrival_time=2021-04-10 02:59:35.817079, cost_time=0:00:04.619851 2021-04-10 02:59:11,704 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.98ms, fps=1765 images/s, loss=0.0511, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:23.676120, arrival_time=2021-04-10 02:59:35.380869, cost_time=0:00:06.070814 2021-04-10 02:59:13,159 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=2.05ms, fps=1760 images/s, loss=0.0518, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:21.974168, arrival_time=2021-04-10 02:59:35.133571, cost_time=0:00:07.525388 2021-04-10 02:59:14,651 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.46ms, fps=1716 images/s, loss=0.0518, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:20.439712, arrival_time=2021-04-10 02:59:35.091189, cost_time=0:00:09.017529 2021-04-10 02:59:16,108 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.50ms, fps=1757 images/s, loss=0.0518, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:18.854766, arrival_time=2021-04-10 02:59:34.963535, cost_time=0:00:10.474836 2021-04-10 02:59:17,561 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.55ms, fps=1763 images/s, loss=0.0514, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:17.294904, arrival_time=2021-04-10 02:59:34.856330, cost_time=0:00:11.927488 2021-04-10 02:59:19,011 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.48ms, fps=1766 images/s, loss=0.0515, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:15.756158, arrival_time=2021-04-10 02:59:34.767920, cost_time=0:00:13.377828 2021-04-10 02:59:20,467 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.42ms, fps=1759 images/s, loss=0.0513, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:14.240352, arrival_time=2021-04-10 02:59:34.708137, cost_time=0:00:14.833710 2021-04-10 02:59:21,929 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=2.50ms, fps=1752 images/s, loss=0.0511, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:12.740126, arrival_time=2021-04-10 02:59:34.669556, cost_time=0:00:16.295479 2021-04-10 02:59:23,393 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.38ms, fps=1749 images/s, loss=0.0510, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:11.247544, arrival_time=2021-04-10 02:59:34.640727, cost_time=0:00:17.759236 2021-04-10 02:59:24,849 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.54ms, fps=1758 images/s, loss=0.0511, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:09.755724, arrival_time=2021-04-10 02:59:34.605499, cost_time=0:00:19.215848 2021-04-10 02:59:26,309 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.0509, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:08.270248, arrival_time=2021-04-10 02:59:34.579898, cost_time=0:00:20.675666 2021-04-10 02:59:27,770 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.38ms, fps=1754 images/s, loss=0.0510, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:06.788404, arrival_time=2021-04-10 02:59:34.558486, cost_time=0:00:22.136103 2021-04-10 02:59:29,224 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.45ms, fps=1760 images/s, loss=0.0508, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:05.307984, arrival_time=2021-04-10 02:59:34.532883, cost_time=0:00:23.590963 2021-04-10 02:59:30,684 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=2.12ms, fps=1754 images/s, loss=0.0509, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:03.831256, arrival_time=2021-04-10 02:59:34.515776, cost_time=0:00:25.050569 2021-04-10 02:59:32,142 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.37ms, fps=1757 images/s, loss=0.0508, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:02.356304, arrival_time=2021-04-10 02:59:34.498718, cost_time=0:00:26.508395 2021-04-10 02:59:33,600 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.33ms, fps=1756 images/s, loss=0.0507, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:00.883152, arrival_time=2021-04-10 02:59:34.483622, cost_time=0:00:27.966534 2021-04-10 02:59:34,384 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.23ms, fps=1736 images/s, loss=0.0507, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:34.384473, cost_time=0:00:28.750501 2021-04-10 02:59:34,760 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.54ms, fps=6841 images/s, loss=1.3074, top1-acc=71.56%, top5-acc=91.95%, remaining_time=0:00:01.122540, arrival_time=2021-04-10 02:59:35.882920, cost_time=0:00:00.374176 2021-04-10 02:59:35,056 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=3.58ms, fps=8655 images/s, loss=1.3023, top1-acc=71.76%, top5-acc=91.68%, remaining_time=0:00:00.670320, arrival_time=2021-04-10 02:59:35.726888, cost_time=0:00:00.670320 2021-04-10 02:59:35,354 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.69ms, fps=8600 images/s, loss=1.2983, top1-acc=71.87%, top5-acc=91.72%, remaining_time=0:00:00.322820, arrival_time=2021-04-10 02:59:35.677587, cost_time=0:00:00.968467 2021-04-10 02:59:35,631 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.08ms, fps=8408 images/s, loss=1.2998, top1-acc=71.55%, top5-acc=91.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:35.631203, cost_time=0:00:01.245013 2021-04-10 02:59:35,939 INFO : Epoch=0192 complete, best val top1-acc=71.55%, top5-acc=91.59% (epoch=192), remaining_time=0:04:03.400976, arrival_time=2021-04-10 03:03:39.340880, cost_time=1:37:21.623379 2021-04-10 02:59:35,940 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:59:37,596 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.37ms, fps=1546 images/s, loss=0.0527, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:30.799182, arrival_time=2021-04-10 03:00:08.396014, cost_time=0:00:01.655868 2021-04-10 02:59:39,051 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.37ms, fps=1761 images/s, loss=0.0519, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:27.368528, arrival_time=2021-04-10 03:00:06.419545, cost_time=0:00:03.110057 2021-04-10 02:59:40,510 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.65ms, fps=1755 images/s, loss=0.0497, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:25.283792, arrival_time=2021-04-10 03:00:05.794110, cost_time=0:00:04.569355 2021-04-10 02:59:41,975 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.51ms, fps=1748 images/s, loss=0.0501, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:23.532288, arrival_time=2021-04-10 03:00:05.507261, cost_time=0:00:06.033923 2021-04-10 02:59:43,429 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.69ms, fps=1761 images/s, loss=0.0491, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:21.867150, arrival_time=2021-04-10 03:00:05.296929, cost_time=0:00:07.488733 2021-04-10 02:59:44,895 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.59ms, fps=1747 