2021-04-10 01:22:08,980 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-10 01:22:08,984 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_resnet32'), ('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://127.0.0.1:57149', 'modifications': ['model.name=cifar100_resnet32'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/resnet32'), 'world_size': 1} 2021-04-10 01:22:09,058 INFO : Model details: n_params=0.47M, flops=69.13M. 2021-04-10 01:22:15,782 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:18,032 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=2.06ms, fps=1135 images/s, loss=4.6711, top1-acc=1.84%, top5-acc=7.81%, remaining_time=0:00:41.947650, arrival_time=2021-04-10 01:22:59.979654, cost_time=0:00:02.255250 2021-04-10 01:22:19,116 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.79ms, fps=2361 images/s, loss=4.6073, top1-acc=2.34%, top5-acc=9.20%, remaining_time=0:00:29.395696, arrival_time=2021-04-10 01:22:48.512639, cost_time=0:00:03.340415 2021-04-10 01:22:20,203 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.83ms, fps=2357 images/s, loss=4.5145, top1-acc=3.15%, top5-acc=11.42%, remaining_time=0:00:24.494794, arrival_time=2021-04-10 01:22:44.698163, cost_time=0:00:04.426778 2021-04-10 01:22:21,301 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.95ms, fps=2332 images/s, loss=4.4420, top1-acc=3.61%, top5-acc=13.58%, remaining_time=0:00:21.548592, arrival_time=2021-04-10 01:22:42.850460, cost_time=0:00:05.525260 2021-04-10 01:22:22,390 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.90ms, fps=2352 images/s, loss=4.3686, top1-acc=4.18%, top5-acc=15.43%, remaining_time=0:00:19.313610, arrival_time=2021-04-10 01:22:41.704407, cost_time=0:00:06.614242 2021-04-10 01:22:23,481 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.91ms, fps=2349 images/s, loss=4.3163, top1-acc=4.48%, top5-acc=16.83%, remaining_time=0:00:17.463896, arrival_time=2021-04-10 01:22:40.945189, cost_time=0:00:07.704636 2021-04-10 01:22:24,569 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.83ms, fps=2354 images/s, loss=4.2754, top1-acc=4.84%, top5-acc=17.95%, remaining_time=0:00:15.827112, arrival_time=2021-04-10 01:22:40.396546, cost_time=0:00:08.792863 2021-04-10 01:22:25,658 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=2.16ms, fps=2353 images/s, loss=4.2281, top1-acc=5.38%, top5-acc=19.27%, remaining_time=0:00:14.327856, arrival_time=2021-04-10 01:22:39.985840, cost_time=0:00:09.881277 2021-04-10 01:22:26,744 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.57ms, fps=2358 images/s, loss=4.1898, top1-acc=5.73%, top5-acc=20.53%, remaining_time=0:00:12.917796, arrival_time=2021-04-10 01:22:39.662288, cost_time=0:00:10.967923 2021-04-10 01:22:27,842 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.97ms, fps=2333 images/s, loss=4.1570, top1-acc=6.11%, top5-acc=21.40%, remaining_time=0:00:11.583072, arrival_time=2021-04-10 01:22:39.425382, cost_time=0:00:12.065723 2021-04-10 01:22:28,928 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.83ms, fps=2358 images/s, loss=4.1281, top1-acc=6.42%, top5-acc=22.19%, remaining_time=0:00:10.282504, arrival_time=2021-04-10 01:22:39.211078, cost_time=0:00:13.151999 2021-04-10 01:22:30,018 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.42ms, fps=2349 images/s, loss=4.1041, top1-acc=6.68%, top5-acc=22.95%, remaining_time=0:00:09.020212, arrival_time=2021-04-10 01:22:39.039164, cost_time=0:00:14.242429 2021-04-10 01:22:31,114 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=2.16ms, fps=2338 images/s, loss=4.0788, top1-acc=6.97%, top5-acc=23.67%, remaining_time=0:00:07.786878, arrival_time=2021-04-10 01:22:38.901234, cost_time=0:00:15.337732 2021-04-10 01:22:32,253 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.40ms, fps=2249 images/s, loss=4.0520, top1-acc=7.32%, top5-acc=24.46%, remaining_time=0:00:06.590696, arrival_time=2021-04-10 01:22:38.843937, cost_time=0:00:16.476686 2021-04-10 01:22:33,340 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.75ms, fps=2356 images/s, loss=4.0286, top1-acc=7.63%, top5-acc=25.22%, remaining_time=0:00:05.386186, arrival_time=2021-04-10 01:22:38.726399, cost_time=0:00:17.563690 2021-04-10 01:22:34,428 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.42ms, fps=2353 images/s, loss=4.0056, top1-acc=7.92%, top5-acc=25.95%, remaining_time=0:00:04.196736, arrival_time=2021-04-10 01:22:38.625444, cost_time=0:00:18.652131 2021-04-10 01:22:35,516 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.75ms, fps=2356 images/s, loss=3.9856, top1-acc=8.18%, top5-acc=26.59%, remaining_time=0:00:03.018964, arrival_time=2021-04-10 01:22:38.535044, cost_time=0:00:19.739420 2021-04-10 01:22:36,606 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.62ms, fps=2349 images/s, loss=3.9661, top1-acc=8.46%, top5-acc=27.17%, remaining_time=0:00:01.851552, arrival_time=2021-04-10 01:22:38.458065, cost_time=0:00:20.829927 2021-04-10 01:22:37,693 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.31ms, fps=2358 images/s, loss=3.9460, top1-acc=8.72%, top5-acc=27.81%, remaining_time=0:00:00.692100, arrival_time=2021-04-10 01:22:38.385085, cost_time=0:00:21.916414 2021-04-10 01:22:38,286 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.33ms, fps=2292 images/s, loss=3.9337, top1-acc=8.85%, top5-acc=28.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:38.286934, cost_time=0:00:22.510412 2021-04-10 01:22:38,914 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.32ms, fps=4092 images/s, loss=3.7281, top1-acc=12.62%, top5-acc=37.03%, remaining_time=0:00:01.876560, arrival_time=2021-04-10 01:22:40.790529, cost_time=0:00:00.625522 2021-04-10 01:22:39,154 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=0.46ms, fps=10684 images/s, loss=3.7655, top1-acc=12.66%, top5-acc=36.07%, remaining_time=0:00:00.865800, arrival_time=2021-04-10 01:22:40.019975, cost_time=0:00:00.865791 2021-04-10 01:22:39,422 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=0.44ms, fps=9577 images/s, loss=3.7681, top1-acc=12.64%, top5-acc=36.34%, remaining_time=0:00:00.377870, arrival_time=2021-04-10 01:22:39.799917, cost_time=0:00:01.133599 2021-04-10 01:22:39,670 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.07ms, fps=9373 images/s, loss=3.7631, top1-acc=12.56%, top5-acc=36.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:39.670087, cost_time=0:00:01.381754 2021-04-10 01:22:39,764 INFO : Epoch=0001 complete, best val top1-acc=12.56%, top5-acc=36.01% (epoch=1), remaining_time=1:19:33.860551, arrival_time=2021-04-10 02:42:13.625232, cost_time=0:00:23.989249 2021-04-10 01:22:39,766 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:41,103 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=0.56ms, fps=1915 images/s, loss=3.5402, top1-acc=14.49%, top5-acc=40.27%, remaining_time=0:00:24.870060, arrival_time=2021-04-10 01:23:05.973597, cost_time=0:00:01.337103 2021-04-10 01:22:42,197 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.44ms, fps=2342 images/s, loss=3.5257, top1-acc=14.71%, top5-acc=40.72%, remaining_time=0:00:21.391392, arrival_time=2021-04-10 01:23:03.588686, cost_time=0:00:02.430833 2021-04-10 01:22:43,288 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.39ms, fps=2348 images/s, loss=3.5071, top1-acc=15.16%, top5-acc=41.30%, remaining_time=0:00:19.486740, arrival_time=2021-04-10 01:23:02.774916, cost_time=0:00:03.521713 2021-04-10 01:22:44,374 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.44ms, fps=2359 images/s, loss=3.5016, top1-acc=15.39%, top5-acc=41.51%, remaining_time=0:00:17.969640, arrival_time=2021-04-10 01:23:02.343737, cost_time=0:00:04.607593 2021-04-10 01:22:45,462 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.53ms, fps=2354 images/s, loss=3.4931, top1-acc=15.58%, top5-acc=41.56%, remaining_time=0:00:16.631590, arrival_time=2021-04-10 01:23:02.093848, cost_time=0:00:05.695734 2021-04-10 01:22:46,618 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=2.13ms, fps=2216 images/s, loss=3.4797, top1-acc=15.83%, top5-acc=41.87%, remaining_time=0:00:15.530384, arrival_time=2021-04-10 01:23:02.148558, cost_time=0:00:06.851637 2021-04-10 01:22:47,729 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=2.19ms, fps=2305 images/s, loss=3.4711, top1-acc=16.04%, top5-acc=42.19%, remaining_time=0:00:14.333634, arrival_time=2021-04-10 01:23:02.063184, cost_time=0:00:07.963138 2021-04-10 01:22:48,820 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.70ms, fps=2349 images/s, loss=3.4635, top1-acc=16.23%, top5-acc=42.39%, remaining_time=0:00:13.127836, arrival_time=2021-04-10 01:23:01.947969, cost_time=0:00:09.053665 2021-04-10 01:22:49,909 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=2.46ms, fps=2351 images/s, loss=3.4484, top1-acc=16.43%, top5-acc=42.86%, remaining_time=0:00:11.946518, arrival_time=2021-04-10 01:23:01.856262, cost_time=0:00:10.143274 2021-04-10 01:22:51,004 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.60ms, fps=2340 images/s, loss=3.4312, top1-acc=16.70%, top5-acc=43.32%, remaining_time=0:00:10.788288, arrival_time=2021-04-10 01:23:01.792619, cost_time=0:00:11.237759 2021-04-10 01:22:52,099 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.43ms, fps=2340 images/s, loss=3.4137, top1-acc=17.01%, top5-acc=43.79%, remaining_time=0:00:09.641890, arrival_time=2021-04-10 01:23:01.740956, cost_time=0:00:12.332663 2021-04-10 01:22:53,189 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.48ms, fps=2349 images/s, loss=3.4012, top1-acc=17.25%, top5-acc=44.19%, remaining_time=0:00:08.501056, arrival_time=2021-04-10 01:23:01.690323, cost_time=0:00:13.422765 2021-04-10 01:22:54,295 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.99ms, fps=2317 images/s, loss=3.3841, top1-acc=17.61%, top5-acc=44.66%, remaining_time=0:00:07.376094, arrival_time=2021-04-10 01:23:01.671137, cost_time=0:00:14.528635 2021-04-10 01:22:55,404 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.65ms, fps=2309 images/s, loss=3.3722, top1-acc=17.84%, top5-acc=45.00%, remaining_time=0:00:06.255088, arrival_time=2021-04-10 01:23:01.659447, cost_time=0:00:15.637767 2021-04-10 01:22:56,500 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.44ms, fps=2337 images/s, loss=3.3625, top1-acc=17.96%, top5-acc=45.33%, remaining_time=0:00:05.131714, arrival_time=2021-04-10 01:23:01.632043, cost_time=0:00:16.733874 2021-04-10 01:22:57,588 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.54ms, fps=2354 images/s, loss=3.3504, top1-acc=18.15%, top5-acc=45.61%, remaining_time=0:00:04.010004, arrival_time=2021-04-10 01:23:01.598576, cost_time=0:00:17.822161 2021-04-10 01:22:58,681 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.48ms, fps=2344 images/s, loss=3.3359, top1-acc=18.41%, top5-acc=46.05%, remaining_time=0:00:02.892838, arrival_time=2021-04-10 01:23:01.574086, cost_time=0:00:18.914758 2021-04-10 01:22:59,771 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.74ms, fps=2349 images/s, loss=3.3263, top1-acc=18.60%, top5-acc=46.33%, remaining_time=0:00:01.778240, arrival_time=2021-04-10 01:23:01.549982, cost_time=0:00:20.005274 2021-04-10 01:23:00,873 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.48ms, fps=2324 images/s, loss=3.3119, top1-acc=18.80%, top5-acc=46.68%, remaining_time=0:00:00.666552, arrival_time=2021-04-10 01:23:01.540331, cost_time=0:00:21.107386 2021-04-10 01:23:01,474 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.90ms, fps=2267 images/s, loss=3.3054, top1-acc=18.95%, top5-acc=46.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:01.473993, cost_time=0:00:21.707567 2021-04-10 01:23:01,866 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=17.85ms, fps=6555 images/s, loss=3.5352, top1-acc=17.93%, top5-acc=43.05%, remaining_time=0:00:01.171530, arrival_time=2021-04-10 01:23:03.037818, cost_time=0:00:00.390511 2021-04-10 01:23:02,188 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=0.31ms, fps=7969 images/s, loss=3.5434, top1-acc=17.60%, top5-acc=43.11%, remaining_time=0:00:00.712420, arrival_time=2021-04-10 01:23:02.900630, cost_time=0:00:00.712427 2021-04-10 01:23:02,467 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=18.42ms, fps=9176 images/s, loss=3.5459, top1-acc=17.46%, top5-acc=43.31%, remaining_time=0:00:00.330630, arrival_time=2021-04-10 01:23:02.798332, cost_time=0:00:00.991887 2021-04-10 01:23:02,703 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.10ms, fps=9880 images/s, loss=3.5363, top1-acc=17.41%, top5-acc=43.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:02.703020, cost_time=0:00:01.227270 2021-04-10 01:23:02,811 INFO : Epoch=0002 complete, best val top1-acc=17.41%, top5-acc=43.30% (epoch=2), remaining_time=1:17:36.565188, arrival_time=2021-04-10 02:40:39.376599, cost_time=0:00:47.036011 2021-04-10 01:23:02,812 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:23:04,110 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=2.59ms, fps=1972 images/s, loss=3.0570, top1-acc=23.36%, top5-acc=53.24%, remaining_time=0:00:24.150984, arrival_time=2021-04-10 01:23:28.261737, cost_time=0:00:01.298441 2021-04-10 01:23:05,205 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=2.18ms, fps=2340 images/s, loss=3.0458, top1-acc=23.20%, top5-acc=53.67%, remaining_time=0:00:21.057872, arrival_time=2021-04-10 01:23:26.263153, cost_time=0:00:02.392943 2021-04-10 01:23:06,309 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=2.27ms, fps=2320 images/s, loss=3.0172, top1-acc=23.71%, top5-acc=54.67%, remaining_time=0:00:19.351284, arrival_time=2021-04-10 01:23:25.660924, cost_time=0:00:03.497216 2021-04-10 01:23:07,402 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.61ms, fps=2344 images/s, loss=3.0050, top1-acc=24.05%, top5-acc=55.06%, remaining_time=0:00:17.902560, arrival_time=2021-04-10 01:23:25.305311, cost_time=0:00:04.590418 2021-04-10 01:23:08,500 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.60ms, fps=2334 images/s, loss=2.9958, top1-acc=24.41%, top5-acc=55.30%, remaining_time=0:00:16.608376, arrival_time=2021-04-10 01:23:25.108576, cost_time=0:00:05.687802 2021-04-10 01:23:09,597 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.45ms, fps=2335 images/s, loss=2.9842, top1-acc=24.75%, top5-acc=55.54%, remaining_time=0:00:15.379288, arrival_time=2021-04-10 01:23:24.976536, cost_time=0:00:06.784984 2021-04-10 01:23:10,696 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.91ms, fps=2331 images/s, loss=2.9752, top1-acc=24.80%, top5-acc=55.78%, remaining_time=0:00:14.190876, arrival_time=2021-04-10 01:23:24.887048, cost_time=0:00:07.883844 2021-04-10 01:23:11,788 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.04ms, fps=2346 images/s, loss=2.9645, top1-acc=24.98%, top5-acc=56.14%, remaining_time=0:00:13.014968, arrival_time=2021-04-10 01:23:24.803105, cost_time=0:00:08.975822 2021-04-10 01:23:12,879 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.40ms, fps=2348 images/s, loss=2.9519, top1-acc=25.25%, top5-acc=56.43%, remaining_time=0:00:11.856206, arrival_time=2021-04-10 01:23:24.735189, cost_time=0:00:10.066601 2021-04-10 01:23:13,970 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.45ms, fps=2347 images/s, loss=2.9362, top1-acc=25.50%, top5-acc=56.77%, remaining_time=0:00:10.711872, arrival_time=2021-04-10 01:23:24.682295, cost_time=0:00:11.158159 2021-04-10 01:23:15,066 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.88ms, fps=2337 images/s, loss=2.9275, top1-acc=25.71%, top5-acc=57.03%, remaining_time=0:00:09.580486, arrival_time=2021-04-10 01:23:24.646969, cost_time=0:00:12.254106 2021-04-10 01:23:16,158 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.05ms, fps=2346 images/s, loss=2.9220, top1-acc=25.86%, top5-acc=57.15%, remaining_time=0:00:08.452492, arrival_time=2021-04-10 01:23:24.610807, cost_time=0:00:13.346037 2021-04-10 01:23:17,275 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=2.21ms, fps=2293 images/s, loss=2.9142, top1-acc=26.00%, top5-acc=57.40%, remaining_time=0:00:07.342632, arrival_time=2021-04-10 01:23:24.617816, cost_time=0:00:14.462791 2021-04-10 01:23:18,365 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=2.32ms, fps=2350 images/s, loss=2.9049, top1-acc=26.19%, top5-acc=57.61%, remaining_time=0:00:06.221208, arrival_time=2021-04-10 01:23:24.586524, cost_time=0:00:15.553006 2021-04-10 01:23:19,461 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.46ms, fps=2336 images/s, loss=2.8950, top1-acc=26.34%, top5-acc=57.81%, remaining_time=0:00:05.105862, arrival_time=2021-04-10 01:23:24.567740, cost_time=0:00:16.649581 2021-04-10 01:23:20,562 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=2.05ms, fps=2328 images/s, loss=2.8843, top1-acc=26.54%, top5-acc=58.09%, remaining_time=0:00:03.993732, arrival_time=2021-04-10 01:23:24.555998, cost_time=0:00:17.749893 2021-04-10 01:23:21,656 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=2.8714, top1-acc=26.88%, top5-acc=58.36%, remaining_time=0:00:02.881996, arrival_time=2021-04-10 01:23:24.538041, cost_time=0:00:18.843772 2021-04-10 01:23:22,750 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.91ms, fps=2340 images/s, loss=2.8614, top1-acc=27.08%, top5-acc=58.60%, remaining_time=0:00:01.772288, arrival_time=2021-04-10 01:23:24.522796, cost_time=0:00:19.938255 2021-04-10 01:23:23,843 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.97ms, fps=2344 images/s, loss=2.8527, top1-acc=27.16%, top5-acc=58.80%, remaining_time=0:00:00.664128, arrival_time=2021-04-10 01:23:24.507137, cost_time=0:00:21.030708 2021-04-10 01:23:24,449 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.65ms, fps=2245 images/s, loss=2.8484, top1-acc=27.26%, top5-acc=58.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:24.449606, cost_time=0:00:21.637206 2021-04-10 01:23:24,846 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=3.01ms, fps=6483 images/s, loss=3.1134, top1-acc=23.48%, top5-acc=53.91%, remaining_time=0:00:01.184550, arrival_time=2021-04-10 01:23:26.031079, cost_time=0:00:00.394850 2021-04-10 01:23:25,091 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=0.45ms, fps=10478 images/s, loss=3.1209, top1-acc=22.85%, top5-acc=54.14%, remaining_time=0:00:00.639960, arrival_time=2021-04-10 01:23:25.731557, cost_time=0:00:00.639966 2021-04-10 01:23:25,343 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=5.12ms, fps=10166 images/s, loss=3.1334, top1-acc=22.88%, top5-acc=53.61%, remaining_time=0:00:00.297380, arrival_time=2021-04-10 01:23:25.641195, cost_time=0:00:00.892149 2021-04-10 01:23:25,565 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.07ms, fps=10492 images/s, loss=3.1255, top1-acc=23.13%, top5-acc=53.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:25.565382, cost_time=0:00:01.113783 2021-04-10 01:23:25,648 INFO : Epoch=0003 complete, best val top1-acc=23.13%, top5-acc=53.89% (epoch=3), remaining_time=1:16:28.320696, arrival_time=2021-04-10 02:39:53.969000, cost_time=0:01:09.872904 2021-04-10 01:23:25,649 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:23:27,002 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.48ms, fps=1892 images/s, loss=2.6587, top1-acc=30.31%, top5-acc=63.59%, remaining_time=0:00:25.165614, arrival_time=2021-04-10 01:23:52.167884, cost_time=0:00:01.352986 2021-04-10 01:23:28,099 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=2.18ms, fps=2335 images/s, loss=2.6297, top1-acc=31.43%, top5-acc=64.06%, remaining_time=0:00:21.561760, arrival_time=2021-04-10 01:23:49.661196, cost_time=0:00:02.450205 2021-04-10 01:23:29,190 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=2.33ms, fps=2348 images/s, loss=2.6046, top1-acc=32.33%, top5-acc=64.62%, remaining_time=0:00:19.592980, arrival_time=2021-04-10 01:23:48.783106, cost_time=0:00:03.540896 2021-04-10 01:23:30,280 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.90ms, fps=2350 images/s, loss=2.6041, top1-acc=32.18%, top5-acc=64.48%, remaining_time=0:00:18.060588, arrival_time=2021-04-10 01:23:48.340679, cost_time=0:00:04.630921 2021-04-10 01:23:31,371 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.82ms, fps=2346 images/s, loss=2.5903, top1-acc=32.51%, top5-acc=64.87%, remaining_time=0:00:16.709408, arrival_time=2021-04-10 01:23:48.081128, cost_time=0:00:05.722421 2021-04-10 01:23:32,469 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=2.15ms, fps=2333 images/s, loss=2.5850, top1-acc=32.77%, top5-acc=64.92%, remaining_time=0:00:15.459800, arrival_time=2021-04-10 01:23:47.929594, cost_time=0:00:06.820527 2021-04-10 01:23:33,570 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.38ms, fps=2328 images/s, loss=2.5820, top1-acc=32.55%, top5-acc=64.84%, remaining_time=0:00:14.257530, arrival_time=2021-04-10 01:23:47.827520, cost_time=0:00:07.920823 2021-04-10 01:23:34,674 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.93ms, fps=2319 images/s, loss=2.5782, top1-acc=32.85%, top5-acc=64.98%, remaining_time=0:00:13.086192, arrival_time=2021-04-10 01:23:47.760461, cost_time=0:00:09.024976 2021-04-10 01:23:35,774 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.43ms, fps=2328 images/s, loss=2.5664, top1-acc=33.15%, top5-acc=65.32%, remaining_time=0:00:11.925318, arrival_time=2021-04-10 01:23:47.699784, cost_time=0:00:10.125236 2021-04-10 01:23:36,869 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.95ms, fps=2340 images/s, loss=2.5630, top1-acc=33.18%, top5-acc=65.48%, remaining_time=0:00:10.771104, arrival_time=2021-04-10 01:23:47.640186, cost_time=0:00:11.219920 2021-04-10 01:23:37,972 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.90ms, fps=2321 images/s, loss=2.5551, top1-acc=33.24%, top5-acc=65.68%, remaining_time=0:00:09.634752, arrival_time=2021-04-10 01:23:47.607483, cost_time=0:00:12.323513 2021-04-10 01:23:39,069 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.89ms, fps=2336 images/s, loss=2.5524, top1-acc=33.32%, top5-acc=65.76%, remaining_time=0:00:08.499232, arrival_time=2021-04-10 01:23:47.568353, cost_time=0:00:13.419885 2021-04-10 01:23:40,167 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=2.05ms, fps=2332 images/s, loss=2.5481, top1-acc=33.43%, top5-acc=65.89%, remaining_time=0:00:07.370814, arrival_time=2021-04-10 01:23:47.538370, cost_time=0:00:14.518274 2021-04-10 01:23:41,258 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.05ms, fps=2347 images/s, loss=2.5437, top1-acc=33.50%, top5-acc=66.01%, remaining_time=0:00:06.243832, arrival_time=2021-04-10 01:23:47.502668, cost_time=0:00:15.609627 2021-04-10 01:23:42,347 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.67ms, fps=2352 images/s, loss=2.5385, top1-acc=33.60%, top5-acc=66.15%, remaining_time=0:00:05.120812, arrival_time=2021-04-10 01:23:47.468398, cost_time=0:00:16.698367 2021-04-10 01:23:43,441 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=2.5300, top1-acc=33.73%, top5-acc=66.35%, remaining_time=0:00:04.003380, arrival_time=2021-04-10 01:23:47.445309, cost_time=0:00:17.792756 2021-04-10 01:23:44,571 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=2.14ms, fps=2268 images/s, loss=2.5238, top1-acc=33.87%, top5-acc=66.54%, remaining_time=0:00:02.893904, arrival_time=2021-04-10 01:23:47.464842, cost_time=0:00:18.921714 2021-04-10 01:23:45,662 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.33ms, fps=2347 images/s, loss=2.5143, top1-acc=34.04%, top5-acc=66.79%, remaining_time=0:00:01.778912, arrival_time=2021-04-10 01:23:47.440962, cost_time=0:00:20.012828 2021-04-10 01:23:46,755 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.96ms, fps=2342 images/s, loss=2.5080, top1-acc=34.22%, top5-acc=66.93%, remaining_time=0:00:00.666528, arrival_time=2021-04-10 01:23:47.422400, cost_time=0:00:21.106692 2021-04-10 01:23:47,361 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.21ms, fps=2248 images/s, loss=2.5040, top1-acc=34.25%, top5-acc=67.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:47.361336, cost_time=0:00:21.712120 2021-04-10 01:23:47,749 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=3.30ms, fps=6626 images/s, loss=2.9921, top1-acc=27.93%, top5-acc=62.07%, remaining_time=0:00:01.158960, arrival_time=2021-04-10 01:23:48.907955, cost_time=0:00:00.386319 2021-04-10 01:23:48,052 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=4.10ms, fps=8436 images/s, loss=2.9556, top1-acc=29.20%, top5-acc=62.21%, remaining_time=0:00:00.690240, arrival_time=2021-04-10 01:23:48.743158, cost_time=0:00:00.690248 2021-04-10 01:23:48,310 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=0.47ms, fps=9967 images/s, loss=2.9847, top1-acc=28.33%, top5-acc=61.90%, remaining_time=0:00:00.315850, arrival_time=2021-04-10 01:23:48.626084, cost_time=0:00:00.947550 2021-04-10 01:23:48,534 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.07ms, fps=10380 images/s, loss=2.9872, top1-acc=28.29%, top5-acc=61.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:48.534184, cost_time=0:00:01.171568 2021-04-10 01:23:48,615 INFO : Epoch=0004 complete, best val top1-acc=28.29%, top5-acc=61.76% (epoch=4), remaining_time=1:15:49.146476, arrival_time=2021-04-10 02:39:37.761595, cost_time=0:01:32.839723 2021-04-10 01:23:48,615 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:23:49,908 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.54ms, fps=1982 images/s, loss=2.3437, top1-acc=36.52%, top5-acc=70.66%, remaining_time=0:00:24.027666, arrival_time=2021-04-10 01:24:13.935576, cost_time=0:00:01.291812 2021-04-10 01:23:51,005 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=2.02ms, fps=2335 images/s, loss=2.3386, top1-acc=37.25%, top5-acc=71.31%, remaining_time=0:00:21.022848, arrival_time=2021-04-10 01:24:12.027841, cost_time=0:00:02.388960 2021-04-10 01:23:52,103 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=2.3304, top1-acc=38.11%, top5-acc=71.43%, remaining_time=0:00:19.294346, arrival_time=2021-04-10 01:24:11.397385, cost_time=0:00:03.486920 2021-04-10 01:23:53,200 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.44ms, fps=2334 images/s, loss=2.3368, top1-acc=37.85%, top5-acc=71.31%, remaining_time=0:00:17.878848, arrival_time=2021-04-10 01:24:11.079186, cost_time=0:00:04.584322 2021-04-10 01:23:54,296 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.59ms, fps=2336 images/s, loss=2.3211, top1-acc=38.05%, top5-acc=71.62%, remaining_time=0:00:16.587498, arrival_time=2021-04-10 01:24:10.884191, cost_time=0:00:05.680632 2021-04-10 01:23:55,387 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=2.98ms, fps=2349 images/s, loss=2.3170, top1-acc=37.99%, top5-acc=71.55%, remaining_time=0:00:15.347736, arrival_time=2021-04-10 01:24:10.734899, cost_time=0:00:06.771074 2021-04-10 01:23:56,482 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.77ms, fps=2338 images/s, loss=2.3078, top1-acc=38.09%, top5-acc=71.79%, remaining_time=0:00:14.160132, arrival_time=2021-04-10 01:24:10.642890, cost_time=0:00:07.866727 2021-04-10 01:23:57,575 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=2.95ms, fps=2344 images/s, loss=2.3050, top1-acc=38.14%, top5-acc=71.72%, remaining_time=0:00:12.991536, arrival_time=2021-04-10 01:24:10.567285, cost_time=0:00:08.959678 2021-04-10 01:23:58,698 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=2.06ms, fps=2282 images/s, loss=2.2989, top1-acc=38.34%, top5-acc=71.82%, remaining_time=0:00:11.874756, arrival_time=2021-04-10 01:24:10.573218, cost_time=0:00:10.082371 2021-04-10 01:23:59,800 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.12ms, fps=2324 images/s, loss=2.2970, top1-acc=38.43%, top5-acc=71.79%, remaining_time=0:00:10.737120, arrival_time=2021-04-10 01:24:10.537656, cost_time=0:00:11.184540 2021-04-10 01:24:00,894 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.43ms, fps=2340 images/s, loss=2.2941, top1-acc=38.50%, top5-acc=71.85%, remaining_time=0:00:09.599836, arrival_time=2021-04-10 01:24:10.494726, cost_time=0:00:12.278851 2021-04-10 01:24:01,982 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.88ms, fps=2354 images/s, loss=2.3003, top1-acc=38.39%, top5-acc=71.70%, remaining_time=0:00:08.465640, arrival_time=2021-04-10 01:24:10.448496, cost_time=0:00:13.366761 2021-04-10 01:24:03,085 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=2.05ms, fps=2325 images/s, loss=2.2992, top1-acc=38.41%, top5-acc=71.68%, remaining_time=0:00:07.345668, arrival_time=2021-04-10 01:24:10.430618, cost_time=0:00:14.468775 2021-04-10 01:24:04,188 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=2.06ms, fps=2322 images/s, loss=2.2944, top1-acc=38.50%, top5-acc=71.74%, remaining_time=0:00:06.228936, arrival_time=2021-04-10 01:24:10.417244, cost_time=0:00:15.572331 2021-04-10 01:24:05,285 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.90ms, fps=2335 images/s, loss=2.2849, top1-acc=38.74%, top5-acc=71.99%, remaining_time=0:00:05.111888, arrival_time=2021-04-10 01:24:10.397127, cost_time=0:00:16.669147 2021-04-10 01:24:06,386 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.64ms, fps=2326 images/s, loss=2.2799, top1-acc=38.82%, top5-acc=72.14%, remaining_time=0:00:03.998340, arrival_time=2021-04-10 01:24:10.384656, cost_time=0:00:17.770334 2021-04-10 01:24:07,473 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.41ms, fps=2355 images/s, loss=2.2738, top1-acc=39.02%, top5-acc=72.22%, remaining_time=0:00:02.884128, arrival_time=2021-04-10 01:24:10.357860, cost_time=0:00:18.857698 2021-04-10 01:24:08,569 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.85ms, fps=2337 images/s, loss=2.2667, top1-acc=39.17%, top5-acc=72.35%, remaining_time=0:00:01.773680, arrival_time=2021-04-10 01:24:10.343488, cost_time=0:00:19.953830 2021-04-10 01:24:09,662 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.51ms, fps=2344 images/s, loss=2.2634, top1-acc=39.36%, top5-acc=72.40%, remaining_time=0:00:00.664626, arrival_time=2021-04-10 01:24:10.327119, cost_time=0:00:21.046526 2021-04-10 01:24:10,258 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.72ms, fps=2284 images/s, loss=2.2572, top1-acc=39.49%, top5-acc=72.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:10.258378, cost_time=0:00:21.642287 2021-04-10 01:24:10,632 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=7.19ms, fps=6881 images/s, loss=2.3239, top1-acc=37.70%, top5-acc=70.78%, remaining_time=0:00:01.116120, arrival_time=2021-04-10 01:24:11.748433, cost_time=0:00:00.372042 2021-04-10 01:24:10,877 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=0.46ms, fps=10479 images/s, loss=2.3442, top1-acc=38.11%, top5-acc=70.88%, remaining_time=0:00:00.616900, arrival_time=2021-04-10 01:24:11.494039, cost_time=0:00:00.616903 2021-04-10 01:24:11,127 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=2.81ms, fps=10238 images/s, loss=2.3389, top1-acc=38.39%, top5-acc=71.05%, remaining_time=0:00:00.289220, arrival_time=2021-04-10 01:24:11.417106, cost_time=0:00:00.867646 2021-04-10 01:24:11,355 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.06ms, fps=10221 images/s, loss=2.3233, top1-acc=38.48%, top5-acc=71.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:11.355326, cost_time=0:00:01.095128 2021-04-10 01:24:11,439 INFO : Epoch=0005 complete, best val top1-acc=38.48%, top5-acc=71.65% (epoch=5), remaining_time=1:15:10.883910, arrival_time=2021-04-10 02:39:22.323002, cost_time=0:01:55.663691 2021-04-10 01:24:11,439 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:24:12,720 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=3.55ms, fps=2000 images/s, loss=2.1856, top1-acc=39.96%, top5-acc=74.30%, remaining_time=0:00:23.813208, arrival_time=2021-04-10 01:24:36.533515, cost_time=0:00:01.280276 2021-04-10 01:24:13,827 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.65ms, fps=2315 images/s, loss=2.1424, top1-acc=41.41%, top5-acc=75.43%, remaining_time=0:00:21.004896, arrival_time=2021-04-10 01:24:34.831904, cost_time=0:00:02.386911 2021-04-10 01:24:14,924 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.48ms, fps=2334 images/s, loss=2.1220, top1-acc=42.08%, top5-acc=75.52%, remaining_time=0:00:19.281232, arrival_time=2021-04-10 01:24:34.205856, cost_time=0:00:03.484570 2021-04-10 01:24:16,005 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.90ms, fps=2370 images/s, loss=2.1336, top1-acc=41.98%, top5-acc=75.24%, remaining_time=0:00:17.805528, arrival_time=2021-04-10 01:24:33.810997, cost_time=0:00:04.565506 2021-04-10 01:24:17,103 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.45ms, fps=2332 images/s, loss=2.1322, top1-acc=42.16%, top5-acc=75.16%, remaining_time=0:00:16.537712, arrival_time=2021-04-10 01:24:33.641427, cost_time=0:00:05.663617 2021-04-10 01:24:18,207 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.10ms, fps=2322 images/s, loss=2.1221, top1-acc=42.62%, top5-acc=75.25%, remaining_time=0:00:15.338624, arrival_time=2021-04-10 01:24:33.545862, cost_time=0:00:06.767034 2021-04-10 01:24:19,300 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.36ms, fps=2343 images/s, loss=2.1148, top1-acc=42.72%, top5-acc=75.47%, remaining_time=0:00:14.149044, arrival_time=2021-04-10 01:24:33.449591, cost_time=0:00:07.860575 2021-04-10 01:24:20,436 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.55ms, fps=2256 images/s, loss=2.1234, top1-acc=42.58%, top5-acc=75.23%, remaining_time=0:00:13.044084, arrival_time=2021-04-10 01:24:33.480139, cost_time=0:00:08.995952 2021-04-10 01:24:21,539 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.42ms, fps=2323 images/s, loss=2.1207, top1-acc=42.61%, top5-acc=75.29%, remaining_time=0:00:11.894260, arrival_time=2021-04-10 01:24:33.433198, cost_time=0:00:10.098907 2021-04-10 01:24:22,632 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.56ms, fps=2343 images/s, loss=2.1183, top1-acc=42.60%, top5-acc=75.40%, remaining_time=0:00:10.744608, arrival_time=2021-04-10 01:24:33.376877, cost_time=0:00:11.192319 2021-04-10 01:24:23,721 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.54ms, fps=2351 images/s, loss=2.1174, top1-acc=42.58%, top5-acc=75.49%, remaining_time=0:00:09.601814, arrival_time=2021-04-10 01:24:33.323196, cost_time=0:00:12.281398 2021-04-10 01:24:24,810 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.39ms, fps=2352 images/s, loss=2.1116, top1-acc=42.72%, top5-acc=75.65%, remaining_time=0:00:08.467768, arrival_time=2021-04-10 01:24:33.277885, cost_time=0:00:13.370113 2021-04-10 01:24:25,907 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.38ms, fps=2335 images/s, loss=2.1055, top1-acc=42.81%, top5-acc=75.78%, remaining_time=0:00:07.344744, arrival_time=2021-04-10 01:24:33.251706, cost_time=0:00:14.466964 2021-04-10 01:24:27,007 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=1.47ms, fps=2327 images/s, loss=2.1017, top1-acc=42.94%, top5-acc=75.81%, remaining_time=0:00:06.227032, arrival_time=2021-04-10 01:24:33.234704, cost_time=0:00:15.567618 2021-04-10 01:24:28,104 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=1.35ms, fps=2335 images/s, loss=2.0959, top1-acc=43.11%, top5-acc=75.91%, remaining_time=0:00:05.110508, arrival_time=2021-04-10 01:24:33.215187, cost_time=0:00:16.664673 2021-04-10 01:24:29,206 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.50ms, fps=2324 images/s, loss=2.0889, top1-acc=43.29%, top5-acc=76.07%, remaining_time=0:00:03.997512, arrival_time=2021-04-10 01:24:33.204358, cost_time=0:00:17.766766 2021-04-10 01:24:30,307 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=2.07ms, fps=2328 images/s, loss=2.0867, top1-acc=43.32%, top5-acc=76.17%, remaining_time=0:00:02.885584, arrival_time=2021-04-10 01:24:33.192945, cost_time=0:00:18.867276 2021-04-10 01:24:31,399 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.58ms, fps=2345 images/s, loss=2.0815, top1-acc=43.38%, top5-acc=76.21%, remaining_time=0:00:01.774208, arrival_time=2021-04-10 01:24:33.174124, cost_time=0:00:19.959915 2021-04-10 01:24:32,503 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=2.58ms, fps=2322 images/s, loss=2.0795, top1-acc=43.39%, top5-acc=76.28%, remaining_time=0:00:00.665142, arrival_time=2021-04-10 01:24:33.168156, cost_time=0:00:21.062918 2021-04-10 01:24:33,103 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=2.43ms, fps=2268 images/s, loss=2.0767, top1-acc=43.46%, top5-acc=76.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:33.103471, cost_time=0:00:21.663478 2021-04-10 01:24:33,535 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=4.81ms, fps=5951 images/s, loss=2.4139, top1-acc=38.75%, top5-acc=71.64%, remaining_time=0:00:01.290480, arrival_time=2021-04-10 01:24:34.825823, cost_time=0:00:00.430163 2021-04-10 01:24:33,784 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=0.35ms, fps=10280 images/s, loss=2.4535, top1-acc=37.60%, top5-acc=71.00%, remaining_time=0:00:00.679720, arrival_time=2021-04-10 01:24:34.464610, cost_time=0:00:00.679716 2021-04-10 01:24:34,040 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=0.30ms, fps=10028 images/s, loss=2.4304, top1-acc=38.24%, top5-acc=71.26%, remaining_time=0:00:00.311820, arrival_time=2021-04-10 01:24:34.352476, cost_time=0:00:00.935465 2021-04-10 01:24:34,260 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.10ms, fps=10561 images/s, loss=2.4058, top1-acc=38.47%, top5-acc=71.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:34.260813, cost_time=0:00:01.155659 2021-04-10 01:24:34,305 INFO : Epoch=0006 complete, best val top1-acc=38.48%, top5-acc=71.65% (epoch=5), remaining_time=1:14:39.130588, arrival_time=2021-04-10 02:39:13.435800, cost_time=0:02:18.529812 2021-04-10 01:24:34,305 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:24:35,642 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.43ms, fps=1915 images/s, loss=2.0375, top1-acc=44.96%, top5-acc=77.85%, remaining_time=0:00:24.862248, arrival_time=2021-04-10 01:25:00.505106, cost_time=0:00:01.336681 2021-04-10 01:24:36,737 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.48ms, fps=2341 images/s, loss=1.9996, top1-acc=45.84%, top5-acc=77.71%, remaining_time=0:00:21.393328, arrival_time=2021-04-10 01:24:58.130544, cost_time=0:00:02.431064 2021-04-10 01:24:37,830 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.14ms, fps=2342 images/s, loss=1.9811, top1-acc=46.30%, top5-acc=77.88%, remaining_time=0:00:19.502510, arrival_time=2021-04-10 01:24:57.333235, cost_time=0:00:03.524553 2021-04-10 01:24:38,931 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.84ms, fps=2326 images/s, loss=1.9807, top1-acc=46.12%, top5-acc=78.02%, remaining_time=0:00:18.040464, arrival_time=2021-04-10 01:24:56.972327, cost_time=0:00:04.625765 2021-04-10 01:24:40,039 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.94ms, fps=2312 images/s, loss=1.9642, top1-acc=46.53%, top5-acc=78.40%, remaining_time=0:00:16.741674, arrival_time=2021-04-10 01:24:56.781253, cost_time=0:00:05.733453 2021-04-10 01:24:41,132 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=1.57ms, fps=2344 images/s, loss=1.9680, top1-acc=46.54%, top5-acc=78.42%, remaining_time=0:00:15.472856, arrival_time=2021-04-10 01:24:56.605228, cost_time=0:00:06.826278 2021-04-10 01:24:42,236 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=2.18ms, fps=2321 images/s, loss=1.9637, top1-acc=46.62%, top5-acc=78.49%, remaining_time=0:00:14.273784, arrival_time=2021-04-10 01:24:56.509829, cost_time=0:00:07.929863 2021-04-10 01:24:43,326 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=3.44ms, fps=2349 images/s, loss=1.9626, top1-acc=46.54%, top5-acc=78.56%, remaining_time=0:00:13.080044, arrival_time=2021-04-10 01:24:56.406835, cost_time=0:00:09.020749 2021-04-10 01:24:44,426 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.66ms, fps=2330 images/s, loss=1.9638, top1-acc=46.60%, top5-acc=78.55%, remaining_time=0:00:11.919064, arrival_time=2021-04-10 01:24:56.345168, cost_time=0:00:10.119921 2021-04-10 01:24:45,522 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.55ms, fps=2337 images/s, loss=1.9593, top1-acc=46.63%, top5-acc=78.63%, remaining_time=0:00:10.767456, arrival_time=2021-04-10 01:24:56.289571, cost_time=0:00:11.216061 2021-04-10 01:24:46,613 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.66ms, fps=2346 images/s, loss=1.9634, top1-acc=46.50%, top5-acc=78.57%, remaining_time=0:00:09.622196, arrival_time=2021-04-10 01:24:56.235939, cost_time=0:00:12.307513 2021-04-10 01:24:47,713 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.42ms, fps=2329 images/s, loss=1.9613, top1-acc=46.46%, top5-acc=78.60%, remaining_time=0:00:08.491328, arrival_time=2021-04-10 01:24:56.204696, cost_time=0:00:13.407316 2021-04-10 01:24:48,817 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.41ms, fps=2319 images/s, loss=1.9582, top1-acc=46.51%, top5-acc=78.63%, remaining_time=0:00:07.367448, arrival_time=2021-04-10 01:24:56.185244, cost_time=0:00:14.511680 2021-04-10 01:24:49,913 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.83ms, fps=2337 images/s, loss=1.9580, top1-acc=46.47%, top5-acc=78.61%, remaining_time=0:00:06.243104, arrival_time=2021-04-10 01:24:56.156976, cost_time=0:00:15.607760 2021-04-10 01:24:51,046 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.99ms, fps=2261 images/s, loss=1.9579, top1-acc=46.47%, top5-acc=78.55%, remaining_time=0:00:05.133738, arrival_time=2021-04-10 01:24:56.180347, cost_time=0:00:16.740397 2021-04-10 01:24:52,149 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.53ms, fps=2323 images/s, loss=1.9618, top1-acc=46.40%, top5-acc=78.53%, remaining_time=0:00:04.014756, arrival_time=2021-04-10 01:24:56.164271, cost_time=0:00:17.843406 2021-04-10 01:24:53,244 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=2.15ms, fps=2341 images/s, loss=1.9611, top1-acc=46.41%, top5-acc=78.54%, remaining_time=0:00:02.896374, arrival_time=2021-04-10 01:24:56.140304, cost_time=0:00:18.937755 2021-04-10 01:24:54,346 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.15ms, fps=2324 images/s, loss=1.9612, top1-acc=46.43%, top5-acc=78.57%, remaining_time=0:00:01.781328, arrival_time=2021-04-10 01:24:56.127388, cost_time=0:00:20.039999 2021-04-10 01:24:55,436 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.58ms, fps=2349 images/s, loss=1.9615, top1-acc=46.48%, top5-acc=78.51%, remaining_time=0:00:00.667272, arrival_time=2021-04-10 01:24:56.103714, cost_time=0:00:21.130281 2021-04-10 01:24:56,024 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=0.08ms, fps=2315 images/s, loss=1.9616, top1-acc=46.53%, top5-acc=78.