images/s, loss=0.0488, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:20.297456, arrival_time=2021-04-10 03:00:05.193151, cost_time=0:00:08.954734 2021-04-10 02:59:46,355 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.0485, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:18.745524, arrival_time=2021-04-10 03:00:05.100846, cost_time=0:00:10.414214 2021-04-10 02:59:47,820 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.55ms, fps=1748 images/s, loss=0.0496, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:17.225072, arrival_time=2021-04-10 03:00:05.045369, cost_time=0:00:11.879328 2021-04-10 02:59:49,272 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.50ms, fps=1763 images/s, loss=0.0503, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:15.702098, arrival_time=2021-04-10 03:00:04.975012, cost_time=0:00:13.331946 2021-04-10 02:59:50,724 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.43ms, fps=1764 images/s, loss=0.0497, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:14.192352, arrival_time=2021-04-10 03:00:04.917055, cost_time=0:00:14.783746 2021-04-10 02:59:52,187 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.63ms, fps=1750 images/s, loss=0.0497, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:12.701856, arrival_time=2021-04-10 03:00:04.889354, cost_time=0:00:16.246532 2021-04-10 02:59:53,650 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.52ms, fps=1751 images/s, loss=0.0500, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:11.215624, arrival_time=2021-04-10 03:00:04.865549, cost_time=0:00:17.708880 2021-04-10 02:59:55,106 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.67ms, fps=1758 images/s, loss=0.0500, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:09.730380, arrival_time=2021-04-10 03:00:04.837298, cost_time=0:00:19.165893 2021-04-10 02:59:56,575 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.48ms, fps=1743 images/s, loss=0.0501, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:08.253896, arrival_time=2021-04-10 03:00:04.829661, cost_time=0:00:20.634804 2021-04-10 02:59:58,034 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.76ms, fps=1755 images/s, loss=0.0498, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:06.775340, arrival_time=2021-04-10 03:00:04.809789, cost_time=0:00:22.093451 2021-04-10 02:59:59,492 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.38ms, fps=1757 images/s, loss=0.0500, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:05.298984, arrival_time=2021-04-10 03:00:04.790991, cost_time=0:00:23.551046 2021-04-10 03:00:00,951 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.84ms, fps=1755 images/s, loss=0.0501, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:03.825068, arrival_time=2021-04-10 03:00:04.776056, cost_time=0:00:25.010026 2021-04-10 03:00:02,407 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.55ms, fps=1759 images/s, loss=0.0498, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:02.352544, arrival_time=2021-04-10 03:00:04.759679, cost_time=0:00:26.466131 2021-04-10 03:00:03,862 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.58ms, fps=1760 images/s, loss=0.0499, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:00.881730, arrival_time=2021-04-10 03:00:04.744175, cost_time=0:00:27.921480 2021-04-10 03:00:04,650 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.88ms, fps=1726 images/s, loss=0.0503, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:04.650552, cost_time=0:00:28.709595 2021-04-10 03:00:05,049 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.86ms, fps=6441 images/s, loss=1.2805, top1-acc=71.95%, top5-acc=91.99%, remaining_time=0:00:01.192230, arrival_time=2021-04-10 03:00:06.241534, cost_time=0:00:00.397413 2021-04-10 03:00:05,345 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.52ms, fps=8670 images/s, loss=1.3028, top1-acc=70.86%, top5-acc=92.03%, remaining_time=0:00:00.693000, arrival_time=2021-04-10 03:00:06.038036, cost_time=0:00:00.692998 2021-04-10 03:00:05,644 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=2.06ms, fps=8581 images/s, loss=1.3048, top1-acc=71.21%, top5-acc=91.93%, remaining_time=0:00:00.330770, arrival_time=2021-04-10 03:00:05.975013, cost_time=0:00:00.992314 2021-04-10 03:00:05,930 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.11ms, fps=8110 images/s, loss=1.3344, top1-acc=71.29%, top5-acc=91.70%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:05.930792, cost_time=0:00:01.278867 2021-04-10 03:00:06,022 INFO : Epoch=0193 complete, best val top1-acc=71.55%, top5-acc=91.59% (epoch=192), remaining_time=0:03:32.963415, arrival_time=2021-04-10 03:03:38.985490, cost_time=1:37:51.705536 2021-04-10 03:00:06,023 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 03:00:07,717 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.22ms, fps=1512 images/s, loss=0.0452, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:31.496868, arrival_time=2021-04-10 03:00:39.213922, cost_time=0:00:01.693375 2021-04-10 03:00:09,173 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.53ms, fps=1758 images/s, loss=0.0461, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:27.719296, arrival_time=2021-04-10 03:00:36.892895, cost_time=0:00:03.149921 2021-04-10 03:00:10,641 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.33ms, fps=1745 images/s, loss=0.0484, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:25.551218, arrival_time=2021-04-10 03:00:36.192619, cost_time=0:00:04.617686 2021-04-10 03:00:12,115 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.85ms, fps=1737 images/s, loss=0.0479, top1-acc=99.54%, top5-acc=99.99%, remaining_time=0:00:23.757396, arrival_time=2021-04-10 03:00:35.872778, cost_time=0:00:06.091640 2021-04-10 03:00:13,574 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.38ms, fps=1755 images/s, loss=0.0492, top1-acc=99.48%, top5-acc=99.98%, remaining_time=0:00:22.047752, arrival_time=2021-04-10 03:00:35.622163, cost_time=0:00:07.550597 2021-04-10 03:00:15,054 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.54ms, fps=1731 images/s, loss=0.0497, top1-acc=99.49%, top5-acc=99.99%, remaining_time=0:00:20.468680, arrival_time=2021-04-10 03:00:35.522651, cost_time=0:00:09.030298 2021-04-10 03:00:16,515 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.40ms, fps=1753 images/s, loss=0.0498, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:18.884250, arrival_time=2021-04-10 03:00:35.399281, cost_time=0:00:10.491277 2021-04-10 03:00:17,977 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.87ms, fps=1751 images/s, loss=0.0501, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:17.332836, arrival_time=2021-04-10 03:00:35.310278, cost_time=0:00:11.953701 2021-04-10 03:00:19,434 