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:56.024605, cost_time=0:00:21.718513 2021-04-10 01:24:56,499 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=0.41ms, fps=5404 images/s, loss=2.7761, top1-acc=33.24%, top5-acc=63.71%, remaining_time=0:00:01.421100, arrival_time=2021-04-10 01:24:57.920772, cost_time=0:00:00.473696 2021-04-10 01:24:56,756 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=3.15ms, fps=10002 images/s, loss=2.7673, top1-acc=33.05%, top5-acc=64.16%, remaining_time=0:00:00.730100, arrival_time=2021-04-10 01:24:57.486242, cost_time=0:00:00.730101 2021-04-10 01:24:57,016 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=2.48ms, fps=9872 images/s, loss=2.7656, top1-acc=32.88%, top5-acc=63.91%, remaining_time=0:00:00.330040, arrival_time=2021-04-10 01:24:57.346302, cost_time=0:00:00.990111 2021-04-10 01:24:57,240 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.08ms, fps=10372 images/s, loss=2.7742, top1-acc=32.97%, top5-acc=64.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:57.240604, cost_time=0:00:01.214681 2021-04-10 01:24:57,282 INFO : Epoch=0007 complete, best val top1-acc=38.48%, top5-acc=71.65% (epoch=5), remaining_time=1:14:12.979569, arrival_time=2021-04-10 02:39:10.262004, cost_time=0:02:41.507032 2021-04-10 01:24:57,283 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:24:58,582 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.50ms, fps=1970 images/s, loss=1.9498, top1-acc=47.46%, top5-acc=78.01%, remaining_time=0:00:24.166794, arrival_time=2021-04-10 01:25:22.749451, cost_time=0:00:01.299294 2021-04-10 01:24:59,675 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.60ms, fps=2345 images/s, loss=1.9157, top1-acc=47.79%, top5-acc=78.93%, remaining_time=0:00:21.046784, arrival_time=2021-04-10 01:25:20.721875, cost_time=0:00:02.391675 2021-04-10 01:25:00,783 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=2.02ms, fps=2312 images/s, loss=1.8981, top1-acc=47.60%, top5-acc=79.51%, remaining_time=0:00:19.364232, arrival_time=2021-04-10 01:25:20.147229, cost_time=0:00:03.499547 2021-04-10 01:25:01,878 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=2.00ms, fps=2339 images/s, loss=1.9019, top1-acc=47.66%, top5-acc=79.49%, remaining_time=0:00:17.919408, arrival_time=2021-04-10 01:25:19.797482, cost_time=0:00:04.594711 2021-04-10 01:25:02,977 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.35ms, fps=2331 images/s, loss=1.8969, top1-acc=48.01%, top5-acc=79.37%, remaining_time=0:00:16.625458, arrival_time=2021-04-10 01:25:19.602440, cost_time=0:00:05.693628 2021-04-10 01:25:04,073 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.64ms, fps=2336 images/s, loss=1.8981, top1-acc=47.91%, top5-acc=79.39%, remaining_time=0:00:15.390848, arrival_time=2021-04-10 01:25:19.464209, cost_time=0:00:06.790054 2021-04-10 01:25:05,164 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.42ms, fps=2348 images/s, loss=1.8784, top1-acc=48.21%, top5-acc=79.78%, remaining_time=0:00:14.185458, arrival_time=2021-04-10 01:25:19.349606, cost_time=0:00:07.880809 2021-04-10 01:25:06,250 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.70ms, fps=2358 images/s, loss=1.8703, top1-acc=48.52%, top5-acc=79.94%, remaining_time=0:00:13.001860, arrival_time=2021-04-10 01:25:19.251996, cost_time=0:00:08.966801 2021-04-10 01:25:07,353 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.85ms, fps=2322 images/s, loss=1.8605, top1-acc=48.65%, top5-acc=80.12%, remaining_time=0:00:11.859916, arrival_time=2021-04-10 01:25:19.213030, cost_time=0:00:10.069784 2021-04-10 01:25:08,448 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=2.10ms, fps=2338 images/s, loss=1.8582, top1-acc=48.73%, top5-acc=80.23%, remaining_time=0:00:10.718592, arrival_time=2021-04-10 01:25:19.167062, cost_time=0:00:11.165180 2021-04-10 01:25:09,541 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.95ms, fps=2343 images/s, loss=1.8595, top1-acc=48.57%, top5-acc=80.19%, remaining_time=0:00:09.583668, arrival_time=2021-04-10 01:25:19.125235, cost_time=0:00:12.258144 2021-04-10 01:25:10,631 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=1.8592, top1-acc=48.51%, top5-acc=80.17%, remaining_time=0:00:08.453708, arrival_time=2021-04-10 01:25:19.084997, cost_time=0:00:13.347987 2021-04-10 01:25:11,747 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.37ms, fps=2295 images/s, loss=1.8558, top1-acc=48.64%, top5-acc=80.24%, remaining_time=0:00:07.343094, arrival_time=2021-04-10 01:25:19.090186, cost_time=0:00:14.463698 2021-04-10 01:25:12,844 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.89ms, fps=2335 images/s, loss=1.8592, top1-acc=48.50%, top5-acc=80.15%, remaining_time=0:00:06.224344, arrival_time=2021-04-10 01:25:19.068531, cost_time=0:00:15.560833 2021-04-10 01:25:13,943 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.47ms, fps=2330 images/s, loss=1.8574, top1-acc=48.63%, top5-acc=80.15%, remaining_time=0:00:05.109082, arrival_time=2021-04-10 01:25:19.052512, cost_time=0:00:16.660075 2021-04-10 01:25:15,049 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.53ms, fps=2315 images/s, loss=1.8539, top1-acc=48.69%, top5-acc=80.23%, remaining_time=0:00:03.997440, arrival_time=2021-04-10 01:25:19.047278, cost_time=0:00:17.766480 2021-04-10 01:25:16,150 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=2.15ms, fps=2328 images/s, loss=1.8523, top1-acc=48.67%, top5-acc=80.30%, remaining_time=0:00:02.885480, arrival_time=2021-04-10 01:25:19.035443, cost_time=0:00:18.866601 2021-04-10 01:25:17,245 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=1.38ms, fps=2338 images/s, loss=1.8567, top1-acc=48.57%, top5-acc=80.25%, remaining_time=0:00:01.774400, arrival_time=2021-04-10 01:25:19.019750, cost_time=0:00:19.962030 2021-04-10 01:25:18,349 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.60ms, fps=2320 images/s, loss=1.8583, top1-acc=48.58%, top5-acc=80.24%, remaining_time=0:00:00.665238, arrival_time=2021-04-10 01:25:19.014612, cost_time=0:00:21.065910 2021-04-10 01:25:18,954 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=0.12ms, fps=2249 images/s, loss=1.8567, top1-acc=48.63%, top5-acc=80.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:18.954876, cost_time=0:00:21.671546 2021-04-10 01:25:19,342 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=0.39ms, fps=6637 images/s, loss=2.2723, top1-acc=42.19%, top5-acc=75.62%, remaining_time=0:00:01.157130, arrival_time=2021-04-10 01:25:20.499704, cost_time=0:00:00.385708 2021-04-10 01:25:19,602 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=0.31ms, fps=9859 images/s, loss=2.3175, top1-acc=41.25%, top5-acc=74.08%, remaining_time=0:00:00.645880, arrival_time=2021-04-10 01:25:20.248623, cost_time=0:00:00.645872 2021-04-10 01:25:19,884 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=0.42ms, fps=9107 images/s, loss=2.2967, top1-acc=41.16%, top5-acc=74.56%, remaining_time=0:00:00.309150, arrival_time=2021-04-10 01:25:20.193471, cost_time=0:00:00.927454 2021-04-10 01:25:20,112 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.08ms, fps=10188 images/s, loss=2.3072, top1-acc=41.51%, top5-acc=74.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:20.112585, cost_time=0:00:01.155689 2021-04-10 01:25:20,196 INFO : Epoch=0008 complete, best val top1-acc=41.51%, top5-acc=74.50% (epoch=8), remaining_time=1:13:46.111104, arrival_time=2021-04-10 02:39:06.307804, cost_time=0:03:04.421292 2021-04-10 01:25:20,197 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:25:21,551 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.71ms, fps=1891 images/s, loss=1.8298, top1-acc=49.45%, top5-acc=82.11%, remaining_time=0:00:25.184028, arrival_time=2021-04-10 01:25:46.735749, cost_time=0:00:01.353985 2021-04-10 01:25:22,658 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.42ms, fps=2315 images/s, loss=1.8099, top1-acc=49.59%, top5-acc=81.97%, remaining_time=0:00:21.652752, arrival_time=2021-04-10 01:25:44.310990, cost_time=0:00:02.460539 2021-04-10 01:25:23,754 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.73ms, fps=2337 images/s, loss=1.8098, top1-acc=49.70%, top5-acc=81.91%, remaining_time=0:00:19.681624, arrival_time=2021-04-10 01:25:43.436174, cost_time=0:00:03.556913 2021-04-10 01:25:24,849 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.42ms, fps=2340 images/s, loss=1.7928, top1-acc=50.00%, top5-acc=82.23%, remaining_time=0:00:18.140772, arrival_time=2021-04-10 01:25:42.989926, cost_time=0:00:04.651462 2021-04-10 01:25:25,959 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.47ms, fps=2307 images/s, loss=1.7890, top1-acc=50.33%, top5-acc=82.07%, remaining_time=0:00:16.825186, arrival_time=2021-04-10 01:25:42.784931, cost_time=0:00:05.762058 2021-04-10 01:25:27,061 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.41ms, fps=2324 images/s, loss=1.7826, top1-acc=50.42%, top5-acc=82.00%, remaining_time=0:00:15.558808, arrival_time=2021-04-10 01:25:42.620547, cost_time=0:00:06.864173 2021-04-10 01:25:28,163 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.92ms, fps=2326 images/s, loss=1.7844, top1-acc=50.33%, top5-acc=81.91%, remaining_time=0:00:14.337666, arrival_time=2021-04-10 01:25:42.500742, cost_time=0:00:07.965383 2021-04-10 01:25:29,269 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.83ms, fps=2315 images/s, loss=1.7793, top1-acc=50.57%, top5-acc=81.87%, remaining_time=0:00:13.154516, arrival_time=2021-04-10 01:25:42.424185, cost_time=0:00:09.072052 2021-04-10 01:25:30,366 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.92ms, fps=2336 images/s, loss=1.7781, top1-acc=50.60%, top5-acc=81.84%, remaining_time=0:00:11.975986, arrival_time=2021-04-10 01:25:42.341953, cost_time=0:00:10.168248 2021-04-10 01:25:31,457 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=2.60ms, fps=2347 images/s, loss=1.7794, top1-acc=50.51%, top5-acc=81.88%, remaining_time=0:00:10.809504, arrival_time=2021-04-10 01:25:42.266992, cost_time=0:00:11.259913 2021-04-10 01:25:32,559 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=2.07ms, fps=2325 images/s, loss=1.7794, top1-acc=50.51%, top5-acc=81.83%, remaining_time=0:00:09.664336, arrival_time=2021-04-10 01:25:42.223354, cost_time=0:00:12.361310 2021-04-10 01:25:33,658 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=2.15ms, fps=2330 images/s, loss=1.7808, top1-acc=50.49%, top5-acc=81.80%, remaining_time=0:00:08.525224, arrival_time=2021-04-10 01:25:42.183709, cost_time=0:00:13.460855 2021-04-10 01:25:34,753 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.44ms, fps=2340 images/s, loss=1.7803, top1-acc=50.47%, top5-acc=81.77%, remaining_time=0:00:07.389756, arrival_time=2021-04-10 01:25:42.142865, cost_time=0:00:14.555543 2021-04-10 01:25:35,848 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=2.13ms, fps=2339 images/s, loss=1.7803, top1-acc=50.39%, top5-acc=81.77%, remaining_time=0:00:06.260184, arrival_time=2021-04-10 01:25:42.108389, cost_time=0:00:15.650500 2021-04-10 01:25:36,946 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.47ms, fps=2332 images/s, loss=1.7804, top1-acc=50.42%, top5-acc=81.80%, remaining_time=0:00:05.136406, arrival_time=2021-04-10 01:25:42.083111, cost_time=0:00:16.749125 2021-04-10 01:25:38,038 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.61ms, fps=2346 images/s, loss=1.7791, top1-acc=50.48%, top5-acc=81.84%, remaining_time=0:00:04.014180, arrival_time=2021-04-10 01:25:42.052623, cost_time=0:00:17.840836 2021-04-10 01:25:39,127 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.40ms, fps=2351 images/s, loss=1.7785, top1-acc=50.51%, top5-acc=81.86%, remaining_time=0:00:02.895230, arrival_time=2021-04-10 01:25:42.023091, cost_time=0:00:18.930293 2021-04-10 01:25:40,229 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.72ms, fps=2325 images/s, loss=1.7787, top1-acc=50.54%, top5-acc=81.86%, remaining_time=0:00:01.780592, arrival_time=2021-04-10 01:25:42.009892, cost_time=0:00:20.031648 2021-04-10 01:25:41,320 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.77ms, fps=2347 images/s, loss=1.7762, top1-acc=50.58%, top5-acc=81.93%, remaining_time=0:00:00.667044, arrival_time=2021-04-10 01:25:41.987596, cost_time=0:00:21.122971 2021-04-10 01:25:41,913 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.86ms, fps=2295 images/s, loss=1.7767, top1-acc=50.58%, top5-acc=81.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:41.913565, cost_time=0:00:21.715951 2021-04-10 01:25:42,249 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=0.41ms, fps=7662 images/s, loss=2.1231, top1-acc=44.73%, top5-acc=75.59%, remaining_time=0:00:01.002300, arrival_time=2021-04-10 01:25:43.251637, cost_time=0:00:00.334098 2021-04-10 01:25:42,510 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=0.40ms, fps=9812 images/s, loss=2.1056, top1-acc=44.20%, top5-acc=75.98%, remaining_time=0:00:00.595520, arrival_time=2021-04-10 01:25:43.106280, cost_time=0:00:00.595519 2021-04-10 01:25:42,791 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=0.39ms, fps=9138 images/s, loss=2.1074, top1-acc=44.13%, top5-acc=76.34%, remaining_time=0:00:00.292060, arrival_time=2021-04-10 01:25:43.083486, cost_time=0:00:00.876179 2021-04-10 01:25:43,036 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.07ms, fps=9485 images/s, loss=2.1181, top1-acc=44.03%, top5-acc=76.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:43.036552, cost_time=0:00:01.121315 2021-04-10 01:25:43,150 INFO : Epoch=0009 complete, best val top1-acc=44.03%, top5-acc=76.23% (epoch=9), remaining_time=1:13:20.952285, arrival_time=2021-04-10 02:39:04.102425, cost_time=0:03:27.374713 2021-04-10 01:25:43,151 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:25:44,466 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=0.24ms, fps=1947 images/s, loss=1.6797, top1-acc=52.89%, top5-acc=83.55%, remaining_time=0:00:24.451374, arrival_time=2021-04-10 01:26:08.917772, cost_time=0:00:01.314594 2021-04-10 01:25:45,565 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.90ms, fps=2331 images/s, loss=1.6863, top1-acc=52.50%, top5-acc=83.54%, remaining_time=0:00:21.241440, arrival_time=2021-04-10 01:26:06.807004, cost_time=0:00:02.413798 2021-04-10 01:25:46,678 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.53ms, fps=2303 images/s, loss=1.7093, top1-acc=51.86%, top5-acc=83.03%, remaining_time=0:00:19.512636, arrival_time=2021-04-10 01:26:06.190652, cost_time=0:00:03.526375 2021-04-10 01:25:47,772 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.58ms, fps=2340 images/s, loss=1.6998, top1-acc=52.29%, top5-acc=83.23%, remaining_time=0:00:18.021744, arrival_time=2021-04-10 01:26:05.794476, cost_time=0:00:04.620958 2021-04-10 01:25:48,885 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.68ms, fps=2303 images/s, loss=1.6946, top1-acc=52.55%, top5-acc=83.36%, remaining_time=0:00:16.741820, arrival_time=2021-04-10 01:26:05.627046, cost_time=0:00:05.733522 2021-04-10 01:25:49,983 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.84ms, fps=2333 images/s, loss=1.7031, top1-acc=52.38%, top5-acc=83.16%, remaining_time=0:00:15.484824, arrival_time=2021-04-10 01:26:05.468000, cost_time=0:00:06.831528 2021-04-10 01:25:51,078 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.45ms, fps=2339 images/s, loss=1.6997, top1-acc=52.42%, top5-acc=83.26%, remaining_time=0:00:14.267484, arrival_time=2021-04-10 01:26:05.345619, cost_time=0:00:07.926374 2021-04-10 01:25:52,184 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.47ms, fps=2316 images/s, loss=1.7045, top1-acc=52.35%, top5-acc=83.14%, remaining_time=0:00:13.097328, arrival_time=2021-04-10 01:26:05.281637, cost_time=0:00:09.032677 2021-04-10 01:25:53,277 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.92ms, fps=2343 images/s, loss=1.7063, top1-acc=52.32%, top5-acc=83.10%, remaining_time=0:00:11.925848, arrival_time=2021-04-10 01:26:05.203248, cost_time=0:00:10.125714 2021-04-10 01:25:54,393 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.12ms, fps=2295 images/s, loss=1.7033, top1-acc=52.43%, top5-acc=83.04%, remaining_time=0:00:10.792128, arrival_time=2021-04-10 01:26:05.185648, cost_time=0:00:11.241750 2021-04-10 01:25:55,499 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.99ms, fps=2316 images/s, loss=1.7032, top1-acc=52.44%, top5-acc=83.16%, remaining_time=0:00:09.654016, arrival_time=2021-04-10 01:26:05.153857, cost_time=0:00:12.348121 2021-04-10 01:25:56,602 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.85ms, fps=2323 images/s, loss=1.7021, top1-acc=52.49%, top5-acc=83.14%, remaining_time=0:00:08.518688, arrival_time=2021-04-10 01:26:05.120928, cost_time=0:00:13.450611 2021-04-10 01:25:57,699 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.36ms, fps=2334 images/s, loss=1.7041, top1-acc=52.45%, top5-acc=83.06%, remaining_time=0:00:07.385862, arrival_time=2021-04-10 01:26:05.085480, cost_time=0:00:14.547856 2021-04-10 01:25:58,798 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.91ms, fps=2332 images/s, loss=1.7063, top1-acc=52.42%, top5-acc=83.02%, remaining_time=0:00:06.258616, arrival_time=2021-04-10 01:26:05.056820, cost_time=0:00:15.646574 2021-04-10 01:25:59,895 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.84ms, fps=2333 images/s, loss=1.7050, top1-acc=52.40%, top5-acc=82.99%, remaining_time=0:00:05.134842, arrival_time=2021-04-10 01:26:05.030628, cost_time=0:00:16.744032 2021-04-10 01:26:00,992 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=4.01ms, fps=2335 images/s, loss=1.7036, top1-acc=52.40%, top5-acc=83.09%, remaining_time=0:00:04.014252, arrival_time=2021-04-10 01:26:05.007001, cost_time=0:00:17.841110 2021-04-10 01:26:02,134 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.75ms, fps=2244 images/s, loss=1.7052, top1-acc=52.39%, top5-acc=83.06%, remaining_time=0:00:02.903212, arrival_time=2021-04-10 01:26:05.037427, cost_time=0:00:18.982501 2021-04-10 01:26:03,225 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=1.56ms, fps=2347 images/s, loss=1.7082, top1-acc=52.32%, top5-acc=83.02%, remaining_time=0:00:01.784352, arrival_time=2021-04-10 01:26:05.010006, cost_time=0:00:20.074031 2021-04-10 01:26:04,324 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=2.33ms, fps=2330 images/s, loss=1.7104, top1-acc=52.26%, top5-acc=83.00%, remaining_time=0:00:00.668616, arrival_time=2021-04-10 01:26:04.993213, cost_time=0:00:21.172870 2021-04-10 01:26:04,912 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.51ms, fps=2315 images/s, loss=1.7113, top1-acc=52.24%, top5-acc=83.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:04.912677, cost_time=0:00:21.761019 2021-04-10 01:26:05,298 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=4.98ms, fps=6659 images/s, loss=2.1644, top1-acc=42.11%, top5-acc=75.20%, remaining_time=0:00:01.153260, arrival_time=2021-04-10 01:26:06.451769, cost_time=0:00:00.384419 2021-04-10 01:26:05,545 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=0.39ms, fps=10407 images/s, loss=2.1829, top1-acc=42.54%, top5-acc=75.00%, remaining_time=0:00:00.631000, arrival_time=2021-04-10 01:26:06.176088, cost_time=0:00:00.630992 2021-04-10 01:26:05,813 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=2.28ms, fps=9583 images/s, loss=2.1902, top1-acc=42.49%, top5-acc=75.35%, remaining_time=0:00:00.299620, arrival_time=2021-04-10 01:26:06.112578, cost_time=0:00:00.898860 2021-04-10 01:26:06,036 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.07ms, fps=10419 images/s, loss=2.2126, top1-acc=42.44%, top5-acc=75.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:06.036034, cost_time=0:00:01.121994 2021-04-10 01:26:06,078 INFO : Epoch=0010 complete, best val top1-acc=44.03%, top5-acc=76.23% (epoch=9), remaining_time=1:12:55.762510, arrival_time=2021-04-10 02:39:01.841198, cost_time=0:03:50.303287 2021-04-10 01:26:06,079 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:26:07,357 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=0.24ms, fps=2004 images/s, loss=1.6723, top1-acc=52.89%, top5-acc=84.26%, remaining_time=0:00:23.758152, arrival_time=2021-04-10 01:26:31.115130, cost_time=0:00:01.277316 2021-04-10 01:26:08,455 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.64ms, fps=2333 images/s, loss=1.6514, top1-acc=53.46%, top5-acc=84.45%, remaining_time=0:00:20.904048, arrival_time=2021-04-10 01:26:29.359099, cost_time=0:00:02.375459 2021-04-10 01:26:09,600 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.67ms, fps=2236 images/s, loss=1.6504, top1-acc=53.61%, top5-acc=84.36%, remaining_time=0:00:19.481760, arrival_time=2021-04-10 01:26:29.082247, cost_time=0:00:03.520810 2021-04-10 01:26:10,698 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=2.88ms, fps=2333 images/s, loss=1.6455, top1-acc=53.79%, top5-acc=84.26%, remaining_time=0:00:18.013788, arrival_time=2021-04-10 01:26:28.712384, cost_time=0:00:04.618922 2021-04-10 01:26:11,803 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.42ms, fps=2319 images/s, loss=1.6419, top1-acc=54.05%, top5-acc=84.19%, remaining_time=0:00:16.713204, arrival_time=2021-04-10 01:26:28.516506, cost_time=0:00:05.723713 2021-04-10 01:26:12,901 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.37ms, fps=2332 images/s, loss=1.6393, top1-acc=54.10%, top5-acc=84.36%, remaining_time=0:00:15.463744, arrival_time=2021-04-10 01:26:28.365590, cost_time=0:00:06.822216 2021-04-10 01:26:13,998 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=2.13ms, fps=2336 images/s, loss=1.6471, top1-acc=53.89%, top5-acc=84.10%, remaining_time=0:00:14.254002, arrival_time=2021-04-10 01:26:28.252394, cost_time=0:00:07.918864 2021-04-10 01:26:15,090 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.78ms, fps=2346 images/s, loss=1.6524, top1-acc=53.66%, top5-acc=84.01%, remaining_time=0:00:13.065080, arrival_time=2021-04-10 01:26:28.155060, cost_time=0:00:09.010375 2021-04-10 01:26:16,179 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.53ms, fps=2350 images/s, loss=1.6482, top1-acc=53.72%, top5-acc=84.16%, remaining_time=0:00:11.895850, arrival_time=2021-04-10 01:26:28.075623, cost_time=0:00:10.100217 2021-04-10 01:26:17,288 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.60ms, fps=2311 images/s, loss=1.6545, top1-acc=53.52%, top5-acc=84.02%, remaining_time=0:00:10.760064, arrival_time=2021-04-10 01:26:28.048158, cost_time=0:00:11.208419 2021-04-10 01:26:18,385 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.66ms, fps=2335 images/s, loss=1.6584, top1-acc=53.50%, top5-acc=83.98%, remaining_time=0:00:09.620906, arrival_time=2021-04-10 01:26:28.006355, cost_time=0:00:12.305795 2021-04-10 01:26:19,492 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=2.17ms, fps=2315 images/s, loss=1.6629, top1-acc=53.43%, top5-acc=83.84%, remaining_time=0:00:08.494596, arrival_time=2021-04-10 01:26:27.986701, cost_time=0:00:13.412565 2021-04-10 01:26:20,595 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.92ms, fps=2322 images/s, loss=1.6594, top1-acc=53.48%, top5-acc=83.93%, remaining_time=0:00:07.369296, arrival_time=2021-04-10 01:26:27.964238, cost_time=0:00:14.515266 2021-04-10 01:26:21,696 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.74ms, fps=2327 images/s, loss=1.6603, top1-acc=53.56%, top5-acc=83.91%, remaining_time=0:00:06.246576, arrival_time=2021-04-10 01:26:27.942619, cost_time=0:00:15.616387 2021-04-10 01:26:22,857 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.56ms, fps=2207 images/s, loss=1.6600, top1-acc=53.56%, top5-acc=83.95%, remaining_time=0:00:05.145054, arrival_time=2021-04-10 01:26:28.002098, cost_time=0:00:16.777335 2021-04-10 01:26:23,968 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.90ms, fps=2305 images/s, loss=1.6616, top1-acc=53.48%, top5-acc=83.93%, remaining_time=0:00:04.024980, arrival_time=2021-04-10 01:26:27.993312, cost_time=0:00:17.888744 2021-04-10 01:26:25,075 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.37ms, fps=2315 images/s, loss=1.6586, top1-acc=53.51%, top5-acc=83.98%, remaining_time=0:00:02.905188, arrival_time=2021-04-10 01:26:27.980281, cost_time=0:00:18.995416 2021-04-10 01:26:26,171 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.50ms, fps=2337 images/s, loss=1.6566, top1-acc=53.53%, top5-acc=84.03%, remaining_time=0:00:01.785920, arrival_time=2021-04-10 01:26:27.957195, cost_time=0:00:20.091676 2021-04-10 01:26:27,267 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.56ms, fps=2338 images/s, loss=1.6565, top1-acc=53.55%, top5-acc=83.99%, remaining_time=0:00:00.669072, arrival_time=2021-04-10 01:26:27.936049, cost_time=0:00:21.187271 2021-04-10 01:26:27,881 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=2.15ms, fps=2214 images/s, loss=1.6580, top1-acc=53.51%, top5-acc=83.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:27.881869, cost_time=0:00:21.802284 2021-04-10 01:26:28,243 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.21ms, fps=7127 images/s, loss=2.1708, top1-acc=43.59%, top5-acc=78.24%, remaining_time=0:00:01.077540, arrival_time=2021-04-10 01:26:29.320630, cost_time=0:00:00.359181 2021-04-10 01:26:28,480 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=0.19ms, fps=10806 images/s, loss=2.1531, top1-acc=44.34%, top5-acc=78.01%, remaining_time=0:00:00.596600, arrival_time=2021-04-10 01:26:29.077060, cost_time=0:00:00.596602 2021-04-10 01:26:28,743 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=0.32ms, fps=9775 images/s, loss=2.1849, top1-acc=43.61%, top5-acc=77.29%, remaining_time=0:00:00.286310, arrival_time=2021-04-10 01:26:29.029220, cost_time=0:00:00.858922 2021-04-10 01:26:28,964 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.07ms, fps=10508 images/s, loss=2.1717, top1-acc=43.32%, top5-acc=77.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:28.964268, cost_time=0:00:01.080412 2021-04-10 01:26:29,007 INFO : Epoch=0011 complete, best val top1-acc=44.03%, top5-acc=76.23% (epoch=9), remaining_time=1:12:30.986955, arrival_time=2021-04-10 02:38:59.994400, cost_time=0:04:13.232040 2021-04-10 01:26:29,008 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:26:30,325 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=0.56ms, fps=1944 images/s, loss=1.6086, top1-acc=55.35%, top5-acc=85.31%, remaining_time=0:00:24.491364, arrival_time=2021-04-10 01:26:54.816569, cost_time=0:00:01.316743 2021-04-10 01:26:31,436 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=2.09ms, fps=2305 images/s, loss=1.6063, top1-acc=55.06%, top5-acc=84.51%, remaining_time=0:00:21.369040, arrival_time=2021-04-10 01:26:52.805844, cost_time=0:00:02.428309 2021-04-10 01:26:32,531 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=2.15ms, fps=2339 images/s, loss=1.6156, top1-acc=54.90%, top5-acc=84.64%, remaining_time=0:00:19.496700, arrival_time=2021-04-10 01:26:52.028604, cost_time=0:00:03.523507 2021-04-10 01:26:33,617 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.51ms, fps=2360 images/s, loss=1.6133, top1-acc=54.51%, top5-acc=84.84%, remaining_time=0:00:17.973696, arrival_time=2021-04-10 01:26:51.590660, cost_time=0:00:04.608621 2021-04-10 01:26:34,731 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.83ms, fps=2299 images/s, loss=1.6057, top1-acc=54.70%, top5-acc=84.91%, remaining_time=0:00:16.710138, arrival_time=2021-04-10 01:26:51.441189, cost_time=0:00:05.722651 2021-04-10 01:26:35,828 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.37ms, fps=2334 images/s, loss=1.5975, top1-acc=54.64%, top5-acc=85.11%, remaining_time=0:00:15.458440, arrival_time=2021-04-10 01:26:51.286695, cost_time=0:00:06.819882 2021-04-10 01:26:36,937 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.87ms, fps=2309 images/s, loss=1.5967, top1-acc=54.66%, top5-acc=85.15%, remaining_time=0:00:14.272776, arrival_time=2021-04-10 01:26:51.210468, cost_time=0:00:07.929286 2021-04-10 01:26:38,034 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.85ms, fps=2335 images/s, loss=1.6049, top1-acc=54.43%, top5-acc=84.91%, remaining_time=0:00:13.088048, arrival_time=2021-04-10 01:26:51.122689, cost_time=0:00:09.026265 2021-04-10 01:26:39,138 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.84ms, fps=2321 images/s, loss=1.6113, top1-acc=54.18%, top5-acc=84.74%, remaining_time=0:00:11.930724, arrival_time=2021-04-10 01:26:51.069063, cost_time=0:00:10.129862 2021-04-10 01:26:40,233 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.60ms, fps=2339 images/s, loss=1.6101, top1-acc=54.30%, top5-acc=84.69%, remaining_time=0:00:10.775904, arrival_time=2021-04-10 01:26:51.009220, cost_time=0:00:11.224940 2021-04-10 01:26:41,334 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.92ms, fps=2327 images/s, loss=1.6060, top1-acc=54.38%, top5-acc=84.78%, remaining_time=0:00:09.636386, arrival_time=2021-04-10 01:26:50.970395, cost_time=0:00:12.325604 2021-04-10 01:26:42,431 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.92ms, fps=2334 images/s, loss=1.6066, top1-acc=54.42%, top5-acc=84.74%, remaining_time=0:00:08.501208, arrival_time=2021-04-10 01:26:50.932575, cost_time=0:00:13.422983 2021-04-10 01:26:43,536 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.83ms, fps=2318 images/s, loss=1.6111, top1-acc=54.35%, top5-acc=84.69%, remaining_time=0:00:07.375830, arrival_time=2021-04-10 01:26:50.912258, cost_time=0:00:14.528098 2021-04-10 01:26:44,630 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.43ms, fps=2341 images/s, loss=1.6154, top1-acc=54.26%, top5-acc=84.65%, remaining_time=0:00:06.248760, arrival_time=2021-04-10 01:26:50.879089, cost_time=0:00:15.621930 2021-04-10 01:26:45,717 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.96ms, fps=2357 images/s, loss=1.6185, top1-acc=54.26%, top5-acc=84.60%, remaining_time=0:00:05.124032, arrival_time=2021-04-10 01:26:50.841203, cost_time=0:00:16.708788 2021-04-10 01:26:46,849 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.38ms, fps=2262 images/s, loss=1.6168, top1-acc=54.34%, top5-acc=84.63%, remaining_time=0:00:04.014252, arrival_time=2021-04-10 01:26:50.863715, cost_time=0:00:17.841083 2021-04-10 01:26:47,949 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.85ms, fps=2328 images/s, loss=1.6170, top1-acc=54.38%, top5-acc=84.64%, remaining_time=0:00:02.896868, arrival_time=2021-04-10 01:26:50.846258, cost_time=0:00:18.941062 2021-04-10 01:26:49,044 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.64ms, fps=2340 images/s, loss=1.6160, top1-acc=54.36%, top5-acc=84.68%, remaining_time=0:00:01.780944, arrival_time=2021-04-10 01:26:50.825087, cost_time=0:00:20.035656 2021-04-10 01:26:50,170 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.40ms, fps=2275 images/s, loss=1.6157, top1-acc=54.43%, top5-acc=84.68%, remaining_time=0:00:00.668262, arrival_time=2021-04-10 01:26:50.838275, cost_time=0:00:21.161622 2021-04-10 01:26:50,786 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.83ms, fps=2210 images/s, loss=1.6154, top1-acc=54.43%, top5-acc=84.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:50.785972, cost_time=0:00:21.777568 2021-04-10 01:26:51,164 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.30ms, fps=6790 images/s, loss=2.0155, top1-acc=48.01%, top5-acc=78.32%, remaining_time=0:00:01.131090, arrival_time=2021-04-10 01:26:52.295538, cost_time=0:00:00.377031 2021-04-10 01:26:51,478 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=0.44ms, fps=8158 images/s, loss=2.0265, top1-acc=46.87%, top5-acc=78.11%, remaining_time=0:00:00.691240, arrival_time=2021-04-10 01:26:52.169930, cost_time=0:00:00.691241 2021-04-10 01:26:51,760 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=0.37ms, fps=9111 images/s, loss=2.0441, top1-acc=46.74%, top5-acc=78.23%, remaining_time=0:00:00.324250, arrival_time=2021-04-10 01:26:52.084595, cost_time=0:00:00.972738 2021-04-10 01:26:52,005 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.13ms, fps=9482 images/s, loss=2.0217, top1-acc=47.05%, top5-acc=78.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:52.005874, cost_time=0:00:01.218346 2021-04-10 01:26:52,104 INFO : Epoch=0012 complete, best val top1-acc=47.05%, top5-acc=78.42% (epoch=12), remaining_time=1:12:09.154020, arrival_time=2021-04-10 02:39:01.258420, cost_time=0:04:36.328985 2021-04-10 01:26:52,105 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:26:53,443 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=3.55ms, fps=1914 images/s, loss=1.6030, top1-acc=54.80%, top5-acc=85.04%, remaining_time=0:00:24.883080, arrival_time=2021-04-10 01:27:18.326310, cost_time=0:00:01.337796 2021-04-10 01:26:54,546 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.22ms, fps=2322 images/s, loss=1.6013, top1-acc=54.98%, top5-acc=84.55%, remaining_time=0:00:21.479568, arrival_time=2021-04-10 01:27:16.025840, cost_time=0:00:02.440860 2021-04-10 01:26:55,658 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.42ms, fps=2303 images/s, loss=1.5985, top1-acc=54.79%, top5-acc=84.71%, remaining_time=0:00:19.658384, arrival_time=2021-04-10 01:27:15.316631, cost_time=0:00:03.552710 2021-04-10 01:26:56,759 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.69ms, fps=2326 images/s, loss=1.5793, top1-acc=55.06%, top5-acc=85.13%, remaining_time=0:00:18.150600, arrival_time=2021-04-10 01:27:14.910049, cost_time=0:00:04.653988 2021-04-10 01:26:57,860 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.44ms, fps=2328 images/s, loss=1.5726, top1-acc=55.58%, top5-acc=85.23%, remaining_time=0:00:16.802848, arrival_time=2021-04-10 01:27:14.662904, cost_time=0:00:05.754383 2021-04-10 01:26:58,950 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.44ms, fps=2350 images/s, loss=1.5722, top1-acc=55.65%, top5-acc=85.29%, remaining_time=0:00:15.514472, arrival_time=2021-04-10 01:27:14.464511, cost_time=0:00:06.844640 2021-04-10 01:27:00,047 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.17ms, fps=2334 images/s, loss=1.5713, top1-acc=55.68%, top5-acc=85.35%, remaining_time=0:00:14.295204, arrival_time=2021-04-10 01:27:14.342468, cost_time=0:00:07.941756 2021-04-10 01:27:01,159 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=2.68ms, fps=2304 images/s, loss=1.5686, top1-acc=55.65%, top5-acc=85.38%, remaining_time=0:00:13.127720, arrival_time=2021-04-10 01:27:14.286814, cost_time=0:00:09.053627 2021-04-10 01:27:02,275 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=2.03ms, fps=2294 images/s, loss=1.5762, top1-acc=55.40%, top5-acc=85.25%, remaining_time=0:00:11.978318, arrival_time=2021-04-10 01:27:14.254115, cost_time=0:00:10.170274 2021-04-10 01:27:03,370 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=1.5757, top1-acc=55.37%, top5-acc=85.33%, remaining_time=0:00:10.813920, arrival_time=2021-04-10 01:27:14.183887, cost_time=0:00:11.264488 2021-04-10 01:27:04,475 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=3.00ms, fps=2317 images/s, loss=1.5760, top1-acc=55.32%, top5-acc=85.30%, remaining_time=0:00:09.671044, arrival_time=2021-04-10 01:27:14.146478, cost_time=0:00:12.369907 2021-04-10 01:27:05,576 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.37ms, fps=2327 images/s, loss=1.5774, top1-acc=55.28%, top5-acc=85.27%, remaining_time=0:00:08.531532, arrival_time=2021-04-10 01:27:14.107810, cost_time=0:00:13.470842 2021-04-10 01:27:06,672 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.71ms, fps=2336 images/s, loss=1.5836, top1-acc=55.14%, top5-acc=85.15%, remaining_time=0:00:07.395696, arrival_time=2021-04-10 01:27:14.068422, cost_time=0:00:14.567247 2021-04-10 01:27:07,766 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.15ms, fps=2343 images/s, loss=1.5853, top1-acc=55.14%, top5-acc=85.08%, remaining_time=0:00:06.264216, arrival_time=2021-04-10 01:27:14.030178, cost_time=0:00:15.660580 2021-04-10 01:27:08,864 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=2.08ms, fps=2333 images/s, loss=1.5881, top1-acc=55.05%, top5-acc=85.01%, remaining_time=0:00:05.139258, arrival_time=2021-04-10 01:27:14.003173, cost_time=0:00:16.758389 2021-04-10 01:27:09,962 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.80ms, fps=2331 images/s, loss=1.5901, top1-acc=54.94%, top5-acc=85.00%, remaining_time=0:00:04.017924, arrival_time=2021-04-10 01:27:13.980813, cost_time=0:00:17.857453 2021-04-10 01:27:11,064 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.92ms, fps=2326 images/s, loss=1.5920, top1-acc=54.92%, top5-acc=84.90%, remaining_time=0:00:02.899546, arrival_time=2021-04-10 01:27:13.963539, cost_time=0:00:18.958529 2021-04-10 01:27:12,163 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.34ms, fps=2329 images/s, loss=1.5860, top1-acc=55.10%, top5-acc=85.03%, remaining_time=0:00:01.782960, arrival_time=2021-04-10 01:27:13.946633, cost_time=0:00:20.058293 2021-04-10 01:27:13,257 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.45ms, fps=2342 images/s, loss=1.5838, top1-acc=55.13%, top5-acc=85.08%, remaining_time=0:00:00.667956, arrival_time=2021-04-10 01:27:13.925369, cost_time=0:00:21.151964 2021-04-10 01:27:13,858 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=0.12ms, fps=2264 images/s, loss=1.5846, top1-acc=55.13%, top5-acc=85.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:13.858640, cost_time=0:00:21.753255 2021-04-10 01:27:14,228 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.36ms, fps=6953 images/s, loss=1.9245, top1-acc=50.43%, top5-acc=80.04%, remaining_time=0:00:01.104540, arrival_time=2021-04-10 01:27:15.332589, cost_time=0:00:00.368181 2021-04-10 01:27:14,483 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=0.37ms, fps=10061 images/s, loss=1.9317, top1-acc=49.39%, top5-acc=79.88%, remaining_time=0:00:00.623120, arrival_time=2021-04-10 01:27:15.106091, cost_time=0:00:00.623112 2021-04-10 01:27:14,727 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=2.37ms, fps=10501 images/s, loss=1.9269, top1-acc=49.22%, top5-acc=79.91%, remaining_time=0:00:00.289130, arrival_time=2021-04-10 01:27:15.016411, cost_time=0:00:00.867389 2021-04-10 01:27:14,947 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.08ms, fps=10577 images/s, loss=1.9280, top1-acc=49.04%, top5-acc=79.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:14.947105, cost_time=0:00:01.087293 2021-04-10 01:27:15,031 INFO : Epoch=0013 complete, best val top1-acc=49.04%, top5-acc=79.91% (epoch=13), remaining_time=1:11:44.690071, arrival_time=2021-04-10 02:38:59.722002, cost_time=0:04:59.256523 2021-04-10 01:27:15,032 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:27:16,328 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.58ms, fps=1977 images/s, loss=1.5207, top1-acc=56.45%, top5-acc=86.56%, remaining_time=0:00:24.090348, arrival_time=2021-04-10 01:27:40.418485, cost_time=0:00:01.295179 2021-04-10 01:27:17,442 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=2.09ms, fps=2300 images/s, loss=1.5273, top1-acc=56.25%, top5-acc=85.96%, remaining_time=0:00:21.199904, arrival_time=2021-04-10 01:27:38.642109, cost_time=0:00:02.409079 2021-04-10 01:27:18,541 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.95ms, fps=2331 images/s, loss=1.5071, top1-acc=56.78%, top5-acc=86.20%, remaining_time=0:00:19.412538, arrival_time=2021-04-10 01:27:37.953727, cost_time=0:00:03.508300 2021-04-10 01:27:19,651 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=2.14ms, fps=2307 images/s, loss=1.5032, top1-acc=56.97%, top5-acc=86.26%, remaining_time=0:00:18.013008, arrival_time=2021-04-10 01:27:37.664653, cost_time=0:00:04.618735 2021-04-10 01:27:20,753 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=1.44ms, fps=2326 images/s, loss=1.5054, top1-acc=57.00%, top5-acc=86.25%, remaining_time=0:00:16.702546, arrival_time=2021-04-10 01:27:37.455551, cost_time=0:00:05.720041 2021-04-10 01:27:21,865 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=2.76ms, fps=2304 images/s, loss=1.5123, top1-acc=56.60%, top5-acc=86.28%, remaining_time=0:00:15.485912, arrival_time=2021-04-10 01:27:37.350875, cost_time=0:00:06.831993 2021-04-10 01:27:22,953 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=3.09ms, fps=2353 images/s, loss=1.5089, top1-acc=56.69%, top5-acc=86.33%, remaining_time=0:00:14.257152, arrival_time=2021-04-10 01:27:37.210825, cost_time=0:00:07.920630 2021-04-10 01:27:24,071 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=1.41ms, fps=2291 images/s, loss=1.5183, top1-acc=56.41%, top5-acc=86.24%, remaining_time=0:00:13.106260, arrival_time=2021-04-10 01:27:37.177999, cost_time=0:00:09.038767 2021-04-10 01:27:25,171 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.65ms, fps=2329 images/s, loss=1.5204, top1-acc=56.39%, top5-acc=86.19%, remaining_time=0:00:11.941324, arrival_time=2021-04-10 01:27:37.113120, cost_time=0:00:10.138839 2021-04-10 01:27:26,308 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.96ms, fps=2255 images/s, loss=1.5206, top1-acc=56.35%, top5-acc=86.21%, remaining_time=0:00:10.824096, arrival_time=2021-04-10 01:27:37.132115, cost_time=0:00:11.275098 2021-04-10 01:27:27,399 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.49ms, fps=2346 images/s, loss=1.5295, top1-acc=56.19%, top5-acc=86.07%, remaining_time=0:00:09.668722, arrival_time=2021-04-10 01:27:37.068620, cost_time=0:00:12.366965 2021-04-10 01:27:28,504 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.49ms, fps=2320 images/s, loss=1.5295, top1-acc=56.27%, top5-acc=86.08%, remaining_time=0:00:08.531760, arrival_time=2021-04-10 01:27:37.035890, cost_time=0:00:13.471220 2021-04-10 01:27:29,610 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.53ms, fps=2315 images/s, loss=1.5290, top1-acc=56.23%, top5-acc=86.12%, remaining_time=0:00:07.400976, arrival_time=2021-04-10 01:27:37.011645, cost_time=0:00:14.577688 2021-04-10 01:27:30,711 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.56ms, fps=2328 images/s, loss=1.5274, top1-acc=56.28%, top5-acc=86.15%, remaining_time=0:00:06.271272, arrival_time=2021-04-10 01:27:36.982287, cost_time=0:00:15.678117 2021-04-10 01:27:31,827 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=2.15ms, fps=2294 images/s, loss=1.5303, top1-acc=56.27%, top5-acc=86.12%, remaining_time=0:00:05.150436, arrival_time=2021-04-10 01:27:36.978297, cost_time=0:00:16.794838 2021-04-10 01:27:32,926 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=4.47ms, fps=2331 images/s, loss=1.5301, top1-acc=56.26%, top5-acc=86.09%, remaining_time=0:00:04.026096, arrival_time=2021-04-10 01:27:36.952815, cost_time=0:00:17.893827 2021-04-10 01:27:34,027 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=2.53ms, fps=2327 images/s, loss=1.5322, top1-acc=56.23%, top5-acc=86.05%, remaining_time=0:00:02.905058, arrival_time=2021-04-10 01:27:36.932670, cost_time=0:00:18.994661 2021-04-10 01:27:35,140 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.50ms, fps=2302 images/s, loss=1.5353, top1-acc=56.18%, top5-acc=85.97%, remaining_time=0:00:01.787344, arrival_time=2021-04-10 01:27:36.927992, cost_time=0:00:20.107670 2021-04-10 01:27:36,247 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.50ms, fps=2316 images/s, loss=1.5364, top1-acc=56.16%, top5-acc=85.93%, remaining_time=0:00:00.669918, arrival_time=2021-04-10 01:27:36.916872, cost_time=0:00:21.214016 2021-04-10 01:27:36,846 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.56ms, fps=2272 images/s, loss=1.5372, top1-acc=56.18%, top5-acc=85.