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.0500, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:15.795484, arrival_time=2021-04-10 03:00:35.230379, cost_time=0:00:13.411221 2021-04-10 03:00:20,893 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.63ms, fps=1756 images/s, loss=0.0499, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:14.274624, arrival_time=2021-04-10 03:00:35.167655, cost_time=0:00:14.869359 2021-04-10 03:00:22,355 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=2.09ms, fps=1752 images/s, loss=0.0497, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:12.768076, arrival_time=2021-04-10 03:00:35.123046, cost_time=0:00:16.331290 2021-04-10 03:00:23,812 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.31ms, fps=1757 images/s, loss=0.0499, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:11.266316, arrival_time=2021-04-10 03:00:35.079056, cost_time=0:00:17.788911 2021-04-10 03:00:25,271 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.50ms, fps=1755 images/s, loss=0.0495, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:09.772158, arrival_time=2021-04-10 03:00:35.044069, cost_time=0:00:19.248219 2021-04-10 03:00:26,725 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.55ms, fps=1762 images/s, loss=0.0493, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:08.280664, arrival_time=2021-04-10 03:00:35.005962, cost_time=0:00:20.701621 2021-04-10 03:00:28,180 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.36ms, fps=1760 images/s, loss=0.0494, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:06.794614, arrival_time=2021-04-10 03:00:34.974622, cost_time=0:00:22.156332 2021-04-10 03:00:29,637 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.75ms, fps=1757 images/s, loss=0.0494, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:05.313060, arrival_time=2021-04-10 03:00:34.950368, cost_time=0:00:23.613637 2021-04-10 03:00:31,092 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.84ms, fps=1760 images/s, loss=0.0497, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:03.834038, arrival_time=2021-04-10 03:00:34.926417, cost_time=0:00:25.068658 2021-04-10 03:00:32,552 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.40ms, fps=1754 images/s, loss=0.0496, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:02.358112, arrival_time=2021-04-10 03:00:34.910491, cost_time=0:00:26.528698 2021-04-10 03:00:34,007 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.30ms, fps=1759 images/s, loss=0.0497, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:00.883710, arrival_time=2021-04-10 03:00:34.891625, cost_time=0:00:27.984239 2021-04-10 03:00:34,789 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.31ms, fps=1741 images/s, loss=0.0501, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:34.789395, cost_time=0:00:28.765722 2021-04-10 03:00:35,165 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=1.65ms, fps=6833 images/s, loss=1.3324, top1-acc=71.33%, top5-acc=91.48%, remaining_time=0:00:01.124010, arrival_time=2021-04-10 03:00:36.289510, cost_time=0:00:00.374666 2021-04-10 03:00:35,466 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=2.25ms, fps=8511 images/s, loss=1.3483, top1-acc=70.86%, top5-acc=91.46%, remaining_time=0:00:00.675880, arrival_time=2021-04-10 03:00:36.142728, cost_time=0:00:00.675889 2021-04-10 03:00:35,773 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.75ms, fps=8366 images/s, loss=1.3391, top1-acc=71.22%, top5-acc=91.33%, remaining_time=0:00:00.327540, arrival_time=2021-04-10 03:00:36.100949, cost_time=0:00:00.982609 2021-04-10 03:00:36,061 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.11ms, fps=8052 images/s, loss=1.3014, top1-acc=71.47%, top5-acc=91.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:36.061923, cost_time=0:00:01.271085 2021-04-10 03:00:36,149 INFO : Epoch=0194 complete, best val top1-acc=71.55%, top5-acc=91.59% (epoch=192), remaining_time=0:03:02.530908, arrival_time=2021-04-10 03:03:38.680198, cost_time=1:38:21.832745 2021-04-10 03:00:36,150 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 03:00:37,806 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.77ms, fps=1546 images/s, loss=0.0457, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:30.799368, arrival_time=2021-04-10 03:01:08.606133, cost_time=0:00:01.655880 2021-04-10 03:00:39,269 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.0479, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:27.445440, arrival_time=2021-04-10 03:01:06.715129, cost_time=0:00:03.118800 2021-04-10 03:00:40,722 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.54ms, fps=1762 images/s, loss=0.0483, top1-acc=99.47%, top5-acc=99.99%, remaining_time=0:00:25.298566, arrival_time=2021-04-10 03:01:06.021466, cost_time=0:00:04.572022 2021-04-10 03:00:42,186 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.40ms, fps=1750 images/s, loss=0.0487, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:23.538528, arrival_time=2021-04-10 03:01:05.725116, cost_time=0:00:06.035509 2021-04-10 03:00:43,648 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.44ms, fps=1752 images/s, loss=0.0482, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:21.893576, arrival_time=2021-04-10 03:01:05.542296, cost_time=0:00:07.497796 2021-04-10 03:00:45,107 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.35ms, fps=1756 images/s, loss=0.0484, top1-acc=99.45%, top5-acc=99.99%, remaining_time=0:00:20.300312, arrival_time=2021-04-10 03:01:05.407401, cost_time=0:00:08.956015 2021-04-10 03:00:46,577 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.41ms, fps=1742 images/s, loss=0.0472, top1-acc=99.51%, top5-acc=99.99%, remaining_time=0:00:18.768078, arrival_time=2021-04-10 03:01:05.345720, cost_time=0:00:10.426676 2021-04-10 03:00:48,048 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.68ms, fps=1742 images/s, loss=0.0474, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:17.250824, arrival_time=2021-04-10 03:01:05.298911, cost_time=0:00:11.897132 2021-04-10 03:00:49,497 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.81ms, fps=1766 images/s, loss=0.0474, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:15.719694, arrival_time=2021-04-10 03:01:05.217474, cost_time=0:00:13.346893 2021-04-10 03:00:50,969 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.87ms, fps=1740 images/s, loss=0.0472, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:14.225664, arrival_time=2021-04-10 03:01:05.195085, cost_time=0:00:14.818372 2021-04-10 03:00:52,437 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.40ms, fps=1745 images/s, loss=0.0473, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:12.732730, arrival_time=2021-04-10 03:01:05.169700, cost_time=0:00:16.286076 2021-04-10 03:00:53,895 