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:36.846208, cost_time=0:00:21.813374 2021-04-10 01:27:37,202 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.29ms, fps=7202 images/s, loss=2.3725, top1-acc=40.39%, top5-acc=73.36%, remaining_time=0:00:01.066290, arrival_time=2021-04-10 01:27:38.269142, cost_time=0:00:00.355429 2021-04-10 01:27:37,446 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=0.44ms, fps=10529 images/s, loss=2.3236, top1-acc=41.23%, top5-acc=74.32%, remaining_time=0:00:00.598940, arrival_time=2021-04-10 01:27:38.045335, cost_time=0:00:00.598937 2021-04-10 01:27:37,721 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=14.85ms, fps=9341 images/s, loss=2.3217, top1-acc=41.34%, top5-acc=74.24%, remaining_time=0:00:00.291160, arrival_time=2021-04-10 01:27:38.012183, cost_time=0:00:00.873468 2021-04-10 01:27:37,955 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.07ms, fps=9922 images/s, loss=2.3130, top1-acc=41.75%, top5-acc=74.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:37.955401, cost_time=0:00:01.107997 2021-04-10 01:27:38,015 INFO : Epoch=0014 complete, best val top1-acc=49.04%, top5-acc=79.91% (epoch=13), remaining_time=1:11:21.191574, arrival_time=2021-04-10 02:38:59.207219, cost_time=0:05:22.240223 2021-04-10 01:27:38,016 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:27:39,322 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.83ms, fps=1961 images/s, loss=1.5086, top1-acc=57.34%, top5-acc=86.72%, remaining_time=0:00:24.286764, arrival_time=2021-04-10 01:28:03.609524, cost_time=0:00:01.305743 2021-04-10 01:27:40,427 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.78ms, fps=2319 images/s, loss=1.4984, top1-acc=57.38%, top5-acc=86.72%, remaining_time=0:00:21.209760, arrival_time=2021-04-10 01:28:01.636972, cost_time=0:00:02.410199 2021-04-10 01:27:41,527 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.89ms, fps=2329 images/s, loss=1.4738, top1-acc=57.96%, top5-acc=87.06%, remaining_time=0:00:19.422664, arrival_time=2021-04-10 01:28:00.949729, cost_time=0:00:03.510107 2021-04-10 01:27:42,622 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.83ms, fps=2338 images/s, loss=1.4755, top1-acc=57.84%, top5-acc=86.98%, remaining_time=0:00:17.961216, arrival_time=2021-04-10 01:28:00.583678, cost_time=0:00:04.605446 2021-04-10 01:27:43,720 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=2.15ms, fps=2332 images/s, loss=1.4725, top1-acc=57.94%, top5-acc=87.10%, remaining_time=0:00:16.655242, arrival_time=2021-04-10 01:28:00.376111, cost_time=0:00:05.703832 2021-04-10 01:27:44,811 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.38ms, fps=2350 images/s, loss=1.4731, top1-acc=58.01%, top5-acc=87.10%, remaining_time=0:00:15.399552, arrival_time=2021-04-10 01:28:00.210489, cost_time=0:00:06.793948 2021-04-10 01:27:45,914 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=2.25ms, fps=2322 images/s, loss=1.4774, top1-acc=57.79%, top5-acc=86.93%, remaining_time=0:00:14.214942, arrival_time=2021-04-10 01:28:00.129150, cost_time=0:00:07.897180 2021-04-10 01:27:47,005 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.53ms, fps=2347 images/s, loss=1.4861, top1-acc=57.45%, top5-acc=86.70%, remaining_time=0:00:13.033528, arrival_time=2021-04-10 01:28:00.039158, cost_time=0:00:08.988644 2021-04-10 01:27:48,096 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=2.38ms, fps=2348 images/s, loss=1.4890, top1-acc=57.50%, top5-acc=86.71%, remaining_time=0:00:11.871470, arrival_time=2021-04-10 01:27:59.968141, cost_time=0:00:10.079570 2021-04-10 01:27:49,212 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=2.13ms, fps=2297 images/s, loss=1.4885, top1-acc=57.52%, top5-acc=86.69%, remaining_time=0:00:10.747200, arrival_time=2021-04-10 01:27:59.959191, cost_time=0:00:11.194961 2021-04-10 01:27:50,351 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.85ms, fps=2248 images/s, loss=1.4932, top1-acc=57.38%, top5-acc=86.53%, remaining_time=0:00:09.643352, arrival_time=2021-04-10 01:27:59.994834, cost_time=0:00:12.334478 2021-04-10 01:27:51,464 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.40ms, fps=2301 images/s, loss=1.4939, top1-acc=57.32%, top5-acc=86.53%, remaining_time=0:00:08.516712, arrival_time=2021-04-10 01:27:59.981256, cost_time=0:00:13.447460 2021-04-10 01:27:52,568 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.20ms, fps=2321 images/s, loss=1.4974, top1-acc=57.23%, top5-acc=86.39%, remaining_time=0:00:07.387578, arrival_time=2021-04-10 01:27:59.955956, cost_time=0:00:14.551288 2021-04-10 01:27:53,680 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=2.26ms, fps=2304 images/s, loss=1.4984, top1-acc=57.25%, top5-acc=86.35%, remaining_time=0:00:06.265336, arrival_time=2021-04-10 01:27:59.945690, cost_time=0:00:15.663285 2021-04-10 01:27:54,775 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.48ms, fps=2339 images/s, loss=1.5009, top1-acc=57.26%, top5-acc=86.28%, remaining_time=0:00:05.139212, arrival_time=2021-04-10 01:27:59.914502, cost_time=0:00:16.758284 2021-04-10 01:27:55,876 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.85ms, fps=2326 images/s, loss=1.5044, top1-acc=57.13%, top5-acc=86.23%, remaining_time=0:00:04.018356, arrival_time=2021-04-10 01:27:59.894743, cost_time=0:00:17.859366 2021-04-10 01:27:56,974 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.44ms, fps=2333 images/s, loss=1.5078, top1-acc=57.08%, top5-acc=86.20%, remaining_time=0:00:02.899338, arrival_time=2021-04-10 01:27:59.873557, cost_time=0:00:18.957227 2021-04-10 01:27:58,082 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=1.53ms, fps=2311 images/s, loss=1.5088, top1-acc=57.09%, top5-acc=86.16%, remaining_time=0:00:01.783616, arrival_time=2021-04-10 01:27:59.866304, cost_time=0:00:20.065670 2021-04-10 01:27:59,186 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.41ms, fps=2320 images/s, loss=1.5114, top1-acc=57.01%, top5-acc=86.11%, remaining_time=0:00:00.668514, arrival_time=2021-04-10 01:27:59.854986, cost_time=0:00:21.169529 2021-04-10 01:27:59,777 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.40ms, fps=2305 images/s, loss=1.5114, top1-acc=56.99%, top5-acc=86.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:59.776929, cost_time=0:00:21.759917 2021-04-10 01:28:00,152 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=0.43ms, fps=6845 images/s, loss=2.1416, top1-acc=44.80%, top5-acc=77.58%, remaining_time=0:00:01.121880, arrival_time=2021-04-10 01:28:01.274104, cost_time=0:00:00.373962 2021-04-10 01:28:00,400 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=0.40ms, fps=10340 images/s, loss=2.1569, top1-acc=44.98%, top5-acc=77.68%, remaining_time=0:00:00.622060, arrival_time=2021-04-10 01:28:01.022398, cost_time=0:00:00.622064 2021-04-10 01:28:00,664 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=3.81ms, fps=9712 images/s, loss=2.1458, top1-acc=45.44%, top5-acc=77.41%, remaining_time=0:00:00.295400, arrival_time=2021-04-10 01:28:00.959853, cost_time=0:00:00.886195 2021-04-10 01:28:00,913 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.10ms, fps=9334 images/s, loss=2.1547, top1-acc=45.27%, top5-acc=77.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:00.913489, cost_time=0:00:01.135265 2021-04-10 01:28:00,973 INFO : Epoch=0015 complete, best val top1-acc=49.04%, top5-acc=79.91% (epoch=13), remaining_time=1:10:57.437005, arrival_time=2021-04-10 02:38:58.410016, cost_time=0:05:45.197601 2021-04-10 01:28:00,974 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:28:02,400 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=0.24ms, fps=1795 images/s, loss=1.4678, top1-acc=57.42%, top5-acc=87.27%, remaining_time=0:00:26.526018, arrival_time=2021-04-10 01:28:28.926677, cost_time=0:00:01.426130 2021-04-10 01:28:03,517 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=2.14ms, fps=2294 images/s, loss=1.4648, top1-acc=57.48%, top5-acc=87.11%, remaining_time=0:00:22.377696, arrival_time=2021-04-10 01:28:25.895160, cost_time=0:00:02.542922 2021-04-10 01:28:04,616 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=2.32ms, fps=2331 images/s, loss=1.4520, top1-acc=58.11%, top5-acc=87.27%, remaining_time=0:00:20.151072, arrival_time=2021-04-10 01:28:24.767391, cost_time=0:00:03.641763 2021-04-10 01:28:05,712 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.65ms, fps=2336 images/s, loss=1.4606, top1-acc=58.16%, top5-acc=87.16%, remaining_time=0:00:18.479292, arrival_time=2021-04-10 01:28:24.192121, cost_time=0:00:04.738268 2021-04-10 01:28:06,805 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.51ms, fps=2345 images/s, loss=1.4524, top1-acc=58.16%, top5-acc=87.33%, remaining_time=0:00:17.025644, arrival_time=2021-04-10 01:28:23.830773, cost_time=0:00:05.830706 2021-04-10 01:28:07,902 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.90ms, fps=2333 images/s, loss=1.4634, top1-acc=57.99%, top5-acc=87.13%, remaining_time=0:00:15.704056, arrival_time=2021-04-10 01:28:23.606794, cost_time=0:00:06.928248 2021-04-10 01:28:08,996 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=2.10ms, fps=2342 images/s, loss=1.4733, top1-acc=57.75%, top5-acc=86.95%, remaining_time=0:00:14.439348, arrival_time=2021-04-10 01:28:23.435686, cost_time=0:00:08.021856 2021-04-10 01:28:10,095 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.41ms, fps=2331 images/s, loss=1.4798, top1-acc=57.66%, top5-acc=86.85%, remaining_time=0:00:13.225160, arrival_time=2021-04-10 01:28:23.320400, cost_time=0:00:09.120764 2021-04-10 01:28:11,193 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=2.27ms, fps=2332 images/s, loss=1.4780, top1-acc=57.64%, top5-acc=86.90%, remaining_time=0:00:12.035770, arrival_time=2021-04-10 01:28:23.229313, cost_time=0:00:10.219044 2021-04-10 01:28:12,292 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.13ms, fps=2330 images/s, loss=1.4840, top1-acc=57.58%, top5-acc=86.83%, remaining_time=0:00:10.865664, arrival_time=2021-04-10 01:28:23.158506, cost_time=0:00:11.318368 2021-04-10 01:28:13,386 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.44ms, fps=2341 images/s, loss=1.4832, top1-acc=57.59%, top5-acc=86.80%, remaining_time=0:00:09.704240, arrival_time=2021-04-10 01:28:23.091132, cost_time=0:00:12.412417 2021-04-10 01:28:14,484 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.51ms, fps=2333 images/s, loss=1.4864, top1-acc=57.47%, top5-acc=86.74%, remaining_time=0:00:08.556384, arrival_time=2021-04-10 01:28:23.040996, cost_time=0:00:13.510118 2021-04-10 01:28:15,584 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=2.08ms, fps=2329 images/s, loss=1.4877, top1-acc=57.48%, top5-acc=86.72%, remaining_time=0:00:07.417212, arrival_time=2021-04-10 01:28:23.001396, cost_time=0:00:14.609721 2021-04-10 01:28:16,676 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.40ms, fps=2344 images/s, loss=1.4860, top1-acc=57.54%, top5-acc=86.76%, remaining_time=0:00:06.280960, arrival_time=2021-04-10 01:28:22.957842, cost_time=0:00:15.702370 2021-04-10 01:28:17,780 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.45ms, fps=2322 images/s, loss=1.4856, top1-acc=57.65%, top5-acc=86.75%, remaining_time=0:00:05.153656, arrival_time=2021-04-10 01:28:22.933667, cost_time=0:00:16.805463 2021-04-10 01:28:18,880 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.95ms, fps=2329 images/s, loss=1.4885, top1-acc=57.61%, top5-acc=86.70%, remaining_time=0:00:04.028760, arrival_time=2021-04-10 01:28:22.908801, cost_time=0:00:17.905608 2021-04-10 01:28:19,978 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.43ms, fps=2332 images/s, loss=1.4900, top1-acc=57.51%, top5-acc=86.69%, remaining_time=0:00:02.906488, arrival_time=2021-04-10 01:28:22.884989, cost_time=0:00:19.003956 2021-04-10 01:28:21,092 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.62ms, fps=2300 images/s, loss=1.4911, top1-acc=57.50%, top5-acc=86.64%, remaining_time=0:00:01.788224, arrival_time=2021-04-10 01:28:22.880418, cost_time=0:00:20.117610 2021-04-10 01:28:22,205 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.59ms, fps=2301 images/s, loss=1.4915, top1-acc=57.50%, top5-acc=86.64%, remaining_time=0:00:00.670446, arrival_time=2021-04-10 01:28:22.875706, cost_time=0:00:21.230845 2021-04-10 01:28:22,801 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=0.10ms, fps=2283 images/s, loss=1.4902, top1-acc=57.57%, top5-acc=86.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:22.801512, cost_time=0:00:21.826940 2021-04-10 01:28:23,191 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=1.14ms, fps=6604 images/s, loss=2.0468, top1-acc=47.30%, top5-acc=77.11%, remaining_time=0:00:01.162950, arrival_time=2021-04-10 01:28:24.354242, cost_time=0:00:00.387647 2021-04-10 01:28:23,469 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=0.20ms, fps=9235 images/s, loss=2.0710, top1-acc=46.48%, top5-acc=76.66%, remaining_time=0:00:00.665460, arrival_time=2021-04-10 01:28:24.134497, cost_time=0:00:00.665451 2021-04-10 01:28:23,759 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=0.49ms, fps=8839 images/s, loss=2.1019, top1-acc=45.44%, top5-acc=76.32%, remaining_time=0:00:00.318500, arrival_time=2021-04-10 01:28:24.077717, cost_time=0:00:00.955501 2021-04-10 01:28:23,979 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.05ms, fps=10552 images/s, loss=2.1063, top1-acc=45.42%, top5-acc=76.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:23.979662, cost_time=0:00:01.176127 2021-04-10 01:28:24,042 INFO : Epoch=0016 complete, best val top1-acc=49.04%, top5-acc=79.91% (epoch=13), remaining_time=1:10:35.073720, arrival_time=2021-04-10 02:38:59.116407, cost_time=0:06:08.267274 2021-04-10 01:28:24,043 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:28:25,396 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.54ms, fps=1892 images/s, loss=1.4593, top1-acc=58.36%, top5-acc=87.11%, remaining_time=0:00:25.168962, arrival_time=2021-04-10 01:28:50.565811, cost_time=0:00:01.353171 2021-04-10 01:28:26,490 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=2.31ms, fps=2343 images/s, loss=1.4287, top1-acc=59.04%, top5-acc=87.64%, remaining_time=0:00:21.529552, arrival_time=2021-04-10 01:28:48.019852, cost_time=0:00:02.446542 2021-04-10 01:28:27,591 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.62ms, fps=2326 images/s, loss=1.4447, top1-acc=58.50%, top5-acc=87.46%, remaining_time=0:00:19.632654, arrival_time=2021-04-10 01:28:47.224354, cost_time=0:00:03.548084 2021-04-10 01:28:28,686 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.05ms, fps=2340 images/s, loss=1.4433, top1-acc=58.33%, top5-acc=87.30%, remaining_time=0:00:18.105048, arrival_time=2021-04-10 01:28:46.791108, cost_time=0:00:04.642313 2021-04-10 01:28:29,777 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.91ms, fps=2346 images/s, loss=1.4393, top1-acc=58.62%, top5-acc=87.31%, remaining_time=0:00:16.743718, arrival_time=2021-04-10 01:28:46.521585, cost_time=0:00:05.734151 2021-04-10 01:28:30,868 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.42ms, fps=2349 images/s, loss=1.4377, top1-acc=58.86%, top5-acc=87.32%, remaining_time=0:00:15.469184, arrival_time=2021-04-10 01:28:46.337450, cost_time=0:00:06.824668 2021-04-10 01:28:31,969 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=2.59ms, fps=2326 images/s, loss=1.4347, top1-acc=58.88%, top5-acc=87.47%, remaining_time=0:00:14.266476, arrival_time=2021-04-10 01:28:46.235992, cost_time=0:00:07.925832 2021-04-10 01:28:33,068 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.42ms, fps=2331 images/s, loss=1.4310, top1-acc=59.02%, top5-acc=87.48%, remaining_time=0:00:13.085728, arrival_time=2021-04-10 01:28:46.154029, cost_time=0:00:09.024635 2021-04-10 01:28:34,165 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.89ms, fps=2335 images/s, loss=1.4347, top1-acc=58.95%, top5-acc=87.42%, remaining_time=0:00:11.920972, arrival_time=2021-04-10 01:28:46.086336, cost_time=0:00:10.121606 2021-04-10 01:28:35,267 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.94ms, fps=2324 images/s, loss=1.4358, top1-acc=59.05%, top5-acc=87.39%, remaining_time=0:00:10.775232, arrival_time=2021-04-10 01:28:46.043050, cost_time=0:00:11.224216 2021-04-10 01:28:36,365 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.20ms, fps=2333 images/s, loss=1.4389, top1-acc=58.95%, top5-acc=87.37%, remaining_time=0:00:09.633462, arrival_time=2021-04-10 01:28:45.999129, cost_time=0:00:12.321924 2021-04-10 01:28:37,461 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.73ms, fps=2338 images/s, loss=1.4365, top1-acc=59.05%, top5-acc=87.38%, remaining_time=0:00:08.497940, arrival_time=2021-04-10 01:28:45.959309, cost_time=0:00:13.417748 2021-04-10 01:28:38,551 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.45ms, fps=2350 images/s, loss=1.4425, top1-acc=58.81%, top5-acc=87.29%, remaining_time=0:00:07.365270, arrival_time=2021-04-10 01:28:45.916325, cost_time=0:00:14.507399 2021-04-10 01:28:39,650 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=2.45ms, fps=2330 images/s, loss=1.4476, top1-acc=58.72%, top5-acc=87.24%, remaining_time=0:00:06.242600, arrival_time=2021-04-10 01:28:45.892774, cost_time=0:00:15.606492 2021-04-10 01:28:40,742 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.35ms, fps=2344 images/s, loss=1.4498, top1-acc=58.68%, top5-acc=87.23%, remaining_time=0:00:05.121088, arrival_time=2021-04-10 01:28:45.863916, cost_time=0:00:16.699207 2021-04-10 01:28:41,842 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.57ms, fps=2330 images/s, loss=1.4510, top1-acc=58.65%, top5-acc=87.25%, remaining_time=0:00:04.004640, arrival_time=2021-04-10 01:28:45.846649, cost_time=0:00:17.798366 2021-04-10 01:28:42,936 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.96ms, fps=2341 images/s, loss=1.4509, top1-acc=58.62%, top5-acc=87.24%, remaining_time=0:00:02.889432, arrival_time=2021-04-10 01:28:45.825699, cost_time=0:00:18.892512 2021-04-10 01:28:44,058 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.83ms, fps=2283 images/s, loss=1.4526, top1-acc=58.56%, top5-acc=87.22%, remaining_time=0:00:01.779072, arrival_time=2021-04-10 01:28:45.837253, cost_time=0:00:20.014565 2021-04-10 01:28:45,150 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.43ms, fps=2344 images/s, loss=1.4531, top1-acc=58.58%, top5-acc=87.22%, remaining_time=0:00:00.666534, arrival_time=2021-04-10 01:28:45.817122, cost_time=0:00:21.106945 2021-04-10 01:28:45,752 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=0.12ms, fps=2262 images/s, loss=1.4537, top1-acc=58.55%, top5-acc=87.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:45.752290, cost_time=0:00:21.708646 2021-04-10 01:28:46,219 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=2.76ms, fps=5503 images/s, loss=2.0601, top1-acc=47.70%, top5-acc=78.28%, remaining_time=0:00:01.395540, arrival_time=2021-04-10 01:28:47.614922, cost_time=0:00:00.465175 2021-04-10 01:28:46,477 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=3.03ms, fps=9958 images/s, loss=2.0392, top1-acc=48.26%, top5-acc=78.32%, remaining_time=0:00:00.722820, arrival_time=2021-04-10 01:28:47.199878, cost_time=0:00:00.722822 2021-04-10 01:28:46,741 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=2.79ms, fps=9711 images/s, loss=2.0636, top1-acc=47.92%, top5-acc=77.89%, remaining_time=0:00:00.329010, arrival_time=2021-04-10 01:28:47.070210, cost_time=0:00:00.987017 2021-04-10 01:28:46,985 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.07ms, fps=9516 images/s, loss=2.0479, top1-acc=48.05%, top5-acc=78.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:46.985436, cost_time=0:00:01.231303 2021-04-10 01:28:47,027 INFO : Epoch=0017 complete, best val top1-acc=49.04%, top5-acc=79.91% (epoch=13), remaining_time=1:10:11.710047, arrival_time=2021-04-10 02:38:58.737198, cost_time=0:06:31.251748 2021-04-10 01:28:47,027 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:28:48,299 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=2.55ms, fps=2014 images/s, loss=1.4295, top1-acc=59.10%, top5-acc=87.77%, remaining_time=0:00:23.641344, arrival_time=2021-04-10 01:29:11.940423, cost_time=0:00:01.271045 2021-04-10 01:28:49,387 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.51ms, fps=2354 images/s, loss=1.4305, top1-acc=58.71%, top5-acc=87.64%, remaining_time=0:00:20.760256, arrival_time=2021-04-10 01:29:10.147380, cost_time=0:00:02.359115 2021-04-10 01:28:50,479 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.39ms, fps=2345 images/s, loss=1.4403, top1-acc=58.11%, top5-acc=87.86%, remaining_time=0:00:19.097470, arrival_time=2021-04-10 01:29:09.576864, cost_time=0:00:03.451343 2021-04-10 01:28:51,577 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.99ms, fps=2333 images/s, loss=1.4222, top1-acc=58.79%, top5-acc=88.00%, remaining_time=0:00:17.740944, arrival_time=2021-04-10 01:29:09.318156, cost_time=0:00:04.548943 2021-04-10 01:28:52,703 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=13.10ms, fps=2275 images/s, loss=1.4306, top1-acc=58.74%, top5-acc=87.79%, remaining_time=0:00:16.571438, arrival_time=2021-04-10 01:29:09.274648, cost_time=0:00:05.675174 2021-04-10 01:28:53,803 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=2.45ms, fps=2329 images/s, loss=1.4320, top1-acc=58.66%, top5-acc=87.60%, remaining_time=0:00:15.356576, arrival_time=2021-04-10 01:29:09.159600, cost_time=0:00:06.774958 2021-04-10 01:28:54,906 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.06ms, fps=2321 images/s, loss=1.4394, top1-acc=58.42%, top5-acc=87.43%, remaining_time=0:00:14.181174, arrival_time=2021-04-10 01:29:09.087732, cost_time=0:00:07.878408 2021-04-10 01:28:56,017 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.90ms, fps=2305 images/s, loss=1.4428, top1-acc=58.26%, top5-acc=87.46%, remaining_time=0:00:13.035268, arrival_time=2021-04-10 01:29:09.053114, cost_time=0:00:08.989801 2021-04-10 01:28:57,108 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=2.51ms, fps=2349 images/s, loss=1.4431, top1-acc=58.26%, top5-acc=87.48%, remaining_time=0:00:11.872212, arrival_time=2021-04-10 01:29:08.980429, cost_time=0:00:10.080161 2021-04-10 01:28:58,208 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=5.40ms, fps=2328 images/s, loss=1.4364, top1-acc=58.58%, top5-acc=87.54%, remaining_time=0:00:10.733184, arrival_time=2021-04-10 01:29:08.941667, cost_time=0:00:11.180440 2021-04-10 01:28:59,315 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.40ms, fps=2314 images/s, loss=1.4409, top1-acc=58.43%, top5-acc=87.45%, remaining_time=0:00:09.606458, arrival_time=2021-04-10 01:29:08.921836, cost_time=0:00:12.287325 2021-04-10 01:29:00,451 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=17.89ms, fps=2255 images/s, loss=1.4398, top1-acc=58.38%, top5-acc=87.51%, remaining_time=0:00:08.501360, arrival_time=2021-04-10 01:29:08.952632, cost_time=0:00:13.423144 2021-04-10 01:29:01,580 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.41ms, fps=2269 images/s, loss=1.4374, top1-acc=58.53%, top5-acc=87.51%, remaining_time=0:00:07.387974, arrival_time=2021-04-10 01:29:08.968031, cost_time=0:00:14.552065 2021-04-10 01:29:02,673 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.58ms, fps=2343 images/s, loss=1.4401, top1-acc=58.43%, top5-acc=87.45%, remaining_time=0:00:06.258000, arrival_time=2021-04-10 01:29:08.931175, cost_time=0:00:15.645057 2021-04-10 01:29:03,770 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=2.08ms, fps=2334 images/s, loss=1.4405, top1-acc=58.51%, top5-acc=87.48%, remaining_time=0:00:05.134382, arrival_time=2021-04-10 01:29:08.904969, cost_time=0:00:16.742610 2021-04-10 01:29:04,874 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=2.15ms, fps=2320 images/s, loss=1.4425, top1-acc=58.51%, top5-acc=87.40%, remaining_time=0:00:04.015404, arrival_time=2021-04-10 01:29:08.889839, cost_time=0:00:17.846305 2021-04-10 01:29:05,980 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.47ms, fps=2317 images/s, loss=1.4425, top1-acc=58.52%, top5-acc=87.38%, remaining_time=0:00:02.898558, arrival_time=2021-04-10 01:29:08.878798, cost_time=0:00:18.952161 2021-04-10 01:29:07,076 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=2.23ms, fps=2337 images/s, loss=1.4436, top1-acc=58.50%, top5-acc=87.36%, remaining_time=0:00:01.782064, arrival_time=2021-04-10 01:29:08.858296, cost_time=0:00:20.048183 2021-04-10 01:29:08,181 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.50ms, fps=2317 images/s, loss=1.4444, top1-acc=58.46%, top5-acc=87.33%, remaining_time=0:00:00.668010, arrival_time=2021-04-10 01:29:08.849765, cost_time=0:00:21.153720 2021-04-10 01:29:08,786 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.37ms, fps=2253 images/s, loss=1.4446, top1-acc=58.49%, top5-acc=87.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:08.785960, cost_time=0:00:21.757903 2021-04-10 01:29:09,140 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=10.69ms, fps=7259 images/s, loss=1.8062, top1-acc=51.56%, top5-acc=81.52%, remaining_time=0:00:01.057920, arrival_time=2021-04-10 01:29:10.197883, cost_time=0:00:00.352643 2021-04-10 01:29:09,389 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=0.36ms, fps=10296 images/s, loss=1.8416, top1-acc=50.64%, top5-acc=80.86%, remaining_time=0:00:00.601660, arrival_time=2021-04-10 01:29:09.990690, cost_time=0:00:00.601657 2021-04-10 01:29:09,632 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=2.10ms, fps=10558 images/s, loss=1.8242, top1-acc=51.26%, top5-acc=81.22%, remaining_time=0:00:00.281540, arrival_time=2021-04-10 01:29:09.913504, cost_time=0:00:00.844606 2021-04-10 01:29:09,869 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.07ms, fps=9785 images/s, loss=1.8398, top1-acc=50.98%, top5-acc=81.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:09.869497, cost_time=0:00:01.082194 2021-04-10 01:29:09,959 INFO : Epoch=0018 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:09:47.864044, arrival_time=2021-04-10 02:38:57.823805, cost_time=0:06:54.184362 2021-04-10 01:29:09,960 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:29:11,273 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.59ms, fps=1950 images/s, loss=1.4217, top1-acc=60.27%, top5-acc=87.97%, remaining_time=0:00:24.418824, arrival_time=2021-04-10 01:29:35.692388, cost_time=0:00:01.312843 2021-04-10 01:29:12,374 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.58ms, fps=2326 images/s, loss=1.3977, top1-acc=60.29%, top5-acc=88.46%, remaining_time=0:00:21.242320, arrival_time=2021-04-10 01:29:33.616941, cost_time=0:00:02.413895 2021-04-10 01:29:13,468 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.23ms, fps=2342 images/s, loss=1.3925, top1-acc=60.51%, top5-acc=88.29%, remaining_time=0:00:19.409052, arrival_time=2021-04-10 01:29:32.877485, cost_time=0:00:03.507645 2021-04-10 01:29:14,566 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.88ms, fps=2332 images/s, loss=1.3846, top1-acc=60.71%, top5-acc=88.18%, remaining_time=0:00:17.963868, arrival_time=2021-04-10 01:29:32.530709, cost_time=0:00:04.606137 2021-04-10 01:29:15,676 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.60ms, fps=2309 images/s, loss=1.3834, top1-acc=60.66%, top5-acc=88.14%, remaining_time=0:00:16.689698, arrival_time=2021-04-10 01:29:32.366054, cost_time=0:00:05.715631 2021-04-10 01:29:16,775 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.86ms, fps=2331 images/s, loss=1.3876, top1-acc=60.44%, top5-acc=88.05%, remaining_time=0:00:15.446064, arrival_time=2021-04-10 01:29:32.221199, cost_time=0:00:06.814419 2021-04-10 01:29:17,865 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.43ms, fps=2350 images/s, loss=1.3779, top1-acc=60.66%, top5-acc=88.36%, remaining_time=0:00:14.228172, arrival_time=2021-04-10 01:29:32.093542, cost_time=0:00:07.904565 2021-04-10 01:29:18,957 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.43ms, fps=2346 images/s, loss=1.3821, top1-acc=60.44%, top5-acc=88.32%, remaining_time=0:00:13.045128, arrival_time=2021-04-10 01:29:32.002528, cost_time=0:00:08.996609 2021-04-10 01:29:20,059 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.36ms, fps=2324 images/s, loss=1.3882, top1-acc=60.33%, top5-acc=88.29%, remaining_time=0:00:11.894260, arrival_time=2021-04-10 01:29:31.953857, cost_time=0:00:10.098890 2021-04-10 01:29:21,164 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.84ms, fps=2318 images/s, loss=1.3962, top1-acc=60.01%, top5-acc=88.21%, remaining_time=0:00:10.755648, arrival_time=2021-04-10 01:29:31.920276, cost_time=0:00:11.203841 2021-04-10 01:29:22,276 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.91ms, fps=2305 images/s, loss=1.3972, top1-acc=59.99%, top5-acc=88.20%, remaining_time=0:00:09.628388, arrival_time=2021-04-10 01:29:31.904497, cost_time=0:00:12.315422 2021-04-10 01:29:23,376 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.66ms, fps=2328 images/s, loss=1.3996, top1-acc=59.92%, top5-acc=88.08%, remaining_time=0:00:08.496648, arrival_time=2021-04-10 01:29:31.873238, cost_time=0:00:13.415780 2021-04-10 01:29:24,474 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.80ms, fps=2334 images/s, loss=1.4032, top1-acc=59.92%, top5-acc=87.92%, remaining_time=0:00:07.368438, arrival_time=2021-04-10 01:29:31.842879, cost_time=0:00:14.513642 2021-04-10 01:29:25,574 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=2.65ms, fps=2330 images/s, loss=1.4061, top1-acc=59.81%, top5-acc=87.87%, remaining_time=0:00:06.245288, arrival_time=2021-04-10 01:29:31.819427, cost_time=0:00:15.613251 2021-04-10 01:29:26,686 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.49ms, fps=2305 images/s, loss=1.4071, top1-acc=59.74%, top5-acc=87.88%, remaining_time=0:00:05.129000, arrival_time=2021-04-10 01:29:31.814957, cost_time=0:00:16.725033 2021-04-10 01:29:27,783 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.62ms, fps=2335 images/s, loss=1.4068, top1-acc=59.76%, top5-acc=87.90%, remaining_time=0:00:04.010040, arrival_time=2021-04-10 01:29:31.793136, cost_time=0:00:17.822381 2021-04-10 01:29:28,886 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=2.19ms, fps=2321 images/s, loss=1.4093, top1-acc=59.65%, top5-acc=87.88%, remaining_time=0:00:02.894528, arrival_time=2021-04-10 01:29:31.781124, cost_time=0:00:18.925785 2021-04-10 01:29:29,994 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.54ms, fps=2313 images/s, loss=1.4108, top1-acc=59.57%, top5-acc=87.85%, remaining_time=0:00:01.780752, arrival_time=2021-04-10 01:29:31.775064, cost_time=0:00:20.033518 2021-04-10 01:29:31,111 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.93ms, fps=2293 images/s, loss=1.4114, top1-acc=59.51%, top5-acc=87.89%, remaining_time=0:00:00.667926, arrival_time=2021-04-10 01:29:31.779700, cost_time=0:00:21.150993 2021-04-10 01:29:31,711 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=0.08ms, fps=2272 images/s, loss=1.4113, top1-acc=59.52%, top5-acc=87.91%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:31.710972, cost_time=0:00:21.750333 2021-04-10 01:29:32,078 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=4.97ms, fps=6994 images/s, loss=2.4274, top1-acc=42.30%, top5-acc=73.52%, remaining_time=0:00:01.098030, arrival_time=2021-04-10 01:29:33.176252, cost_time=0:00:00.366013 2021-04-10 01:29:32,333 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=0.31ms, fps=10073 images/s, loss=2.4445, top1-acc=42.17%, top5-acc=73.50%, remaining_time=0:00:00.620680, arrival_time=2021-04-10 01:29:32.953631, cost_time=0:00:00.620672 2021-04-10 01:29:32,607 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=14.35ms, fps=9362 images/s, loss=2.4580, top1-acc=41.84%, top5-acc=73.48%, remaining_time=0:00:00.298270, arrival_time=2021-04-10 01:29:32.905302, cost_time=0:00:00.894804 2021-04-10 01:29:32,824 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=10674 images/s, loss=2.4719, top1-acc=41.59%, top5-acc=73.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:32.824881, cost_time=0:00:01.112743 2021-04-10 01:29:32,867 INFO : Epoch=0019 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:09:23.872420, arrival_time=2021-04-10 02:38:56.739403, cost_time=0:07:17.091579 2021-04-10 01:29:32,867 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:29:34,130 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.32ms, fps=2027 images/s, loss=1.3953, top1-acc=60.43%, top5-acc=87.11%, remaining_time=0:00:23.488452, arrival_time=2021-04-10 01:29:57.619261, cost_time=0:00:01.262816 2021-04-10 01:29:35,230 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.42ms, fps=2330 images/s, loss=1.3825, top1-acc=60.33%, top5-acc=87.77%, remaining_time=0:00:20.788240, arrival_time=2021-04-10 01:29:56.018543, cost_time=0:00:02.362295 2021-04-10 01:29:36,341 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=2.10ms, fps=2306 images/s, loss=1.3910, top1-acc=59.96%, top5-acc=87.79%, remaining_time=0:00:19.219646, arrival_time=2021-04-10 01:29:55.560979, cost_time=0:00:03.473430 2021-04-10 01:29:37,437 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=2.06ms, fps=2337 images/s, loss=1.3794, top1-acc=60.44%, top5-acc=88.07%, remaining_time=0:00:17.820816, arrival_time=2021-04-10 01:29:55.258145, cost_time=0:00:04.569436 2021-04-10 01:29:38,531 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=2.15ms, fps=2340 images/s, loss=1.3781, top1-acc=60.45%, top5-acc=88.19%, remaining_time=0:00:16.538734, arrival_time=2021-04-10 01:29:55.070630, cost_time=0:00:05.663973 2021-04-10 01:29:39,632 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.78ms, fps=2328 images/s, loss=1.3874, top1-acc=60.37%, top5-acc=88.00%, remaining_time=0:00:15.332776, arrival_time=2021-04-10 01:29:54.965068, cost_time=0:00:06.764450 2021-04-10 01:29:40,729 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.38ms, fps=2334 images/s, loss=1.3855, top1-acc=60.28%, top5-acc=88.09%, remaining_time=0:00:14.150934, arrival_time=2021-04-10 01:29:54.880537, cost_time=0:00:07.861621 2021-04-10 01:29:41,825 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=1.3859, top1-acc=60.15%, top5-acc=88.16%, remaining_time=0:00:12.988984, arrival_time=2021-04-10 01:29:54.814716, cost_time=0:00:08.957894 2021-04-10 01:29:42,931 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=2.20ms, fps=2316 images/s, loss=1.3908, top1-acc=59.89%, top5-acc=88.12%, remaining_time=0:00:11.852920, arrival_time=2021-04-10 01:29:54.784702, cost_time=0:00:10.063795 2021-04-10 01:29:44,027 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.51ms, fps=2337 images/s, loss=1.3895, top1-acc=59.89%, top5-acc=88.15%, remaining_time=0:00:10.713600, arrival_time=2021-04-10 01:29:54.741479, cost_time=0:00:11.160042 2021-04-10 01:29:45,115 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.95ms, fps=2355 images/s, loss=1.3907, top1-acc=59.97%, top5-acc=88.11%, remaining_time=0:00:09.575154, arrival_time=2021-04-10 01:29:54.690311, cost_time=0:00:12.247237 2021-04-10 01:29:46,221 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.88ms, fps=2315 images/s, loss=1.3918, top1-acc=59.93%, top5-acc=88.13%, remaining_time=0:00:08.457280, arrival_time=2021-04-10 01:29:54.678777, cost_time=0:00:13.353651 2021-04-10 01:29:47,317 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.37ms, fps=2336 images/s, loss=1.3905, top1-acc=59.97%, top5-acc=88.15%, remaining_time=0:00:07.336032, arrival_time=2021-04-10 01:29:54.653675, cost_time=0:00:14.449765 2021-04-10 01:29:48,412 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.26ms, fps=2339 images/s, loss=1.3941, top1-acc=59.82%, top5-acc=88.09%, remaining_time=0:00:06.217848, arrival_time=2021-04-10 01:29:54.630409, cost_time=0:00:15.544631 2021-04-10 01:29:49,507 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.91ms, fps=2339 images/s, loss=1.3967, top1-acc=59.80%, top5-acc=88.05%, remaining_time=0:00:05.102872, arrival_time=2021-04-10 01:29:54.610624, cost_time=0:00:16.639850 2021-04-10 01:29:50,601 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.37ms, fps=2342 images/s, loss=1.3998, top1-acc=59.76%, top5-acc=88.00%, remaining_time=0:00:03.990060, arrival_time=2021-04-10 01:29:54.591448, cost_time=0:00:17.733550 2021-04-10 01:29:51,695 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=1.4004, top1-acc=59.74%, top5-acc=87.94%, remaining_time=0:00:02.879526, arrival_time=2021-04-10 01:29:54.575268, cost_time=0:00:18.827742 2021-04-10 01:29:52,797 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=2.15ms, fps=2324 images/s, loss=1.4051, top1-acc=59.62%, top5-acc=87.86%, remaining_time=0:00:01.771552, arrival_time=2021-04-10 01:29:54.569327, cost_time=0:00:19.929876 2021-04-10 01:29:53,913 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.58ms, fps=2296 images/s, loss=1.4034, top1-acc=59.73%, top5-acc=87.82%, remaining_time=0:00:00.664590, arrival_time=2021-04-10 01:29:54.577902, cost_time=0:00:21.045440 2021-04-10 01:29:54,513 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.24ms, fps=2270 images/s, loss=1.4033, top1-acc=59.73%, top5-acc=87.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:54.513081, cost_time=0:00:21.645104 2021-04-10 01:29:54,870 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.43ms, fps=7206 images/s, loss=2.0503, top1-acc=48.09%, top5-acc=78.32%, remaining_time=0:00:01.065690, arrival_time=2021-04-10 01:29:55.935997, cost_time=0:00:00.355233 2021-04-10 01:29:55,123 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=8.85ms, fps=10151 images/s, loss=2.0387, top1-acc=48.36%, top5-acc=78.38%, remaining_time=0:00:00.607900, arrival_time=2021-04-10 01:29:55.730907, cost_time=0:00:00.607899 2021-04-10 01:29:55,401 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=0.38ms, fps=9217 images/s, loss=2.0568, top1-acc=47.88%, top5-acc=77.84%, remaining_time=0:00:00.295400, arrival_time=2021-04-10 01:29:55.696694, cost_time=0:00:00.886185 2021-04-10 01:29:55,652 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=1.26ms, fps=9271 images/s, loss=2.0365, top1-acc=47.76%, top5-acc=77.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:55.652073, cost_time=0:00:01.136967 2021-04-10 01:29:55,695 INFO : Epoch=0020 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:08:59.277480, arrival_time=2021-04-10 02:38:54.972599, cost_time=0:07:39.919715 2021-04-10 01:29:55,695 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:29:57,109 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.52ms, fps=1812 images/s, loss=1.3767, top1-acc=60.98%, top5-acc=88.55%, remaining_time=0:00:26.281242, arrival_time=2021-04-10 01:30:23.390480, cost_time=0:00:01.412970 2021-04-10 01:29:58,207 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=2.04ms, fps=2332 images/s, loss=1.3398, top1-acc=61.95%, top5-acc=89.22%, remaining_time=0:00:22.104016, arrival_time=2021-04-10 01:30:20.311925, cost_time=0:00:02.511829 2021-04-10 01:29:59,311 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.02ms, fps=2321 images/s, loss=1.3466, top1-acc=61.28%, top5-acc=89.04%, remaining_time=0:00:20.006486, arrival_time=2021-04-10 01:30:19.318202, cost_time=0:00:03.615630 2021-04-10 01:30:00,429 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.38ms, fps=2291 images/s, loss=1.3528, top1-acc=61.00%, top5-acc=89.04%, remaining_time=0:00:18.460572, arrival_time=2021-04-10 01:30:18.890106, cost_time=0:00:04.733484 2021-04-10 01:30:01,530 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=2.11ms, fps=2326 images/s, loss=1.3569, top1-acc=60.99%, top5-acc=88.84%, remaining_time=0:00:17.036740, arrival_time=2021-04-10 01:30:18.567396, cost_time=0:00:05.834514 2021-04-10 01:30:02,632 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.82ms, fps=2324 images/s, loss=1.3535, top1-acc=61.26%, top5-acc=88.79%, remaining_time=0:00:15.723096, arrival_time=2021-04-10 01:30:18.355833, cost_time=0:00:06.936667 2021-04-10 01:30:03,729 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.52ms, fps=2335 images/s, loss=1.3497, top1-acc=61.40%, top5-acc=88.80%, remaining_time=0:00:14.460516, arrival_time=2021-04-10 01:30:18.190132, cost_time=0:00:08.033620 2021-04-10 01:30:04,825 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.50ms, fps=2336 images/s, loss=1.3565, top1-acc=61.11%, top5-acc=88.70%, remaining_time=0:00:13.238268, arrival_time=2021-04-10 01:30:18.064182, cost_time=0:00:09.129848 2021-04-10 01:30:05,931 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=2.10ms, fps=2318 images/s, loss=1.3513, top1-acc=61.17%, top5-acc=88.75%, remaining_time=0:00:12.054638, arrival_time=2021-04-10 01:30:17.985718, cost_time=0:00:10.235039 2021-04-10 01:30:07,028 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.51ms, fps=2333 images/s, loss=1.3559, top1-acc=61.02%, top5-acc=88.67%, remaining_time=0:00:10.879392, arrival_time=2021-04-10 01:30:17.908117, cost_time=0:00:11.332651 2021-04-10 01:30:08,128 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.92ms, fps=2328 images/s, loss=1.3510, top1-acc=61.19%, top5-acc=88.68%, remaining_time=0:00:09.720064, arrival_time=2021-04-10 01:30:17.848762, cost_time=0:00:12.432652 2021-04-10 01:30:09,224 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=1.3600, top1-acc=61.04%, top5-acc=88.53%, remaining_time=0:00:08.568164, arrival_time=2021-04-10 01:30:17.792870, cost_time=0:00:13.528717 2021-04-10 01:30:10,317 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.41ms, fps=2344 images/s, loss=1.3623, top1-acc=60.90%, top5-acc=88.48%, remaining_time=0:00:07.423020, arrival_time=2021-04-10 01:30:17.740286, cost_time=0:00:14.621122 2021-04-10 01:30:11,419 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.93ms, fps=2325 images/s, loss=1.3670, top1-acc=60.75%, top5-acc=88.40%, remaining_time=0:00:06.289192, arrival_time=2021-04-10 01:30:17.708266, cost_time=0:00:15.723038 2021-04-10 01:30:12,513 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=2.12ms, fps=2340 images/s, loss=1.3699, top1-acc=60.70%, top5-acc=88.41%, remaining_time=0:00:05.157428, arrival_time=2021-04-10 01:30:17.671135, cost_time=0:00:16.817670 2021-04-10 01:30:13,610 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=2.16ms, fps=2335 images/s, loss=1.3708, top1-acc=60.65%, top5-acc=88.40%, remaining_time=0:00:04.030776, arrival_time=2021-04-10 01:30:17.641409, cost_time=0:00:17.914559 2021-04-10 01:30:14,700 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.85ms, fps=2351 images/s, loss=1.3737, top1-acc=60.56%, top5-acc=88.38%, remaining_time=0:00:02.906488, arrival_time=2021-04-10 01:30:17.606463, cost_time=0:00:19.003940 2021-04-10 01:30:15,799 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=2.68ms, fps=2330 images/s, loss=1.3737, top1-acc=60.54%, top5-acc=88.34%, remaining_time=0:00:01.786976, arrival_time=2021-04-10 01:30:17.586416, cost_time=0:00:20.103409 2021-04-10 01:30:16,907 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.21ms, fps=2312 images/s, loss=1.3743, top1-acc=60.56%, top5-acc=88.33%, remaining_time=0:00:00.669834, arrival_time=2021-04-10 01:30:17.577282, cost_time=0:00:21.211340 2021-04-10 01:30:17,523 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=0.11ms, fps=2212 images/s, loss=1.3750, top1-acc=60.54%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:17.523064, cost_time=0:00:21.826980 2021-04-10 01:30:17,912 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.29ms, fps=6605 images/s, loss=2.1210, top1-acc=46.56%, top5-acc=78.20%, remaining_time=0:00:01.162740, arrival_time=2021-04-10 01:30:19.074813, cost_time=0:00:00.387582 2021-04-10 01:30:18,156 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=0.31ms, fps=10482 images/s, loss=2.1412, top1-acc=45.84%, top5-acc=77.99%, remaining_time=0:00:00.632260, arrival_time=2021-04-10 01:30:18.788963, cost_time=0:00:00.632259 2021-04-10 01:30:18,401 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=0.28ms, fps=10462 images/s, loss=2.1433, top1-acc=46.50%, top5-acc=77.76%, remaining_time=0:00:00.292440, arrival_time=2021-04-10 01:30:18.694228, cost_time=0:00:00.877308 2021-04-10 01:30:18,625 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.07ms, fps=10391 images/s, loss=2.1348, top1-acc=46.92%, top5-acc=77.