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.56ms, fps=1755 images/s, loss=0.0471, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:11.238500, arrival_time=2021-04-10 03:01:05.134376, cost_time=0:00:17.744988 2021-04-10 03:00:55,351 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.31ms, fps=1760 images/s, loss=0.0475, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:09.747804, arrival_time=2021-04-10 03:01:05.098956, cost_time=0:00:19.200270 2021-04-10 03:00:56,815 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.95ms, fps=1749 images/s, loss=0.0475, top1-acc=99.46%, top5-acc=99.99%, remaining_time=0:00:08.265712, arrival_time=2021-04-10 03:01:05.080821, cost_time=0:00:20.664223 2021-04-10 03:00:58,268 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.33ms, fps=1762 images/s, loss=0.0477, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:06.782608, arrival_time=2021-04-10 03:01:05.050795, cost_time=0:00:22.117230 2021-04-10 03:00:59,724 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.0476, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:05.304060, arrival_time=2021-04-10 03:01:05.028543, cost_time=0:00:23.573545 2021-04-10 03:01:01,189 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.39ms, fps=1748 images/s, loss=0.0479, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:03.829488, arrival_time=2021-04-10 03:01:05.019407, cost_time=0:00:25.039039 2021-04-10 03:01:02,634 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.39ms, fps=1773 images/s, loss=0.0485, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.354080, arrival_time=2021-04-10 03:01:04.988397, cost_time=0:00:26.483396 2021-04-10 03:01:04,095 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.23ms, fps=1753 images/s, loss=0.0486, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:00.882468, arrival_time=2021-04-10 03:01:04.978150, cost_time=0:00:27.944804 2021-04-10 03:01:04,878 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.22ms, fps=1739 images/s, loss=0.0487, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:04.878193, cost_time=0:00:28.727322 2021-04-10 03:01:05,257 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=3.40ms, fps=6763 images/s, loss=1.3475, top1-acc=71.48%, top5-acc=91.95%, remaining_time=0:00:01.135560, arrival_time=2021-04-10 03:01:06.393504, cost_time=0:00:00.378521 2021-04-10 03:01:05,552 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.46ms, fps=8693 images/s, loss=1.3647, top1-acc=71.00%, top5-acc=91.29%, remaining_time=0:00:00.673340, arrival_time=2021-04-10 03:01:06.226158, cost_time=0:00:00.673342 2021-04-10 03:01:05,856 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.92ms, fps=8452 images/s, loss=1.3343, top1-acc=71.42%, top5-acc=91.50%, remaining_time=0:00:00.325570, arrival_time=2021-04-10 03:01:06.181760, cost_time=0:00:00.976724 2021-04-10 03:01:06,133 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=8379 images/s, loss=1.2904, top1-acc=71.63%, top5-acc=91.58%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:06.133477, cost_time=0:00:01.254072 2021-04-10 03:01:06,290 INFO : Epoch=0195 complete, best val top1-acc=71.63%, top5-acc=91.58% (epoch=195), remaining_time=0:02:32.101895, arrival_time=2021-04-10 03:03:38.392250, cost_time=1:38:51.973838 2021-04-10 03:01:06,291 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 03:01:07,950 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.41ms, fps=1542 images/s, loss=0.0526, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:30.869490, arrival_time=2021-04-10 03:01:38.820434, cost_time=0:00:01.659649 2021-04-10 03:01:09,409 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.89ms, fps=1756 images/s, loss=0.0509, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:27.436640, arrival_time=2021-04-10 03:01:36.845795, cost_time=0:00:03.117798 2021-04-10 03:01:10,881 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.40ms, fps=1739 images/s, loss=0.0500, top1-acc=99.35%, top5-acc=99.97%, remaining_time=0:00:25.400656, arrival_time=2021-04-10 03:01:36.282443, cost_time=0:00:04.590487 2021-04-10 03:01:12,350 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=3.24ms, fps=1744 images/s, loss=0.0508, top1-acc=99.33%, top5-acc=99.97%, remaining_time=0:00:23.629944, arrival_time=2021-04-10 03:01:35.980367, cost_time=0:00:06.058973 2021-04-10 03:01:13,812 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=2.01ms, fps=1752 images/s, loss=0.0509, top1-acc=99.32%, top5-acc=99.98%, remaining_time=0:00:21.962196, arrival_time=2021-04-10 03:01:35.774926, cost_time=0:00:07.521280 2021-04-10 03:01:15,274 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.35ms, fps=1752 images/s, loss=0.0505, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:20.362600, arrival_time=2021-04-10 03:01:35.637394, cost_time=0:00:08.983482 2021-04-10 03:01:16,726 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.42ms, fps=1764 images/s, loss=0.0500, top1-acc=99.35%, top5-acc=99.98%, remaining_time=0:00:18.782568, arrival_time=2021-04-10 03:01:35.508695, cost_time=0:00:10.434788 2021-04-10 03:01:18,187 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.41ms, fps=1753 images/s, loss=0.0498, top1-acc=99.37%, top5-acc=99.98%, remaining_time=0:00:17.249200, arrival_time=2021-04-10 03:01:35.436569, cost_time=0:00:11.895982 2021-04-10 03:01:19,651 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.37ms, fps=1749 images/s, loss=0.0494, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:15.735806, arrival_time=2021-04-10 03:01:35.387660, cost_time=0:00:13.360555 2021-04-10 03:01:21,110 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.40ms, fps=1755 images/s, loss=0.0489, top1-acc=99.42%, top5-acc=99.98%, remaining_time=0:00:14.226624, arrival_time=2021-04-10 03:01:35.337368, cost_time=0:00:14.819450 2021-04-10 03:01:22,579 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.95ms, fps=1744 images/s, loss=0.0491, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:12.734020, arrival_time=2021-04-10 03:01:35.313294, cost_time=0:00:16.287749 2021-04-10 03:01:24,029 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.48ms, fps=1766 images/s, loss=0.0493, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:11.234244, arrival_time=2021-04-10 03:01:35.263882, cost_time=0:00:17.738339 2021-04-10 03:01:25,489 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.79ms, fps=1755 images/s, loss=0.0496, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:09.746550, arrival_time=2021-04-10 03:01:35.235701, cost_time=0:00:19.197795 2021-04-10 03:01:26,942 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.34ms, fps=1762 images/s, loss=0.0499, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:08.260616, arrival_time=2021-04-10 03:01:35.203505, cost_time=0:00:20.651593 2021-04-10 03:01:28,395 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=2.08ms, fps=1763 images/s, loss=0.0498, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:06.778652, arrival_time=2021-04-10 03:01:35.174340, cost_time=0:00:22.104344 2021-04-10 03:01:29,864 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.55ms, fps=1744 images/s, loss=0.0496, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:05.303916, arrival_time=2021-04-10 03:01:35.168253, cost_time=0:00:23.573039 2021-04-10 03:01:31,327 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.84ms, fps=1750 images/s, loss=0.0494, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:03.829020, arrival_time=2021-04-10 03:01:35.156276, cost_time=0:00:25.035954 2021-04-10 03:01:32,783 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.56ms, fps=1759 images/s, loss=0.0494, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:02.354816, arrival_time=2021-04-10 03:01:35.137784, cost_time=0:00:26.491625 2021-04-10 03:01:34,251 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.91ms, fps=1744 images/s, loss=0.0496, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:00.882942, arrival_time=2021-04-10 03:01:35.134054, cost_time=0:00:27.959815 2021-04-10 03:01:35,047 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.65ms, fps=1708 images/s, loss=0.0498, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:35.047938, cost_time=0:00:28.756644 2021-04-10 03:01:35,445 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.21ms, fps=6468 images/s, loss=1.3142, top1-acc=71.25%, top5-acc=91.41%, remaining_time=0:00:01.187310, arrival_time=2021-04-10 03:01:36.632525, cost_time=0:00:00.395767 2021-04-10 03:01:35,742 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.43ms, fps=8619 images/s, loss=1.3141, top1-acc=71.00%, top5-acc=91.46%, remaining_time=0:00:00.693380, arrival_time=2021-04-10 03:01:36.436099, cost_time=0:00:00.693378 2021-04-10 03:01:36,036 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=2.08ms, fps=8726 images/s, loss=1.3095, top1-acc=71.41%, top5-acc=91.69%, remaining_time=0:00:00.329030, arrival_time=2021-04-10 03:01:36.365488, cost_time=0:00:00.987077 2021-04-10 03:01:36,333 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.08ms, fps=7834 images/s, loss=1.2962, top1-acc=71.44%, top5-acc=91.66%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:36.333344, cost_time=0:00:01.283860 2021-04-10 03:01:36,425 INFO : Epoch=0196 complete, best val top1-acc=71.63%, top5-acc=91.58% (epoch=195), remaining_time=0:02:01.675700, arrival_time=2021-04-10 03:03:38.101464, cost_time=1:39:22.109217 2021-04-10 03:01:36,427 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 03:01:38,127 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.31ms, fps=1506 images/s, loss=0.0508, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:31.626510, arrival_time=2021-04-10 03:02:09.754236, cost_time=0:00:01.700346 2021-04-10 03:01:39,582 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.82ms, fps=1761 images/s, loss=0.0489, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:27.760656, arrival_time=2021-04-10 03:02:07.342658, cost_time=0:00:03.154626 2021-04-10 03:01:41,040 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.51ms, fps=1755 images/s, loss=0.0489, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:25.526982, arrival_time=2021-04-10 03:02:06.567655, cost_time=0:00:04.613296 2021-04-10 03:01:42,502 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.61ms, fps=1752 images/s, loss=0.0489, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:23.692656, arrival_time=2021-04-10 03:02:06.195138, cost_time=0:00:06.075020 2021-04-10 03:01:43,960 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=2.05ms, fps=1757 images/s, loss=0.0483, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:21.994900, arrival_time=2021-04-10 03:02:05.954830, cost_time=0:00:07.532477 2021-04-10 03:01:45,423 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=2.02ms, fps=1750 images/s, loss=0.0489, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:20.390480, arrival_time=2021-04-10 03:02:05.813681, cost_time=0:00:08.995811 2021-04-10 03:01:46,880 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.59ms, fps=1758 images/s, loss=0.0489, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:18.814824, arrival_time=2021-04-10 03:02:05.694885, cost_time=0:00:10.452685 2021-04-10 03:01:48,339 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.55ms, fps=1754 images/s, loss=0.0487, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:17.272748, arrival_time=2021-04-10 03:02:05.612543, cost_time=0:00:11.912274 2021-04-10 03:01:49,792 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.0490, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:15.741636, arrival_time=2021-04-10 03:02:05.534548, cost_time=0:00:13.365531 2021-04-10 03:01:51,255 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.37ms, fps=1751 images/s, loss=0.0496, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:14.234496, arrival_time=2021-04-10 03:02:05.489455, cost_time=0:00:14.827582 2021-04-10 03:01:52,714 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.50ms, fps=1754 images/s, loss=0.0493, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:12.733504, arrival_time=2021-04-10 03:02:05.447938, cost_time=0:00:16.287047 2021-04-10 03:01:54,174 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=2.47ms, fps=1754 images/s, loss=0.0492, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:11.239640, arrival_time=2021-04-10 03:02:05.413923, cost_time=0:00:17.746776 2021-04-10 03:01:55,639 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.86ms, fps=1747 images/s, loss=0.0492, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:09.754008, arrival_time=2021-04-10 03:02:05.393899, cost_time=0:00:19.212486 2021-04-10 03:01:57,097 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=2.06ms, fps=1757 images/s, loss=0.0494, top1-acc=99.35%, top5-acc=99.99%, remaining_time=0:00:08.267896, arrival_time=2021-04-10 03:02:05.365082, cost_time=0:00:20.669806 2021-04-10 03:01:58,554 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.76ms, fps=1758 images/s, loss=0.0492, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:06.785506, arrival_time=2021-04-10 03:02:05.339521, cost_time=0:00:22.126596 2021-04-10 03:02:00,024 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.52ms, fps=1741 images/s, loss=0.0496, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:05.309424, arrival_time=2021-04-10 03:02:05.334324, cost_time=0:00:23.597517 2021-04-10 03:02:01,486 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.44ms, fps=1753 images/s, loss=0.0498, top1-acc=99.34%, top5-acc=99.99%, remaining_time=0:00:03.832478, arrival_time=2021-04-10 