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:18.625450, cost_time=0:00:01.101033 2021-04-10 01:30:18,667 INFO : Epoch=0021 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:08:36.079224, arrival_time=2021-04-10 02:38:54.746591, cost_time=0:08:02.891972 2021-04-10 01:30:18,668 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:30:19,982 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=0.34ms, fps=1948 images/s, loss=1.3643, top1-acc=62.58%, top5-acc=87.93%, remaining_time=0:00:24.441888, arrival_time=2021-04-10 01:30:44.424334, cost_time=0:00:01.314077 2021-04-10 01:30:21,089 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.69ms, fps=2314 images/s, loss=1.3492, top1-acc=62.42%, top5-acc=88.28%, remaining_time=0:00:21.307616, arrival_time=2021-04-10 01:30:42.397162, cost_time=0:00:02.421325 2021-04-10 01:30:22,189 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=1.38ms, fps=2329 images/s, loss=1.3667, top1-acc=61.42%, top5-acc=87.99%, remaining_time=0:00:19.482092, arrival_time=2021-04-10 01:30:41.671314, cost_time=0:00:03.520856 2021-04-10 01:30:23,292 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.74ms, fps=2322 images/s, loss=1.3517, top1-acc=61.58%, top5-acc=88.29%, remaining_time=0:00:18.033600, arrival_time=2021-04-10 01:30:41.325940, cost_time=0:00:04.623986 2021-04-10 01:30:24,406 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=2.07ms, fps=2299 images/s, loss=1.3455, top1-acc=61.57%, top5-acc=88.46%, remaining_time=0:00:16.755836, arrival_time=2021-04-10 01:30:41.162438, cost_time=0:00:05.738316 2021-04-10 01:30:25,517 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=2.20ms, fps=2307 images/s, loss=1.3457, top1-acc=61.48%, top5-acc=88.44%, remaining_time=0:00:15.523856, arrival_time=2021-04-10 01:30:41.041014, cost_time=0:00:06.848740 2021-04-10 01:30:26,622 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.91ms, fps=2317 images/s, loss=1.3521, top1-acc=61.21%, top5-acc=88.48%, remaining_time=0:00:14.317884, arrival_time=2021-04-10 01:30:40.940670, cost_time=0:00:07.954414 2021-04-10 01:30:27,728 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.91ms, fps=2317 images/s, loss=1.3448, top1-acc=61.51%, top5-acc=88.65%, remaining_time=0:00:13.137232, arrival_time=2021-04-10 01:30:40.865656, cost_time=0:00:09.060192 2021-04-10 01:30:28,820 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=1.3486, top1-acc=61.54%, top5-acc=88.60%, remaining_time=0:00:11.957436, arrival_time=2021-04-10 01:30:40.778254, cost_time=0:00:10.152520 2021-04-10 01:30:29,919 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=2.10ms, fps=2331 images/s, loss=1.3504, top1-acc=61.36%, top5-acc=88.63%, remaining_time=0:00:10.801248, arrival_time=2021-04-10 01:30:40.720831, cost_time=0:00:11.251289 2021-04-10 01:30:31,015 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=2.20ms, fps=2338 images/s, loss=1.3485, top1-acc=61.39%, top5-acc=88.64%, remaining_time=0:00:09.653070, arrival_time=2021-04-10 01:30:40.668271, cost_time=0:00:12.346934 2021-04-10 01:30:32,117 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=2.09ms, fps=2323 images/s, loss=1.3491, top1-acc=61.38%, top5-acc=88.58%, remaining_time=0:00:08.518004, arrival_time=2021-04-10 01:30:40.635811, cost_time=0:00:13.449503 2021-04-10 01:30:33,216 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.13ms, fps=2332 images/s, loss=1.3539, top1-acc=61.18%, top5-acc=88.51%, remaining_time=0:00:07.385862, arrival_time=2021-04-10 01:30:40.602046, cost_time=0:00:14.547957 2021-04-10 01:30:34,310 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.51ms, fps=2340 images/s, loss=1.3566, top1-acc=61.22%, top5-acc=88.46%, remaining_time=0:00:06.256880, arrival_time=2021-04-10 01:30:40.567332, cost_time=0:00:15.642138 2021-04-10 01:30:35,412 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=2.21ms, fps=2324 images/s, loss=1.3633, top1-acc=61.05%, top5-acc=88.37%, remaining_time=0:00:05.134842, arrival_time=2021-04-10 01:30:40.547197, cost_time=0:00:16.744088 2021-04-10 01:30:36,510 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=2.75ms, fps=2333 images/s, loss=1.3646, top1-acc=61.05%, top5-acc=88.38%, remaining_time=0:00:04.014396, arrival_time=2021-04-10 01:30:40.524401, cost_time=0:00:17.841705 2021-04-10 01:30:37,595 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.71ms, fps=2359 images/s, loss=1.3675, top1-acc=60.99%, top5-acc=88.36%, remaining_time=0:00:02.894814, arrival_time=2021-04-10 01:30:40.490670, cost_time=0:00:18.927622 2021-04-10 01:30:38,696 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.79ms, fps=2328 images/s, loss=1.3708, top1-acc=60.90%, top5-acc=88.31%, remaining_time=0:00:01.780256, arrival_time=2021-04-10 01:30:40.476409, cost_time=0:00:20.027882 2021-04-10 01:30:39,812 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=2.97ms, fps=2294 images/s, loss=1.3715, top1-acc=60.91%, top5-acc=88.29%, remaining_time=0:00:00.667722, arrival_time=2021-04-10 01:30:40.480613, cost_time=0:00:21.144532 2021-04-10 01:30:40,406 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=0.09ms, fps=2292 images/s, loss=1.3721, top1-acc=60.89%, top5-acc=88.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:40.406744, cost_time=0:00:21.738535 2021-04-10 01:30:40,757 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=0.42ms, fps=7330 images/s, loss=2.2690, top1-acc=42.93%, top5-acc=75.94%, remaining_time=0:00:01.047750, arrival_time=2021-04-10 01:30:41.804924, cost_time=0:00:00.349251 2021-04-10 01:30:41,014 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=0.41ms, fps=9991 images/s, loss=2.2335, top1-acc=43.98%, top5-acc=76.19%, remaining_time=0:00:00.606020, arrival_time=2021-04-10 01:30:41.619962, cost_time=0:00:00.606013 2021-04-10 01:30:41,266 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=0.21ms, fps=10184 images/s, loss=2.2385, top1-acc=43.96%, top5-acc=76.12%, remaining_time=0:00:00.285940, arrival_time=2021-04-10 01:30:41.551980, cost_time=0:00:00.857812 2021-04-10 01:30:41,489 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=10419 images/s, loss=2.2481, top1-acc=43.94%, top5-acc=75.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:41.489458, cost_time=0:00:01.081596 2021-04-10 01:30:41,531 INFO : Epoch=0022 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:08:12.025980, arrival_time=2021-04-10 02:38:53.557412, cost_time=0:08:25.756027 2021-04-10 01:30:41,532 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:30:42,792 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.58ms, fps=2032 images/s, loss=1.3527, top1-acc=61.29%, top5-acc=88.28%, remaining_time=0:00:23.438046, arrival_time=2021-04-10 01:31:06.230540, cost_time=0:00:01.260113 2021-04-10 01:30:43,882 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.50ms, fps=2350 images/s, loss=1.3420, top1-acc=61.52%, top5-acc=88.52%, remaining_time=0:00:20.679472, arrival_time=2021-04-10 01:31:04.561775, cost_time=0:00:02.349937 2021-04-10 01:30:44,976 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=2.06ms, fps=2341 images/s, loss=1.3133, top1-acc=62.32%, top5-acc=89.08%, remaining_time=0:00:19.057464, arrival_time=2021-04-10 01:31:04.034183, cost_time=0:00:03.444121 2021-04-10 01:30:46,079 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.56ms, fps=2324 images/s, loss=1.3120, top1-acc=62.19%, top5-acc=89.13%, remaining_time=0:00:17.732052, arrival_time=2021-04-10 01:31:03.811043, cost_time=0:00:04.546680 2021-04-10 01:30:47,172 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.95ms, fps=2341 images/s, loss=1.3203, top1-acc=62.08%, top5-acc=88.99%, remaining_time=0:00:16.470260, arrival_time=2021-04-10 01:31:03.643121, cost_time=0:00:05.640475 2021-04-10 01:30:48,270 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.53ms, fps=2333 images/s, loss=1.3256, top1-acc=62.02%, top5-acc=88.97%, remaining_time=0:00:15.273480, arrival_time=2021-04-10 01:31:03.544069, cost_time=0:00:06.738293 2021-04-10 01:30:49,362 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.41ms, fps=2346 images/s, loss=1.3333, top1-acc=61.81%, top5-acc=88.83%, remaining_time=0:00:14.094108, arrival_time=2021-04-10 01:31:03.456546, cost_time=0:00:07.830071 2021-04-10 01:30:50,456 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.84ms, fps=2342 images/s, loss=1.3417, top1-acc=61.66%, top5-acc=88.65%, remaining_time=0:00:12.939684, arrival_time=2021-04-10 01:31:03.395968, cost_time=0:00:08.923948 2021-04-10 01:30:51,568 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.72ms, fps=2303 images/s, loss=1.3420, top1-acc=61.60%, top5-acc=88.75%, remaining_time=0:00:11.820484, arrival_time=2021-04-10 01:31:03.389101, cost_time=0:00:10.036227 2021-04-10 01:30:52,657 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.38ms, fps=2353 images/s, loss=1.3391, top1-acc=61.69%, top5-acc=88.82%, remaining_time=0:00:10.679904, arrival_time=2021-04-10 01:31:03.337105, cost_time=0:00:11.124907 2021-04-10 01:30:53,777 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=2.83ms, fps=2287 images/s, loss=1.3393, top1-acc=61.66%, top5-acc=88.84%, remaining_time=0:00:09.573090, arrival_time=2021-04-10 01:31:03.350216, cost_time=0:00:12.244685 2021-04-10 01:30:54,910 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=14.53ms, fps=2260 images/s, loss=1.3418, top1-acc=61.50%, top5-acc=88.82%, remaining_time=0:00:08.473012, arrival_time=2021-04-10 01:31:03.383795, cost_time=0:00:13.378431 2021-04-10 01:30:55,999 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=2.15ms, fps=2352 images/s, loss=1.3408, top1-acc=61.54%, top5-acc=88.86%, remaining_time=0:00:07.345074, arrival_time=2021-04-10 01:31:03.344881, cost_time=0:00:14.467508 2021-04-10 01:30:57,088 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.64ms, fps=2363 images/s, loss=1.3415, top1-acc=61.35%, top5-acc=88.87%, remaining_time=0:00:06.220536, arrival_time=2021-04-10 01:31:03.308698, cost_time=0:00:15.551304 2021-04-10 01:30:58,190 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.58ms, fps=2325 images/s, loss=1.3437, top1-acc=61.29%, top5-acc=88.83%, remaining_time=0:00:05.108576, arrival_time=2021-04-10 01:31:03.299344, cost_time=0:00:16.658425 2021-04-10 01:30:59,284 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=1.3419, top1-acc=61.39%, top5-acc=88.87%, remaining_time=0:00:03.994164, arrival_time=2021-04-10 01:31:03.278304, cost_time=0:00:17.751850 2021-04-10 01:31:00,378 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.64ms, fps=2340 images/s, loss=1.3452, top1-acc=61.32%, top5-acc=88.83%, remaining_time=0:00:02.882360, arrival_time=2021-04-10 01:31:03.261094, cost_time=0:00:18.846285 2021-04-10 01:31:01,475 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=1.42ms, fps=2336 images/s, loss=1.3466, top1-acc=61.16%, top5-acc=88.79%, remaining_time=0:00:01.772720, arrival_time=2021-04-10 01:31:03.248246, cost_time=0:00:19.943154 2021-04-10 01:31:02,578 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.44ms, fps=2321 images/s, loss=1.3461, top1-acc=61.17%, top5-acc=88.77%, remaining_time=0:00:00.664626, arrival_time=2021-04-10 01:31:03.243461, cost_time=0:00:21.046486 2021-04-10 01:31:03,198 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.94ms, fps=2197 images/s, loss=1.3470, top1-acc=61.16%, top5-acc=88.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:03.198512, cost_time=0:00:21.666096 2021-04-10 01:31:03,557 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.41ms, fps=7163 images/s, loss=2.1768, top1-acc=48.16%, top5-acc=77.15%, remaining_time=0:00:01.072170, arrival_time=2021-04-10 01:31:04.629953, cost_time=0:00:00.357391 2021-04-10 01:31:03,802 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=2.70ms, fps=10473 images/s, loss=2.1722, top1-acc=47.71%, top5-acc=77.75%, remaining_time=0:00:00.602300, arrival_time=2021-04-10 01:31:04.404994, cost_time=0:00:00.602296 2021-04-10 01:31:04,070 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=0.20ms, fps=9590 images/s, loss=2.2086, top1-acc=46.65%, top5-acc=77.25%, remaining_time=0:00:00.289900, arrival_time=2021-04-10 01:31:04.359954, cost_time=0:00:00.869699 2021-04-10 01:31:04,301 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=10051 images/s, loss=2.2228, top1-acc=46.26%, top5-acc=77.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:04.301314, cost_time=0:00:01.100893 2021-04-10 01:31:04,360 INFO : Epoch=0023 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:07:47.802849, arrival_time=2021-04-10 02:38:52.162822, cost_time=0:08:48.584547 2021-04-10 01:31:04,361 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:31:05,711 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.32ms, fps=1896 images/s, loss=1.3169, top1-acc=62.15%, top5-acc=89.41%, remaining_time=0:00:25.114464, arrival_time=2021-04-10 01:31:30.826129, cost_time=0:00:01.350235 2021-04-10 01:31:06,813 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=2.01ms, fps=2325 images/s, loss=1.2934, top1-acc=62.60%, top5-acc=89.75%, remaining_time=0:00:21.576720, arrival_time=2021-04-10 01:31:28.390138, cost_time=0:00:02.451901 2021-04-10 01:31:07,911 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.73ms, fps=2333 images/s, loss=1.3073, top1-acc=61.73%, top5-acc=89.71%, remaining_time=0:00:19.645270, arrival_time=2021-04-10 01:31:27.557156, cost_time=0:00:03.550354 2021-04-10 01:31:09,014 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=1.40ms, fps=2324 images/s, loss=1.3089, top1-acc=62.00%, top5-acc=89.57%, remaining_time=0:00:18.145920, arrival_time=2021-04-10 01:31:27.160071, cost_time=0:00:04.652801 2021-04-10 01:31:10,118 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=2.03ms, fps=2320 images/s, loss=1.3159, top1-acc=61.82%, top5-acc=89.49%, remaining_time=0:00:16.810148, arrival_time=2021-04-10 01:31:26.928464, cost_time=0:00:05.756898 2021-04-10 01:31:11,213 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=2.14ms, fps=2339 images/s, loss=1.3176, top1-acc=61.85%, top5-acc=89.51%, remaining_time=0:00:15.530928, arrival_time=2021-04-10 01:31:26.744157, cost_time=0:00:06.851888 2021-04-10 01:31:12,307 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.73ms, fps=2342 images/s, loss=1.3168, top1-acc=62.03%, top5-acc=89.44%, remaining_time=0:00:14.302134, arrival_time=2021-04-10 01:31:26.609278, cost_time=0:00:07.945659 2021-04-10 01:31:13,414 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=1.52ms, fps=2314 images/s, loss=1.3228, top1-acc=61.91%, top5-acc=89.29%, remaining_time=0:00:13.126676, arrival_time=2021-04-10 01:31:26.540962, cost_time=0:00:09.052900 2021-04-10 01:31:14,514 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=1.58ms, fps=2329 images/s, loss=1.3231, top1-acc=61.90%, top5-acc=89.31%, remaining_time=0:00:11.957648, arrival_time=2021-04-10 01:31:26.471740, cost_time=0:00:10.152675 2021-04-10 01:31:15,602 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=2.30ms, fps=2354 images/s, loss=1.3194, top1-acc=62.05%, top5-acc=89.39%, remaining_time=0:00:10.791168, arrival_time=2021-04-10 01:31:26.393344, cost_time=0:00:11.240781 2021-04-10 01:31:16,716 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.44ms, fps=2300 images/s, loss=1.3254, top1-acc=61.92%, top5-acc=89.30%, remaining_time=0:00:09.659090, arrival_time=2021-04-10 01:31:26.375237, cost_time=0:00:12.354676 2021-04-10 01:31:17,819 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.97ms, fps=2321 images/s, loss=1.3273, top1-acc=61.84%, top5-acc=89.26%, remaining_time=0:00:08.523704, arrival_time=2021-04-10 01:31:26.343616, cost_time=0:00:13.458504 2021-04-10 01:31:18,917 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=1.3290, top1-acc=61.77%, top5-acc=89.19%, remaining_time=0:00:07.390086, arrival_time=2021-04-10 01:31:26.307701, cost_time=0:00:14.556277 2021-04-10 01:31:20,019 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.65ms, fps=2324 images/s, loss=1.3295, top1-acc=61.74%, top5-acc=89.19%, remaining_time=0:00:06.263320, arrival_time=2021-04-10 01:31:26.283114, cost_time=0:00:15.658315 2021-04-10 01:31:21,125 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.96ms, fps=2318 images/s, loss=1.3315, top1-acc=61.68%, top5-acc=89.15%, remaining_time=0:00:05.140822, arrival_time=2021-04-10 01:31:26.265764, cost_time=0:00:16.763555 2021-04-10 01:31:22,222 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=2.66ms, fps=2333 images/s, loss=1.3342, top1-acc=61.65%, top5-acc=89.07%, remaining_time=0:00:04.018824, arrival_time=2021-04-10 01:31:26.241606, cost_time=0:00:17.861401 2021-04-10 01:31:23,318 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.47ms, fps=2339 images/s, loss=1.3308, top1-acc=61.74%, top5-acc=89.12%, remaining_time=0:00:02.899234, arrival_time=2021-04-10 01:31:26.217324, cost_time=0:00:18.956484 2021-04-10 01:31:24,420 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=2.33ms, fps=2325 images/s, loss=1.3282, top1-acc=61.83%, top5-acc=89.15%, remaining_time=0:00:01.782992, arrival_time=2021-04-10 01:31:26.203094, cost_time=0:00:20.058709 2021-04-10 01:31:25,523 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.99ms, fps=2322 images/s, loss=1.3341, top1-acc=61.68%, top5-acc=89.03%, remaining_time=0:00:00.668268, arrival_time=2021-04-10 01:31:26.191395, cost_time=0:00:21.161737 2021-04-10 01:31:26,116 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.53ms, fps=2295 images/s, loss=1.3363, top1-acc=61.60%, top5-acc=88.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:26.116403, cost_time=0:00:21.755040 2021-04-10 01:31:26,500 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.43ms, fps=6691 images/s, loss=1.8458, top1-acc=49.80%, top5-acc=80.59%, remaining_time=0:00:01.147710, arrival_time=2021-04-10 01:31:27.648305, cost_time=0:00:00.382570 2021-04-10 01:31:26,791 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=0.29ms, fps=8826 images/s, loss=1.8485, top1-acc=50.61%, top5-acc=80.45%, remaining_time=0:00:00.673120, arrival_time=2021-04-10 01:31:27.464247, cost_time=0:00:00.673116 2021-04-10 01:31:27,081 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=0.45ms, fps=8844 images/s, loss=1.8601, top1-acc=50.13%, top5-acc=80.68%, remaining_time=0:00:00.321020, arrival_time=2021-04-10 01:31:27.402135, cost_time=0:00:00.963061 2021-04-10 01:31:27,314 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.10ms, fps=9982 images/s, loss=1.8545, top1-acc=50.38%, top5-acc=80.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:27.313995, cost_time=0:00:01.196038 2021-04-10 01:31:27,377 INFO : Epoch=0024 complete, best val top1-acc=50.98%, top5-acc=81.13% (epoch=18), remaining_time=1:07:25.082800, arrival_time=2021-04-10 02:38:52.460439, cost_time=0:09:11.602210 2021-04-10 01:31:27,378 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:31:28,782 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.32ms, fps=1825 images/s, loss=1.3142, top1-acc=62.50%, top5-acc=89.14%, remaining_time=0:00:26.095986, arrival_time=2021-04-10 01:31:54.878081, cost_time=0:00:01.403014 2021-04-10 01:31:29,882 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=2.85ms, fps=2328 images/s, loss=1.2824, top1-acc=63.16%, top5-acc=89.82%, remaining_time=0:00:22.031152, arrival_time=2021-04-10 01:31:51.913841, cost_time=0:00:02.503538 2021-04-10 01:31:30,983 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.08ms, fps=2327 images/s, loss=1.2802, top1-acc=62.94%, top5-acc=89.74%, remaining_time=0:00:19.946062, arrival_time=2021-04-10 01:31:50.929817, cost_time=0:00:03.604697 2021-04-10 01:31:32,094 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.53ms, fps=2307 images/s, loss=1.2758, top1-acc=63.34%, top5-acc=89.96%, remaining_time=0:00:18.388188, arrival_time=2021-04-10 01:31:50.482181, cost_time=0:00:04.714903 2021-04-10 01:31:33,183 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.64ms, fps=2351 images/s, loss=1.2875, top1-acc=62.98%, top5-acc=89.85%, remaining_time=0:00:16.948848, arrival_time=2021-04-10 01:31:50.132417, cost_time=0:00:05.804414 2021-04-10 01:31:34,282 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=2.16ms, fps=2331 images/s, loss=1.2930, top1-acc=62.77%, top5-acc=89.73%, remaining_time=0:00:15.647752, arrival_time=2021-04-10 01:31:49.930212, cost_time=0:00:06.903441 2021-04-10 01:31:35,384 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=2.28ms, fps=2324 images/s, loss=1.2983, top1-acc=62.62%, top5-acc=89.61%, remaining_time=0:00:14.409864, arrival_time=2021-04-10 01:31:49.794498, cost_time=0:00:08.005460 2021-04-10 01:31:36,489 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=2.61ms, fps=2319 images/s, loss=1.2986, top1-acc=62.65%, top5-acc=89.55%, remaining_time=0:00:13.209848, arrival_time=2021-04-10 01:31:49.699147, cost_time=0:00:09.110246 2021-04-10 01:31:37,589 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.98ms, fps=2329 images/s, loss=1.2998, top1-acc=62.56%, top5-acc=89.54%, remaining_time=0:00:12.025276, arrival_time=2021-04-10 01:31:49.614560, cost_time=0:00:10.210145 2021-04-10 01:31:38,697 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.17ms, fps=2311 images/s, loss=1.3014, top1-acc=62.51%, top5-acc=89.51%, remaining_time=0:00:10.866048, arrival_time=2021-04-10 01:31:49.563873, cost_time=0:00:11.318821 2021-04-10 01:31:39,796 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=1.2997, top1-acc=62.60%, top5-acc=89.50%, remaining_time=0:00:09.708024, arrival_time=2021-04-10 01:31:49.504496, cost_time=0:00:12.417197 2021-04-10 01:31:40,900 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.24ms, fps=2322 images/s, loss=1.3024, top1-acc=62.53%, top5-acc=89.45%, remaining_time=0:00:08.563376, arrival_time=2021-04-10 01:31:49.463498, cost_time=0:00:13.521105 2021-04-10 01:31:41,994 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.93ms, fps=2339 images/s, loss=1.3041, top1-acc=62.37%, top5-acc=89.48%, remaining_time=0:00:07.420380, arrival_time=2021-04-10 01:31:49.415257, cost_time=0:00:14.615873 2021-04-10 01:31:43,092 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.96ms, fps=2333 images/s, loss=1.3082, top1-acc=62.31%, top5-acc=89.36%, remaining_time=0:00:06.285440, arrival_time=2021-04-10 01:31:49.378236, cost_time=0:00:15.713596 2021-04-10 01:31:44,192 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.92ms, fps=2330 images/s, loss=1.3090, top1-acc=62.27%, top5-acc=89.34%, remaining_time=0:00:05.156094, arrival_time=2021-04-10 01:31:49.348469, cost_time=0:00:16.813305 2021-04-10 01:31:45,290 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.62ms, fps=2334 images/s, loss=1.3082, top1-acc=62.24%, top5-acc=89.34%, remaining_time=0:00:04.029948, arrival_time=2021-04-10 01:31:49.319949, cost_time=0:00:17.910954 2021-04-10 01:31:46,390 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.50ms, fps=2328 images/s, loss=1.3121, top1-acc=62.10%, top5-acc=89.25%, remaining_time=0:00:02.907606, arrival_time=2021-04-10 01:31:49.297828, cost_time=0:00:19.011218 2021-04-10 01:31:47,495 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.97ms, fps=2317 images/s, loss=1.3169, top1-acc=61.92%, top5-acc=89.18%, remaining_time=0:00:01.788144, arrival_time=2021-04-10 01:31:49.283790, cost_time=0:00:20.116571 2021-04-10 01:31:48,588 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.32ms, fps=2343 images/s, loss=1.3216, top1-acc=61.86%, top5-acc=89.09%, remaining_time=0:00:00.669780, arrival_time=2021-04-10 01:31:49.258546, cost_time=0:00:21.209749 2021-04-10 01:31:49,191 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.74ms, fps=2258 images/s, loss=1.3210, top1-acc=61.91%, top5-acc=89.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:49.191674, cost_time=0:00:21.812630 2021-04-10 01:31:49,554 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.31ms, fps=7085 images/s, loss=1.7370, top1-acc=54.41%, top5-acc=84.02%, remaining_time=0:00:01.083990, arrival_time=2021-04-10 01:31:50.638800, cost_time=0:00:00.361326 2021-04-10 01:31:49,820 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=0.19ms, fps=9670 images/s, loss=1.7212, top1-acc=53.98%, top5-acc=84.18%, remaining_time=0:00:00.626540, arrival_time=2021-04-10 01:31:50.446537, cost_time=0:00:00.626545 2021-04-10 01:31:50,095 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=0.33ms, fps=9297 images/s, loss=1.6935, top1-acc=54.48%, top5-acc=84.35%, remaining_time=0:00:00.300750, arrival_time=2021-04-10 01:31:50.396589, cost_time=0:00:00.902256 2021-04-10 01:31:50,338 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=9591 images/s, loss=1.7264, top1-acc=54.03%, top5-acc=83.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:50.338336, cost_time=0:00:01.144901 2021-04-10 01:31:50,485 INFO : Epoch=0025 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:07:02.972975, arrival_time=2021-04-10 02:38:53.458810, cost_time=0:09:34.710422 2021-04-10 01:31:50,486 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:31:51,821 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=2.00ms, fps=1918 images/s, loss=1.2758, top1-acc=63.55%, top5-acc=89.88%, remaining_time=0:00:24.820212, arrival_time=2021-04-10 01:32:16.641590, cost_time=0:00:01.334418 2021-04-10 01:31:52,916 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.13ms, fps=2340 images/s, loss=1.2575, top1-acc=63.69%, top5-acc=90.20%, remaining_time=0:00:21.379248, arrival_time=2021-04-10 01:32:14.295538, cost_time=0:00:02.429459 2021-04-10 01:31:54,005 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.61ms, fps=2352 images/s, loss=1.2608, top1-acc=63.75%, top5-acc=90.07%, remaining_time=0:00:19.467982, arrival_time=2021-04-10 01:32:13.473186, cost_time=0:00:03.518301 2021-04-10 01:31:55,104 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=2.33ms, fps=2331 images/s, loss=1.2757, top1-acc=63.15%, top5-acc=89.98%, remaining_time=0:00:18.006612, arrival_time=2021-04-10 01:32:13.110695, cost_time=0:00:04.617079 2021-04-10 01:31:56,229 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.67ms, fps=2276 images/s, loss=1.2744, top1-acc=63.28%, top5-acc=89.92%, remaining_time=0:00:16.768976, arrival_time=2021-04-10 01:32:12.998632, cost_time=0:00:05.742796 2021-04-10 01:31:57,324 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.53ms, fps=2341 images/s, loss=1.2729, top1-acc=63.37%, top5-acc=89.90%, remaining_time=0:00:15.497608, arrival_time=2021-04-10 01:32:12.821748, cost_time=0:00:06.837176 2021-04-10 01:31:58,417 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.70ms, fps=2345 images/s, loss=1.2761, top1-acc=63.14%, top5-acc=89.88%, remaining_time=0:00:14.273910, arrival_time=2021-04-10 01:32:12.690818, cost_time=0:00:07.929938 2021-04-10 01:31:59,520 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=1.70ms, fps=2322 images/s, loss=1.2787, top1-acc=63.06%, top5-acc=89.86%, remaining_time=0:00:13.098140, arrival_time=2021-04-10 01:32:12.618259, cost_time=0:00:09.033233 2021-04-10 01:32:00,621 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=2.67ms, fps=2326 images/s, loss=1.2799, top1-acc=63.01%, top5-acc=89.87%, remaining_time=0:00:11.936130, arrival_time=2021-04-10 01:32:12.557522, cost_time=0:00:10.134443 2021-04-10 01:32:01,740 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.85ms, fps=2289 images/s, loss=1.2826, top1-acc=63.02%, top5-acc=89.78%, remaining_time=0:00:10.803552, arrival_time=2021-04-10 01:32:12.544312, cost_time=0:00:11.253732 2021-04-10 01:32:02,838 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.57ms, fps=2333 images/s, loss=1.2903, top1-acc=62.81%, top5-acc=89.67%, remaining_time=0:00:09.656854, arrival_time=2021-04-10 01:32:12.495483, cost_time=0:00:12.351805 2021-04-10 01:32:03,938 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.59ms, fps=2328 images/s, loss=1.2926, top1-acc=62.75%, top5-acc=89.65%, remaining_time=0:00:08.519448, arrival_time=2021-04-10 01:32:12.458109, cost_time=0:00:13.451756 2021-04-10 01:32:05,036 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=1.3001, top1-acc=62.56%, top5-acc=89.48%, remaining_time=0:00:07.386786, arrival_time=2021-04-10 01:32:12.423301, cost_time=0:00:14.549695 2021-04-10 01:32:06,158 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.50ms, fps=2284 images/s, loss=1.3044, top1-acc=62.38%, top5-acc=89.43%, remaining_time=0:00:06.268472, arrival_time=2021-04-10 01:32:12.426567, cost_time=0:00:15.671141 2021-04-10 01:32:07,254 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=2.26ms, fps=2337 images/s, loss=1.3089, top1-acc=62.22%, top5-acc=89.39%, remaining_time=0:00:05.142018, arrival_time=2021-04-10 01:32:12.396242, cost_time=0:00:16.767411 2021-04-10 01:32:08,353 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=2.06ms, fps=2330 images/s, loss=1.3075, top1-acc=62.19%, top5-acc=89.40%, remaining_time=0:00:04.020012, arrival_time=2021-04-10 01:32:12.373745, cost_time=0:00:17.866770 2021-04-10 01:32:09,455 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.66ms, fps=2326 images/s, loss=1.3094, top1-acc=62.16%, top5-acc=89.38%, remaining_time=0:00:02.901054, arrival_time=2021-04-10 01:32:12.356283, cost_time=0:00:18.968416 2021-04-10 01:32:10,552 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.70ms, fps=2335 images/s, loss=1.3117, top1-acc=62.12%, top5-acc=89.31%, remaining_time=0:00:01.783568, arrival_time=2021-04-10 01:32:12.335594, cost_time=0:00:20.065169 2021-04-10 01:32:11,654 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.42ms, fps=2324 images/s, loss=1.3149, top1-acc=62.06%, top5-acc=89.28%, remaining_time=0:00:00.668436, arrival_time=2021-04-10 01:32:12.322481, cost_time=0:00:21.167162 2021-04-10 01:32:12,254 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=2.03ms, fps=2267 images/s, loss=1.3152, top1-acc=62.05%, top5-acc=89.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:12.254555, cost_time=0:00:21.767739 2021-04-10 01:32:12,629 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.30ms, fps=6852 images/s, loss=2.3460, top1-acc=43.28%, top5-acc=76.25%, remaining_time=0:00:01.120800, arrival_time=2021-04-10 01:32:13.750278, cost_time=0:00:00.373603 2021-04-10 01:32:12,902 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=0.49ms, fps=9380 images/s, loss=2.3660, top1-acc=43.96%, top5-acc=75.78%, remaining_time=0:00:00.646960, arrival_time=2021-04-10 01:32:13.549798, cost_time=0:00:00.646960 2021-04-10 01:32:13,151 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=0.30ms, fps=10298 images/s, loss=2.3421, top1-acc=44.28%, top5-acc=76.25%, remaining_time=0:00:00.298680, arrival_time=2021-04-10 01:32:13.450571, cost_time=0:00:00.896035 2021-04-10 01:32:13,368 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.07ms, fps=10742 images/s, loss=2.3497, top1-acc=44.28%, top5-acc=76.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:13.368198, cost_time=0:00:01.112377 2021-04-10 01:32:13,412 INFO : Epoch=0026 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:06:39.569916, arrival_time=2021-04-10 02:38:52.982210, cost_time=0:09:57.636895 2021-04-10 01:32:13,413 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:32:14,718 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.67ms, fps=1962 images/s, loss=1.2682, top1-acc=62.54%, top5-acc=89.92%, remaining_time=0:00:24.271884, arrival_time=2021-04-10 01:32:38.990089, cost_time=0:00:01.304942 2021-04-10 01:32:15,812 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=2.00ms, fps=2342 images/s, loss=1.2734, top1-acc=63.38%, top5-acc=89.47%, remaining_time=0:00:21.109088, arrival_time=2021-04-10 01:32:36.921138, cost_time=0:00:02.398767 2021-04-10 01:32:16,912 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=2.06ms, fps=2328 images/s, loss=1.2613, top1-acc=63.76%, top5-acc=89.95%, remaining_time=0:00:19.362904, arrival_time=2021-04-10 01:32:36.275608, cost_time=0:00:03.499316 2021-04-10 01:32:18,014 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.59ms, fps=2325 images/s, loss=1.2604, top1-acc=63.82%, top5-acc=89.89%, remaining_time=0:00:17.946240, arrival_time=2021-04-10 01:32:35.961072, cost_time=0:00:04.601592 2021-04-10 01:32:19,105 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=3.58ms, fps=2348 images/s, loss=1.2595, top1-acc=63.79%, top5-acc=89.92%, remaining_time=0:00:16.621808, arrival_time=2021-04-10 01:32:35.727486, cost_time=0:00:05.692404 2021-04-10 01:32:20,204 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=2.69ms, fps=2332 images/s, loss=1.2608, top1-acc=63.72%, top5-acc=89.90%, remaining_time=0:00:15.392344, arrival_time=2021-04-10 01:32:35.596381, cost_time=0:00:06.790760 2021-04-10 01:32:21,305 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=2.02ms, fps=2327 images/s, loss=1.2655, top1-acc=63.56%, top5-acc=89.83%, remaining_time=0:00:14.205240, arrival_time=2021-04-10 01:32:35.510256, cost_time=0:00:07.891801 2021-04-10 01:32:22,408 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.62ms, fps=2321 images/s, loss=1.2661, top1-acc=63.55%, top5-acc=89.84%, remaining_time=0:00:13.043156, arrival_time=2021-04-10 01:32:35.451835, cost_time=0:00:08.995319 2021-04-10 01:32:23,507 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=2.42ms, fps=2331 images/s, loss=1.2726, top1-acc=63.43%, top5-acc=89.80%, remaining_time=0:00:11.889066, arrival_time=2021-04-10 01:32:35.396919, cost_time=0:00:10.094501 2021-04-10 01:32:24,605 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.65ms, fps=2334 images/s, loss=1.2830, top1-acc=63.12%, top5-acc=89.69%, remaining_time=0:00:10.744416, arrival_time=2021-04-10 01:32:35.349765, cost_time=0:00:11.192142 2021-04-10 01:32:25,703 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.88ms, fps=2333 images/s, loss=1.2906, top1-acc=62.89%, top5-acc=89.60%, remaining_time=0:00:09.608522, arrival_time=2021-04-10 01:32:35.311884, cost_time=0:00:12.290020 2021-04-10 01:32:26,806 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.75ms, fps=2322 images/s, loss=1.2922, top1-acc=62.88%, top5-acc=89.55%, remaining_time=0:00:08.482436, arrival_time=2021-04-10 01:32:35.289145, cost_time=0:00:13.393343 2021-04-10 01:32:27,909 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=2.07ms, fps=2324 images/s, loss=1.2942, top1-acc=62.85%, top5-acc=89.50%, remaining_time=0:00:07.359528, arrival_time=2021-04-10 01:32:35.268819, cost_time=0:00:14.496004 2021-04-10 01:32:29,014 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=11.18ms, fps=2318 images/s, loss=1.2930, top1-acc=62.89%, top5-acc=89.51%, remaining_time=0:00:06.240416, arrival_time=2021-04-10 01:32:35.254701, cost_time=0:00:15.601077 2021-04-10 01:32:30,111 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.58ms, fps=2334 images/s, loss=1.2934, top1-acc=62.89%, top5-acc=89.53%, remaining_time=0:00:05.120858, arrival_time=2021-04-10 01:32:35.232706, cost_time=0:00:16.698494 2021-04-10 01:32:31,219 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.70ms, fps=2313 images/s, loss=1.2947, top1-acc=62.84%, top5-acc=89.52%, remaining_time=0:00:04.006440, arrival_time=2021-04-10 01:32:35.226119, cost_time=0:00:17.806382 2021-04-10 01:32:32,314 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.97ms, fps=2340 images/s, loss=1.2941, top1-acc=62.85%, top5-acc=89.58%, remaining_time=0:00:02.890784, arrival_time=2021-04-10 01:32:35.205311, cost_time=0:00:18.901320 2021-04-10 01:32:33,420 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=1.59ms, fps=2317 images/s, loss=1.2948, top1-acc=62.83%, top5-acc=89.60%, remaining_time=0:00:01.778368, arrival_time=2021-04-10 01:32:35.198384, cost_time=0:00:20.006697 2021-04-10 01:32:34,520 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.78ms, fps=2327 images/s, loss=1.2976, top1-acc=62.76%, top5-acc=89.54%, remaining_time=0:00:00.666558, arrival_time=2021-04-10 01:32:35.187450, cost_time=0:00:21.107648 2021-04-10 01:32:35,122 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=0.11ms, fps=2265 images/s, loss=1.2975, top1-acc=62.71%, top5-acc=89.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:35.121945, cost_time=0:00:21.708702 2021-04-10 01:32:35,500 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.33ms, fps=6804 images/s, loss=2.0984, top1-acc=48.24%, top5-acc=78.40%, remaining_time=0:00:01.128720, arrival_time=2021-04-10 01:32:36.628968, cost_time=0:00:00.376243 2021-04-10 01:32:35,791 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=0.47ms, fps=8810 images/s, loss=2.1098, top1-acc=48.36%, top5-acc=78.57%, remaining_time=0:00:00.667660, arrival_time=2021-04-10 01:32:36.459216, cost_time=0:00:00.667655 2021-04-10 01:32:36,045 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=0.30ms, fps=10104 images/s, loss=2.1324, top1-acc=48.18%, top5-acc=78.71%, remaining_time=0:00:00.307180, arrival_time=2021-04-10 01:32:36.352616, cost_time=0:00:00.921534 2021-04-10 01:32:36,272 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=10258 images/s, loss=2.1203, top1-acc=48.26%, top5-acc=78.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:36.272029, cost_time=0:00:01.148199 2021-04-10 01:32:36,327 INFO : Epoch=0027 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:06:16.128892, arrival_time=2021-04-10 02:38:52.456211, cost_time=0:10:20.551909 2021-04-10 01:32:36,328 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:32:37,673 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=3.49ms, fps=1904 images/s, loss=1.2990, top1-acc=61.95%, top5-acc=89.61%, remaining_time=0:00:25.011234, arrival_time=2021-04-10 01:33:02.684269, cost_time=0:00:01.344690 2021-04-10 01:32:38,779 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.53ms, fps=2316 images/s, loss=1.3063, top1-acc=62.38%, top5-acc=88.87%, remaining_time=0:00:21.570208, arrival_time=2021-04-10 01:33:00.349707, cost_time=0:00:02.451164 2021-04-10 01:32:39,876 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=2.06ms, fps=2336 images/s, loss=1.2890, top1-acc=63.09%, top5-acc=89.23%, remaining_time=0:00:19.632820, arrival_time=2021-04-10 01:32:59.509194, cost_time=0:00:03.548093 2021-04-10 01:32:40,976 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.66ms, fps=2329 images/s, loss=1.2865, top1-acc=63.07%, top5-acc=89.40%, remaining_time=0:00:18.127200, arrival_time=2021-04-10 01:32:59.103400, cost_time=0:00:04.647988 2021-04-10 01:32:42,068 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.66ms, fps=2346 images/s, loss=1.2815, top1-acc=63.34%, top5-acc=89.59%, remaining_time=0:00:16.760070, arrival_time=2021-04-10 01:32:58.828181, cost_time=0:00:05.739765 2021-04-10 01:32:43,164 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=2.18ms, fps=2338 images/s, loss=1.2821, top1-acc=63.24%, top5-acc=89.54%, remaining_time=0:00:15.493936, arrival_time=2021-04-10 01:32:58.657872, cost_time=0:00:06.835542 2021-04-10 01:32:44,255 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=1.60ms, fps=2347 images/s, loss=1.2828, top1-acc=63.12%, top5-acc=89.51%, remaining_time=0:00:14.268744, arrival_time=2021-04-10 01:32:58.524063, cost_time=0:00:07.927107 2021-04-10 01:32:45,349 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=2.69ms, fps=2341 images/s, loss=1.2823, top1-acc=63.18%, top5-acc=89.57%, remaining_time=0:00:13.080624, arrival_time=2021-04-10 01:32:58.429997, cost_time=0:00:09.021134 2021-04-10 01:32:46,455 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.51ms, fps=2318 images/s, loss=1.2812, top1-acc=63.04%, top5-acc=89.65%, remaining_time=0:00:11.927014, arrival_time=2021-04-10 01:32:58.382106, cost_time=0:00:10.126746 2021-04-10 01:32:47,552 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.69ms, fps=2335 images/s, loss=1.2814, top1-acc=62.96%, top5-acc=89.64%, remaining_time=0:00:10.774944, arrival_time=2021-04-10 01:32:58.327096, cost_time=0:00:11.223906 2021-04-10 01:32:48,657 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.33ms, fps=2318 images/s, loss=1.2793, top1-acc=63.01%, top5-acc=89.66%, remaining_time=0:00:09.639138, arrival_time=2021-04-10 01:32:58.296595, cost_time=0:00:12.329109 2021-04-10 01:32:49,759 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=2.18ms, fps=2326 images/s, loss=1.2802, top1-acc=62.97%, top5-acc=89.66%, remaining_time=0:00:08.506224, arrival_time=2021-04-10 01:32:58.265309, cost_time=0:00:13.430866 2021-04-10 01:32:50,861 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.29ms, fps=2323 images/s, loss=1.2783, top1-acc=62.95%, top5-acc=89.71%, remaining_time=0:00:07.378536, arrival_time=2021-04-10 01:32:58.240212, cost_time=0:00:14.533420 2021-04-10 01:32:51,961 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=2.04ms, fps=2329 images/s, loss=1.2806, top1-acc=62.92%, top5-acc=89.68%, remaining_time=0:00:06.253408, arrival_time=2021-04-10 01:32:58.215065, cost_time=0:00:15.633458 2021-04-10 01:32:53,055 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.89ms, fps=2341 images/s, loss=1.2846, top1-acc=62.81%, top5-acc=89.60%, remaining_time=0:00:05.129828, arrival_time=2021-04-10 01:32:58.185738, cost_time=0:00:16.727714 2021-04-10 01:32:54,146 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=2.15ms, fps=2348 images/s, loss=1.2878, top1-acc=62.70%, top5-acc=89.55%, remaining_time=0:00:04.009104, arrival_time=2021-04-10 01:32:58.155584, cost_time=0:00:17.818285 2021-04-10 01:32:55,234 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=2.00ms, fps=2353 images/s, loss=1.2866, top1-acc=62.72%, top5-acc=89.58%, remaining_time=0:00:02.891590, arrival_time=2021-04-10 01:32:58.126462, cost_time=0:00:18.906631 2021-04-10 01:32:56,347 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.25ms, fps=2302 images/s, loss=1.2876, top1-acc=62.65%, top5-acc=89.57%, remaining_time=0:00:01.779488, arrival_time=2021-04-10 01:32:58.127033, cost_time=0:00:20.019209 2021-04-10 01:32:57,450 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.80ms, fps=2322 images/s, loss=1.2879, top1-acc=62.63%, top5-acc=89.60%, remaining_time=0:00:00.667026, arrival_time=2021-04-10 01:32:58.117645, cost_time=0:00:21.122408 2021-04-10 01:32:58,048 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=0.12ms, fps=2276 images/s, loss=1.2879, top1-acc=62.60%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:58.048794, cost_time=0:00:21.720543 2021-04-10 01:32:58,424 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=3.10ms, fps=6860 images/s, loss=1.9692, top1-acc=48.44%, top5-acc=80.12%, remaining_time=0:00:01.119540, arrival_time=2021-04-10 01:32:59.543501, cost_time=0:00:00.373184 2021-04-10 01:32:58,698 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=0.31ms, fps=9372 images/s, loss=2.0432, top1-acc=48.28%, top5-acc=79.16%, remaining_time=0:00:00.647100, arrival_time=2021-04-10 01:32:59.345070, cost_time=0:00:00.647095 2021-04-10 01:32:58,964 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=0.32ms, fps=9634 images/s, loss=2.0574, top1-acc=47.71%, top5-acc=78.92%, remaining_time=0:00:00.304520, arrival_time=2021-04-10 01:32:59.268852, cost_time=0:00:00.913555 2021-04-10 01:32:59,181 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.08ms, fps=10718 images/s, loss=2.0791, top1-acc=47.68%, top5-acc=79.