03:02:05.318557, cost_time=0:00:25.058563 2021-04-10 03:02:02,948 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=2.13ms, fps=1752 images/s, loss=0.0498, top1-acc=99.33%, top5-acc=99.98%, remaining_time=0:00:02.357392, arrival_time=2021-04-10 03:02:05.305614, cost_time=0:00:26.520706 2021-04-10 03:02:04,413 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.56ms, fps=1748 images/s, loss=0.0499, top1-acc=99.33%, top5-acc=99.99%, remaining_time=0:00:00.883758, arrival_time=2021-04-10 03:02:05.296809, cost_time=0:00:27.985666 2021-04-10 03:02:05,198 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.40ms, fps=1733 images/s, loss=0.0500, top1-acc=99.32%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:05.198194, cost_time=0:00:28.770790 2021-04-10 03:02:05,590 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=9.12ms, fps=6552 images/s, loss=1.2892, top1-acc=72.11%, top5-acc=91.09%, remaining_time=0:00:01.172040, arrival_time=2021-04-10 03:02:06.762375, cost_time=0:00:00.390676 2021-04-10 03:02:05,892 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.40ms, fps=8489 images/s, loss=1.2693, top1-acc=72.32%, top5-acc=91.54%, remaining_time=0:00:00.692820, arrival_time=2021-04-10 03:02:06.585279, cost_time=0:00:00.692826 2021-04-10 03:02:06,194 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.67ms, fps=8510 images/s, loss=1.2774, top1-acc=71.86%, top5-acc=91.68%, remaining_time=0:00:00.331380, arrival_time=2021-04-10 03:02:06.525278, cost_time=0:00:00.994135 2021-04-10 03:02:06,480 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.10ms, fps=8119 images/s, loss=1.3300, top1-acc=71.57%, top5-acc=91.59%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:06.480281, cost_time=0:00:01.280653 2021-04-10 03:02:06,573 INFO : Epoch=0197 complete, best val top1-acc=71.63%, top5-acc=91.58% (epoch=195), remaining_time=0:01:31.252647, arrival_time=2021-04-10 03:03:37.826300, cost_time=1:39:52.257147 2021-04-10 03:02:06,574 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 03:02:08,219 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.35ms, fps=1557 images/s, loss=0.0529, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:30.591048, arrival_time=2021-04-10 03:02:38.810532, cost_time=0:00:01.644678 2021-04-10 03:02:09,692 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.62ms, fps=1738 images/s, loss=0.0509, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:27.438752, arrival_time=2021-04-10 03:02:37.131613, cost_time=0:00:03.118036 2021-04-10 03:02:11,152 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.43ms, fps=1755 images/s, loss=0.0510, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:25.328280, arrival_time=2021-04-10 03:02:36.480431, cost_time=0:00:04.577389 2021-04-10 03:02:12,611 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.45ms, fps=1754 images/s, loss=0.0510, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:23.544768, arrival_time=2021-04-10 03:02:36.156672, cost_time=0:00:06.037103 2021-04-10 03:02:14,077 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.45ms, fps=1747 images/s, loss=0.0513, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:21.907884, arrival_time=2021-04-10 03:02:35.985437, cost_time=0:00:07.502725 2021-04-10 03:02:15,543 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.05ms, fps=1748 images/s, loss=0.0505, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:20.327920, arrival_time=2021-04-10 03:02:35.870910, cost_time=0:00:08.968190 2021-04-10 03:02:17,002 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.33ms, fps=1755 images/s, loss=0.0506, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:18.769716, arrival_time=2021-04-10 03:02:35.772139, cost_time=0:00:10.427631 2021-04-10 03:02:18,458 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.48ms, fps=1759 images/s, loss=0.0501, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:17.230988, arrival_time=2021-04-10 03:02:35.689193, cost_time=0:00:11.883454 2021-04-10 03:02:19,925 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=2.07ms, fps=1746 images/s, loss=0.0500, top1-acc=99.28%, top5-acc=100.00%, remaining_time=0:00:15.723722, arrival_time=2021-04-10 03:02:35.648871, cost_time=0:00:13.350331 2021-04-10 03:02:21,386 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.86ms, fps=1753 images/s, loss=0.0501, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:14.218848, arrival_time=2021-04-10 03:02:35.604936, cost_time=0:00:14.811328 2021-04-10 03:02:22,836 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.0495, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:12.713810, arrival_time=2021-04-10 03:02:35.550369, cost_time=0:00:16.261800 2021-04-10 03:02:24,301 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.37ms, fps=1747 images/s, loss=0.0498, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:11.227176, arrival_time=2021-04-10 03:02:35.529088, cost_time=0:00:17.727160 2021-04-10 03:02:25,759 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.40ms, fps=1757 images/s, loss=0.0498, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:09.739686, arrival_time=2021-04-10 03:02:35.498663, cost_time=0:00:19.184180 2021-04-10 03:02:27,224 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.52ms, fps=1748 images/s, loss=0.0498, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:08.259832, arrival_time=2021-04-10 03:02:35.484171, cost_time=0:00:20.649586 2021-04-10 03:02:28,684 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.38ms, fps=1753 images/s, loss=0.0498, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:06.780400, arrival_time=2021-04-10 03:02:35.465116, cost_time=0:00:22.109968 2021-04-10 03:02:30,136 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.51ms, fps=1764 images/s, loss=0.0496, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:05.301360, arrival_time=2021-04-10 03:02:35.437674, cost_time=0:00:23.561531 2021-04-10 03:02:31,590 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.40ms, fps=1762 images/s, loss=0.0497, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:03.825874, arrival_time=2021-04-10 03:02:35.415942, cost_time=0:00:25.015317 2021-04-10 03:02:33,049 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.42ms, fps=1755 images/s, loss=0.0496, top1-acc=99.31%, top5-acc=100.00%, remaining_time=0:00:02.353264, arrival_time=2021-04-10 03:02:35.402241, cost_time=0:00:26.474150 2021-04-10 03:02:34,507 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.34ms, fps=1756 images/s, loss=0.0498, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00.882078, arrival_time=2021-04-10 03:02:35.389368, cost_time=0:00:27.932538 2021-04-10 03:02:35,288 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.23ms, fps=1743 images/s, loss=0.0501, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:35.288007, cost_time=0:00:28.713275 2021-04-10 03:02:35,664 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=1.81ms, fps=6822 images/s, loss=1.2574, top1-acc=72.07%, top5-acc=91.87%, remaining_time=0:00:01.125660, arrival_time=2021-04-10 03:02:36.790185, cost_time=0:00:00.375221 2021-04-10 03:02:35,970 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.29ms, fps=8377 images/s, loss=1.2868, top1-acc=72.03%, top5-acc=91.70%, remaining_time=0:00:00.681380, arrival_time=2021-04-10 03:02:36.652084, cost_time=0:00:00.681371 2021-04-10 03:02:36,280 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.70ms, fps=8286 images/s, loss=1.3056, top1-acc=71.46%, top5-acc=91.58%, remaining_time=0:00:00.330290, arrival_time=2021-04-10 03:02:36.610518, cost_time=0:00:00.990877 2021-04-10 03:02:36,568 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.10ms, fps=8083 images/s, loss=1.3296, top1-acc=71.48%, top5-acc=91.