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:59.181257, cost_time=0:00:01.130542 2021-04-10 01:32:59,223 INFO : Epoch=0028 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:05:52.607472, arrival_time=2021-04-10 02:38:51.830617, cost_time=0:10:43.447742 2021-04-10 01:32:59,223 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:33:00,650 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=0.66ms, fps=1795 images/s, loss=1.2739, top1-acc=63.32%, top5-acc=90.08%, remaining_time=0:00:26.533644, arrival_time=2021-04-10 01:33:27.184319, cost_time=0:00:01.426538 2021-04-10 01:33:01,756 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=2.01ms, fps=2316 images/s, loss=1.2618, top1-acc=64.04%, top5-acc=89.82%, remaining_time=0:00:22.287232, arrival_time=2021-04-10 01:33:24.043998, cost_time=0:00:02.532650 2021-04-10 01:33:02,870 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=2.21ms, fps=2300 images/s, loss=1.2475, top1-acc=64.19%, top5-acc=90.26%, remaining_time=0:00:20.176802, arrival_time=2021-04-10 01:33:23.047448, cost_time=0:00:03.646399 2021-04-10 01:33:03,969 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.89ms, fps=2331 images/s, loss=1.2687, top1-acc=63.64%, top5-acc=90.00%, remaining_time=0:00:18.507996, arrival_time=2021-04-10 01:33:22.477676, cost_time=0:00:04.745633 2021-04-10 01:33:05,063 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.60ms, fps=2343 images/s, loss=1.2667, top1-acc=63.66%, top5-acc=90.00%, remaining_time=0:00:17.049588, arrival_time=2021-04-10 01:33:22.112651, cost_time=0:00:05.838917 2021-04-10 01:33:06,167 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.47ms, fps=2320 images/s, loss=1.2623, top1-acc=63.74%, top5-acc=90.19%, remaining_time=0:00:15.738056, arrival_time=2021-04-10 01:33:21.905349, cost_time=0:00:06.943243 2021-04-10 01:33:07,274 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.88ms, fps=2313 images/s, loss=1.2622, top1-acc=63.71%, top5-acc=90.20%, remaining_time=0:00:14.491386, arrival_time=2021-04-10 01:33:21.766269, cost_time=0:00:08.050737 2021-04-10 01:33:08,373 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=2.04ms, fps=2331 images/s, loss=1.2625, top1-acc=63.68%, top5-acc=90.12%, remaining_time=0:00:13.267268, arrival_time=2021-04-10 01:33:21.641078, cost_time=0:00:09.149804 2021-04-10 01:33:09,469 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=2.13ms, fps=2338 images/s, loss=1.2659, top1-acc=63.62%, top5-acc=90.08%, remaining_time=0:00:12.066828, arrival_time=2021-04-10 01:33:21.536297, cost_time=0:00:10.245382 2021-04-10 01:33:10,575 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.60ms, fps=2317 images/s, loss=1.2711, top1-acc=63.40%, top5-acc=89.99%, remaining_time=0:00:10.896768, arrival_time=2021-04-10 01:33:21.471717, cost_time=0:00:11.350824 2021-04-10 01:33:11,668 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.50ms, fps=2344 images/s, loss=1.2672, top1-acc=63.39%, top5-acc=90.01%, remaining_time=0:00:09.728922, arrival_time=2021-04-10 01:33:21.396908, cost_time=0:00:12.443962 2021-04-10 01:33:12,770 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.61ms, fps=2324 images/s, loss=1.2643, top1-acc=63.49%, top5-acc=89.97%, remaining_time=0:00:08.579184, arrival_time=2021-04-10 01:33:21.349259, cost_time=0:00:13.546076 2021-04-10 01:33:13,887 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.94ms, fps=2292 images/s, loss=1.2660, top1-acc=63.47%, top5-acc=89.95%, remaining_time=0:00:07.444470, arrival_time=2021-04-10 01:33:21.332013, cost_time=0:00:14.663397 2021-04-10 01:33:14,983 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=2.25ms, fps=2337 images/s, loss=1.2711, top1-acc=63.37%, top5-acc=89.79%, remaining_time=0:00:06.303864, arrival_time=2021-04-10 01:33:21.287519, cost_time=0:00:15.759642 2021-04-10 01:33:16,082 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.52ms, fps=2332 images/s, loss=1.2713, top1-acc=63.31%, top5-acc=89.78%, remaining_time=0:00:05.169802, arrival_time=2021-04-10 01:33:21.251875, cost_time=0:00:16.858074 2021-04-10 01:33:17,191 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.26ms, fps=2308 images/s, loss=1.2738, top1-acc=63.17%, top5-acc=89.77%, remaining_time=0:00:04.042692, arrival_time=2021-04-10 01:33:21.234256, cost_time=0:00:17.967519 2021-04-10 01:33:18,284 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.72ms, fps=2344 images/s, loss=1.2737, top1-acc=63.23%, top5-acc=89.77%, remaining_time=0:00:02.915120, arrival_time=2021-04-10 01:33:21.199570, cost_time=0:00:19.060372 2021-04-10 01:33:19,376 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.69ms, fps=2345 images/s, loss=1.2753, top1-acc=63.17%, top5-acc=89.74%, remaining_time=0:00:01.791376, arrival_time=2021-04-10 01:33:21.168310, cost_time=0:00:20.152936 2021-04-10 01:33:20,477 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=2.00ms, fps=2326 images/s, loss=1.2784, top1-acc=63.10%, top5-acc=89.67%, remaining_time=0:00:00.671172, arrival_time=2021-04-10 01:33:21.149008, cost_time=0:00:21.253785 2021-04-10 01:33:21,080 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=0.11ms, fps=2259 images/s, loss=1.2786, top1-acc=63.07%, top5-acc=89.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:21.080526, cost_time=0:00:21.856511 2021-04-10 01:33:21,454 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=0.44ms, fps=6863 images/s, loss=2.0398, top1-acc=48.59%, top5-acc=78.52%, remaining_time=0:00:01.119060, arrival_time=2021-04-10 01:33:22.573941, cost_time=0:00:00.373019 2021-04-10 01:33:21,724 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=0.43ms, fps=9531 images/s, loss=2.0029, top1-acc=48.81%, top5-acc=79.57%, remaining_time=0:00:00.642040, arrival_time=2021-04-10 01:33:22.365984, cost_time=0:00:00.642040 2021-04-10 01:33:21,986 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=0.33ms, fps=9764 images/s, loss=2.0180, top1-acc=48.62%, top5-acc=79.37%, remaining_time=0:00:00.301570, arrival_time=2021-04-10 01:33:22.288217, cost_time=0:00:00.904704 2021-04-10 01:33:22,209 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.10ms, fps=10424 images/s, loss=2.0128, top1-acc=49.08%, top5-acc=79.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:22.209725, cost_time=0:00:01.127870 2021-04-10 01:33:22,260 INFO : Epoch=0029 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:05:29.961159, arrival_time=2021-04-10 02:38:52.221210, cost_time=0:11:06.484641 2021-04-10 01:33:22,260 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:33:23,591 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.94ms, fps=1924 images/s, loss=1.2348, top1-acc=64.41%, top5-acc=90.47%, remaining_time=0:00:24.744882, arrival_time=2021-04-10 01:33:48.336386, cost_time=0:00:01.330369 2021-04-10 01:33:24,694 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=2.82ms, fps=2323 images/s, loss=1.2385, top1-acc=64.02%, top5-acc=90.70%, remaining_time=0:00:21.414096, arrival_time=2021-04-10 01:33:46.108607, cost_time=0:00:02.433427 2021-04-10 01:33:25,794 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.64ms, fps=2330 images/s, loss=1.2493, top1-acc=63.53%, top5-acc=90.49%, remaining_time=0:00:19.548990, arrival_time=2021-04-10 01:33:45.342953, cost_time=0:00:03.532949 2021-04-10 01:33:26,896 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.93ms, fps=2323 images/s, loss=1.2475, top1-acc=63.66%, top5-acc=90.57%, remaining_time=0:00:18.078216, arrival_time=2021-04-10 01:33:44.974778, cost_time=0:00:04.635425 2021-04-10 01:33:27,995 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=2.31ms, fps=2331 images/s, loss=1.2476, top1-acc=63.62%, top5-acc=90.55%, remaining_time=0:00:16.744886, arrival_time=2021-04-10 01:33:44.740614, cost_time=0:00:05.734558 2021-04-10 01:33:29,089 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=2.00ms, fps=2343 images/s, loss=1.2501, top1-acc=63.55%, top5-acc=90.46%, remaining_time=0:00:15.477344, arrival_time=2021-04-10 01:33:44.566606, cost_time=0:00:06.828248 2021-04-10 01:33:30,176 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.06ms, fps=2356 images/s, loss=1.2471, top1-acc=63.72%, top5-acc=90.43%, remaining_time=0:00:14.247828, arrival_time=2021-04-10 01:33:44.424413, cost_time=0:00:07.915431 2021-04-10 01:33:31,300 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=2.03ms, fps=2279 images/s, loss=1.2482, top1-acc=63.57%, top5-acc=90.46%, remaining_time=0:00:13.107188, arrival_time=2021-04-10 01:33:44.407726, cost_time=0:00:09.039478 2021-04-10 01:33:32,410 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=2.05ms, fps=2308 images/s, loss=1.2435, top1-acc=63.65%, top5-acc=90.53%, remaining_time=0:00:11.953620, arrival_time=2021-04-10 01:33:44.364030, cost_time=0:00:10.149325 2021-04-10 01:33:33,511 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.98ms, fps=2326 images/s, loss=1.2466, top1-acc=63.63%, top5-acc=90.45%, remaining_time=0:00:10.800480, arrival_time=2021-04-10 01:33:44.311997, cost_time=0:00:11.250500 2021-04-10 01:33:34,606 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.67ms, fps=2339 images/s, loss=1.2460, top1-acc=63.65%, top5-acc=90.42%, remaining_time=0:00:09.652124, arrival_time=2021-04-10 01:33:44.258817, cost_time=0:00:12.345693 2021-04-10 01:33:35,708 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.46ms, fps=2324 images/s, loss=1.2530, top1-acc=63.45%, top5-acc=90.26%, remaining_time=0:00:08.516712, arrival_time=2021-04-10 01:33:44.225284, cost_time=0:00:13.447486 2021-04-10 01:33:36,814 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.52ms, fps=2317 images/s, loss=1.2535, top1-acc=63.54%, top5-acc=90.22%, remaining_time=0:00:07.388436, arrival_time=2021-04-10 01:33:44.202440, cost_time=0:00:14.552951 2021-04-10 01:33:37,914 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=2.25ms, fps=2327 images/s, loss=1.2554, top1-acc=63.52%, top5-acc=90.11%, remaining_time=0:00:06.261472, arrival_time=2021-04-10 01:33:44.176157, cost_time=0:00:15.653651 2021-04-10 01:33:39,015 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.49ms, fps=2327 images/s, loss=1.2567, top1-acc=63.55%, top5-acc=90.07%, remaining_time=0:00:05.137970, arrival_time=2021-04-10 01:33:44.153292, cost_time=0:00:16.754177 2021-04-10 01:33:40,115 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=1.49ms, fps=2330 images/s, loss=1.2595, top1-acc=63.48%, top5-acc=90.04%, remaining_time=0:00:04.017132, arrival_time=2021-04-10 01:33:44.132116, cost_time=0:00:17.853983 2021-04-10 01:33:41,213 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.93ms, fps=2332 images/s, loss=1.2612, top1-acc=63.48%, top5-acc=90.00%, remaining_time=0:00:02.898610, arrival_time=2021-04-10 01:33:44.112011, cost_time=0:00:18.952399 2021-04-10 01:33:42,303 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.51ms, fps=2350 images/s, loss=1.2621, top1-acc=63.44%, top5-acc=90.00%, remaining_time=0:00:01.781536, arrival_time=2021-04-10 01:33:44.084969, cost_time=0:00:20.042287 2021-04-10 01:33:43,403 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=2.35ms, fps=2329 images/s, loss=1.2653, top1-acc=63.36%, top5-acc=89.94%, remaining_time=0:00:00.667656, arrival_time=2021-04-10 01:33:44.071203, cost_time=0:00:21.142489 2021-04-10 01:33:44,006 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.86ms, fps=2258 images/s, loss=1.2686, top1-acc=63.33%, top5-acc=89.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:44.006372, cost_time=0:00:21.745323 2021-04-10 01:33:44,378 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=5.87ms, fps=6917 images/s, loss=2.1565, top1-acc=47.70%, top5-acc=77.27%, remaining_time=0:00:01.110180, arrival_time=2021-04-10 01:33:45.488485, cost_time=0:00:00.370062 2021-04-10 01:33:44,633 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=0.46ms, fps=10052 images/s, loss=2.1189, top1-acc=47.56%, top5-acc=77.36%, remaining_time=0:00:00.625240, arrival_time=2021-04-10 01:33:45.258730, cost_time=0:00:00.625240 2021-04-10 01:33:44,955 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=4.63ms, fps=7963 images/s, loss=2.1196, top1-acc=47.57%, top5-acc=77.68%, remaining_time=0:00:00.315750, arrival_time=2021-04-10 01:33:45.271253, cost_time=0:00:00.947253 2021-04-10 01:33:45,218 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.09ms, fps=8856 images/s, loss=2.1038, top1-acc=47.83%, top5-acc=77.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:45.217954, cost_time=0:00:01.209731 2021-04-10 01:33:45,299 INFO : Epoch=0030 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:05:07.303970, arrival_time=2021-04-10 02:38:52.603693, cost_time=0:11:29.524236 2021-04-10 01:33:45,301 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:33:46,628 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=0.43ms, fps=1930 images/s, loss=1.1949, top1-acc=66.21%, top5-acc=90.66%, remaining_time=0:00:24.669924, arrival_time=2021-04-10 01:34:11.298295, cost_time=0:00:01.326337 2021-04-10 01:33:47,729 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=1.98ms, fps=2327 images/s, loss=1.2112, top1-acc=65.20%, top5-acc=90.57%, remaining_time=0:00:21.359184, arrival_time=2021-04-10 01:34:09.088431, cost_time=0:00:02.427185 2021-04-10 01:33:48,826 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=2.25ms, fps=2335 images/s, loss=1.2089, top1-acc=65.20%, top5-acc=90.73%, remaining_time=0:00:19.502676, arrival_time=2021-04-10 01:34:08.329344, cost_time=0:00:03.524585 2021-04-10 01:33:49,922 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.63ms, fps=2337 images/s, loss=1.2363, top1-acc=64.36%, top5-acc=90.20%, remaining_time=0:00:18.020964, arrival_time=2021-04-10 01:34:07.943787, cost_time=0:00:04.620756 2021-04-10 01:33:51,022 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.45ms, fps=2329 images/s, loss=1.2375, top1-acc=64.29%, top5-acc=90.25%, remaining_time=0:00:16.705320, arrival_time=2021-04-10 01:34:07.728260, cost_time=0:00:05.720997 2021-04-10 01:33:52,125 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=1.98ms, fps=2324 images/s, loss=1.2368, top1-acc=64.09%, top5-acc=90.34%, remaining_time=0:00:15.465920, arrival_time=2021-04-10 01:34:07.591107, cost_time=0:00:06.823178 2021-04-10 01:33:53,223 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=2.01ms, fps=2333 images/s, loss=1.2379, top1-acc=63.94%, top5-acc=90.28%, remaining_time=0:00:14.258412, arrival_time=2021-04-10 01:34:07.481711, cost_time=0:00:07.921349 2021-04-10 01:33:54,325 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.51ms, fps=2325 images/s, loss=1.2386, top1-acc=64.01%, top5-acc=90.21%, remaining_time=0:00:13.083060, arrival_time=2021-04-10 01:34:07.407974, cost_time=0:00:09.022769 2021-04-10 01:33:55,419 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.66ms, fps=2342 images/s, loss=1.2392, top1-acc=63.92%, top5-acc=90.27%, remaining_time=0:00:11.915566, arrival_time=2021-04-10 01:34:07.334591, cost_time=0:00:10.117033 2021-04-10 01:33:56,518 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.50ms, fps=2330 images/s, loss=1.2361, top1-acc=64.02%, top5-acc=90.20%, remaining_time=0:00:10.767552, arrival_time=2021-04-10 01:34:07.285704, cost_time=0:00:11.216165 2021-04-10 01:33:57,611 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.97ms, fps=2342 images/s, loss=1.2381, top1-acc=63.97%, top5-acc=90.14%, remaining_time=0:00:09.624002, arrival_time=2021-04-10 01:34:07.235840, cost_time=0:00:12.309737 2021-04-10 01:33:58,717 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.97ms, fps=2318 images/s, loss=1.2387, top1-acc=63.92%, top5-acc=90.16%, remaining_time=0:00:08.496192, arrival_time=2021-04-10 01:34:07.213230, cost_time=0:00:13.415064 2021-04-10 01:33:59,817 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=2.21ms, fps=2328 images/s, loss=1.2430, top1-acc=63.89%, top5-acc=90.11%, remaining_time=0:00:07.369560, arrival_time=2021-04-10 01:34:07.187402, cost_time=0:00:14.515809 2021-04-10 01:34:00,930 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.77ms, fps=2302 images/s, loss=1.2426, top1-acc=63.86%, top5-acc=90.13%, remaining_time=0:00:06.251448, arrival_time=2021-04-10 01:34:07.182106, cost_time=0:00:15.628642 2021-04-10 01:34:02,032 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=2.00ms, fps=2326 images/s, loss=1.2494, top1-acc=63.72%, top5-acc=89.98%, remaining_time=0:00:05.130518, arrival_time=2021-04-10 01:34:07.162487, cost_time=0:00:16.729888 2021-04-10 01:34:03,131 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=2.26ms, fps=2331 images/s, loss=1.2523, top1-acc=63.65%, top5-acc=90.02%, remaining_time=0:00:04.011552, arrival_time=2021-04-10 01:34:07.142647, cost_time=0:00:17.829097 2021-04-10 01:34:04,229 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=2.32ms, fps=2332 images/s, loss=1.2539, top1-acc=63.67%, top5-acc=90.01%, remaining_time=0:00:02.894788, arrival_time=2021-04-10 01:34:07.124261, cost_time=0:00:18.927444 2021-04-10 01:34:05,338 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=2.29ms, fps=2311 images/s, loss=1.2564, top1-acc=63.62%, top5-acc=90.00%, remaining_time=0:00:01.780976, arrival_time=2021-04-10 01:34:07.118930, cost_time=0:00:20.035899 2021-04-10 01:34:06,456 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=2.61ms, fps=2291 images/s, loss=1.2575, top1-acc=63.61%, top5-acc=89.99%, remaining_time=0:00:00.668028, arrival_time=2021-04-10 01:34:07.124184, cost_time=0:00:21.154146 2021-04-10 01:34:07,054 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=0.12ms, fps=2275 images/s, loss=1.2616, top1-acc=63.51%, top5-acc=89.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:07.054783, cost_time=0:00:21.752804 2021-04-10 01:34:07,385 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.30ms, fps=7787 images/s, loss=1.8424, top1-acc=51.76%, top5-acc=79.80%, remaining_time=0:00:00.986250, arrival_time=2021-04-10 01:34:08.371613, cost_time=0:00:00.328754 2021-04-10 01:34:07,644 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=2.09ms, fps=9892 images/s, loss=1.8239, top1-acc=52.40%, top5-acc=80.90%, remaining_time=0:00:00.587920, arrival_time=2021-04-10 01:34:08.232599, cost_time=0:00:00.587928 2021-04-10 01:34:07,930 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=0.52ms, fps=8983 images/s, loss=1.8322, top1-acc=51.95%, top5-acc=80.92%, remaining_time=0:00:00.291220, arrival_time=2021-04-10 01:34:08.221515, cost_time=0:00:00.873648 2021-04-10 01:34:08,165 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.11ms, fps=9889 images/s, loss=1.8184, top1-acc=52.15%, top5-acc=81.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:08.165355, cost_time=0:00:01.108741 2021-04-10 01:34:08,221 INFO : Epoch=0031 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:04:43.978449, arrival_time=2021-04-10 02:38:52.199604, cost_time=0:11:52.445750 2021-04-10 01:34:08,221 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:34:09,542 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.87ms, fps=1940 images/s, loss=1.2284, top1-acc=64.88%, top5-acc=90.51%, remaining_time=0:00:24.549396, arrival_time=2021-04-10 01:34:34.091336, cost_time=0:00:01.319859 2021-04-10 01:34:10,638 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=2.16ms, fps=2337 images/s, loss=1.2165, top1-acc=64.53%, top5-acc=90.74%, remaining_time=0:00:21.260624, arrival_time=2021-04-10 01:34:31.898720, cost_time=0:00:02.415971 2021-04-10 01:34:11,738 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=2.94ms, fps=2329 images/s, loss=1.2069, top1-acc=64.99%, top5-acc=90.64%, remaining_time=0:00:19.455698, arrival_time=2021-04-10 01:34:31.193861, cost_time=0:00:03.516085 2021-04-10 01:34:12,838 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.60ms, fps=2328 images/s, loss=1.2093, top1-acc=64.91%, top5-acc=90.57%, remaining_time=0:00:18.003648, arrival_time=2021-04-10 01:34:30.842023, cost_time=0:00:04.616315 2021-04-10 01:34:13,947 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.55ms, fps=2311 images/s, loss=1.2060, top1-acc=65.01%, top5-acc=90.59%, remaining_time=0:00:16.717146, arrival_time=2021-04-10 01:34:30.664296, cost_time=0:00:05.725039 2021-04-10 01:34:15,036 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.66ms, fps=2351 images/s, loss=1.2151, top1-acc=64.86%, top5-acc=90.36%, remaining_time=0:00:15.447016, arrival_time=2021-04-10 01:34:30.483891, cost_time=0:00:06.814866 2021-04-10 01:34:16,173 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.52ms, fps=2254 images/s, loss=1.2147, top1-acc=64.84%, top5-acc=90.41%, remaining_time=0:00:14.311962, arrival_time=2021-04-10 01:34:30.485247, cost_time=0:00:07.951088 2021-04-10 01:34:17,263 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=1.73ms, fps=2351 images/s, loss=1.2174, top1-acc=64.81%, top5-acc=90.32%, remaining_time=0:00:13.109624, arrival_time=2021-04-10 01:34:30.372791, cost_time=0:00:09.041156 2021-04-10 01:34:18,357 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.48ms, fps=2340 images/s, loss=1.2187, top1-acc=64.73%, top5-acc=90.36%, remaining_time=0:00:11.937402, arrival_time=2021-04-10 01:34:30.295118, cost_time=0:00:10.135566 2021-04-10 01:34:19,455 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=1.52ms, fps=2333 images/s, loss=1.2217, top1-acc=64.53%, top5-acc=90.28%, remaining_time=0:00:10.784352, arrival_time=2021-04-10 01:34:30.240082, cost_time=0:00:11.233704 2021-04-10 01:34:20,560 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.29ms, fps=2318 images/s, loss=1.2241, top1-acc=64.47%, top5-acc=90.19%, remaining_time=0:00:09.646362, arrival_time=2021-04-10 01:34:30.206749, cost_time=0:00:12.338382 2021-04-10 01:34:21,657 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.97ms, fps=2335 images/s, loss=1.2255, top1-acc=64.48%, top5-acc=90.21%, remaining_time=0:00:08.508884, arrival_time=2021-04-10 01:34:30.166114, cost_time=0:00:13.435099 2021-04-10 01:34:22,762 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=2.04ms, fps=2318 images/s, loss=1.2337, top1-acc=64.26%, top5-acc=90.12%, remaining_time=0:00:07.382034, arrival_time=2021-04-10 01:34:30.144447, cost_time=0:00:14.540358 2021-04-10 01:34:23,870 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.52ms, fps=2313 images/s, loss=1.2331, top1-acc=64.25%, top5-acc=90.14%, remaining_time=0:00:06.259176, arrival_time=2021-04-10 01:34:30.129301, cost_time=0:00:15.647906 2021-04-10 01:34:24,972 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.89ms, fps=2324 images/s, loss=1.2374, top1-acc=64.16%, top5-acc=90.09%, remaining_time=0:00:05.136820, arrival_time=2021-04-10 01:34:30.109425, cost_time=0:00:16.750520 2021-04-10 01:34:26,067 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=1.97ms, fps=2339 images/s, loss=1.2381, top1-acc=64.17%, top5-acc=90.06%, remaining_time=0:00:04.015296, arrival_time=2021-04-10 01:34:30.083050, cost_time=0:00:17.845745 2021-04-10 01:34:27,162 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=2.26ms, fps=2339 images/s, loss=1.2380, top1-acc=64.12%, top5-acc=90.10%, remaining_time=0:00:02.896790, arrival_time=2021-04-10 01:34:30.059432, cost_time=0:00:18.940578 2021-04-10 01:34:28,269 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.98ms, fps=2314 images/s, loss=1.2403, top1-acc=64.10%, top5-acc=90.05%, remaining_time=0:00:01.782000, arrival_time=2021-04-10 01:34:30.051684, cost_time=0:00:20.047546 2021-04-10 01:34:29,396 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=2.47ms, fps=2274 images/s, loss=1.2402, top1-acc=64.11%, top5-acc=90.07%, remaining_time=0:00:00.668658, arrival_time=2021-04-10 01:34:30.064918, cost_time=0:00:21.174183 2021-04-10 01:34:30,000 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.96ms, fps=2255 images/s, loss=1.2432, top1-acc=64.01%, top5-acc=90.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:30.000052, cost_time=0:00:21.778046 2021-04-10 01:34:30,469 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=11.78ms, fps=5466 images/s, loss=2.0009, top1-acc=49.06%, top5-acc=79.02%, remaining_time=0:00:01.404930, arrival_time=2021-04-10 01:34:31.874668, cost_time=0:00:00.468307 2021-04-10 01:34:30,715 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=0.43ms, fps=10448 images/s, loss=2.0210, top1-acc=49.00%, top5-acc=79.04%, remaining_time=0:00:00.713820, arrival_time=2021-04-10 01:34:31.429090, cost_time=0:00:00.713825 2021-04-10 01:34:31,061 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=23.93ms, fps=7411 images/s, loss=2.0094, top1-acc=48.70%, top5-acc=79.41%, remaining_time=0:00:00.353330, arrival_time=2021-04-10 01:34:31.414852, cost_time=0:00:01.059976 2021-04-10 01:34:31,288 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.07ms, fps=10266 images/s, loss=2.0411, top1-acc=48.59%, top5-acc=79.17%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:31.288152, cost_time=0:00:01.286768 2021-04-10 01:34:31,331 INFO : Epoch=0032 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:04:21.667992, arrival_time=2021-04-10 02:38:52.999192, cost_time=0:12:15.555796 2021-04-10 01:34:31,331 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:34:32,713 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=0.57ms, fps=1853 images/s, loss=1.2347, top1-acc=64.30%, top5-acc=90.35%, remaining_time=0:00:25.694412, arrival_time=2021-04-10 01:34:58.408041, cost_time=0:00:01.381417 2021-04-10 01:34:33,814 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.66ms, fps=2327 images/s, loss=1.2065, top1-acc=64.49%, top5-acc=91.02%, remaining_time=0:00:21.846528, arrival_time=2021-04-10 01:34:55.661282, cost_time=0:00:02.482563 2021-04-10 01:34:34,919 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.22ms, fps=2319 images/s, loss=1.2061, top1-acc=64.53%, top5-acc=90.73%, remaining_time=0:00:19.849118, arrival_time=2021-04-10 01:34:54.768374, cost_time=0:00:03.587199 2021-04-10 01:34:36,023 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.88ms, fps=2321 images/s, loss=1.2108, top1-acc=64.27%, top5-acc=90.80%, remaining_time=0:00:18.294432, arrival_time=2021-04-10 01:34:54.317498, cost_time=0:00:04.690870 2021-04-10 01:34:37,132 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.71ms, fps=2309 images/s, loss=1.2084, top1-acc=64.35%, top5-acc=90.94%, remaining_time=0:00:16.937022, arrival_time=2021-04-10 01:34:54.069566, cost_time=0:00:05.800332 2021-04-10 01:34:38,229 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.44ms, fps=2334 images/s, loss=1.2122, top1-acc=64.23%, top5-acc=90.95%, remaining_time=0:00:15.635104, arrival_time=2021-04-10 01:34:53.865013, cost_time=0:00:06.897854 2021-04-10 01:34:39,326 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.87ms, fps=2337 images/s, loss=1.2141, top1-acc=64.14%, top5-acc=90.89%, remaining_time=0:00:14.388948, arrival_time=2021-04-10 01:34:53.715000, cost_time=0:00:07.993855 2021-04-10 01:34:40,428 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.62ms, fps=2323 images/s, loss=1.2170, top1-acc=64.23%, top5-acc=90.78%, remaining_time=0:00:13.190360, arrival_time=2021-04-10 01:34:53.619180, cost_time=0:00:09.096776 2021-04-10 01:34:41,540 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.98ms, fps=2305 images/s, loss=1.2250, top1-acc=64.10%, top5-acc=90.72%, remaining_time=0:00:12.022732, arrival_time=2021-04-10 01:34:53.562901, cost_time=0:00:10.207976 2021-04-10 01:34:42,641 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.59ms, fps=2326 images/s, loss=1.2233, top1-acc=64.22%, top5-acc=90.73%, remaining_time=0:00:10.856928, arrival_time=2021-04-10 01:34:53.498368, cost_time=0:00:11.309339 2021-04-10 01:34:43,754 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=2.01ms, fps=2303 images/s, loss=1.2264, top1-acc=64.19%, top5-acc=90.71%, remaining_time=0:00:09.711550, arrival_time=2021-04-10 01:34:53.465477, cost_time=0:00:12.421802 2021-04-10 01:34:44,847 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=1.41ms, fps=2342 images/s, loss=1.2267, top1-acc=64.15%, top5-acc=90.64%, remaining_time=0:00:08.559728, arrival_time=2021-04-10 01:34:53.407203, cost_time=0:00:13.515404 2021-04-10 01:34:45,947 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.72ms, fps=2328 images/s, loss=1.2303, top1-acc=64.10%, top5-acc=90.59%, remaining_time=0:00:07.420248, arrival_time=2021-04-10 01:34:53.367993, cost_time=0:00:14.615692 2021-04-10 01:34:47,048 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=2.07ms, fps=2328 images/s, loss=1.2313, top1-acc=64.10%, top5-acc=90.54%, remaining_time=0:00:06.286336, arrival_time=2021-04-10 01:34:53.334325, cost_time=0:00:15.715794 2021-04-10 01:34:48,141 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.80ms, fps=2343 images/s, loss=1.2364, top1-acc=64.02%, top5-acc=90.47%, remaining_time=0:00:05.154852, arrival_time=2021-04-10 01:34:53.296287, cost_time=0:00:16.809329 2021-04-10 01:34:49,238 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.66ms, fps=2334 images/s, loss=1.2360, top1-acc=64.00%, top5-acc=90.44%, remaining_time=0:00:04.029012, arrival_time=2021-04-10 01:34:53.267758, cost_time=0:00:17.906700 2021-04-10 01:34:50,341 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=2.33ms, fps=2323 images/s, loss=1.2373, top1-acc=63.98%, top5-acc=90.39%, remaining_time=0:00:02.907268, arrival_time=2021-04-10 01:34:53.248490, cost_time=0:00:19.009032 2021-04-10 01:34:51,443 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.66ms, fps=2324 images/s, loss=1.2395, top1-acc=63.96%, top5-acc=90.37%, remaining_time=0:00:01.787712, arrival_time=2021-04-10 01:34:53.231498, cost_time=0:00:20.111685 2021-04-10 01:34:52,576 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.80ms, fps=2262 images/s, loss=1.2406, top1-acc=63.95%, top5-acc=90.34%, remaining_time=0:00:00.670872, arrival_time=2021-04-10 01:34:53.247158, cost_time=0:00:21.244239 2021-04-10 01:34:53,166 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.48ms, fps=2307 images/s, loss=1.2410, top1-acc=63.96%, top5-acc=90.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:53.166228, cost_time=0:00:21.834145 2021-04-10 01:34:53,512 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=14.64ms, fps=7440 images/s, loss=2.2173, top1-acc=45.51%, top5-acc=75.47%, remaining_time=0:00:01.032240, arrival_time=2021-04-10 01:34:54.544437, cost_time=0:00:00.344085 2021-04-10 01:34:53,788 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=0.21ms, fps=9297 images/s, loss=2.1561, top1-acc=45.98%, top5-acc=76.00%, remaining_time=0:00:00.619920, arrival_time=2021-04-10 01:34:54.408000, cost_time=0:00:00.619920 2021-04-10 01:34:54,087 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=4.86ms, fps=8564 images/s, loss=2.1514, top1-acc=46.16%, top5-acc=76.08%, remaining_time=0:00:00.306480, arrival_time=2021-04-10 01:34:54.393991, cost_time=0:00:00.919443 2021-04-10 01:34:54,307 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.09ms, fps=10569 images/s, loss=2.1666, top1-acc=46.28%, top5-acc=76.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:54.307380, cost_time=0:00:01.139321 2021-04-10 01:34:54,366 INFO : Epoch=0033 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:03:58.931037, arrival_time=2021-04-10 02:38:53.297612, cost_time=0:12:38.591154 2021-04-10 01:34:54,367 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:34:55,678 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=0.43ms, fps=1953 images/s, loss=1.1789, top1-acc=65.55%, top5-acc=91.33%, remaining_time=0:00:24.376416, arrival_time=2021-04-10 01:35:20.054865, cost_time=0:00:01.310559 2021-04-10 01:34:56,779 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.99ms, fps=2327 images/s, loss=1.1735, top1-acc=65.64%, top5-acc=91.21%, remaining_time=0:00:21.223840, arrival_time=2021-04-10 01:35:18.003453, cost_time=0:00:02.411806 2021-04-10 01:34:57,878 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.88ms, fps=2330 images/s, loss=1.1696, top1-acc=65.86%, top5-acc=91.39%, remaining_time=0:00:19.428308, arrival_time=2021-04-10 01:35:17.307170, cost_time=0:00:03.511128 2021-04-10 01:34:58,978 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.80ms, fps=2330 images/s, loss=1.1756, top1-acc=65.59%, top5-acc=91.38%, remaining_time=0:00:17.980404, arrival_time=2021-04-10 01:35:16.958578, cost_time=0:00:04.610361 2021-04-10 01:35:00,076 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.49ms, fps=2333 images/s, loss=1.1877, top1-acc=65.20%, top5-acc=91.19%, remaining_time=0:00:16.668966, arrival_time=2021-04-10 01:35:16.745310, cost_time=0:00:05.708527 2021-04-10 01:35:01,196 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=2.38ms, fps=2288 images/s, loss=1.1950, top1-acc=65.15%, top5-acc=91.09%, remaining_time=0:00:15.477072, arrival_time=2021-04-10 01:35:16.673074, cost_time=0:00:06.828127 2021-04-10 01:35:02,312 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.73ms, fps=2295 images/s, loss=1.1969, top1-acc=64.99%, top5-acc=91.02%, remaining_time=0:00:14.300244, arrival_time=2021-04-10 01:35:16.612611, cost_time=0:00:07.944551 2021-04-10 01:35:03,411 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.40ms, fps=2331 images/s, loss=1.1981, top1-acc=65.04%, top5-acc=90.95%, remaining_time=0:00:13.113104, arrival_time=2021-04-10 01:35:16.524362, cost_time=0:00:09.043514 2021-04-10 01:35:04,510 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.76ms, fps=2330 images/s, loss=1.1982, top1-acc=65.10%, top5-acc=90.93%, remaining_time=0:00:11.945776, arrival_time=2021-04-10 01:35:16.456337, cost_time=0:00:10.142676 2021-04-10 01:35:05,603 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.62ms, fps=2345 images/s, loss=1.2010, top1-acc=65.04%, top5-acc=90.81%, remaining_time=0:00:10.785792, arrival_time=2021-04-10 01:35:16.388817, cost_time=0:00:11.235218 2021-04-10 01:35:06,702 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=2.35ms, fps=2330 images/s, loss=1.2063, top1-acc=64.94%, top5-acc=90.76%, remaining_time=0:00:09.643352, arrival_time=2021-04-10 01:35:16.345789, cost_time=0:00:12.334567 2021-04-10 01:35:07,805 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.60ms, fps=2323 images/s, loss=1.2069, top1-acc=64.90%, top5-acc=90.71%, remaining_time=0:00:08.510328, arrival_time=2021-04-10 01:35:16.315461, cost_time=0:00:13.437393 2021-04-10 01:35:08,902 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=2.09ms, fps=2334 images/s, loss=1.2096, top1-acc=64.79%, top5-acc=90.67%, remaining_time=0:00:07.379262, arrival_time=2021-04-10 01:35:16.282066, cost_time=0:00:14.534925 2021-04-10 01:35:10,015 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=2.31ms, fps=2302 images/s, loss=1.2135, top1-acc=64.70%, top5-acc=90.57%, remaining_time=0:00:06.259176, arrival_time=2021-04-10 01:35:16.274850, cost_time=0:00:15.647897 2021-04-10 01:35:11,125 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.97ms, fps=2309 images/s, loss=1.2168, top1-acc=64.62%, top5-acc=90.53%, remaining_time=0:00:05.138890, arrival_time=2021-04-10 01:35:16.263982, cost_time=0:00:16.757274 2021-04-10 01:35:12,234 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.48ms, fps=2308 images/s, loss=1.2207, top1-acc=64.53%, top5-acc=90.49%, remaining_time=0:00:04.020120, arrival_time=2021-04-10 01:35:16.255021, cost_time=0:00:17.867163 2021-04-10 01:35:13,327 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.63ms, fps=2345 images/s, loss=1.2218, top1-acc=64.48%, top5-acc=90.45%, remaining_time=0:00:02.899650, arrival_time=2021-04-10 01:35:16.226729, cost_time=0:00:18.959205 2021-04-10 01:35:14,426 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=2.31ms, fps=2330 images/s, loss=1.2251, top1-acc=64.36%, top5-acc=90.37%, remaining_time=0:00:01.783008, arrival_time=2021-04-10 01:35:16.209711, cost_time=0:00:20.058913 2021-04-10 01:35:15,570 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=2.09ms, fps=2240 images/s, loss=1.2287, top1-acc=64.23%, top5-acc=90.34%, remaining_time=0:00:00.669552, arrival_time=2021-04-10 01:35:16.239845, cost_time=0:00:21.202507 2021-04-10 01:35:16,165 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.53ms, fps=2287 images/s, loss=1.2295, top1-acc=64.20%, top5-acc=90.34%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:16.165800, cost_time=0:00:21.797928 2021-04-10 01:35:16,552 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.43ms, fps=6655 images/s, loss=1.9004, top1-acc=51.95%, top5-acc=81.76%, remaining_time=0:00:01.153920, arrival_time=2021-04-10 01:35:17.706249, cost_time=0:00:00.384642 2021-04-10 01:35:16,807 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=0.39ms, fps=10038 images/s, loss=1.9399, top1-acc=51.31%, top5-acc=81.33%, remaining_time=0:00:00.640160, arrival_time=2021-04-10 01:35:17.448008, cost_time=0:00:00.640165 2021-04-10 01:35:17,052 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=0.39ms, fps=10485 images/s, loss=1.9513, top1-acc=50.96%, top5-acc=81.21%, remaining_time=0:00:00.294940, arrival_time=2021-04-10 01:35:17.347537, cost_time=0:00:00.884820 2021-04-10 01:35:17,274 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.07ms, fps=10498 images/s, loss=1.9490, top1-acc=50.78%, top5-acc=81.11%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:17.274163, cost_time=0:00:01.106520 2021-04-10 01:35:17,315 INFO : Epoch=0034 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:03:35.756178, arrival_time=2021-04-10 02:38:53.072018, cost_time=0:13:01.540434 2021-04-10 01:35:17,316 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:35:18,654 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=0.44ms, fps=1915 images/s, loss=1.2462, top1-acc=62.97%, top5-acc=90.59%, remaining_time=0:00:24.868758, arrival_time=2021-04-10 01:35:43.522661, cost_time=0:00:01.337032 2021-04-10 01:35:19,755 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.45ms, fps=2325 images/s, loss=1.2323, top1-acc=63.98%, top5-acc=90.55%, remaining_time=0:00:21.464432, arrival_time=2021-04-10 01:35:41.220299, cost_time=0:00:02.439148 2021-04-10 01:35:20,859 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=2.09ms, fps=2321 images/s, loss=1.2150, top1-acc=64.53%, top5-acc=90.70%, remaining_time=0:00:19.603438, arrival_time=2021-04-10 01:35:40.463087, cost_time=0:00:03.542796 2021-04-10 01:35:21,966 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.46ms, fps=2315 images/s, loss=1.2053, top1-acc=64.79%, top5-acc=90.61%, remaining_time=0:00:18.132348, arrival_time=2021-04-10 01:35:40.098577, cost_time=0:00:04.649336 2021-04-10 01:35:23,066 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.47ms, fps=2329 images/s, loss=1.1923, top1-acc=65.08%, top5-acc=90.87%, remaining_time=0:00:16.789270, arrival_time=2021-04-10 01:35:39.855710, cost_time=0:00:05.749729 2021-04-10 01:35:24,175 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=2.01ms, fps=2310 images/s, loss=1.1903, top1-acc=65.28%, top5-acc=90.84%, remaining_time=0:00:15.546160, arrival_time=2021-04-10 01:35:39.721601, cost_time=0:00:06.858591 2021-04-10 01:35:25,277 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=2.01ms, fps=2324 images/s, loss=1.1951, top1-acc=65.15%, top5-acc=90.91%, remaining_time=0:00:14.329602, arrival_time=2021-04-10 01:35:39.607208, cost_time=0:00:07.960896 2021-04-10 01:35:26,375 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.83ms, fps=2334 images/s, loss=1.2006, top1-acc=64.97%, top5-acc=90.84%, remaining_time=0:00:13.134216, arrival_time=2021-04-10 01:35:39.509141, cost_time=0:00:09.058082 2021-04-10 01:35:27,473 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=2.23ms, fps=2332 images/s, loss=1.2029, top1-acc=64.96%, top5-acc=90.82%, remaining_time=0:00:11.962418, arrival_time=2021-04-10 01:35:39.435980, cost_time=0:00:10.156788 2021-04-10 01:35:28,564 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.49ms, fps=2348 images/s, loss=1.2065, top1-acc=64.83%, top5-acc=90.80%, remaining_time=0:00:10.797984, arrival_time=2021-04-10 01:35:39.362634, cost_time=0:00:11.247874 2021-04-10 01:35:29,673 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.93ms, fps=2310 images/s, loss=1.2079, top1-acc=64.81%, top5-acc=90.75%, remaining_time=0:00:09.660810, arrival_time=2021-04-10 01:35:39.334525, cost_time=0:00:12.356859 2021-04-10 01:35:30,807 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.58ms, fps=2260 images/s, loss=1.2109, top1-acc=64.75%, top5-acc=90.66%, remaining_time=0:00:08.543920, arrival_time=2021-04-10 01:35:39.351204, cost_time=0:00:13.490379 2021-04-10 01:35:31,905 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.41ms, fps=2333 images/s, loss=1.2111, top1-acc=64.79%, top5-acc=90.69%, remaining_time=0:00:07.406586, arrival_time=2021-04-10 01:35:39.312073, cost_time=0:00:14.588709 2021-04-10 01:35:33,015 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=2.24ms, fps=2307 images/s, loss=1.2153, top1-acc=64.70%, top5-acc=90.60%, remaining_time=0:00:06.279560, arrival_time=2021-04-10 01:35:39.295218, cost_time=0:00:15.698855 2021-04-10 01:35:34,111 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.92ms, fps=2337 images/s, loss=1.2175, top1-acc=64.58%, top5-acc=90.61%, remaining_time=0:00:05.150482, arrival_time=2021-04-10 01:35:39.262364, cost_time=0:00:16.795086 2021-04-10 01:35:35,215 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=2.25ms, fps=2322 images/s, loss=1.2213, top1-acc=64.49%, top5-acc=90.58%, remaining_time=0:00:04.027140, arrival_time=2021-04-10 01:35:39.242313, cost_time=0:00:17.898380 2021-04-10 01:35:36,312 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.53ms, fps=2335 images/s, loss=1.2241, top1-acc=64.43%, top5-acc=90.53%, remaining_time=0:00:02.905162, arrival_time=2021-04-10 01:35:39.217309, cost_time=0:00:18.995289 2021-04-10 01:35:37,413 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=2.24ms, fps=2327 images/s, loss=1.2270, top1-acc=64.37%, top5-acc=90.51%, remaining_time=0:00:01.786352, arrival_time=2021-04-10 01:35:39.199580, cost_time=0:00:20.096506 2021-04-10 01:35:38,546 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.83ms, fps=2260 images/s, loss=1.2302, top1-acc=64.27%, top5-acc=90.48%, remaining_time=0:00:00.670410, arrival_time=2021-04-10 01:35:39.216927, cost_time=0:00:21.229724 2021-04-10 01:35:39,134 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=0.08ms, fps=2315 images/s, loss=1.2322, top1-acc=64.27%, top5-acc=90.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:39.134576, cost_time=0:00:21.817868 2021-04-10 01:35:39,471 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.82ms, fps=7634 images/s, loss=2.1918, top1-acc=45.31%, top5-acc=76.48%, remaining_time=0:00:01.005960, arrival_time=2021-04-10 01:35:40.477235, cost_time=0:00:00.335324 2021-04-10 01:35:39,717 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=0.42ms, fps=10407 images/s, loss=2.2327, top1-acc=44.53%, top5-acc=75.82%, remaining_time=0:00:00.581780, arrival_time=2021-04-10 01:35:40.299523, cost_time=0:00:00.581779 2021-04-10 01:35:39,977 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=0.41ms, fps=9892 images/s, loss=2.2330, top1-acc=44.73%, top5-acc=75.78%, remaining_time=0:00:00.280380, arrival_time=2021-04-10 01:35:40.257585, cost_time=0:00:00.841125 2021-04-10 01:35:40,211 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.10ms, fps=9935 images/s, loss=2.2271, top1-acc=44.43%, top5-acc=75.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:40.211644, cost_time=0:00:01.075720 2021-04-10 01:35:40,261 INFO : Epoch=0035 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:03:12.579120, arrival_time=2021-04-10 02:38:52.841002, cost_time=0:13:24.486476 2021-04-10 01:35:40,262 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:35:41,573 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.50ms, fps=1954 images/s, loss=1.1723, top1-acc=65.55%, top5-acc=91.02%, remaining_time=0:00:24.371208, arrival_time=2021-04-10 01:36:05.944294, cost_time=0:00:01.310276 2021-04-10 01:35:42,668 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.99ms, fps=2339 images/s, loss=1.1753, top1-acc=65.82%, top5-acc=91.21%, remaining_time=0:00:21.166816, arrival_time=2021-04-10 01:36:03.835161, cost_time=0:00:02.405322 2021-04-10 01:35:43,769 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=2.01ms, fps=2328 images/s, loss=1.1737, top1-acc=65.77%, top5-acc=91.32%, remaining_time=0:00:19.400918, arrival_time=2021-04-10 01:36:03.169883, cost_time=0:00:03.506183 2021-04-10 01:35:44,878 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=2.25ms, fps=2309 images/s, loss=1.1733, top1-acc=65.60%, top5-acc=91.51%, remaining_time=0:00:18.000372, arrival_time=2021-04-10 01:36:02.878736, cost_time=0:00:04.615496 2021-04-10 01:35:46,001 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.64ms, fps=2281 images/s, loss=1.1702, top1-acc=65.71%, top5-acc=91.50%, remaining_time=0:00:16.757442, arrival_time=2021-04-10 01:36:02.759175, cost_time=0:00:05.738860 2021-04-10 01:35:47,105 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.86ms, fps=2322 images/s, loss=1.1748, top1-acc=65.66%, top5-acc=91.38%, remaining_time=0:00:15.509168, arrival_time=2021-04-10 01:36:02.614185, cost_time=0:00:06.842283 2021-04-10 01:35:48,218 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=2.29ms, fps=2301 images/s, loss=1.1759, top1-acc=65.54%, top5-acc=91.33%, remaining_time=0:00:14.319648, arrival_time=2021-04-10 01:36:02.537833, cost_time=0:00:07.955329 2021-04-10 01:35:49,330 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=2.08ms, fps=2303 images/s, loss=1.1768, top1-acc=65.46%, top5-acc=91.28%, remaining_time=0:00:13.148600, arrival_time=2021-04-10 01:36:02.479390, cost_time=0:00:09.068005 2021-04-10 01:35:50,432 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=2.30ms, fps=2325 images/s, loss=1.1783, top1-acc=65.50%, top5-acc=91.25%, remaining_time=0:00:11.977894, arrival_time=2021-04-10 01:36:02.410622, cost_time=0:00:10.169933 2021-04-10 01:35:51,531 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=3.49ms, fps=2332 images/s, loss=1.1859, top1-acc=65.29%, top5-acc=91.14%, remaining_time=0:00:10.817472, arrival_time=2021-04-10 01:36:02.348479, cost_time=0:00:11.268219 2021-04-10 01:35:52,654 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.69ms, fps=2281 images/s, loss=1.1898, top1-acc=65.28%, top5-acc=91.09%, remaining_time=0:00:09.687642, arrival_time=2021-04-10 01:36:02.341732, cost_time=0:00:12.391223 2021-04-10 01:35:53,769 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=2.20ms, fps=2296 images/s, loss=1.1945, top1-acc=65.17%, top5-acc=91.02%, remaining_time=0:00:08.554332, arrival_time=2021-04-10 01:36:02.324020, cost_time=0:00:13.506889 2021-04-10 01:35:54,868 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.03ms, fps=2331 images/s, loss=1.1994, top1-acc=64.98%, top5-acc=90.98%, remaining_time=0:00:07.415298, arrival_time=2021-04-10 01:36:02.284026, cost_time=0:00:14.605851 2021-04-10 01:35:55,968 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=2.10ms, fps=2330 images/s, loss=1.2002, top1-acc=64.97%, top5-acc=90.99%, remaining_time=0:00:06.282080, arrival_time=2021-04-10 01:36:02.250042, cost_time=0:00:15.705197 2021-04-10 01:35:57,070 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=2.07ms, fps=2324 images/s, loss=1.2074, top1-acc=64.82%, top5-acc=90.88%, remaining_time=0:00:05.154346, arrival_time=2021-04-10 01:36:02.224825, cost_time=0:00:16.807678 2021-04-10 01:35:58,164 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.54ms, fps=2341 images/s, loss=1.2086, top1-acc=64.77%, top5-acc=90.86%, remaining_time=0:00:04.027896, arrival_time=2021-04-10 01:36:02.192317, cost_time=0:00:17.901692 2021-04-10 01:35:59,253 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=2.30ms, fps=2353 images/s, loss=1.2101, top1-acc=64.75%, top5-acc=90.85%, remaining_time=0:00:02.904356, arrival_time=2021-04-10 01:36:02.157314, cost_time=0:00:18.990064 2021-04-10 01:36:00,360 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.51ms, fps=2312 images/s, loss=1.2117, top1-acc=64.71%, top5-acc=90.81%, remaining_time=0:00:01.786496, arrival_time=2021-04-10 01:36:02.147360, cost_time=0:00:20.098112 2021-04-10 01:36:01,494 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.45ms, fps=2259 images/s, loss=1.2114, top1-acc=64.69%, top5-acc=90.80%, remaining_time=0:00:00.670482, arrival_time=2021-04-10 01:36:02.165249, cost_time=0:00:21.231967 2021-04-10 01:36:02,091 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.85ms, fps=2283 images/s, loss=1.2146, top1-acc=64.59%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:02.091084, cost_time=0:00:21.828345 2021-04-10 01:36:02,469 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=7.21ms, fps=6800 images/s, loss=1.6864, top1-acc=54.41%, top5-acc=84.02%, remaining_time=0:00:01.129320, arrival_time=2021-04-10 01:36:03.598625, cost_time=0:00:00.376439 2021-04-10 01:36:02,718 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=0.44ms, fps=10295 images/s, loss=1.7285, top1-acc=53.61%, top5-acc=83.28%, remaining_time=0:00:00.625460, arrival_time=2021-04-10 01:36:03.343786, cost_time=0:00:00.625462 2021-04-10 01:36:03,034 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=0.29ms, fps=8117 images/s, loss=1.7212, top1-acc=54.10%, top5-acc=83.66%, remaining_time=0:00:00.313740, arrival_time=2021-04-10 01:36:03.347935, cost_time=0:00:00.941205 2021-04-10 01:36:03,326 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.11ms, fps=7962 images/s, loss=1.7190, top1-acc=54.00%, top5-acc=83.42%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:03.326186, cost_time=0:00:01.233279 2021-04-10 01:36:03,400 INFO : Epoch=0036 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:02:50.290136, arrival_time=2021-04-10 02:38:53.690201, cost_time=0:13:47.624649 2021-04-10 01:36:03,401 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:36:04,699 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=0.56ms, fps=1973 images/s, loss=1.1962, top1-acc=65.98%, top5-acc=90.98%, remaining_time=0:00:24.134988, arrival_time=2021-04-10 01:36:28.834153, cost_time=0:00:01.297585 2021-04-10 01:36:05,797 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=2.23ms, fps=2333 images/s, loss=1.1847, top1-acc=66.31%, top5-acc=90.88%, remaining_time=0:00:21.083568, arrival_time=2021-04-10 01:36:26.881007, cost_time=0:00:02.395860 2021-04-10 01:36:06,904 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=1.84ms, fps=2316 images/s, loss=1.1883, top1-acc=65.76%, top5-acc=91.03%, remaining_time=0:00:19.379504, arrival_time=2021-04-10 01:36:26.283426, cost_time=0:00:03.502333 2021-04-10 01:36:08,004 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.97ms, fps=2327 images/s, loss=1.1859, top1-acc=65.38%, top5-acc=91.34%, remaining_time=0:00:17.953260, arrival_time=2021-04-10 01:36:25.958178, cost_time=0:00:04.603398 2021-04-10 01:36:09,111 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=2.08ms, fps=2316 images/s, loss=1.1874, top1-acc=65.26%, top5-acc=91.24%, remaining_time=0:00:16.671886, arrival_time=2021-04-10 01:36:25.782861, cost_time=0:00:05.709533 2021-04-10 01:36:10,209 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.98ms, fps=2332 images/s, loss=1.1976, top1-acc=65.21%, top5-acc=90.95%, remaining_time=0:00:15.430424, arrival_time=2021-04-10 01:36:25.639526, cost_time=0:00:06.807558 2021-04-10 01:36:11,313 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.49ms, fps=2320 images/s, loss=1.1977, top1-acc=65.21%, top5-acc=91.02%, remaining_time=0:00:14.241402, arrival_time=2021-04-10 01:36:25.554724, cost_time=0:00:07.911882 2021-04-10 01:36:12,409 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=2.31ms, fps=2337 images/s, loss=1.1913, top1-acc=65.25%, top5-acc=91.07%, remaining_time=0:00:13.061716, arrival_time=2021-04-10 01:36:25.471288, cost_time=0:00:09.008049 2021-04-10 01:36:13,500 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.66ms, fps=2348 images/s, loss=1.1989, top1-acc=65.07%, top5-acc=91.03%, remaining_time=0:00:11.894578, arrival_time=2021-04-10 01:36:25.395197, cost_time=0:00:10.099147 2021-04-10 01:36:14,591 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=2.30ms, fps=2348 images/s, loss=1.1990, top1-acc=65.12%, top5-acc=91.01%, remaining_time=0:00:10.742112, arrival_time=2021-04-10 01:36:25.333356, cost_time=0:00:11.189721 2021-04-10 01:36:15,687 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=2.33ms, fps=2338 images/s, loss=1.1944, top1-acc=65.17%, top5-acc=90.99%, remaining_time=0:00:09.604996, arrival_time=2021-04-10 01:36:25.291965, cost_time=0:00:12.285474 2021-04-10 01:36:16,782 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.82ms, fps=2337 images/s, loss=1.1957, top1-acc=65.02%, top5-acc=90.96%, remaining_time=0:00:08.474912, arrival_time=2021-04-10 01:36:25.257844, cost_time=0:00:13.381450 2021-04-10 01:36:17,880 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.58ms, fps=2335 images/s, loss=1.1941, top1-acc=65.04%, top5-acc=90.95%, remaining_time=0:00:07.350684, arrival_time=2021-04-10 01:36:25.230903, cost_time=0:00:14.478635 2021-04-10 01:36:18,973 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.71ms, fps=2344 images/s, loss=1.1987, top1-acc=64.97%, top5-acc=90.90%, remaining_time=0:00:06.228600, arrival_time=2021-04-10 01:36:25.201660, cost_time=0:00:15.571559 2021-04-10 01:36:20,074 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=2.67ms, fps=2326 images/s, loss=1.1992, top1-acc=64.97%, top5-acc=90.88%, remaining_time=0:00:05.112946, arrival_time=2021-04-10 01:36:25.187105, cost_time=0:00:16.672719 2021-04-10 01:36:21,174 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=2.05ms, fps=2329 images/s, loss=1.1989, top1-acc=64.98%, top5-acc=90.87%, remaining_time=0:00:03.998808, arrival_time=2021-04-10 01:36:25.172816, cost_time=0:00:17.772503 2021-04-10 01:36:22,272 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.02ms, fps=2332 images/s, loss=1.2019, top1-acc=64.95%, top5-acc=90.82%, remaining_time=0:00:02.886156, arrival_time=2021-04-10 01:36:25.158609, cost_time=0:00:18.870961 2021-04-10 01:36:23,380 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=2.07ms, fps=2311 images/s, loss=1.2039, top1-acc=64.91%, top5-acc=90.79%, remaining_time=0:00:01.775936, arrival_time=2021-04-10 01:36:25.156751, cost_time=0:00:19.979337 2021-04-10 01:36:24,478 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.54ms, fps=2333 images/s, loss=1.2070, top1-acc=64.82%, top5-acc=90.76%, remaining_time=0:00:00.665592, arrival_time=2021-04-10 01:36:25.144187, cost_time=0:00:21.077155 2021-04-10 01:36:25,069 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.96ms, fps=2305 images/s, loss=1.2071, top1-acc=64.81%, top5-acc=90.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:25.069085, cost_time=0:00:21.667525 2021-04-10 01:36:25,417 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=3.09ms, fps=7389 images/s, loss=1.9418, top1-acc=50.94%, top5-acc=80.39%, remaining_time=0:00:01.039290, arrival_time=2021-04-10 01:36:26.456881, cost_time=0:00:00.346434 2021-04-10 01:36:25,674 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.82ms, fps=9989 images/s, loss=1.9137, top1-acc=50.98%, top5-acc=80.96%, remaining_time=0:00:00.603200, arrival_time=2021-04-10 01:36:26.277573, cost_time=0:00:00.603202 2021-04-10 01:36:25,936 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=2.51ms, fps=9800 images/s, loss=1.9032, top1-acc=50.85%, top5-acc=81.21%, remaining_time=0:00:00.288310, arrival_time=2021-04-10 01:36:26.224394, cost_time=0:00:00.864933 2021-04-10 01:36:26,163 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.10ms, fps=10228 images/s, loss=1.8959, top1-acc=50.79%, top5-acc=80.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:26.163349, cost_time=0:00:01.092257 2021-04-10 01:36:26,312 INFO : Epoch=0037 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:02:26.960870, arrival_time=2021-04-10 02:38:53.273388, cost_time=0:14:10.537112 2021-04-10 01:36:26,313 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:36:27,705 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=2.20ms, fps=1838 images/s, loss=1.2003, top1-acc=64.53%, top5-acc=91.45%, remaining_time=0:00:25.899756, arrival_time=2021-04-10 01:36:53.605648, cost_time=0:00:01.392458 2021-04-10 01:36:28,804 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.62ms, fps=2331 images/s, loss=1.1732, top1-acc=65.74%, top5-acc=91.72%, remaining_time=0:00:21.923264, arrival_time=2021-04-10 01:36:50.727980, cost_time=0:00:02.491273 2021-04-10 01:36:29,899 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.04ms, fps=2341 images/s, loss=1.1756, top1-acc=65.87%, top5-acc=91.42%, remaining_time=0:00:19.838992, arrival_time=2021-04-10 01:36:49.737909, cost_time=0:00:03.585364 2021-04-10 01:36:31,005 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=2.43ms, fps=2316 images/s, loss=1.1749, top1-acc=66.14%, top5-acc=91.33%, remaining_time=0:00:18.299112, arrival_time=2021-04-10 01:36:49.304574, cost_time=0:00:04.692074 2021-04-10 01:36:32,109 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=1.52ms, fps=2320 images/s, loss=1.1766, top1-acc=65.91%, top5-acc=91.32%, remaining_time=0:00:16.924466, arrival_time=2021-04-10 01:36:49.034008, cost_time=0:00:05.796036 2021-04-10 01:36:33,202 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.55ms, fps=2345 images/s, loss=1.1798, top1-acc=65.70%, top5-acc=91.22%, remaining_time=0:00:15.614432, arrival_time=2021-04-10 01:36:48.816667, cost_time=0:00:06.888714 2021-04-10 01:36:34,297 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=2.11ms, fps=2339 images/s, loss=1.1690, top1-acc=65.90%, top5-acc=91.35%, remaining_time=0:00:14.371308, arrival_time=2021-04-10 01:36:48.668850, cost_time=0:00:07.984034 2021-04-10 01:36:35,397 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.52ms, fps=2329 images/s, loss=1.1676, top1-acc=65.86%, top5-acc=91.36%, remaining_time=0:00:13.171916, arrival_time=2021-04-10 01:36:48.569427, cost_time=0:00:09.084111 2021-04-10 01:36:36,497 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.44ms, fps=2328 images/s, loss=1.1743, top1-acc=65.59%, top5-acc=91.24%, remaining_time=0:00:11.994854, arrival_time=2021-04-10 01:36:48.492688, cost_time=0:00:10.184326 2021-04-10 01:36:37,621 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=11.80ms, fps=2281 images/s, loss=1.1866, top1-acc=65.32%, top5-acc=91.00%, remaining_time=0:00:10.855392, arrival_time=2021-04-10 01:36:48.476540, cost_time=0:00:11.307696 2021-04-10 01:36:38,719 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.49ms, fps=2332 images/s, loss=1.1866, top1-acc=65.35%, top5-acc=90.95%, remaining_time=0:00:09.699252, arrival_time=2021-04-10 01:36:48.418585, cost_time=0:00:12.405970 2021-04-10 01:36:39,822 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.68ms, fps=2322 images/s, loss=1.1898, top1-acc=65.30%, top5-acc=90.94%, remaining_time=0:00:08.555700, arrival_time=2021-04-10 01:36:48.378070, cost_time=0:00:13.509021 2021-04-10 01:36:40,920 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.66ms, fps=2333 images/s, loss=1.1899, top1-acc=65.28%, top5-acc=90.96%, remaining_time=0:00:07.415826, arrival_time=2021-04-10 01:36:48.336191, cost_time=0:00:14.606929 2021-04-10 01:36:42,021 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.67ms, fps=2326 images/s, loss=1.1882, top1-acc=65.34%, top5-acc=90.93%, remaining_time=0:00:06.283256, arrival_time=2021-04-10 01:36:48.304800, cost_time=0:00:15.708160 2021-04-10 01:36:43,116 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.13ms, fps=2340 images/s, loss=1.1900, top1-acc=65.31%, top5-acc=90.89%, remaining_time=0:00:05.152874, arrival_time=2021-04-10 01:36:48.269189, cost_time=0:00:16.802814 2021-04-10 01:36:44,209 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.25ms, fps=2344 images/s, loss=1.1911, top1-acc=65.23%, top5-acc=90.90%, remaining_time=0:00:04.026564, arrival_time=2021-04-10 01:36:48.235797, cost_time=0:00:17.895863 2021-04-10 01:36:45,314 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=2.18ms, fps=2318 images/s, loss=1.1949, top1-acc=65.15%, top5-acc=90.85%, remaining_time=0:00:02.905994, arrival_time=2021-04-10 01:36:48.220137, cost_time=0:00:19.000718 2021-04-10 01:36:46,442 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=2.25ms, fps=2271 images/s, loss=1.1988, top1-acc=65.02%, top5-acc=90.81%, remaining_time=0:00:01.789200, arrival_time=2021-04-10 01:36:48.231204, cost_time=0:00:20.128567 2021-04-10 01:36:47,565 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.34ms, fps=2280 images/s, loss=1.2011, top1-acc=64.97%, top5-acc=90.79%, remaining_time=0:00:00.671112, arrival_time=2021-04-10 01:36:48.236317, cost_time=0:00:21.251838 2021-04-10 01:36:48,161 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.64ms, fps=2283 images/s, loss=1.1990, top1-acc=64.98%, top5-acc=90.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:48.161419, cost_time=0:00:21.847990 2021-04-10 01:36:48,547 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=5.76ms, fps=6660 images/s, loss=1.7973, top1-acc=52.23%, top5-acc=81.64%, remaining_time=0:00:01.153080, arrival_time=2021-04-10 01:36:49.700306, cost_time=0:00:00.384356 2021-04-10 01:36:48,801 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=0.43ms, fps=10102 images/s, loss=1.8169, top1-acc=52.32%, top5-acc=81.93%, remaining_time=0:00:00.638240, arrival_time=2021-04-10 01:36:49.439359, cost_time=0:00:00.638239 2021-04-10 01:36:49,052 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=6.57ms, fps=10211 images/s, loss=1.8277, top1-acc=51.81%, top5-acc=82.02%, remaining_time=0:00:00.296540, arrival_time=2021-04-10 01:36:49.349051, cost_time=0:00:00.889633 2021-04-10 01:36:49,299 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.07ms, fps=9426 images/s, loss=1.8094, top1-acc=51.76%, top5-acc=81.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:49.299229, cost_time=0:00:01.136196 2021-04-10 01:36:49,342 INFO : Epoch=0038 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:02:04.153848, arrival_time=2021-04-10 02:38:53.496207, cost_time=0:14:33.566947 2021-04-10 01:36:49,343 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:36:50,610 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=2.54ms, fps=2021 images/s, loss=1.1484, top1-acc=66.41%, top5-acc=91.99%, remaining_time=0:00:23.566014, arrival_time=2021-04-10 01:37:14.176337, cost_time=0:00:01.266987 2021-04-10 01:36:51,718 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.70ms, fps=2313 images/s, loss=1.1372, top1-acc=66.78%, top5-acc=91.93%, remaining_time=0:00:20.895776, arrival_time=2021-04-10 01:37:12.613664, cost_time=0:00:02.374524 2021-04-10 01:36:52,825 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=2.14ms, fps=2313 images/s, loss=1.1410, top1-acc=66.42%, top5-acc=91.71%, remaining_time=0:00:19.267288, arrival_time=2021-04-10 01:37:12.092737, cost_time=0:00:03.482037 2021-04-10 01:36:53,927 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.69ms, fps=2325 images/s, loss=1.1510, top1-acc=66.17%, top5-acc=91.49%, remaining_time=0:00:17.877132, arrival_time=2021-04-10 01:37:11.804325, cost_time=0:00:04.583871 2021-04-10 01:36:55,030 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.77ms, fps=2323 images/s, loss=1.1548, top1-acc=66.10%, top5-acc=91.36%, remaining_time=0:00:16.605310, arrival_time=2021-04-10 01:37:11.635351, cost_time=0:00:05.686770 2021-04-10 01:36:56,140 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=2.02ms, fps=2307 images/s, loss=1.1533, top1-acc=66.26%, top5-acc=91.25%, remaining_time=0:00:15.405944, arrival_time=2021-04-10 01:37:11.546039, cost_time=0:00:06.796719 2021-04-10 01:36:57,236 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.61ms, fps=2338 images/s, loss=1.1545, top1-acc=66.29%, top5-acc=91.20%, remaining_time=0:00:14.206878, arrival_time=2021-04-10 01:37:11.442825, cost_time=0:00:07.892684 2021-04-10 01:36:58,333 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=2.34ms, fps=2334 images/s, loss=1.1586, top1-acc=66.26%, top5-acc=91.14%, remaining_time=0:00:13.035152, arrival_time=2021-04-10 01:37:11.368184, cost_time=0:00:08.989789 2021-04-10 01:36:59,426 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.67ms, fps=2342 images/s, loss=1.1600, top1-acc=66.13%, top5-acc=91.20%, remaining_time=0:00:11.875710, arrival_time=2021-04-10 01:37:11.302239, cost_time=0:00:10.083189 2021-04-10 01:37:00,527 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=2.72ms, fps=2327 images/s, loss=1.1645, top1-acc=65.93%, top5-acc=91.19%, remaining_time=0:00:10.736640, arrival_time=2021-04-10 01:37:11.263949, cost_time=0:00:11.184013 2021-04-10 01:37:01,645 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.75ms, fps=2290 images/s, loss=1.1633, top1-acc=65.95%, top5-acc=91.20%, remaining_time=0:00:09.618240, arrival_time=2021-04-10 01:37:11.263997, cost_time=0:00:12.302354 2021-04-10 01:37:02,749 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=5.50ms, fps=2321 images/s, loss=1.1692, top1-acc=65.72%, top5-acc=91.16%, remaining_time=0:00:08.490568, arrival_time=2021-04-10 01:37:11.240012, cost_time=0:00:13.406188 2021-04-10 01:37:03,843 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.91ms, fps=2340 images/s, loss=1.1729, top1-acc=65.66%, top5-acc=91.03%, remaining_time=0:00:07.361772, arrival_time=2021-04-10 01:37:11.205538, cost_time=0:00:14.500474 2021-04-10 01:37:04,974 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=2.51ms, fps=2265 images/s, loss=1.1752, top1-acc=65.60%, top5-acc=91.02%, remaining_time=0:00:06.252568, arrival_time=2021-04-10 01:37:11.227354, cost_time=0:00:15.631378 2021-04-10 01:37:06,094 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=6.09ms, fps=2289 images/s, loss=1.1758, top1-acc=65.56%, top5-acc=91.05%, remaining_time=0:00:05.136866, arrival_time=2021-04-10 01:37:11.230813, cost_time=0:00:16.750595 2021-04-10 01:37:07,206 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.13ms, fps=2303 images/s, loss=1.1804, top1-acc=65.53%, top5-acc=91.01%, remaining_time=0:00:04.019112, arrival_time=2021-04-10 01:37:11.225215, cost_time=0:00:17.862779 2021-04-10 01:37:08,315 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=2.01ms, fps=2308 images/s, loss=1.1852, top1-acc=65.41%, top5-acc=90.93%, remaining_time=0:00:02.901678, arrival_time=2021-04-10 01:37:11.217416, cost_time=0:00:18.972446 2021-04-10 01:37:09,416 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.68ms, fps=2327 images/s, loss=1.1874, top1-acc=65.31%, top5-acc=90.90%, remaining_time=0:00:01.784304, arrival_time=2021-04-10 01:37:11.201009, cost_time=0:00:20.073363 2021-04-10 01:37:10,530 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.99ms, fps=2301 images/s, loss=1.1874, top1-acc=65.36%, top5-acc=90.89%, remaining_time=0:00:00.669054, arrival_time=2021-04-10 01:37:11.199165, cost_time=0:00:21.186744 2021-04-10 01:37:11,131 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.75ms, fps=2264 images/s, loss=1.1895, top1-acc=65.25%, top5-acc=90.86%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:11.131467, cost_time=0:00:21.788224 2021-04-10 01:37:11,468 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=3.21ms, fps=7627 images/s, loss=1.8854, top1-acc=50.86%, top5-acc=80.82%, remaining_time=0:00:01.006830, arrival_time=2021-04-10 01:37:12.475479, cost_time=0:00:00.335606 2021-04-10 01:37:11,730 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.45ms, fps=9800 images/s, loss=1.9031, top1-acc=51.23%, top5-acc=80.76%, remaining_time=0:00:00.597800, arrival_time=2021-04-10 01:37:12.328454, cost_time=0:00:00.597794 2021-04-10 01:37:12,002 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=0.35ms, fps=9441 images/s, loss=1.9046, top1-acc=50.91%, top5-acc=81.22%, remaining_time=0:00:00.289820, arrival_time=2021-04-10 01:37:12.292069, cost_time=0:00:00.869445 2021-04-10 01:37:12,218 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.05ms, fps=10758 images/s, loss=1.9086, top1-acc=51.11%, top5-acc=81.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:12.218256, cost_time=0:00:01.085492 2021-04-10 01:37:12,260 INFO : Epoch=0039 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:01:40.873673, arrival_time=2021-04-10 02:38:53.134004, cost_time=0:14:56.484924 2021-04-10 01:37:12,261 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:37:13,576 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=2.08ms, fps=1946 images/s, loss=1.1905, top1-acc=65.51%, top5-acc=90.98%, remaining_time=0:00:24.467184, arrival_time=2021-04-10 01:37:38.043992, cost_time=0:00:01.315444 2021-04-10 01:37:14,670 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.94ms, fps=2343 images/s, loss=1.1661, top1-acc=65.70%, top5-acc=91.39%, remaining_time=0:00:21.195856, arrival_time=2021-04-10 01:37:35.865856, cost_time=0:00:02.408629 2021-04-10 01:37:15,771 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=3.27ms, fps=2326 images/s, loss=1.1706, top1-acc=66.07%, top5-acc=91.41%, remaining_time=0:00:19.422996, arrival_time=2021-04-10 01:37:35.194608, cost_time=0:00:03.510191 2021-04-10 01:37:16,880 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=2.14ms, fps=2311 images/s, loss=1.1661, top1-acc=66.10%, top5-acc=91.39%, remaining_time=0:00:18.013164, arrival_time=2021-04-10 01:37:34.893202, cost_time=0:00:04.618747 2021-04-10 01:37:17,983 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.46ms, fps=2322 images/s, loss=1.1614, top1-acc=66.37%, top5-acc=91.41%, remaining_time=0:00:16.707802, arrival_time=2021-04-10 01:37:34.691059, cost_time=0:00:05.721843 2021-04-10 01:37:19,090 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=2.10ms, fps=2314 images/s, loss=1.1510, top1-acc=66.61%, top5-acc=91.52%, remaining_time=0:00:15.478840, arrival_time=2021-04-10 01:37:34.569181, cost_time=0:00:06.828899 2021-04-10 01:37:20,188 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=2.32ms, fps=2334 images/s, loss=1.1561, top1-acc=66.52%, top5-acc=91.42%, remaining_time=0:00:14.268240, arrival_time=2021-04-10 01:37:34.456422, cost_time=0:00:07.926809 2021-04-10 01:37:21,283 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=2.37ms, fps=2339 images/s, loss=1.1592, top1-acc=66.28%, top5-acc=91.44%, remaining_time=0:00:13.082248, arrival_time=2021-04-10 01:37:34.365794, cost_time=0:00:09.022276 2021-04-10 01:37:22,384 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.53ms, fps=2326 images/s, loss=1.1619, top1-acc=66.20%, top5-acc=91.42%, remaining_time=0:00:11.922986, arrival_time=2021-04-10 01:37:34.307741, cost_time=0:00:10.123316 2021-04-10 01:37:23,489 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.64ms, fps=2320 images/s, loss=1.1634, top1-acc=66.09%, top5-acc=91.46%, remaining_time=0:00:10.778592, arrival_time=2021-04-10 01:37:34.267747, cost_time=0:00:11.227748 2021-04-10 01:37:24,586 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.46ms, fps=2334 images/s, loss=1.1698, top1-acc=65.99%, top5-acc=91.34%, remaining_time=0:00:09.636128, arrival_time=2021-04-10 01:37:34.222645, cost_time=0:00:12.325230 2021-04-10 01:37:25,680 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.68ms, fps=2341 images/s, loss=1.1723, top1-acc=65.87%, top5-acc=91.31%, remaining_time=0:00:08.498852, arrival_time=2021-04-10 01:37:34.179569, cost_time=0:00:13.419280 2021-04-10 01:37:26,780 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.45ms, fps=2330 images/s, loss=1.1767, top1-acc=65.79%, top5-acc=91.21%, remaining_time=0:00:07.371078, arrival_time=2021-04-10 01:37:34.151096, cost_time=0:00:14.518732 2021-04-10 01:37:27,881 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=2.29ms, fps=2325 images/s, loss=1.1791, top1-acc=65.72%, top5-acc=91.19%, remaining_time=0:00:06.248032, arrival_time=2021-04-10 01:37:34.129492, cost_time=0:00:15.620141 2021-04-10 01:37:28,981 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.42ms, fps=2329 images/s, loss=1.1835, top1-acc=65.57%, top5-acc=91.12%, remaining_time=0:00:05.127436, arrival_time=2021-04-10 01:37:34.108770, cost_time=0:00:16.719938 2021-04-10 01:37:30,072 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.10ms, fps=2349 images/s, loss=1.1820, top1-acc=65.61%, top5-acc=91.15%, remaining_time=0:00:04.007412, arrival_time=2021-04-10 01:37:34.079453, cost_time=0:00:17.810770 2021-04-10 01:37:31,169 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.97ms, fps=2335 images/s, loss=1.1831, top1-acc=65.59%, top5-acc=91.13%, remaining_time=0:00:02.891772, arrival_time=2021-04-10 01:37:34.060808, cost_time=0:00:18.907757 2021-04-10 01:37:32,277 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=2.61ms, fps=2311 images/s, loss=1.1838, top1-acc=65.61%, top5-acc=91.08%, remaining_time=0:00:01.779184, arrival_time=2021-04-10 01:37:34.056511, cost_time=0:00:20.015883 2021-04-10 01:37:33,386 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.76ms, fps=2310 images/s, loss=1.1847, top1-acc=65.65%, top5-acc=91.06%, remaining_time=0:00:00.667104, arrival_time=2021-04-10 01:37:34.053486, cost_time=0:00:21.124985 2021-04-10 01:37:33,982 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.59ms, fps=2283 images/s, loss=1.1852, top1-acc=65.63%, top5-acc=91.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:33.982818, cost_time=0:00:21.721506 2021-04-10 01:37:34,357 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=5.24ms, fps=6879 images/s, loss=2.2050, top1-acc=48.24%, top5-acc=78.40%, remaining_time=0:00:01.116330, arrival_time=2021-04-10 01:37:35.473282, cost_time=0:00:00.372113 2021-04-10 01:37:34,615 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=0.23ms, fps=9925 images/s, loss=2.2375, top1-acc=47.44%, top5-acc=77.95%, remaining_time=0:00:00.630620, arrival_time=2021-04-10 01:37:35.245976, cost_time=0:00:00.630623 2021-04-10 01:37:34,853 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=2.87ms, fps=10772 images/s, loss=2.2293, top1-acc=46.76%, top5-acc=78.31%, remaining_time=0:00:00.289550, arrival_time=2021-04-10 01:37:35.143022, cost_time=0:00:00.868642 2021-04-10 01:37:35,116 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.10ms, fps=8847 images/s, loss=2.2137, top1-acc=46.75%, top5-acc=78.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:35.116335, cost_time=0:00:01.131574 2021-04-10 01:37:35,171 INFO : Epoch=0040 complete, best val top1-acc=54.03%, top5-acc=83.82% (epoch=25), remaining_time=1:01:17.583200, arrival_time=2021-04-10 02:38:52.754412, cost_time=0:15:19.395801 2021-04-10 01:37:35,171 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:37:36,479 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=1.69ms, fps=1958 images/s, loss=1.1727, top1-acc=65.90%, top5-acc=91.05%, remaining_time=0:00:24.312804, arrival_time=2021-04-10 01:38:00.792097, cost_time=0:00:01.307142 2021-04-10 01:37:37,584 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.28ms, fps=2317 images/s, loss=1.1469, top1-acc=66.66%, top5-acc=91.35%, remaining_time=0:00:21.230000, arrival_time=2021-04-10 01:37:58.814754, cost_time=0:00:02.412504 2021-04-10 01:37:38,688 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.69ms, fps=2322 images/s, loss=1.1268, top1-acc=67.68%, top5-acc=91.78%, remaining_time=0:00:19.454702, arrival_time=2021-04-10 01:37:58.142847, cost_time=0:00:03.515920 2021-04-10 01:37:39,780 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.80ms, fps=2346 images/s, loss=1.1289, top1-acc=67.25%, top5-acc=91.69%, remaining_time=0:00:17.971668, arrival_time=2021-04-10 01:37:57.751894, cost_time=0:00:04.608138 2021-04-10 01:37:40,878 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.49ms, fps=2331 images/s, loss=1.1313, top1-acc=67.04%, top5-acc=91.95%, remaining_time=0:00:16.663564, arrival_time=2021-04-10 01:37:57.542414, cost_time=0:00:05.706687 2021-04-10 01:37:41,973 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.53ms, fps=2340 images/s, loss=1.1451, top1-acc=66.67%, top5-acc=91.71%, remaining_time=0:00:15.416824, arrival_time=2021-04-10 01:37:57.390425, cost_time=0:00:06.801526 2021-04-10 01:37:43,076 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.64ms, fps=2323 images/s, loss=1.1501, top1-acc=66.51%, top5-acc=91.55%, remaining_time=0:00:14.226912, arrival_time=2021-04-10 01:37:57.302958, cost_time=0:00:07.903825 2021-04-10 01:37:44,169 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=1.1496, top1-acc=66.51%, top5-acc=91.57%, remaining_time=0:00:13.045824, arrival_time=2021-04-10 01:37:57.215051, cost_time=0:00:08.997156 2021-04-10 01:37:45,270 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.56ms, fps=2325 images/s, loss=1.1529, top1-acc=66.41%, top5-acc=91.57%, remaining_time=0:00:11.893836, arrival_time=2021-04-10 01:37:57.164618, cost_time=0:00:10.098575 2021-04-10 01:37:46,422 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.54ms, fps=2225 images/s, loss=1.1578, top1-acc=66.28%, top5-acc=91.50%, remaining_time=0:00:10.800000, arrival_time=2021-04-10 01:37:57.222171, cost_time=0:00:11.249950 2021-04-10 01:37:47,519 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=2.31ms, fps=2335 images/s, loss=1.1610, top1-acc=66.16%, top5-acc=91.44%, remaining_time=0:00:09.653414, arrival_time=2021-04-10 01:37:57.173047, cost_time=0:00:12.347407 2021-04-10 01:37:48,619 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.67ms, fps=2329 images/s, loss=1.1625, top1-acc=66.13%, top5-acc=91.46%, remaining_time=0:00:08.516712, arrival_time=2021-04-10 01:37:57.136210, cost_time=0:00:13.447416 2021-04-10 01:37:49,721 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.50ms, fps=2324 images/s, loss=1.1644, top1-acc=66.16%, top5-acc=91.42%, remaining_time=0:00:07.386588, arrival_time=2021-04-10 01:37:57.108107, cost_time=0:00:14.549365 2021-04-10 01:37:50,817 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=2.06ms, fps=2338 images/s, loss=1.1687, top1-acc=66.05%, top5-acc=91.35%, remaining_time=0:00:06.258000, arrival_time=2021-04-10 01:37:57.075280, cost_time=0:00:15.645060 2021-04-10 01:37:51,922 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=2.29ms, fps=2319 images/s, loss=1.1677, top1-acc=66.03%, top5-acc=91.29%, remaining_time=0:00:05.136682, arrival_time=2021-04-10 01:37:57.058800, cost_time=0:00:16.749977 2021-04-10 01:37:53,027 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.79ms, fps=2318 images/s, loss=1.1708, top1-acc=65.98%, top5-acc=91.23%, remaining_time=0:00:04.017456, arrival_time=2021-04-10 01:37:57.044921, cost_time=0:00:17.855289 2021-04-10 01:37:54,121 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.43ms, fps=2341 images/s, loss=1.1750, top1-acc=65.87%, top5-acc=91.19%, remaining_time=0:00:02.898168, arrival_time=2021-04-10 01:37:57.019900, cost_time=0:00:18.949622 2021-04-10 01:37:55,225 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=2.02ms, fps=2321 images/s, loss=1.1801, top1-acc=65.71%, top5-acc=91.13%, remaining_time=0:00:01.782512, arrival_time=2021-04-10 01:37:57.008123, cost_time=0:00:20.053326 2021-04-10 01:37:56,326 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.33ms, fps=2328 images/s, loss=1.1801, top1-acc=65.72%, top5-acc=91.12%, remaining_time=0:00:00.668028, arrival_time=2021-04-10 01:37:56.994287, cost_time=0:00:21.154190 2021-04-10 01:37:56,917 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.32ms, fps=2301 images/s, loss=1.1795, top1-acc=65.73%, top5-acc=91.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:56.917641, cost_time=0:00:21.745585 2021-04-10 01:37:57,255 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=3.39ms, fps=7601 images/s, loss=1.7434, top1-acc=54.14%, top5-acc=84.18%, remaining_time=0:00:01.010340, arrival_time=2021-04-10 01:37:58.265933, cost_time=0:00:00.336779 2021-04-10 01:37:57,504 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=0.42ms, fps=10331 images/s, loss=1.7599, top1-acc=53.73%, top5-acc=83.59%, remaining_time=0:00:00.584920, arrival_time=2021-04-10 01:37:58.088808, cost_time=0:00:00.584926 2021-04-10 01:37:57,749 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=0.32ms, fps=10449 images/s, loss=1.7289, top1-acc=54.57%, top5-acc=83.79%, remaining_time=0:00:00.276890, arrival_time=2021-04-10 01:37:58.026449, cost_time=0:00:00.830674 2021-04-10 01:37:57,969 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.11ms, fps=10561 images/s, loss=1.7701, top1-acc=54.42%, top5-acc=83.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:57.969702, cost_time=0:00:01.050905 2021-04-10 01:37:58,053 INFO : Epoch=0041 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=1:00:54.199215, arrival_time=2021-04-10 02:38:52.252409, cost_time=0:15:42.277778 2021-04-10 01:37:58,053 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:37:59,369 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=1.48ms, fps=1946 images/s, loss=1.1834, top1-acc=66.17%, top5-acc=91.05%, remaining_time=0:00:24.467184, arrival_time=2021-04-10 01:38:23.836791, cost_time=0:00:01.315439 2021-04-10 01:38:00,527 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=31.47ms, fps=2212 images/s, loss=1.1650, top1-acc=66.48%, top5-acc=91.39%, remaining_time=0:00:21.765920, arrival_time=2021-04-10 01:38:22.293480, cost_time=0:00:02.473390 2021-04-10 01:38:01,629 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=2.43ms, fps=2324 images/s, loss=1.1690, top1-acc=66.13%, top5-acc=91.16%, remaining_time=0:00:19.784378, arrival_time=2021-04-10 01:38:21.414106, cost_time=0:00:03.575496 2021-04-10 01:38:02,728 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=2.65ms, fps=2333 images/s, loss=1.1719, top1-acc=65.83%, top5-acc=91.18%, remaining_time=0:00:18.227820, arrival_time=2021-04-10 01:38:20.955937, cost_time=0:00:04.673807 2021-04-10 01:38:03,836 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.62ms, fps=2313 images/s, loss=1.1638, top1-acc=65.84%, top5-acc=91.34%, remaining_time=0:00:16.884316, arrival_time=2021-04-10 01:38:20.720749, cost_time=0:00:05.782278 2021-04-10 01:38:04,937 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=3.20ms, fps=2328 images/s, loss=1.1572, top1-acc=66.06%, top5-acc=91.40%, remaining_time=0:00:15.600968, arrival_time=2021-04-10 01:38:20.537968, cost_time=0:00:06.882764 2021-04-10 01:38:06,061 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.52ms, fps=2278 images/s, loss=1.1524, top1-acc=66.13%, top5-acc=91.45%, remaining_time=0:00:14.413392, arrival_time=2021-04-10 01:38:20.474986, cost_time=0:00:08.007460 2021-04-10 01:38:07,157 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=2.05ms, fps=2337 images/s, loss=1.1573, top1-acc=65.97%, top5-acc=91.37%, remaining_time=0:00:13.199988, arrival_time=2021-04-10 01:38:20.357592, cost_time=0:00:09.103459 2021-04-10 01:38:08,261 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.71ms, fps=2320 images/s, loss=1.1591, top1-acc=65.95%, top5-acc=91.30%, remaining_time=0:00:12.022308, arrival_time=2021-04-10 01:38:20.284060, cost_time=0:00:10.207583 2021-04-10 01:38:09,360 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.18ms, fps=2332 images/s, loss=1.1595, top1-acc=66.00%, top5-acc=91.28%, remaining_time=0:00:10.853664, arrival_time=2021-04-10 01:38:20.213741, cost_time=0:00:11.305880 2021-04-10 01:38:10,455 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.88ms, fps=2339 images/s, loss=1.1634, top1-acc=65.94%, top5-acc=91.18%, remaining_time=0:00:09.695640, arrival_time=2021-04-10 01:38:20.151247, cost_time=0:00:12.401369 2021-04-10 01:38:11,555 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.14ms, fps=2330 images/s, loss=1.1678, top1-acc=65.81%, top5-acc=91.13%, remaining_time=0:00:08.550760, arrival_time=2021-04-10 01:38:20.106078, cost_time=0:00:13.501236 2021-04-10 01:38:12,664 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.60ms, fps=2309 images/s, loss=1.1706, top1-acc=65.77%, top5-acc=91.08%, remaining_time=0:00:07.417674, arrival_time=2021-04-10 01:38:20.082390, cost_time=0:00:14.610549 2021-04-10 01:38:13,763 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.68ms, fps=2331 images/s, loss=1.1719, top1-acc=65.73%, top5-acc=91.05%, remaining_time=0:00:06.283760, arrival_time=2021-04-10 01:38:20.047272, cost_time=0:00:15.709428 2021-04-10 01:38:14,868 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=2.21ms, fps=2319 images/s, loss=1.1718, top1-acc=65.78%, top5-acc=91.02%, remaining_time=0:00:05.156278, arrival_time=2021-04-10 01:38:20.024439, cost_time=0:00:16.813934 2021-04-10 01:38:15,977 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.31ms, fps=2311 images/s, loss=1.1715, top1-acc=65.79%, top5-acc=91.04%, remaining_time=0:00:04.032648, arrival_time=2021-04-10 01:38:20.009628, cost_time=0:00:17.922819 2021-04-10 01:38:17,077 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.65ms, fps=2327 images/s, loss=1.1739, top1-acc=65.76%, top5-acc=91.00%, remaining_time=0:00:02.909478, arrival_time=2021-04-10 01:38:19.987124, cost_time=0:00:19.023549 2021-04-10 01:38:18,187 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=3.40ms, fps=2308 images/s, loss=1.1761, top1-acc=65.67%, top5-acc=90.98%, remaining_time=0:00:01.789616, arrival_time=2021-04-10 01:38:19.976959, cost_time=0:00:20.133106 2021-04-10 01:38:19,283 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.33ms, fps=2338 images/s, loss=1.1770, top1-acc=65.61%, top5-acc=90.99%, remaining_time=0:00:00.670386, arrival_time=2021-04-10 01:38:19.953498, cost_time=0:00:21.228959 2021-04-10 01:38:19,870 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=0.10ms, fps=2319 images/s, loss=1.1766, top1-acc=65.66%, top5-acc=90.