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:36.568044, cost_time=0:00:01.278786 2021-04-10 03:02:36,661 INFO : Epoch=0198 complete, best val top1-acc=71.63%, top5-acc=91.58% (epoch=195), remaining_time=0:01:00.831770, arrival_time=2021-04-10 03:03:37.493499, cost_time=1:40:22.345184 2021-04-10 03:02:36,663 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 03:02:38,282 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.24ms, fps=1581 images/s, loss=0.0521, top1-acc=99.34%, top5-acc=99.96%, remaining_time=0:00:30.114888, arrival_time=2021-04-10 03:03:08.397269, cost_time=0:00:01.619078 2021-04-10 03:02:39,738 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.51ms, fps=1759 images/s, loss=0.0534, top1-acc=99.32%, top5-acc=99.98%, remaining_time=0:00:27.056656, arrival_time=2021-04-10 03:03:06.794608, cost_time=0:00:03.074615 2021-04-10 03:02:41,193 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.41ms, fps=1760 images/s, loss=0.0536, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:25.064506, arrival_time=2021-04-10 03:03:06.257542, cost_time=0:00:04.529732 2021-04-10 03:02:42,664 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.43ms, fps=1741 images/s, loss=0.0503, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:23.402184, arrival_time=2021-04-10 03:03:06.066134, cost_time=0:00:06.000565 2021-04-10 03:02:44,128 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.53ms, fps=1749 images/s, loss=0.0505, top1-acc=99.36%, top5-acc=99.99%, remaining_time=0:00:21.797070, arrival_time=2021-04-10 03:03:05.925215, cost_time=0:00:07.464758 2021-04-10 03:02:45,590 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.92ms, fps=1751 images/s, loss=0.0498, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:20.235168, arrival_time=2021-04-10 03:03:05.825751, cost_time=0:00:08.927265 2021-04-10 03:02:47,049 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=2.11ms, fps=1756 images/s, loss=0.0500, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:18.694242, arrival_time=2021-04-10 03:03:05.743208, cost_time=0:00:10.385663 2021-04-10 03:02:48,507 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.91ms, fps=1756 images/s, loss=0.0495, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:17.173568, arrival_time=2021-04-10 03:03:05.680777, cost_time=0:00:11.843812 2021-04-10 03:02:49,968 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.62ms, fps=1753 images/s, loss=0.0494, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:15.669874, arrival_time=2021-04-10 03:03:05.637821, cost_time=0:00:13.304614 2021-04-10 03:02:51,429 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.55ms, fps=1753 images/s, loss=0.0491, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:14.175072, arrival_time=2021-04-10 03:03:05.604109, cost_time=0:00:14.765734 2021-04-10 03:02:52,886 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.41ms, fps=1757 images/s, loss=0.0493, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:12.683796, arrival_time=2021-04-10 03:03:05.570527, cost_time=0:00:16.223426 2021-04-10 03:02:54,355 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.44ms, fps=1743 images/s, loss=0.0487, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:11.205060, arrival_time=2021-04-10 03:03:05.560669, cost_time=0:00:17.692228 2021-04-10 03:02:55,808 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.40ms, fps=1763 images/s, loss=0.0485, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:09.719754, arrival_time=2021-04-10 03:03:05.528135, cost_time=0:00:19.145024 2021-04-10 03:02:57,272 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.53ms, fps=1750 images/s, loss=0.0489, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:08.243480, arrival_time=2021-04-10 03:03:05.515521, cost_time=0:00:20.608735 2021-04-10 03:02:58,733 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.41ms, fps=1752 images/s, loss=0.0484, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:06.768118, arrival_time=2021-04-10 03:03:05.501372, cost_time=0:00:22.069950 2021-04-10 03:03:00,187 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.80ms, fps=1760 images/s, loss=0.0479, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:05.293044, arrival_time=2021-04-10 03:03:05.480913, cost_time=0:00:23.524561 2021-04-10 03:03:01,646 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.36ms, fps=1756 images/s, loss=0.0478, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:03.820908, arrival_time=2021-04-10 03:03:05.467123, cost_time=0:00:24.982910 2021-04-10 03:03:03,096 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.44ms, fps=1766 images/s, loss=0.0478, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:02.349584, arrival_time=2021-04-10 03:03:05.445699, cost_time=0:00:26.432823 2021-04-10 03:03:04,560 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.62ms, fps=1749 images/s, loss=0.0483, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:00.880956, arrival_time=2021-04-10 03:03:05.441181, cost_time=0:00:27.896916 2021-04-10 03:03:05,344 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.32ms, fps=1734 images/s, loss=0.0482, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:05.344752, cost_time=0:00:28.681466 2021-04-10 03:03:05,752 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.29ms, fps=6294 images/s, loss=1.3030, top1-acc=72.77%, top5-acc=91.13%, remaining_time=0:00:01.220160, arrival_time=2021-04-10 03:03:06.972853, cost_time=0:00:00.406716 2021-04-10 03:03:06,048 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.51ms, fps=8662 images/s, loss=1.2900, top1-acc=72.23%, top5-acc=91.54%, remaining_time=0:00:00.702780, arrival_time=2021-04-10 03:03:06.751549, cost_time=0:00:00.702782 2021-04-10 03:03:06,358 