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:19.870166, cost_time=0:00:21.816090 2021-04-10 01:38:20,209 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.44ms, fps=7575 images/s, loss=1.7425, top1-acc=53.71%, top5-acc=82.73%, remaining_time=0:00:01.013730, arrival_time=2021-04-10 01:38:21.223108, cost_time=0:00:00.337911 2021-04-10 01:38:20,450 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=2.06ms, fps=10641 images/s, loss=1.7311, top1-acc=53.67%, top5-acc=83.16%, remaining_time=0:00:00.578960, arrival_time=2021-04-10 01:38:21.029374, cost_time=0:00:00.578960 2021-04-10 01:38:20,692 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=2.90ms, fps=10577 images/s, loss=1.7172, top1-acc=53.97%, top5-acc=83.46%, remaining_time=0:00:00.273820, arrival_time=2021-04-10 01:38:20.966726, cost_time=0:00:00.821450 2021-04-10 01:38:20,918 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.07ms, fps=10285 images/s, loss=1.6752, top1-acc=54.31%, top5-acc=83.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:20.918914, cost_time=0:00:01.047514 2021-04-10 01:38:20,968 INFO : Epoch=0042 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=1:00:30.965294, arrival_time=2021-04-10 02:38:51.934027, cost_time=0:16:05.193307 2021-04-10 01:38:20,969 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:38:22,252 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.89ms, fps=1996 images/s, loss=1.1147, top1-acc=67.70%, top5-acc=92.11%, remaining_time=0:00:23.851338, arrival_time=2021-04-10 01:38:46.103560, cost_time=0:00:01.282330 2021-04-10 01:38:23,385 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=3.22ms, fps=2260 images/s, loss=1.1221, top1-acc=66.99%, top5-acc=92.17%, remaining_time=0:00:21.257984, arrival_time=2021-04-10 01:38:44.643562, cost_time=0:00:02.415690 2021-04-10 01:38:24,490 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=2.61ms, fps=2318 images/s, loss=1.1330, top1-acc=66.71%, top5-acc=92.12%, remaining_time=0:00:19.480764, arrival_time=2021-04-10 01:38:43.971214, cost_time=0:00:03.520631 2021-04-10 01:38:25,584 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=1.1268, top1-acc=66.82%, top5-acc=91.89%, remaining_time=0:00:17.995848, arrival_time=2021-04-10 01:38:43.580151, cost_time=0:00:04.614328 2021-04-10 01:38:26,683 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.99ms, fps=2332 images/s, loss=1.1331, top1-acc=66.67%, top5-acc=91.87%, remaining_time=0:00:16.682544, arrival_time=2021-04-10 01:38:43.365633, cost_time=0:00:05.713221 2021-04-10 01:38:27,779 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.68ms, fps=2337 images/s, loss=1.1340, top1-acc=66.73%, top5-acc=91.85%, remaining_time=0:00:15.433960, arrival_time=2021-04-10 01:38:43.212939, cost_time=0:00:06.809116 2021-04-10 01:38:28,887 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=4.20ms, fps=2312 images/s, loss=1.1347, top1-acc=66.69%, top5-acc=91.71%, remaining_time=0:00:14.250726, arrival_time=2021-04-10 01:38:43.137762, cost_time=0:00:07.917054 2021-04-10 01:38:29,984 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=2.07ms, fps=2334 images/s, loss=1.1350, top1-acc=66.60%, top5-acc=91.71%, remaining_time=0:00:13.071692, arrival_time=2021-04-10 01:38:43.056410, cost_time=0:00:09.014923 2021-04-10 01:38:31,086 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.64ms, fps=2326 images/s, loss=1.1424, top1-acc=66.42%, top5-acc=91.55%, remaining_time=0:00:11.914612, arrival_time=2021-04-10 01:38:43.000641, cost_time=0:00:10.116145 2021-04-10 01:38:32,180 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.28ms, fps=2340 images/s, loss=1.1477, top1-acc=66.31%, top5-acc=91.50%, remaining_time=0:00:10.762176, arrival_time=2021-04-10 01:38:42.942604, cost_time=0:00:11.210608 2021-04-10 01:38:33,277 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=2.36ms, fps=2334 images/s, loss=1.1495, top1-acc=66.35%, top5-acc=91.44%, remaining_time=0:00:09.622454, arrival_time=2021-04-10 01:38:42.900094, cost_time=0:00:12.307788 2021-04-10 01:38:34,373 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.65ms, fps=2337 images/s, loss=1.1511, top1-acc=66.27%, top5-acc=91.43%, remaining_time=0:00:08.488972, arrival_time=2021-04-10 01:38:42.862504, cost_time=0:00:13.403632 2021-04-10 01:38:35,475 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=2.25ms, fps=2324 images/s, loss=1.1488, top1-acc=66.24%, top5-acc=91.48%, remaining_time=0:00:07.364544, arrival_time=2021-04-10 01:38:42.840298, cost_time=0:00:14.505951 2021-04-10 01:38:36,562 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=1.72ms, fps=2357 images/s, loss=1.1513, top1-acc=66.18%, top5-acc=91.46%, remaining_time=0:00:06.237056, arrival_time=2021-04-10 01:38:42.799462, cost_time=0:00:15.592603 2021-04-10 01:38:37,653 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=2.28ms, fps=2347 images/s, loss=1.1556, top1-acc=66.07%, top5-acc=91.37%, remaining_time=0:00:05.116304, arrival_time=2021-04-10 01:38:42.769921, cost_time=0:00:16.683649 2021-04-10 01:38:38,752 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.64ms, fps=2332 images/s, loss=1.1585, top1-acc=66.01%, top5-acc=91.30%, remaining_time=0:00:04.001076, arrival_time=2021-04-10 01:38:42.753428, cost_time=0:00:17.782510 2021-04-10 01:38:39,850 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.58ms, fps=2334 images/s, loss=1.1601, top1-acc=65.94%, top5-acc=91.29%, remaining_time=0:00:02.887560, arrival_time=2021-04-10 01:38:42.737513, cost_time=0:00:18.880152 2021-04-10 01:38:40,959 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.49ms, fps=2310 images/s, loss=1.1628, top1-acc=65.86%, top5-acc=91.24%, remaining_time=0:00:01.776800, arrival_time=2021-04-10 01:38:42.735823, cost_time=0:00:19.989076 2021-04-10 01:38:42,088 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.68ms, fps=2269 images/s, loss=1.1655, top1-acc=65.81%, top5-acc=91.17%, remaining_time=0:00:00.666900, arrival_time=2021-04-10 01:38:42.755179, cost_time=0:00:21.118418 2021-04-10 01:38:42,690 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.80ms, fps=2262 images/s, loss=1.1660, top1-acc=65.80%, top5-acc=91.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:42.690099, cost_time=0:00:21.720255 2021-04-10 01:38:43,051 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.45ms, fps=7129 images/s, loss=2.3052, top1-acc=44.61%, top5-acc=77.50%, remaining_time=0:00:01.077210, arrival_time=2021-04-10 01:38:44.128295, cost_time=0:00:00.359071 2021-04-10 01:38:43,295 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.99ms, fps=10511 images/s, loss=2.3016, top1-acc=44.80%, top5-acc=77.17%, remaining_time=0:00:00.603120, arrival_time=2021-04-10 01:38:43.898207, cost_time=0:00:00.603116 2021-04-10 01:38:43,538 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=2.94ms, fps=10538 images/s, loss=2.3216, top1-acc=44.41%, top5-acc=76.93%, remaining_time=0:00:00.282130, arrival_time=2021-04-10 01:38:43.820530, cost_time=0:00:00.846387 2021-04-10 01:38:43,769 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.06ms, fps=10062 images/s, loss=2.2962, top1-acc=44.70%, top5-acc=77.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:43.769464, cost_time=0:00:01.077445 2021-04-10 01:38:43,813 INFO : Epoch=0043 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=1:00:07.486968, arrival_time=2021-04-10 02:38:51.300222, cost_time=0:16:28.037849 2021-04-10 01:38:43,813 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:38:45,099 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=0.61ms, fps=1992 images/s, loss=1.1030, top1-acc=66.87%, top5-acc=91.87%, remaining_time=0:00:23.906208, arrival_time=2021-04-10 01:39:09.005752, cost_time=0:00:01.285282 2021-04-10 01:38:46,197 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.47ms, fps=2333 images/s, loss=1.1170, top1-acc=66.72%, top5-acc=91.78%, remaining_time=0:00:20.976384, arrival_time=2021-04-10 01:39:07.174228, cost_time=0:00:02.383684 2021-04-10 01:38:47,300 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.56ms, fps=2324 images/s, loss=1.1083, top1-acc=67.43%, top5-acc=91.97%, remaining_time=0:00:19.289034, arrival_time=2021-04-10 01:39:06.589183, cost_time=0:00:03.485977 2021-04-10 01:38:48,400 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.14ms, fps=2333 images/s, loss=1.1128, top1-acc=66.89%, top5-acc=92.08%, remaining_time=0:00:17.884776, arrival_time=2021-04-10 01:39:06.284795, cost_time=0:00:04.585849 2021-04-10 01:38:49,499 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.97ms, fps=2329 images/s, loss=1.1238, top1-acc=66.70%, top5-acc=91.94%, remaining_time=0:00:16.602098, arrival_time=2021-04-10 01:39:06.101920, cost_time=0:00:05.685667 2021-04-10 01:38:50,604 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.63ms, fps=2320 images/s, loss=1.1309, top1-acc=66.49%, top5-acc=91.84%, remaining_time=0:00:15.390304, arrival_time=2021-04-10 01:39:05.994353, cost_time=0:00:06.789839 2021-04-10 01:38:51,694 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.67ms, fps=2350 images/s, loss=1.1335, top1-acc=66.61%, top5-acc=91.69%, remaining_time=0:00:14.184198, arrival_time=2021-04-10 01:39:05.878429, cost_time=0:00:07.880097 2021-04-10 01:38:52,799 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=2.17ms, fps=2317 images/s, loss=1.1340, top1-acc=66.63%, top5-acc=91.67%, remaining_time=0:00:13.029004, arrival_time=2021-04-10 01:39:05.828759, cost_time=0:00:08.985535 2021-04-10 01:38:53,928 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=2.10ms, fps=2270 images/s, loss=1.1385, top1-acc=66.51%, top5-acc=91.75%, remaining_time=0:00:11.912068, arrival_time=2021-04-10 01:39:05.840226, cost_time=0:00:10.113989 2021-04-10 01:38:55,028 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.45ms, fps=2329 images/s, loss=1.1453, top1-acc=66.42%, top5-acc=91.60%, remaining_time=0:00:10.765536, arrival_time=2021-04-10 01:39:05.793691, cost_time=0:00:11.214062 2021-04-10 01:38:56,126 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.70ms, fps=2332 images/s, loss=1.1439, top1-acc=66.50%, top5-acc=91.61%, remaining_time=0:00:09.625980, arrival_time=2021-04-10 01:39:05.752586, cost_time=0:00:12.312319 2021-04-10 01:38:57,234 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=2.03ms, fps=2313 images/s, loss=1.1450, top1-acc=66.52%, top5-acc=91.56%, remaining_time=0:00:08.499460, arrival_time=2021-04-10 01:39:05.733739, cost_time=0:00:13.420144 2021-04-10 01:38:58,328 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.64ms, fps=2341 images/s, loss=1.1468, top1-acc=66.51%, top5-acc=91.53%, remaining_time=0:00:07.368834, arrival_time=2021-04-10 01:39:05.697292, cost_time=0:00:14.514364 2021-04-10 01:38:59,430 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=2.10ms, fps=2325 images/s, loss=1.1478, top1-acc=66.44%, top5-acc=91.48%, remaining_time=0:00:06.246408, arrival_time=2021-04-10 01:39:05.676742, cost_time=0:00:15.616078 2021-04-10 01:39:00,570 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=2.18ms, fps=2248 images/s, loss=1.1496, top1-acc=66.35%, top5-acc=91.45%, remaining_time=0:00:05.138476, arrival_time=2021-04-10 01:39:05.708563, cost_time=0:00:16.755922 2021-04-10 01:39:01,666 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.47ms, fps=2336 images/s, loss=1.1521, top1-acc=66.27%, top5-acc=91.44%, remaining_time=0:00:04.016844, arrival_time=2021-04-10 01:39:05.683637, cost_time=0:00:17.852700 2021-04-10 01:39:02,773 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=2.42ms, fps=2315 images/s, loss=1.1548, top1-acc=66.17%, top5-acc=91.41%, remaining_time=0:00:02.899624, arrival_time=2021-04-10 01:39:05.673017, cost_time=0:00:18.959142 2021-04-10 01:39:03,883 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=2.70ms, fps=2310 images/s, loss=1.1571, top1-acc=66.09%, top5-acc=91.38%, remaining_time=0:00:01.783856, arrival_time=2021-04-10 01:39:05.666779, cost_time=0:00:20.068446 2021-04-10 01:39:04,986 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.72ms, fps=2323 images/s, loss=1.1597, top1-acc=66.02%, top5-acc=91.34%, remaining_time=0:00:00.668592, arrival_time=2021-04-10 01:39:05.654768, cost_time=0:00:21.172010 2021-04-10 01:39:05,587 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=0.10ms, fps=2263 images/s, loss=1.1627, top1-acc=65.96%, top5-acc=91.30%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:05.587845, cost_time=0:00:21.773591 2021-04-10 01:39:05,948 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.40ms, fps=7141 images/s, loss=1.9260, top1-acc=52.42%, top5-acc=80.74%, remaining_time=0:00:01.075350, arrival_time=2021-04-10 01:39:07.023882, cost_time=0:00:00.358449 2021-04-10 01:39:06,200 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=0.33ms, fps=10196 images/s, loss=1.9417, top1-acc=51.35%, top5-acc=80.61%, remaining_time=0:00:00.610240, arrival_time=2021-04-10 01:39:06.810482, cost_time=0:00:00.610249 2021-04-10 01:39:06,471 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=0.19ms, fps=9472 images/s, loss=1.9211, top1-acc=51.47%, top5-acc=81.17%, remaining_time=0:00:00.293670, arrival_time=2021-04-10 01:39:06.764634, cost_time=0:00:00.881013 2021-04-10 01:39:06,705 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.20ms, fps=9926 images/s, loss=1.9174, top1-acc=51.36%, top5-acc=81.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:06.705146, cost_time=0:00:01.115089 2021-04-10 01:39:06,762 INFO : Epoch=0044 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=0:59:44.410284, arrival_time=2021-04-10 02:38:51.173206, cost_time=0:16:50.987500 2021-04-10 01:39:06,764 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:39:08,101 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.61ms, fps=1915 images/s, loss=1.1408, top1-acc=65.51%, top5-acc=91.33%, remaining_time=0:00:24.860574, arrival_time=2021-04-10 01:39:32.961524, cost_time=0:00:01.336591 2021-04-10 01:39:09,210 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.53ms, fps=2310 images/s, loss=1.1485, top1-acc=65.86%, top5-acc=91.78%, remaining_time=0:00:21.523920, arrival_time=2021-04-10 01:39:30.734190, cost_time=0:00:02.445903 2021-04-10 01:39:10,313 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=2.73ms, fps=2323 images/s, loss=1.1558, top1-acc=66.02%, top5-acc=91.80%, remaining_time=0:00:19.635808, arrival_time=2021-04-10 01:39:29.948757, cost_time=0:00:03.548639 2021-04-10 01:39:11,428 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.16ms, fps=2297 images/s, loss=1.1421, top1-acc=66.29%, top5-acc=91.93%, remaining_time=0:00:18.190848, arrival_time=2021-04-10 01:39:29.619584, cost_time=0:00:04.664331 2021-04-10 01:39:12,532 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.95ms, fps=2321 images/s, loss=1.1372, top1-acc=66.55%, top5-acc=91.89%, remaining_time=0:00:16.843874, arrival_time=2021-04-10 01:39:29.376695, cost_time=0:00:05.768442 2021-04-10 01:39:13,633 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.94ms, fps=2329 images/s, loss=1.1388, top1-acc=66.57%, top5-acc=91.84%, remaining_time=0:00:15.569280, arrival_time=2021-04-10 01:39:29.202364, cost_time=0:00:06.868791 2021-04-10 01:39:14,727 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.97ms, fps=2340 images/s, loss=1.1365, top1-acc=66.63%, top5-acc=91.76%, remaining_time=0:00:14.333886, arrival_time=2021-04-10 01:39:29.061520, cost_time=0:00:07.963304 2021-04-10 01:39:15,823 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=1.1381, top1-acc=66.60%, top5-acc=91.67%, remaining_time=0:00:13.136188, arrival_time=2021-04-10 01:39:28.960022, cost_time=0:00:09.059457 2021-04-10 01:39:16,918 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.64ms, fps=2339 images/s, loss=1.1411, top1-acc=66.43%, top5-acc=91.59%, remaining_time=0:00:11.959980, arrival_time=2021-04-10 01:39:28.878910, cost_time=0:00:10.154665 2021-04-10 01:39:18,017 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.95ms, fps=2332 images/s, loss=1.1408, top1-acc=66.35%, top5-acc=91.67%, remaining_time=0:00:10.802784, arrival_time=2021-04-10 01:39:28.820019, cost_time=0:00:11.252913 2021-04-10 01:39:19,114 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=2.07ms, fps=2334 images/s, loss=1.1389, top1-acc=66.45%, top5-acc=91.64%, remaining_time=0:00:09.655650, arrival_time=2021-04-10 01:39:28.770163, cost_time=0:00:12.350240 2021-04-10 01:39:20,211 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=2.29ms, fps=2336 images/s, loss=1.1384, top1-acc=66.49%, top5-acc=91.60%, remaining_time=0:00:08.516180, arrival_time=2021-04-10 01:39:28.727119, cost_time=0:00:13.446588 2021-04-10 01:39:21,311 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=2.27ms, fps=2327 images/s, loss=1.1414, top1-acc=66.48%, top5-acc=91.53%, remaining_time=0:00:07.385664, arrival_time=2021-04-10 01:39:28.697380, cost_time=0:00:14.547480 2021-04-10 01:39:22,415 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=2.98ms, fps=2320 images/s, loss=1.1433, top1-acc=66.49%, top5-acc=91.46%, remaining_time=0:00:06.260464, arrival_time=2021-04-10 01:39:28.675995, cost_time=0:00:15.651146 2021-04-10 01:39:23,520 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.96ms, fps=2319 images/s, loss=1.1463, top1-acc=66.39%, top5-acc=91.46%, remaining_time=0:00:05.138568, arrival_time=2021-04-10 01:39:28.659095, cost_time=0:00:16.756211 2021-04-10 01:39:24,620 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=2.02ms, fps=2330 images/s, loss=1.1495, top1-acc=66.31%, top5-acc=91.40%, remaining_time=0:00:04.017600, arrival_time=2021-04-10 01:39:28.637945, cost_time=0:00:17.856061 2021-04-10 01:39:25,717 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.67ms, fps=2335 images/s, loss=1.1514, top1-acc=66.25%, top5-acc=91.36%, remaining_time=0:00:02.898714, arrival_time=2021-04-10 01:39:28.616196, cost_time=0:00:18.953168 2021-04-10 01:39:26,817 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=2.02ms, fps=2329 images/s, loss=1.1516, top1-acc=66.24%, top5-acc=91.38%, remaining_time=0:00:01.782480, arrival_time=2021-04-10 01:39:28.599654, cost_time=0:00:20.052865 2021-04-10 01:39:27,923 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.45ms, fps=2316 images/s, loss=1.1551, top1-acc=66.20%, top5-acc=91.30%, remaining_time=0:00:00.668172, arrival_time=2021-04-10 01:39:28.591258, cost_time=0:00:21.158848 2021-04-10 01:39:28,514 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=0.08ms, fps=2302 images/s, loss=1.1561, top1-acc=66.22%, top5-acc=91.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:28.514374, cost_time=0:00:21.750152 2021-04-10 01:39:28,862 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=2.27ms, fps=7374 images/s, loss=1.7159, top1-acc=54.14%, top5-acc=83.87%, remaining_time=0:00:01.041480, arrival_time=2021-04-10 01:39:29.904326, cost_time=0:00:00.347157 2021-04-10 01:39:29,105 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=0.22ms, fps=10595 images/s, loss=1.7461, top1-acc=53.65%, top5-acc=83.32%, remaining_time=0:00:00.589580, arrival_time=2021-04-10 01:39:29.694766, cost_time=0:00:00.589580 2021-04-10 01:39:29,377 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=0.44ms, fps=9415 images/s, loss=1.7888, top1-acc=53.19%, top5-acc=82.68%, remaining_time=0:00:00.287340, arrival_time=2021-04-10 01:39:29.664936, cost_time=0:00:00.862023 2021-04-10 01:39:29,617 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.12ms, fps=9691 images/s, loss=1.7857, top1-acc=52.97%, top5-acc=82.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:29.617483, cost_time=0:00:01.101947 2021-04-10 01:39:29,661 INFO : Epoch=0045 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=0:59:21.163440, arrival_time=2021-04-10 02:38:50.825006, cost_time=0:17:13.886153 2021-04-10 01:39:29,662 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:39:30,978 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=0.45ms, fps=1946 images/s, loss=1.1182, top1-acc=66.91%, top5-acc=92.34%, remaining_time=0:00:24.471462, arrival_time=2021-04-10 01:39:55.449725, cost_time=0:00:01.315672 2021-04-10 01:39:32,081 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.99ms, fps=2323 images/s, loss=1.1052, top1-acc=67.23%, top5-acc=92.48%, remaining_time=0:00:21.283504, arrival_time=2021-04-10 01:39:53.364623, cost_time=0:00:02.418581 2021-04-10 01:39:33,185 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.06ms, fps=2320 images/s, loss=1.0980, top1-acc=67.21%, top5-acc=92.41%, remaining_time=0:00:19.492550, arrival_time=2021-04-10 01:39:52.677887, cost_time=0:00:03.522741 2021-04-10 01:39:34,289 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=2.31ms, fps=2321 images/s, loss=1.1033, top1-acc=67.25%, top5-acc=92.38%, remaining_time=0:00:18.043272, arrival_time=2021-04-10 01:39:52.332236, cost_time=0:00:04.626463 2021-04-10 01:39:35,388 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.76ms, fps=2329 images/s, loss=1.1080, top1-acc=67.29%, top5-acc=92.20%, remaining_time=0:00:16.720942, arrival_time=2021-04-10 01:39:52.109850, cost_time=0:00:05.726366 2021-04-10 01:39:36,485 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=2.05ms, fps=2336 images/s, loss=1.1162, top1-acc=67.32%, top5-acc=92.03%, remaining_time=0:00:15.465648, arrival_time=2021-04-10 01:39:51.951344, cost_time=0:00:06.823074 2021-04-10 01:39:37,582 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=2.41ms, fps=2336 images/s, loss=1.1165, top1-acc=67.22%, top5-acc=92.06%, remaining_time=0:00:14.255766, arrival_time=2021-04-10 01:39:51.838212, cost_time=0:00:07.919836 2021-04-10 01:39:38,689 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=8.73ms, fps=2314 images/s, loss=1.1191, top1-acc=67.15%, top5-acc=92.04%, remaining_time=0:00:13.089324, arrival_time=2021-04-10 01:39:51.779123, cost_time=0:00:09.027136 2021-04-10 01:39:39,793 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=2.04ms, fps=2323 images/s, loss=1.1208, top1-acc=67.04%, top5-acc=91.92%, remaining_time=0:00:11.931466, arrival_time=2021-04-10 01:39:51.724467, cost_time=0:00:10.130469 2021-04-10 01:39:40,901 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=2.29ms, fps=2311 images/s, loss=1.1240, top1-acc=66.87%, top5-acc=91.89%, remaining_time=0:00:10.789056, arrival_time=2021-04-10 01:39:51.690344, cost_time=0:00:11.238623 2021-04-10 01:39:41,993 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=2.20ms, fps=2345 images/s, loss=1.1266, top1-acc=66.93%, top5-acc=91.83%, remaining_time=0:00:09.640858, arrival_time=2021-04-10 01:39:51.634598, cost_time=0:00:12.331277 2021-04-10 01:39:43,087 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.67ms, fps=2341 images/s, loss=1.1256, top1-acc=66.90%, top5-acc=91.84%, remaining_time=0:00:08.502500, arrival_time=2021-04-10 01:39:51.590197, cost_time=0:00:13.425055 2021-04-10 01:39:44,178 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.59ms, fps=2349 images/s, loss=1.1284, top1-acc=66.85%, top5-acc=91.80%, remaining_time=0:00:07.369494, arrival_time=2021-04-10 01:39:51.547692, cost_time=0:00:14.515693 2021-04-10 01:39:45,304 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=2.27ms, fps=2274 images/s, loss=1.1342, top1-acc=66.76%, top5-acc=91.73%, remaining_time=0:00:06.256880, arrival_time=2021-04-10 01:39:51.561648, cost_time=0:00:15.642211 2021-04-10 01:39:46,405 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.81ms, fps=2326 images/s, loss=1.1340, top1-acc=66.73%, top5-acc=91.71%, remaining_time=0:00:05.134612, arrival_time=2021-04-10 01:39:51.540442, cost_time=0:00:16.743301 2021-04-10 01:39:47,500 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.89ms, fps=2341 images/s, loss=1.1374, top1-acc=66.67%, top5-acc=91.68%, remaining_time=0:00:04.013460, arrival_time=2021-04-10 01:39:51.513716, cost_time=0:00:17.837638 2021-04-10 01:39:48,596 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.33ms, fps=2338 images/s, loss=1.1435, top1-acc=66.53%, top5-acc=91.59%, remaining_time=0:00:02.895724, arrival_time=2021-04-10 01:39:51.491873, cost_time=0:00:18.933617 2021-04-10 01:39:49,689 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=1.91ms, fps=2343 images/s, loss=1.1461, top1-acc=66.47%, top5-acc=91.53%, remaining_time=0:00:01.780160, arrival_time=2021-04-10 01:39:51.469480, cost_time=0:00:20.026851 2021-04-10 01:39:50,807 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=2.05ms, fps=2290 images/s, loss=1.1489, top1-acc=66.41%, top5-acc=91.48%, remaining_time=0:00:00.667740, arrival_time=2021-04-10 01:39:51.475440, cost_time=0:00:21.145159 2021-04-10 01:39:51,405 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.74ms, fps=2277 images/s, loss=1.1503, top1-acc=66.39%, top5-acc=91.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:51.405484, cost_time=0:00:21.742999 2021-04-10 01:39:51,761 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=15.82ms, fps=7223 images/s, loss=1.7398, top1-acc=53.79%, top5-acc=83.20%, remaining_time=0:00:01.063260, arrival_time=2021-04-10 01:39:52.825109, cost_time=0:00:00.354419 2021-04-10 01:39:52,022 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=0.39ms, fps=9842 images/s, loss=1.7707, top1-acc=53.03%, top5-acc=82.70%, remaining_time=0:00:00.614940, arrival_time=2021-04-10 01:39:52.637442, cost_time=0:00:00.614949 2021-04-10 01:39:52,273 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=4.50ms, fps=10224 images/s, loss=1.7815, top1-acc=53.20%, top5-acc=82.25%, remaining_time=0:00:00.288680, arrival_time=2021-04-10 01:39:52.562145, cost_time=0:00:00.866039 2021-04-10 01:39:52,509 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.10ms, fps=9838 images/s, loss=1.8055, top1-acc=52.96%, top5-acc=81.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:52.509711, cost_time=0:00:01.102273 2021-04-10 01:39:52,603 INFO : Epoch=0046 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=0:58:58.077466, arrival_time=2021-04-10 02:38:50.681230, cost_time=0:17:36.828324 2021-04-10 01:39:52,605 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:39:54,012 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=0.80ms, fps=1820 images/s, loss=1.1445, top1-acc=66.76%, top5-acc=91.33%, remaining_time=0:00:26.164248, arrival_time=2021-04-10 01:40:20.176409, cost_time=0:00:01.406677 2021-04-10 01:39:55,141 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=2.08ms, fps=2269 images/s, loss=1.1244, top1-acc=66.84%, top5-acc=91.64%, remaining_time=0:00:22.312576, arrival_time=2021-04-10 01:40:17.453714, cost_time=0:00:02.535529 2021-04-10 01:39:56,248 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.67ms, fps=2314 images/s, loss=1.1259, top1-acc=66.86%, top5-acc=91.65%, remaining_time=0:00:20.157048, arrival_time=2021-04-10 01:40:16.405417, cost_time=0:00:03.642829 2021-04-10 01:39:57,349 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=2.10ms, fps=2327 images/s, loss=1.1232, top1-acc=67.02%, top5-acc=91.84%, remaining_time=0:00:18.501288, arrival_time=2021-04-10 01:40:15.850928, cost_time=0:00:04.743931 2021-04-10 01:39:58,447 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=1.89ms, fps=2333 images/s, loss=1.1344, top1-acc=66.66%, top5-acc=91.67%, remaining_time=0:00:17.060246, arrival_time=2021-04-10 01:40:15.508193, cost_time=0:00:05.842536 2021-04-10 01:39:59,541 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.88ms, fps=2342 images/s, loss=1.1308, top1-acc=66.84%, top5-acc=91.63%, remaining_time=0:00:15.721600, arrival_time=2021-04-10 01:40:15.263143, cost_time=0:00:06.935987 2021-04-10 01:40:00,666 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=2.01ms, fps=2278 images/s, loss=1.1290, top1-acc=66.91%, top5-acc=91.62%, remaining_time=0:00:14.509530, arrival_time=2021-04-10 01:40:15.175834, cost_time=0:00:08.060841 2021-04-10 01:40:01,767 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=2.14ms, fps=2325 images/s, loss=1.1311, top1-acc=66.76%, top5-acc=91.59%, remaining_time=0:00:13.285480, arrival_time=2021-04-10 01:40:15.053339, cost_time=0:00:09.162366 2021-04-10 01:40:02,866 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=2.04ms, fps=2332 images/s, loss=1.1327, top1-acc=66.71%, top5-acc=91.62%, remaining_time=0:00:12.085166, arrival_time=2021-04-10 01:40:14.951546, cost_time=0:00:10.260978 2021-04-10 01:40:03,962 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.19ms, fps=2337 images/s, loss=1.1314, top1-acc=66.82%, top5-acc=91.69%, remaining_time=0:00:10.902336, arrival_time=2021-04-10 01:40:14.864546, cost_time=0:00:11.356649 2021-04-10 01:40:05,061 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=2.25ms, fps=2330 images/s, loss=1.1301, top1-acc=66.82%, top5-acc=91.68%, remaining_time=0:00:09.738554, arrival_time=2021-04-10 01:40:14.800262, cost_time=0:00:12.456305 2021-04-10 01:40:06,152 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.53ms, fps=2349 images/s, loss=1.1340, top1-acc=66.72%, top5-acc=91.67%, remaining_time=0:00:08.579640, arrival_time=2021-04-10 01:40:14.731862, cost_time=0:00:13.546743 2021-04-10 01:40:07,271 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=2.13ms, fps=2288 images/s, loss=1.1329, top1-acc=66.71%, top5-acc=91.70%, remaining_time=0:00:07.445856, arrival_time=2021-04-10 01:40:14.717571, cost_time=0:00:14.666138 2021-04-10 01:40:08,378 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=2.23ms, fps=2314 images/s, loss=1.1354, top1-acc=66.68%, top5-acc=91.64%, remaining_time=0:00:06.309296, arrival_time=2021-04-10 01:40:14.688115, cost_time=0:00:15.773261 2021-04-10 01:40:09,491 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.84ms, fps=2302 images/s, loss=1.1385, top1-acc=66.68%, top5-acc=91.60%, remaining_time=0:00:05.178404, arrival_time=2021-04-10 01:40:14.670058, cost_time=0:00:16.886106 2021-04-10 01:40:10,594 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.71ms, fps=2323 images/s, loss=1.1404, top1-acc=66.62%, top5-acc=91.61%, remaining_time=0:00:04.047516, arrival_time=2021-04-10 01:40:14.641996, cost_time=0:00:17.988985 2021-04-10 01:40:11,691 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.61ms, fps=2336 images/s, loss=1.1438, top1-acc=66.50%, top5-acc=91.57%, remaining_time=0:00:02.918968, arrival_time=2021-04-10 01:40:14.609929, cost_time=0:00:19.085478 2021-04-10 01:40:12,794 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=2.04ms, fps=2321 images/s, loss=1.1454, top1-acc=66.46%, top5-acc=91.54%, remaining_time=0:00:01.794608, arrival_time=2021-04-10 01:40:14.589338, cost_time=0:00:20.189261 2021-04-10 01:40:13,900 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.44ms, fps=2318 images/s, loss=1.1466, top1-acc=66.36%, top5-acc=91.56%, remaining_time=0:00:00.672450, arrival_time=2021-04-10 01:40:14.572346, cost_time=0:00:21.294330 2021-04-10 01:40:14,507 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=0.11ms, fps=2242 images/s, loss=1.1465, top1-acc=66.36%, top5-acc=91.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:14.507320, cost_time=0:00:21.901870 2021-04-10 01:40:14,896 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=5.91ms, fps=6614 images/s, loss=1.8950, top1-acc=51.33%, top5-acc=80.94%, remaining_time=0:00:01.161120, arrival_time=2021-04-10 01:40:16.057502, cost_time=0:00:00.387036 2021-04-10 01:40:15,149 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=2.69ms, fps=10128 images/s, loss=1.9128, top1-acc=51.27%, top5-acc=80.94%, remaining_time=0:00:00.640300, arrival_time=2021-04-10 01:40:15.789991, cost_time=0:00:00.640307 2021-04-10 01:40:15,426 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=0.34ms, fps=9270 images/s, loss=1.8990, top1-acc=51.71%, top5-acc=81.12%, remaining_time=0:00:00.305690, arrival_time=2021-04-10 01:40:15.732065, cost_time=0:00:00.917064 2021-04-10 01:40:15,661 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.09ms, fps=9895 images/s, loss=1.9118, top1-acc=51.69%, top5-acc=80.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:15.661219, cost_time=0:00:01.151891 2021-04-10 01:40:15,715 INFO : Epoch=0047 complete, best val top1-acc=54.42%, top5-acc=83.62% (epoch=41), remaining_time=0:58:35.550156, arrival_time=2021-04-10 02:38:51.265796, cost_time=0:17:59.940233 2021-04-10 01:40:15,716 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:40:16,993 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=2.57ms, fps=2005 images/s, loss=1.1512, top1-acc=65.98%, top5-acc=92.70%, remaining_time=0:00:23.747178, arrival_time=2021-04-10 01:40:40.740517, cost_time=0:00:01.276732 2021-04-10 01:40:18,092 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.97ms, fps=2332 images/s, loss=1.1374, top1-acc=66.86%, top5-acc=91.99%, remaining_time=0:00:20.902816, arrival_time=2021-04-10 01:40:38.994767, cost_time=0:00:02.375330 2021-04-10 01:40:19,192 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=2.30ms, fps=2328 images/s, loss=1.1166, top1-acc=67.32%, top5-acc=92.21%, remaining_time=0:00:19.232096, arrival_time=2021-04-10 01:40:38.424388, cost_time=0:00:03.475684 2021-04-10 01:40:20,297 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=2.33ms, fps=2318 images/s, loss=1.1026, top1-acc=67.61%, top5-acc=92.29%, remaining_time=0:00:17.864808, arrival_time=2021-04-10 01:40:38.162138, cost_time=0:00:04.580703 2021-04-10 01:40:21,400 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=2.32ms, fps=2323 images/s, loss=1.1017, top1-acc=67.66%, top5-acc=92.20%, remaining_time=0:00:16.595528, arrival_time=2021-04-10 01:40:37.995483, cost_time=0:00:05.683415 2021-04-10 01:40:22,499 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.47ms, fps=2329 images/s, loss=1.0972, top1-acc=67.77%, top5-acc=92.26%, remaining_time=0:00:15.374392, arrival_time=2021-04-10 01:40:37.873924, cost_time=0:00:06.782849 2021-04-10 01:40:23,590 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.67ms, fps=2349 images/s, loss=1.0988, top1-acc=67.75%, top5-acc=92.28%, remaining_time=0:00:14.172858, arrival_time=2021-04-10 01:40:37.763178, cost_time=0:00:07.873783 2021-04-10 01:40:24,690 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.94ms, fps=2329 images/s, loss=1.1004, top1-acc=67.56%, top5-acc=92.29%, remaining_time=0:00:13.011604, arrival_time=2021-04-10 01:40:37.701845, cost_time=0:00:08.973511 2021-04-10 01:40:25,790 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.02ms, fps=2329 images/s, loss=1.1045, top1-acc=67.62%, top5-acc=92.18%, remaining_time=0:00:11.864474, arrival_time=2021-04-10 01:40:37.654667, cost_time=0:00:10.073623 2021-04-10 01:40:26,892 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.96ms, fps=2323 images/s, loss=1.1034, top1-acc=67.71%, top5-acc=92.22%, remaining_time=0:00:10.729056, arrival_time=2021-04-10 01:40:37.621746, cost_time=0:00:11.176055 2021-04-10 01:40:27,987 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.65ms, fps=2340 images/s, loss=1.1073, top1-acc=67.66%, top5-acc=92.12%, remaining_time=0:00:09.593386, arrival_time=2021-04-10 01:40:37.580571, cost_time=0:00:12.270635 2021-04-10 01:40:29,080 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.97ms, fps=2343 images/s, loss=1.1095, top1-acc=67.58%, top5-acc=92.08%, remaining_time=0:00:08.463664, arrival_time=2021-04-10 01:40:37.544008, cost_time=0:00:13.363733 2021-04-10 01:40:30,180 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=2.45ms, fps=2329 images/s, loss=1.1152, top1-acc=67.40%, top5-acc=92.02%, remaining_time=0:00:07.343094, arrival_time=2021-04-10 01:40:37.523394, cost_time=0:00:14.463619 2021-04-10 01:40:31,281 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.22ms, fps=2326 images/s, loss=1.1209, top1-acc=67.22%, top5-acc=91.96%, remaining_time=0:00:06.225968, arrival_time=2021-04-10 01:40:37.507430, cost_time=0:00:15.564909 2021-04-10 01:40:32,378 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=1.65ms, fps=2334 images/s, loss=1.1226, top1-acc=67.18%, top5-acc=91.93%, remaining_time=0:00:05.109726, arrival_time=2021-04-10 01:40:37.488436, cost_time=0:00:16.662122 2021-04-10 01:40:33,472 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.47ms, fps=2341 images/s, loss=1.1232, top1-acc=67.22%, top5-acc=91.88%, remaining_time=0:00:03.995172, arrival_time=2021-04-10 01:40:37.468103, cost_time=0:00:17.756395 2021-04-10 01:40:34,580 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.64ms, fps=2313 images/s, loss=1.1240, top1-acc=67.14%, top5-acc=91.91%, remaining_time=0:00:02.884986, arrival_time=2021-04-10 01:40:37.465028, cost_time=0:00:18.863415 2021-04-10 01:40:35,755 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=2.33ms, fps=2178 images/s, loss=1.1248, top1-acc=67.11%, top5-acc=91.92%, remaining_time=0:00:01.781280, arrival_time=2021-04-10 01:40:37.537201, cost_time=0:00:20.039383 2021-04-10 01:40:36,849 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.51ms, fps=2343 images/s, loss=1.1283, top1-acc=67.04%, top5-acc=91.84%, remaining_time=0:00:00.667338, arrival_time=2021-04-10 01:40:37.516408, cost_time=0:00:21.132385 2021-04-10 01:40:37,444 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=2.06ms, fps=2286 images/s, loss=1.1317, top1-acc=66.98%, top5-acc=91.