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=2.04ms, fps=8276 images/s, loss=1.2823, top1-acc=72.28%, top5-acc=91.71%, remaining_time=0:00:00.337540, arrival_time=2021-04-10 03:03:06.696218, cost_time=0:00:01.012606 2021-04-10 03:03:06,642 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.11ms, fps=8184 images/s, loss=1.3177, top1-acc=71.58%, top5-acc=91.56%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:06.642789, cost_time=0:00:01.296818 2021-04-10 03:03:06,760 INFO : Epoch=0199 complete, best val top1-acc=71.63%, top5-acc=91.58% (epoch=195), remaining_time=0:00:30.414293, arrival_time=2021-04-10 03:03:37.175069, cost_time=1:40:52.444264 2021-04-10 03:03:06,761 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 03:03:08,418 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=2.03ms, fps=1545 images/s, loss=0.0527, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:30.811458, arrival_time=2021-04-10 03:03:39.229769, cost_time=0:00:01.656533 2021-04-10 03:03:09,884 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.37ms, fps=1746 images/s, loss=0.0498, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:27.482928, arrival_time=2021-04-10 03:03:37.367768, cost_time=0:00:03.123061 2021-04-10 03:03:11,343 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.39ms, fps=1755 images/s, loss=0.0504, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:25.352516, arrival_time=2021-04-10 03:03:36.696083, cost_time=0:00:04.581784 2021-04-10 03:03:12,796 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.51ms, fps=1763 images/s, loss=0.0503, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:23.534784, arrival_time=2021-04-10 03:03:36.331207, cost_time=0:00:06.034565 2021-04-10 03:03:14,262 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=2.12ms, fps=1747 images/s, loss=0.0500, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:21.902482, arrival_time=2021-04-10 03:03:36.165221, cost_time=0:00:07.500857 2021-04-10 03:03:15,718 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.34ms, fps=1759 images/s, loss=0.0498, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:20.302216, arrival_time=2021-04-10 03:03:36.020872, cost_time=0:00:08.956836 2021-04-10 03:03:17,178 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=2.11ms, fps=1755 images/s, loss=0.0493, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:18.748926, arrival_time=2021-04-10 03:03:35.926913, cost_time=0:00:10.416066 2021-04-10 03:03:18,632 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.43ms, fps=1761 images/s, loss=0.0492, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:17.212428, arrival_time=2021-04-10 03:03:35.844869, cost_time=0:00:11.870655 2021-04-10 03:03:20,094 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.51ms, fps=1752 images/s, loss=0.0496, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:15.702734, arrival_time=2021-04-10 03:03:35.797050, cost_time=0:00:13.332535 2021-04-10 03:03:21,552 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.37ms, fps=1756 images/s, loss=0.0497, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:14.199072, arrival_time=2021-04-10 03:03:35.751565, cost_time=0:00:14.790675 2021-04-10 03:03:23,017 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.41ms, fps=1748 images/s, loss=0.0492, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:12.709080, arrival_time=2021-04-10 03:03:35.726697, cost_time=0:00:16.255841 2021-04-10 03:03:24,468 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.42ms, fps=1765 images/s, loss=0.0495, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:11.214104, arrival_time=2021-04-10 03:03:35.682458, cost_time=0:00:17.706429 2021-04-10 03:03:25,926 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.40ms, fps=1756 images/s, loss=0.0496, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:09.729852, arrival_time=2021-04-10 03:03:35.656710, cost_time=0:00:19.164852 2021-04-10 03:03:27,386 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.87ms, fps=1754 images/s, loss=0.0493, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:08.250032, arrival_time=2021-04-10 03:03:35.636963, cost_time=0:00:20.625139 2021-04-10 03:03:28,856 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.61ms, fps=1743 images/s, loss=0.0495, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:06.775708, arrival_time=2021-04-10 03:03:35.632196, cost_time=0:00:22.094628 2021-04-10 03:03:30,315 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.39ms, fps=1756 images/s, loss=0.0495, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:05.299452, arrival_time=2021-04-10 03:03:35.614440, cost_time=0:00:23.553083 2021-04-10 03:03:31,775 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=2.00ms, fps=1753 images/s, loss=0.0494, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:03.825666, arrival_time=2021-04-10 03:03:35.601446, cost_time=0:00:25.014000 2021-04-10 03:03:33,233 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.35ms, fps=1757 images/s, loss=0.0497, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:02.353040, arrival_time=2021-04-10 03:03:35.586572, cost_time=0:00:26.471675 2021-04-10 03:03:34,695 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.55ms, fps=1752 images/s, loss=0.0499, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:00.882108, arrival_time=2021-04-10 03:03:35.577278, cost_time=0:00:27.933394 2021-04-10 03:03:35,476 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.29ms, fps=1741 images/s, loss=0.0498, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:35.476756, cost_time=0:00:28.714893 2021-04-10 03:03:35,886 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=4.37ms, fps=6279 images/s, loss=1.3470, top1-acc=71.33%, top5-acc=91.41%, remaining_time=0:00:01.223190, arrival_time=2021-04-10 03:03:37.109244, cost_time=0:00:00.407728 2021-04-10 03:03:36,190 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=2.29ms, fps=8422 images/s, loss=1.3557, top1-acc=71.46%, top5-acc=91.37%, remaining_time=0:00:00.712040, arrival_time=2021-04-10 03:03:36.902453, cost_time=0:00:00.712031 2021-04-10 03:03:36,491 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=2.18ms, fps=8525 images/s, loss=1.3157, top1-acc=71.81%, top5-acc=91.46%, remaining_time=0:00:00.337600, arrival_time=2021-04-10 03:03:36.828775, cost_time=0:00:01.012808 2021-04-10 03:03:36,772 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=8269 images/s, loss=1.2997, top1-acc=71.63%, top5-acc=91.53%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:36.772152, cost_time=0:00:01.293838 2021-04-10 03:03:36,870 INFO : Epoch=0200 complete, best val top1-acc=71.63%, top5-acc=91.58% (epoch=195), remaining_time=0:00:00, arrival_time=2021-04-10 03:03:36.869979, cost_time=1:41:22.553471