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:37.444856, cost_time=0:00:21.728326 2021-04-10 01:40:37,827 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=4.32ms, fps=6712 images/s, loss=1.6438, top1-acc=57.30%, top5-acc=84.26%, remaining_time=0:00:01.144170, arrival_time=2021-04-10 01:40:38.971809, cost_time=0:00:00.381389 2021-04-10 01:40:38,076 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.43ms, fps=10329 images/s, loss=1.6640, top1-acc=56.31%, top5-acc=84.34%, remaining_time=0:00:00.630020, arrival_time=2021-04-10 01:40:38.706200, cost_time=0:00:00.630017 2021-04-10 01:40:38,324 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=0.35ms, fps=10341 images/s, loss=1.6697, top1-acc=56.11%, top5-acc=84.30%, remaining_time=0:00:00.292700, arrival_time=2021-04-10 01:40:38.616906, cost_time=0:00:00.878093 2021-04-10 01:40:38,614 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.21ms, fps=8003 images/s, loss=1.6720, top1-acc=55.80%, top5-acc=84.18%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:38.614528, cost_time=0:00:01.168274 2021-04-10 01:40:38,754 INFO : Epoch=0048 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:58:12.765896, arrival_time=2021-04-10 02:38:51.520066, cost_time=0:18:22.978692 2021-04-10 01:40:38,755 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:40:40,073 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=0.32ms, fps=1944 images/s, loss=1.1256, top1-acc=67.27%, top5-acc=91.99%, remaining_time=0:00:24.498618, arrival_time=2021-04-10 01:41:04.571815, cost_time=0:00:01.317133 2021-04-10 01:40:41,173 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.67ms, fps=2329 images/s, loss=1.1445, top1-acc=66.33%, top5-acc=91.80%, remaining_time=0:00:21.271360, arrival_time=2021-04-10 01:41:02.444648, cost_time=0:00:02.417205 2021-04-10 01:40:42,269 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=2.08ms, fps=2337 images/s, loss=1.1361, top1-acc=66.56%, top5-acc=91.73%, remaining_time=0:00:19.442252, arrival_time=2021-04-10 01:41:01.711982, cost_time=0:00:03.513650 2021-04-10 01:40:43,366 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=2.05ms, fps=2336 images/s, loss=1.1296, top1-acc=66.71%, top5-acc=91.80%, remaining_time=0:00:17.980560, arrival_time=2021-04-10 01:41:01.346895, cost_time=0:00:04.610392 2021-04-10 01:40:44,464 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=2.08ms, fps=2333 images/s, loss=1.1139, top1-acc=67.14%, top5-acc=91.96%, remaining_time=0:00:16.668090, arrival_time=2021-04-10 01:41:01.132416, cost_time=0:00:05.708228 2021-04-10 01:40:45,584 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=2.06ms, fps=2288 images/s, loss=1.1070, top1-acc=67.36%, top5-acc=92.02%, remaining_time=0:00:15.477208, arrival_time=2021-04-10 01:41:01.061411, cost_time=0:00:06.828160 2021-04-10 01:40:46,685 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.47ms, fps=2327 images/s, loss=1.1143, top1-acc=67.25%, top5-acc=91.84%, remaining_time=0:00:14.272272, arrival_time=2021-04-10 01:41:00.957404, cost_time=0:00:07.929049 2021-04-10 01:40:47,784 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.19ms, fps=2332 images/s, loss=1.1126, top1-acc=67.27%, top5-acc=91.82%, remaining_time=0:00:13.090252, arrival_time=2021-04-10 01:41:00.874176, cost_time=0:00:09.027763 2021-04-10 01:40:48,887 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.61ms, fps=2321 images/s, loss=1.1133, top1-acc=67.28%, top5-acc=91.78%, remaining_time=0:00:11.932950, arrival_time=2021-04-10 01:41:00.820672, cost_time=0:00:10.131734 2021-04-10 01:40:49,996 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=2.34ms, fps=2310 images/s, loss=1.1155, top1-acc=67.17%, top5-acc=91.75%, remaining_time=0:00:10.790976, arrival_time=2021-04-10 01:41:00.787659, cost_time=0:00:11.240583 2021-04-10 01:40:51,099 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.12ms, fps=2323 images/s, loss=1.1143, top1-acc=67.26%, top5-acc=91.74%, remaining_time=0:00:09.650146, arrival_time=2021-04-10 01:41:00.749420, cost_time=0:00:12.343261 2021-04-10 01:40:52,195 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.97ms, fps=2338 images/s, loss=1.1165, top1-acc=67.21%, top5-acc=91.70%, remaining_time=0:00:08.511468, arrival_time=2021-04-10 01:41:00.706576, cost_time=0:00:13.439111 2021-04-10 01:40:53,309 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.64ms, fps=2299 images/s, loss=1.1191, top1-acc=67.13%, top5-acc=91.67%, remaining_time=0:00:07.388502, arrival_time=2021-04-10 01:41:00.697674, cost_time=0:00:14.553096 2021-04-10 01:40:54,411 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.88ms, fps=2324 images/s, loss=1.1209, top1-acc=67.03%, top5-acc=91.72%, remaining_time=0:00:06.262200, arrival_time=2021-04-10 01:41:00.673755, cost_time=0:00:15.655522 2021-04-10 01:40:55,511 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.64ms, fps=2330 images/s, loss=1.1239, top1-acc=66.98%, top5-acc=91.70%, remaining_time=0:00:05.138200, arrival_time=2021-04-10 01:41:00.649199, cost_time=0:00:16.755071 2021-04-10 01:40:56,612 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.98ms, fps=2325 images/s, loss=1.1237, top1-acc=67.00%, top5-acc=91.73%, remaining_time=0:00:04.017708, arrival_time=2021-04-10 01:41:00.630265, cost_time=0:00:17.856518 2021-04-10 01:40:57,715 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.93ms, fps=2331 images/s, loss=1.1240, top1-acc=66.99%, top5-acc=91.72%, remaining_time=0:00:02.899676, arrival_time=2021-04-10 01:41:00.615061, cost_time=0:00:18.959410 2021-04-10 01:40:58,829 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=2.33ms, fps=2299 images/s, loss=1.1241, top1-acc=66.99%, top5-acc=91.74%, remaining_time=0:00:01.784320, arrival_time=2021-04-10 01:41:00.614026, cost_time=0:00:20.073615 2021-04-10 01:40:59,941 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.73ms, fps=2305 images/s, loss=1.1296, top1-acc=66.88%, top5-acc=91.65%, remaining_time=0:00:00.669006, arrival_time=2021-04-10 01:41:00.610158, cost_time=0:00:21.185219 2021-04-10 01:41:00,544 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.79ms, fps=2258 images/s, loss=1.1317, top1-acc=66.85%, top5-acc=91.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:00.543996, cost_time=0:00:21.788031 2021-04-10 01:41:00,872 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=2.87ms, fps=7847 images/s, loss=2.1890, top1-acc=47.66%, top5-acc=77.58%, remaining_time=0:00:00.978720, arrival_time=2021-04-10 01:41:01.850957, cost_time=0:00:00.326237 2021-04-10 01:41:01,123 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=6.83ms, fps=10206 images/s, loss=2.2322, top1-acc=47.34%, top5-acc=77.34%, remaining_time=0:00:00.577580, arrival_time=2021-04-10 01:41:01.701256, cost_time=0:00:00.577575 2021-04-10 01:41:01,363 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=2.78ms, fps=10714 images/s, loss=2.2323, top1-acc=47.07%, top5-acc=77.23%, remaining_time=0:00:00.272430, arrival_time=2021-04-10 01:41:01.635709, cost_time=0:00:00.817296 2021-04-10 01:41:01,585 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.05ms, fps=10464 images/s, loss=2.1921, top1-acc=47.05%, top5-acc=77.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:01.585453, cost_time=0:00:01.039524 2021-04-10 01:41:01,628 INFO : Epoch=0049 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:57:49.465392, arrival_time=2021-04-10 02:38:51.093826, cost_time=0:18:45.853024 2021-04-10 01:41:01,629 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:41:02,922 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=0.46ms, fps=1980 images/s, loss=1.1125, top1-acc=65.43%, top5-acc=93.40%, remaining_time=0:00:24.044220, arrival_time=2021-04-10 01:41:26.966310, cost_time=0:00:01.292701 2021-04-10 01:41:04,024 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=3.17ms, fps=2325 images/s, loss=1.1008, top1-acc=66.21%, top5-acc=92.83%, remaining_time=0:00:21.072128, arrival_time=2021-04-10 01:41:25.096147, cost_time=0:00:02.394563 2021-04-10 01:41:05,130 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=2.03ms, fps=2316 images/s, loss=1.0912, top1-acc=66.67%, top5-acc=92.94%, remaining_time=0:00:19.371370, arrival_time=2021-04-10 01:41:24.501600, cost_time=0:00:03.500864 2021-04-10 01:41:06,253 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=2.62ms, fps=2281 images/s, loss=1.0879, top1-acc=67.22%, top5-acc=92.57%, remaining_time=0:00:18.033444, arrival_time=2021-04-10 01:41:24.286860, cost_time=0:00:04.623962 2021-04-10 01:41:07,357 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.46ms, fps=2321 images/s, loss=1.0842, top1-acc=67.55%, top5-acc=92.70%, remaining_time=0:00:16.726052, arrival_time=2021-04-10 01:41:24.083552, cost_time=0:00:05.728119 2021-04-10 01:41:08,448 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=2.39ms, fps=2347 images/s, loss=1.0941, top1-acc=67.36%, top5-acc=92.49%, remaining_time=0:00:15.457352, arrival_time=2021-04-10 01:41:23.906219, cost_time=0:00:06.819418 2021-04-10 01:41:09,546 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=2.84ms, fps=2334 images/s, loss=1.0952, top1-acc=67.27%, top5-acc=92.37%, remaining_time=0:00:14.250726, arrival_time=2021-04-10 01:41:23.797232, cost_time=0:00:07.917054 2021-04-10 01:41:10,649 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=2.34ms, fps=2323 images/s, loss=1.1031, top1-acc=67.13%, top5-acc=92.26%, remaining_time=0:00:13.079000, arrival_time=2021-04-10 01:41:23.728456, cost_time=0:00:09.020010 2021-04-10 01:41:11,748 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.61ms, fps=2331 images/s, loss=1.0982, top1-acc=67.26%, top5-acc=92.31%, remaining_time=0:00:11.918216, arrival_time=2021-04-10 01:41:23.666797, cost_time=0:00:10.119222 2021-04-10 01:41:12,852 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.56ms, fps=2322 images/s, loss=1.1061, top1-acc=67.01%, top5-acc=92.22%, remaining_time=0:00:10.773696, arrival_time=2021-04-10 01:41:23.625695, cost_time=0:00:11.222610 2021-04-10 01:41:13,944 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.98ms, fps=2345 images/s, loss=1.1107, top1-acc=66.92%, top5-acc=92.17%, remaining_time=0:00:09.628130, arrival_time=2021-04-10 01:41:23.572592, cost_time=0:00:12.315048 2021-04-10 01:41:15,066 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=2.02ms, fps=2284 images/s, loss=1.1137, top1-acc=66.92%, top5-acc=92.10%, remaining_time=0:00:08.510024, arrival_time=2021-04-10 01:41:23.576264, cost_time=0:00:13.436893 2021-04-10 01:41:16,166 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.42ms, fps=2328 images/s, loss=1.1157, top1-acc=66.87%, top5-acc=92.06%, remaining_time=0:00:07.380450, arrival_time=2021-04-10 01:41:23.547041, cost_time=0:00:14.537208 2021-04-10 01:41:17,256 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.70ms, fps=2350 images/s, loss=1.1160, top1-acc=66.88%, top5-acc=92.09%, remaining_time=0:00:06.251000, arrival_time=2021-04-10 01:41:23.507764, cost_time=0:00:15.627461 2021-04-10 01:41:18,354 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.62ms, fps=2334 images/s, loss=1.1166, top1-acc=66.93%, top5-acc=92.09%, remaining_time=0:00:05.128908, arrival_time=2021-04-10 01:41:23.483112, cost_time=0:00:16.724775 2021-04-10 01:41:19,448 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=1.1192, top1-acc=66.87%, top5-acc=92.02%, remaining_time=0:00:04.009248, arrival_time=2021-04-10 01:41:23.457465, cost_time=0:00:17.818914 2021-04-10 01:41:20,549 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=2.35ms, fps=2326 images/s, loss=1.1221, top1-acc=66.83%, top5-acc=91.97%, remaining_time=0:00:02.893644, arrival_time=2021-04-10 01:41:23.442985, cost_time=0:00:18.919962 2021-04-10 01:41:21,648 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.46ms, fps=2331 images/s, loss=1.1241, top1-acc=66.76%, top5-acc=91.97%, remaining_time=0:00:01.779456, arrival_time=2021-04-10 01:41:23.427633, cost_time=0:00:20.018862 2021-04-10 01:41:22,747 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.73ms, fps=2331 images/s, loss=1.1233, top1-acc=66.76%, top5-acc=91.94%, remaining_time=0:00:00.666876, arrival_time=2021-04-10 01:41:23.413911, cost_time=0:00:21.117735 2021-04-10 01:41:23,332 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.41ms, fps=2325 images/s, loss=1.1221, top1-acc=66.82%, top5-acc=91.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:23.332355, cost_time=0:00:21.703062 2021-04-10 01:41:23,718 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.22ms, fps=6649 images/s, loss=1.7352, top1-acc=54.06%, top5-acc=83.48%, remaining_time=0:00:01.154910, arrival_time=2021-04-10 01:41:24.873645, cost_time=0:00:00.384971 2021-04-10 01:41:23,973 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.46ms, fps=10081 images/s, loss=1.7275, top1-acc=54.73%, top5-acc=83.12%, remaining_time=0:00:00.639640, arrival_time=2021-04-10 01:41:24.612936, cost_time=0:00:00.639635 2021-04-10 01:41:24,217 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=0.31ms, fps=10488 images/s, loss=1.7011, top1-acc=54.79%, top5-acc=83.31%, remaining_time=0:00:00.294750, arrival_time=2021-04-10 01:41:24.512656, cost_time=0:00:00.884252 2021-04-10 01:41:24,442 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.07ms, fps=10346 images/s, loss=1.7098, top1-acc=54.71%, top5-acc=83.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:24.442609, cost_time=0:00:01.109013 2021-04-10 01:41:24,485 INFO : Epoch=0050 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:57:26.130000, arrival_time=2021-04-10 02:38:50.615433, cost_time=0:19:08.710022 2021-04-10 01:41:24,486 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:41:25,786 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=3.09ms, fps=1969 images/s, loss=1.0866, top1-acc=68.79%, top5-acc=92.85%, remaining_time=0:00:24.183906, arrival_time=2021-04-10 01:41:49.970483, cost_time=0:00:01.300207 2021-04-10 01:41:26,878 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.99ms, fps=2345 images/s, loss=1.0745, top1-acc=68.03%, top5-acc=92.89%, remaining_time=0:00:21.052240, arrival_time=2021-04-10 01:41:47.930931, cost_time=0:00:02.392293 2021-04-10 01:41:27,986 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.45ms, fps=2312 images/s, loss=1.0766, top1-acc=68.05%, top5-acc=92.68%, remaining_time=0:00:19.368880, arrival_time=2021-04-10 01:41:47.355653, cost_time=0:00:03.500392 2021-04-10 01:41:29,080 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=2.13ms, fps=2343 images/s, loss=1.0858, top1-acc=67.95%, top5-acc=92.50%, remaining_time=0:00:17.916132, arrival_time=2021-04-10 01:41:46.996408, cost_time=0:00:04.593884 2021-04-10 01:41:30,171 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.80ms, fps=2347 images/s, loss=1.0847, top1-acc=67.95%, top5-acc=92.46%, remaining_time=0:00:16.601660, arrival_time=2021-04-10 01:41:46.773449, cost_time=0:00:05.685491 2021-04-10 01:41:31,288 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=2.01ms, fps=2295 images/s, loss=1.0900, top1-acc=67.83%, top5-acc=92.33%, remaining_time=0:00:15.416824, arrival_time=2021-04-10 01:41:46.704772, cost_time=0:00:06.801562 2021-04-10 01:41:32,406 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.80ms, fps=2291 images/s, loss=1.0874, top1-acc=67.89%, top5-acc=92.33%, remaining_time=0:00:14.255136, arrival_time=2021-04-10 01:41:46.661291, cost_time=0:00:07.919542 2021-04-10 01:41:33,508 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.89ms, fps=2324 images/s, loss=1.0942, top1-acc=67.50%, top5-acc=92.36%, remaining_time=0:00:13.082248, arrival_time=2021-04-10 01:41:46.590812, cost_time=0:00:09.022227 2021-04-10 01:41:34,601 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=2.18ms, fps=2343 images/s, loss=1.1024, top1-acc=67.38%, top5-acc=92.27%, remaining_time=0:00:11.913764, arrival_time=2021-04-10 01:41:46.515550, cost_time=0:00:10.115481 2021-04-10 01:41:35,710 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=2.32ms, fps=2310 images/s, loss=1.1024, top1-acc=67.40%, top5-acc=92.26%, remaining_time=0:00:10.774944, arrival_time=2021-04-10 01:41:46.485298, cost_time=0:00:11.223926 2021-04-10 01:41:36,878 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=9.14ms, fps=2194 images/s, loss=1.1013, top1-acc=67.52%, top5-acc=92.23%, remaining_time=0:00:09.688072, arrival_time=2021-04-10 01:41:46.566258, cost_time=0:00:12.391725 2021-04-10 01:41:37,980 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=2.11ms, fps=2324 images/s, loss=1.1005, top1-acc=67.56%, top5-acc=92.22%, remaining_time=0:00:08.546352, arrival_time=2021-04-10 01:41:46.527023, cost_time=0:00:13.494192 2021-04-10 01:41:39,075 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.64ms, fps=2340 images/s, loss=1.1049, top1-acc=67.47%, top5-acc=92.16%, remaining_time=0:00:07.406850, arrival_time=2021-04-10 01:41:46.482497, cost_time=0:00:14.589196 2021-04-10 01:41:40,186 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.67ms, fps=2307 images/s, loss=1.1057, top1-acc=67.54%, top5-acc=92.14%, remaining_time=0:00:06.279896, arrival_time=2021-04-10 01:41:46.466123, cost_time=0:00:15.699785 2021-04-10 01:41:41,300 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=2.09ms, fps=2299 images/s, loss=1.1098, top1-acc=67.39%, top5-acc=92.09%, remaining_time=0:00:05.156370, arrival_time=2021-04-10 01:41:46.456964, cost_time=0:00:16.814217 2021-04-10 01:41:42,417 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=2.15ms, fps=2294 images/s, loss=1.1175, top1-acc=67.18%, top5-acc=91.99%, remaining_time=0:00:04.034412, arrival_time=2021-04-10 01:41:46.451580, cost_time=0:00:17.930775 2021-04-10 01:41:43,503 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.60ms, fps=2358 images/s, loss=1.1186, top1-acc=67.16%, top5-acc=91.97%, remaining_time=0:00:02.908542, arrival_time=2021-04-10 01:41:46.412172, cost_time=0:00:19.017324 2021-04-10 01:41:44,610 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.41ms, fps=2314 images/s, loss=1.1175, top1-acc=67.21%, top5-acc=91.96%, remaining_time=0:00:01.788800, arrival_time=2021-04-10 01:41:46.399211, cost_time=0:00:20.123944 2021-04-10 01:41:45,711 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.92ms, fps=2326 images/s, loss=1.1201, top1-acc=67.14%, top5-acc=91.92%, remaining_time=0:00:00.670278, arrival_time=2021-04-10 01:41:46.382087, cost_time=0:00:21.225469 2021-04-10 01:41:46,323 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=2.84ms, fps=2228 images/s, loss=1.1219, top1-acc=67.13%, top5-acc=91.90%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:46.322901, cost_time=0:00:21.836456 2021-04-10 01:41:46,702 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.32ms, fps=6777 images/s, loss=2.0126, top1-acc=50.12%, top5-acc=80.20%, remaining_time=0:00:01.133220, arrival_time=2021-04-10 01:41:47.836032, cost_time=0:00:00.377745 2021-04-10 01:41:46,974 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=0.43ms, fps=9430 images/s, loss=2.0097, top1-acc=49.82%, top5-acc=80.02%, remaining_time=0:00:00.649640, arrival_time=2021-04-10 01:41:47.624369, cost_time=0:00:00.649650 2021-04-10 01:41:47,238 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=0.44ms, fps=9723 images/s, loss=2.0147, top1-acc=50.03%, top5-acc=79.82%, remaining_time=0:00:00.304480, arrival_time=2021-04-10 01:41:47.543088, cost_time=0:00:00.913449 2021-04-10 01:41:47,492 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.14ms, fps=9179 images/s, loss=1.9983, top1-acc=50.08%, top5-acc=80.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:47.492038, cost_time=0:00:01.166900 2021-04-10 01:41:47,570 INFO : Epoch=0051 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:57:03.480322, arrival_time=2021-04-10 02:38:51.051072, cost_time=0:19:31.795278 2021-04-10 01:41:47,572 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:41:48,834 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.93ms, fps=2029 images/s, loss=1.1293, top1-acc=66.21%, top5-acc=92.07%, remaining_time=0:00:23.470968, arrival_time=2021-04-10 01:42:12.305536, cost_time=0:00:01.261883 2021-04-10 01:41:49,937 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=1.52ms, fps=2324 images/s, loss=1.0896, top1-acc=67.83%, top5-acc=92.42%, remaining_time=0:00:20.808480, arrival_time=2021-04-10 01:42:10.745711, cost_time=0:00:02.364592 2021-04-10 01:41:51,035 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=2.23ms, fps=2332 images/s, loss=1.0773, top1-acc=68.16%, top5-acc=92.62%, remaining_time=0:00:19.162044, arrival_time=2021-04-10 01:42:10.197741, cost_time=0:00:03.463027 2021-04-10 01:41:52,132 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.98ms, fps=2335 images/s, loss=1.0794, top1-acc=68.17%, top5-acc=92.56%, remaining_time=0:00:17.785092, arrival_time=2021-04-10 01:42:09.917911, cost_time=0:00:04.560276 2021-04-10 01:41:53,227 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=2.13ms, fps=2340 images/s, loss=1.0795, top1-acc=68.30%, top5-acc=92.49%, remaining_time=0:00:16.511578, arrival_time=2021-04-10 01:42:09.738826, cost_time=0:00:05.654637 2021-04-10 01:41:54,324 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.82ms, fps=2334 images/s, loss=1.0739, top1-acc=68.60%, top5-acc=92.52%, remaining_time=0:00:15.304624, arrival_time=2021-04-10 01:42:09.629215, cost_time=0:00:06.752014 2021-04-10 01:41:55,452 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.50ms, fps=2271 images/s, loss=1.0804, top1-acc=68.28%, top5-acc=92.48%, remaining_time=0:00:14.184072, arrival_time=2021-04-10 01:42:09.636825, cost_time=0:00:07.880072 2021-04-10 01:41:56,547 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=2.20ms, fps=2340 images/s, loss=1.0851, top1-acc=68.22%, top5-acc=92.44%, remaining_time=0:00:13.014040, arrival_time=2021-04-10 01:42:09.561732, cost_time=0:00:08.975171 2021-04-10 01:41:57,654 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.70ms, fps=2314 images/s, loss=1.0872, top1-acc=68.08%, top5-acc=92.45%, remaining_time=0:00:11.874332, arrival_time=2021-04-10 01:42:09.528993, cost_time=0:00:10.081994 2021-04-10 01:41:58,745 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=1.99ms, fps=2348 images/s, loss=1.0888, top1-acc=68.02%, top5-acc=92.42%, remaining_time=0:00:10.726464, arrival_time=2021-04-10 01:42:09.472390, cost_time=0:00:11.173399 2021-04-10 01:41:59,840 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=1.0909, top1-acc=67.91%, top5-acc=92.40%, remaining_time=0:00:09.591236, arrival_time=2021-04-10 01:42:09.431722, cost_time=0:00:12.267828 2021-04-10 01:42:00,943 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.58ms, fps=2324 images/s, loss=1.0903, top1-acc=67.92%, top5-acc=92.35%, remaining_time=0:00:08.467920, arrival_time=2021-04-10 01:42:09.410922, cost_time=0:00:13.370413 2021-04-10 01:42:02,045 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=2.21ms, fps=2323 images/s, loss=1.0906, top1-acc=67.90%, top5-acc=92.33%, remaining_time=0:00:07.347780, arrival_time=2021-04-10 01:42:09.393243, cost_time=0:00:14.472934 2021-04-10 01:42:03,144 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.71ms, fps=2331 images/s, loss=1.0943, top1-acc=67.82%, top5-acc=92.28%, remaining_time=0:00:06.228656, arrival_time=2021-04-10 01:42:09.372954, cost_time=0:00:15.571628 2021-04-10 01:42:04,240 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.96ms, fps=2338 images/s, loss=1.0975, top1-acc=67.72%, top5-acc=92.21%, remaining_time=0:00:05.111336, arrival_time=2021-04-10 01:42:09.351310, cost_time=0:00:16.667425 2021-04-10 01:42:05,331 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.66ms, fps=2347 images/s, loss=1.0989, top1-acc=67.65%, top5-acc=92.19%, remaining_time=0:00:03.995712, arrival_time=2021-04-10 01:42:09.327059, cost_time=0:00:17.758786 2021-04-10 01:42:06,425 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=2.03ms, fps=2342 images/s, loss=1.1032, top1-acc=67.56%, top5-acc=92.15%, remaining_time=0:00:02.883348, arrival_time=2021-04-10 01:42:09.308587, cost_time=0:00:18.852679 2021-04-10 01:42:07,546 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.67ms, fps=2285 images/s, loss=1.1088, top1-acc=67.44%, top5-acc=92.04%, remaining_time=0:00:01.775424, arrival_time=2021-04-10 01:42:09.321683, cost_time=0:00:19.973537 2021-04-10 01:42:08,647 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.51ms, fps=2326 images/s, loss=1.1119, top1-acc=67.39%, top5-acc=92.03%, remaining_time=0:00:00.665532, arrival_time=2021-04-10 01:42:09.313221, cost_time=0:00:21.075114 2021-04-10 01:42:09,247 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=0.12ms, fps=2270 images/s, loss=1.1140, top1-acc=67.34%, top5-acc=92.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:09.247439, cost_time=0:00:21.674870 2021-04-10 01:42:09,601 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=3.85ms, fps=7263 images/s, loss=1.7424, top1-acc=55.39%, top5-acc=83.01%, remaining_time=0:00:01.057440, arrival_time=2021-04-10 01:42:10.659321, cost_time=0:00:00.352477 2021-04-10 01:42:09,856 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=2.25ms, fps=10057 images/s, loss=1.7951, top1-acc=54.47%, top5-acc=82.05%, remaining_time=0:00:00.607500, arrival_time=2021-04-10 01:42:10.464405, cost_time=0:00:00.607504 2021-04-10 01:42:10,160 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=34.18ms, fps=8454 images/s, loss=1.7871, top1-acc=54.65%, top5-acc=82.16%, remaining_time=0:00:00.303590, arrival_time=2021-04-10 01:42:10.463763, cost_time=0:00:00.910763 2021-04-10 01:42:10,397 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.11ms, fps=9795 images/s, loss=1.7736, top1-acc=54.70%, top5-acc=82.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:10.397635, cost_time=0:00:01.148116 2021-04-10 01:42:10,468 INFO : Epoch=0052 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:56:40.278984, arrival_time=2021-04-10 02:38:50.746998, cost_time=0:19:54.692602 2021-04-10 01:42:10,468 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:42:11,847 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=1.95ms, fps=1857 images/s, loss=1.1053, top1-acc=68.05%, top5-acc=92.46%, remaining_time=0:00:25.636008, arrival_time=2021-04-10 01:42:37.483395, cost_time=0:00:01.378276 2021-04-10 01:42:12,942 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.52ms, fps=2341 images/s, loss=1.0804, top1-acc=68.30%, top5-acc=92.54%, remaining_time=0:00:21.763104, arrival_time=2021-04-10 01:42:34.705163, cost_time=0:00:02.473075 2021-04-10 01:42:14,039 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.69ms, fps=2334 images/s, loss=1.0679, top1-acc=68.87%, top5-acc=92.37%, remaining_time=0:00:19.756158, arrival_time=2021-04-10 01:42:33.795480, cost_time=0:00:03.570377 2021-04-10 01:42:15,146 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=2.07ms, fps=2313 images/s, loss=1.0721, top1-acc=68.66%, top5-acc=92.32%, remaining_time=0:00:18.242796, arrival_time=2021-04-10 01:42:33.389507, cost_time=0:00:04.677656 2021-04-10 01:42:16,243 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.97ms, fps=2337 images/s, loss=1.0675, top1-acc=68.59%, top5-acc=92.48%, remaining_time=0:00:16.860372, arrival_time=2021-04-10 01:42:33.103438, cost_time=0:00:05.774077 2021-04-10 01:42:17,338 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.52ms, fps=2339 images/s, loss=1.0587, top1-acc=68.72%, top5-acc=92.60%, remaining_time=0:00:15.570232, arrival_time=2021-04-10 01:42:32.908524, cost_time=0:00:06.869249 2021-04-10 01:42:18,448 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=2.16ms, fps=2308 images/s, loss=1.0682, top1-acc=68.43%, top5-acc=92.31%, remaining_time=0:00:14.362992, arrival_time=2021-04-10 01:42:32.811415, cost_time=0:00:07.979427 2021-04-10 01:42:19,550 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=2.14ms, fps=2325 images/s, loss=1.0661, top1-acc=68.53%, top5-acc=92.33%, remaining_time=0:00:13.167740, arrival_time=2021-04-10 01:42:32.717848, cost_time=0:00:09.081193 2021-04-10 01:42:20,644 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.55ms, fps=2340 images/s, loss=1.0710, top1-acc=68.42%, top5-acc=92.32%, remaining_time=0:00:11.984572, arrival_time=2021-04-10 01:42:32.629218, cost_time=0:00:10.175576 2021-04-10 01:42:21,747 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.67ms, fps=2324 images/s, loss=1.0748, top1-acc=68.33%, top5-acc=92.32%, remaining_time=0:00:10.826976, arrival_time=2021-04-10 01:42:32.574334, cost_time=0:00:11.278136 2021-04-10 01:42:22,847 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.48ms, fps=2330 images/s, loss=1.0793, top1-acc=68.19%, top5-acc=92.37%, remaining_time=0:00:09.677408, arrival_time=2021-04-10 01:42:32.524398, cost_time=0:00:12.378067 2021-04-10 01:42:23,940 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=2.02ms, fps=2342 images/s, loss=1.0825, top1-acc=68.03%, top5-acc=92.36%, remaining_time=0:00:08.531988, arrival_time=2021-04-10 01:42:32.472519, cost_time=0:00:13.471573 2021-04-10 01:42:25,046 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=2.04ms, fps=2317 images/s, loss=1.0853, top1-acc=67.94%, top5-acc=92.35%, remaining_time=0:00:07.400646, arrival_time=2021-04-10 01:42:32.446784, cost_time=0:00:14.577094 2021-04-10 01:42:26,148 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.62ms, fps=2325 images/s, loss=1.0865, top1-acc=67.89%, top5-acc=92.32%, remaining_time=0:00:06.271608, arrival_time=2021-04-10 01:42:32.419575, cost_time=0:00:15.679063 2021-04-10 01:42:27,251 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.96ms, fps=2322 images/s, loss=1.0888, top1-acc=67.87%, top5-acc=92.30%, remaining_time=0:00:05.146526, arrival_time=2021-04-10 01:42:32.397723, cost_time=0:00:16.782158 2021-04-10 01:42:28,345 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.93ms, fps=2342 images/s, loss=1.0920, top1-acc=67.81%, top5-acc=92.26%, remaining_time=0:00:04.022172, arrival_time=2021-04-10 01:42:32.367432, cost_time=0:00:17.876303 2021-04-10 01:42:29,449 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=3.46ms, fps=2319 images/s, loss=1.0952, top1-acc=67.77%, top5-acc=92.19%, remaining_time=0:00:02.902926, arrival_time=2021-04-10 01:42:32.352539, cost_time=0:00:18.980649 2021-04-10 01:42:30,581 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.64ms, fps=2265 images/s, loss=1.0970, top1-acc=67.68%, top5-acc=92.17%, remaining_time=0:00:01.787712, arrival_time=2021-04-10 01:42:32.368604, cost_time=0:00:20.111834 2021-04-10 01:42:31,680 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.49ms, fps=2331 images/s, loss=1.1002, top1-acc=67.60%, top5-acc=92.11%, remaining_time=0:00:00.669816, arrival_time=2021-04-10 01:42:32.349738, cost_time=0:00:21.210864 2021-04-10 01:42:32,272 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=0.08ms, fps=2298 images/s, loss=1.1036, top1-acc=67.48%, top5-acc=92.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:32.272581, cost_time=0:00:21.803631 2021-04-10 01:42:32,648 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=3.58ms, fps=6844 images/s, loss=1.7896, top1-acc=54.34%, top5-acc=82.19%, remaining_time=0:00:01.122180, arrival_time=2021-04-10 01:42:33.770880, cost_time=0:00:00.374061 2021-04-10 01:42:32,889 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=0.25ms, fps=10670 images/s, loss=1.8273, top1-acc=53.69%, top5-acc=81.76%, remaining_time=0:00:00.614800, arrival_time=2021-04-10 01:42:33.504133, cost_time=0:00:00.614798 2021-04-10 01:42:33,160 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=4.45ms, fps=9470 images/s, loss=1.8575, top1-acc=53.05%, top5-acc=81.60%, remaining_time=0:00:00.295210, arrival_time=2021-04-10 01:42:33.455427, cost_time=0:00:00.885622 2021-04-10 01:42:33,408 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.14ms, fps=9371 images/s, loss=1.8521, top1-acc=53.00%, top5-acc=81.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:33.408438, cost_time=0:00:01.133861 2021-04-10 01:42:33,458 INFO : Epoch=0053 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:56:17.346168, arrival_time=2021-04-10 02:38:50.804206, cost_time=0:20:17.682615 2021-04-10 01:42:33,458 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:42:34,758 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.11ms, fps=1970 images/s, loss=1.1111, top1-acc=68.01%, top5-acc=91.52%, remaining_time=0:00:24.166980, arrival_time=2021-04-10 01:42:58.925376, cost_time=0:00:01.299300 2021-04-10 01:42:35,854 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.72ms, fps=2338 images/s, loss=1.0815, top1-acc=68.79%, top5-acc=92.13%, remaining_time=0:00:21.074240, arrival_time=2021-04-10 01:42:56.928211, cost_time=0:00:02.394810 2021-04-10 01:42:36,966 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=2.68ms, fps=2304 images/s, loss=1.0867, top1-acc=68.59%, top5-acc=92.06%, remaining_time=0:00:19.405898, arrival_time=2021-04-10 01:42:56.372078, cost_time=0:00:03.507085 2021-04-10 01:42:38,077 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.51ms, fps=2305 images/s, loss=1.0912, top1-acc=68.23%, top5-acc=92.11%, remaining_time=0:00:18.012072, arrival_time=2021-04-10 01:42:56.089586, cost_time=0:00:04.618486 2021-04-10 01:42:39,164 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.90ms, fps=2356 images/s, loss=1.0868, top1-acc=68.14%, top5-acc=92.20%, remaining_time=0:00:16.660060, arrival_time=2021-04-10 01:42:55.824719, cost_time=0:00:05.705489 2021-04-10 01:42:40,260 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.94ms, fps=2337 images/s, loss=1.0916, top1-acc=68.03%, top5-acc=92.11%, remaining_time=0:00:15.417096, arrival_time=2021-04-10 01:42:55.677825, cost_time=0:00:06.801656 2021-04-10 01:42:41,363 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=2.02ms, fps=2329 images/s, loss=1.0919, top1-acc=67.87%, top5-acc=92.19%, remaining_time=0:00:14.222376, arrival_time=2021-04-10 01:42:55.585707, cost_time=0:00:07.901335 2021-04-10 01:42:42,459 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.99ms, fps=2338 images/s, loss=1.0918, top1-acc=67.83%, top5-acc=92.31%, remaining_time=0:00:13.050464, arrival_time=2021-04-10 01:42:55.509814, cost_time=0:00:09.000322 2021-04-10 01:42:43,555 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.76ms, fps=2337 images/s, loss=1.0925, top1-acc=67.81%, top5-acc=92.30%, remaining_time=0:00:11.891292, arrival_time=2021-04-10 01:42:55.446738, cost_time=0:00:10.096346 2021-04-10 01:42:44,657 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=2.11ms, fps=2324 images/s, loss=1.0912, top1-acc=67.89%, top5-acc=92.35%, remaining_time=0:00:10.750752, arrival_time=2021-04-10 01:42:55.408467, cost_time=0:00:11.198653 2021-04-10 01:42:45,758 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=2.21ms, fps=2327 images/s, loss=1.0943, top1-acc=67.81%, top5-acc=92.27%, remaining_time=0:00:09.615832, arrival_time=2021-04-10 01:42:55.374159, cost_time=0:00:12.299279 2021-04-10 01:42:46,861 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.89ms, fps=2321 images/s, loss=1.0937, top1-acc=67.77%, top5-acc=92.28%, remaining_time=0:00:08.488364, arrival_time=2021-04-10 01:42:55.350161, cost_time=0:00:13.402629 2021-04-10 01:42:47,964 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.62ms, fps=2324 images/s, loss=1.0942, top1-acc=67.77%, top5-acc=92.29%, remaining_time=0:00:07.364214, arrival_time=2021-04-10 01:42:55.328558, cost_time=0:00:14.505301 2021-04-10 01:42:49,063 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.42ms, fps=2330 images/s, loss=1.0919, top1-acc=67.89%, top5-acc=92.30%, remaining_time=0:00:06.241816, arrival_time=2021-04-10 01:42:55.305568, cost_time=0:00:15.604538 2021-04-10 01:42:50,167 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=2.04ms, fps=2322 images/s, loss=1.0944, top1-acc=67.82%, top5-acc=92.27%, remaining_time=0:00:05.123848, arrival_time=2021-04-10 01:42:55.291077, cost_time=0:00:16.708204 2021-04-10 01:42:51,268 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=2.02ms, fps=2326 images/s, loss=1.0955, top1-acc=67.79%, top5-acc=92.26%, remaining_time=0:00:04.007088, arrival_time=2021-04-10 01:42:55.275321, cost_time=0:00:17.809227 2021-04-10 01:42:52,362 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.58ms, fps=2340 images/s, loss=1.0957, top1-acc=67.75%, top5-acc=92.24%, remaining_time=0:00:02.891122, arrival_time=2021-04-10 01:42:55.253669, cost_time=0:00:18.903495 2021-04-10 01:42:53,471 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=2.02ms, fps=2310 images/s, loss=1.0970, top1-acc=67.75%, top5-acc=92.21%, remaining_time=0:00:01.778864, arrival_time=2021-04-10 01:42:55.250289, cost_time=0:00:20.012219 2021-04-10 01:42:54,577 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.55ms, fps=2316 images/s, loss=1.0995, top1-acc=67.69%, top5-acc=92.21%, remaining_time=0:00:00.666900, arrival_time=2021-04-10 01:42:55.244422, cost_time=0:00:21.118466 2021-04-10 01:42:55,174 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=0.10ms, fps=2279 images/s, loss=1.1032, top1-acc=67.65%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:55.174893, cost_time=0:00:21.715853 2021-04-10 01:42:55,534 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=3.48ms, fps=7152 images/s, loss=1.8441, top1-acc=51.13%, top5-acc=81.68%, remaining_time=0:00:01.073790, arrival_time=2021-04-10 01:42:56.608517, cost_time=0:00:00.357933 2021-04-10 01:42:55,784 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=2.53ms, fps=10255 images/s, loss=1.8671, top1-acc=51.39%, top5-acc=82.29%, remaining_time=0:00:00.608040, arrival_time=2021-04-10 01:42:56.392870, cost_time=0:00:00.608046 2021-04-10 01:42:56,042 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=2.33ms, fps=9959 images/s, loss=1.8943, top1-acc=50.70%, top5-acc=81.84%, remaining_time=0:00:00.288510, arrival_time=2021-04-10 01:42:56.330828, cost_time=0:00:00.865521 2021-04-10 01:42:56,279 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.08ms, fps=9799 images/s, loss=1.8842, top1-acc=50.80%, top5-acc=81.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:56.279503, cost_time=0:00:01.102778 2021-04-10 01:42:56,361 INFO : Epoch=0054 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:55:54.176552, arrival_time=2021-04-10 02:38:50.537810, cost_time=0:20:40.585845 2021-04-10 01:42:56,362 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:42:57,687 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=0.60ms, fps=1932 images/s, loss=1.1481, top1-acc=66.29%, top5-acc=91.48%, remaining_time=0:00:24.650394, arrival_time=2021-04-10 01:43:22.337979, cost_time=0:00:01.325294 2021-04-10 01:42:58,796 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.27ms, fps=2311 images/s, loss=1.1040, top1-acc=67.70%, top5-acc=92.07%, remaining_time=0:00:21.418672, arrival_time=2021-04-10 01:43:20.214971, cost_time=0:00:02.433938 2021-04-10 01:42:59,955 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=2.60ms, fps=2210 images/s, loss=1.0983, top1-acc=67.28%, top5-acc=92.25%, remaining_time=0:00:19.881986, arrival_time=2021-04-10 01:43:19.837410, cost_time=0:00:03.593123 2021-04-10 01:43:01,054 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.51ms, fps=2331 images/s, loss=1.1050, top1-acc=67.42%, top5-acc=92.24%, remaining_time=0:00:18.299112, arrival_time=2021-04-10 01:43:19.353434, cost_time=0:00:04.692095 2021-04-10 01:43:02,161 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.17ms, fps=2315 images/s, loss=1.0947, top1-acc=67.70%, top5-acc=92.38%, remaining_time=0:00:16.932350, arrival_time=2021-04-10 01:43:19.093345, cost_time=0:00:05.798754 2021-04-10 01:43:03,256 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.29ms, fps=2339 images/s, loss=1.0878, top1-acc=67.81%, top5-acc=92.47%, remaining_time=0:00:15.625856, arrival_time=2021-04-10 01:43:18.881863, cost_time=0:00:06.893752 2021-04-10 01:43:04,357 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.64ms, fps=2327 images/s, loss=1.0878, top1-acc=67.87%, top5-acc=92.51%, remaining_time=0:00:14.390334, arrival_time=2021-04-10 01:43:18.747247, cost_time=0:00:07.994599 2021-04-10 01:43:05,457 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=1.88ms, fps=2328 images/s, loss=1.0872, top1-acc=67.78%, top5-acc=92.54%, remaining_time=0:00:13.188272, arrival_time=2021-04-10 01:43:18.645878, cost_time=0:00:09.095382 2021-04-10 01:43:06,563 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.00ms, fps=2316 images/s, loss=1.0902, top1-acc=67.61%, top5-acc=92.50%, remaining_time=0:00:12.014782, arrival_time=2021-04-10 01:43:18.578313, cost_time=0:00:10.201235 2021-04-10 01:43:07,664 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=2.05ms, fps=2327 images/s, loss=1.0928, top1-acc=67.52%, top5-acc=92.49%, remaining_time=0:00:10.850112, arrival_time=2021-04-10 01:43:18.514484, cost_time=0:00:11.302165 2021-04-10 01:43:08,774 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.82ms, fps=2308 images/s, loss=1.0952, top1-acc=67.47%, top5-acc=92.41%, remaining_time=0:00:09.704068, arrival_time=2021-04-10 01:43:18.478461, cost_time=0:00:12.412141 2021-04-10 01:43:09,868 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=2.21ms, fps=2342 images/s, loss=1.0972, top1-acc=67.45%, top5-acc=92.28%, remaining_time=0:00:08.553724, arrival_time=2021-04-10 01:43:18.421771, cost_time=0:00:13.505857 2021-04-10 01:43:10,966 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.70ms, fps=2332 images/s, loss=1.0975, top1-acc=67.45%, top5-acc=92.23%, remaining_time=0:00:07.414506, arrival_time=2021-04-10 01:43:18.381156, cost_time=0:00:14.604370 2021-04-10 01:43:12,076 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=2.03ms, fps=2308 images/s, loss=1.0990, top1-acc=67.42%, top5-acc=92.21%, remaining_time=0:00:06.285720, arrival_time=2021-04-10 01:43:18.362155, cost_time=0:00:15.714253 2021-04-10 01:43:13,175 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.64ms, fps=2330 images/s, loss=1.1048, top1-acc=67.34%, top5-acc=92.15%, remaining_time=0:00:05.156048, arrival_time=2021-04-10 01:43:18.331575, cost_time=0:00:16.813227 2021-04-10 01:43:14,273 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.32ms, fps=2334 images/s, loss=1.1043, top1-acc=67.34%, top5-acc=92.18%, remaining_time=0:00:04.029948, arrival_time=2021-04-10 01:43:18.303024, cost_time=0:00:17.910894 2021-04-10 01:43:15,368 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.61ms, fps=2337 images/s, loss=1.1041, top1-acc=67.41%, top5-acc=92.14%, remaining_time=0:00:02.906904, arrival_time=2021-04-10 01:43:18.275769, cost_time=0:00:19.006662 2021-04-10 01:43:16,464 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.73ms, fps=2338 images/s, loss=1.1033, top1-acc=67.45%, top5-acc=92.16%, remaining_time=0:00:01.786864, arrival_time=2021-04-10 01:43:18.251264, cost_time=0:00:20.102236 2021-04-10 01:43:17,566 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.49ms, fps=2324 images/s, loss=1.1031, top1-acc=67.47%, top5-acc=92.16%, remaining_time=0:00:00.669606, arrival_time=2021-04-10 01:43:18.236127, cost_time=0:00:21.204274 2021-04-10 01:43:18,156 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.33ms, fps=2310 images/s, loss=1.1039, top1-acc=67.44%, top5-acc=92.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:18.155981, cost_time=0:00:21.793827 2021-04-10 01:43:18,497 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.21ms, fps=7522 images/s, loss=2.0081, top1-acc=51.45%, top5-acc=81.17%, remaining_time=0:00:01.020930, arrival_time=2021-04-10 01:43:19.518528, cost_time=0:00:00.340314 2021-04-10 01:43:18,744 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=0.43ms, fps=10391 images/s, loss=2.0352, top1-acc=50.06%, top5-acc=80.82%, remaining_time=0:00:00.587120, arrival_time=2021-04-10 01:43:19.331540, cost_time=0:00:00.587125 2021-04-10 01:43:18,998 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=0.44ms, fps=10096 images/s, loss=2.0382, top1-acc=49.97%, top5-acc=80.55%, remaining_time=0:00:00.280410, arrival_time=2021-04-10 01:43:19.279038, cost_time=0:00:00.841224 2021-04-10 01:43:19,217 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.06ms, fps=10647 images/s, loss=2.0482, top1-acc=50.14%, top5-acc=80.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:19.217143, cost_time=0:00:01.059918 2021-04-10 01:43:19,291 INFO : Epoch=0055 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:55:31.088045, arrival_time=2021-04-10 02:38:50.379663, cost_time=0:21:03.516172 2021-04-10 01:43:19,292 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:43:20,605 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=0.47ms, fps=1950 images/s, loss=1.0248, top1-acc=70.04%, top5-acc=93.87%, remaining_time=0:00:24.413244, arrival_time=2021-04-10 01:43:45.018884, cost_time=0:00:01.312537 2021-04-10 01:43:21,706 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=2.05ms, fps=2328 images/s, loss=1.0464, top1-acc=69.49%, top5-acc=93.09%, remaining_time=0:00:21.237568, arrival_time=2021-04-10 01:43:42.943970, cost_time=0:00:02.413362 2021-04-10 01:43:22,813 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=2.07ms, fps=2313 images/s, loss=1.0337, top1-acc=69.61%, top5-acc=93.06%, remaining_time=0:00:19.481262, arrival_time=2021-04-10 01:43:42.294937, cost_time=0:00:03.520721 2021-04-10 01:43:23,912 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=2.01ms, fps=2331 images/s, loss=1.0423, top1-acc=69.42%, top5-acc=92.98%, remaining_time=0:00:18.015348, arrival_time=2021-04-10 01:43:41.927754, cost_time=0:00:04.619314 2021-04-10 01:43:25,018 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=2.18ms, fps=2316 images/s, loss=1.0523, top1-acc=68.95%, top5-acc=92.94%, remaining_time=0:00:16.718168, arrival_time=2021-04-10 01:43:41.736645, cost_time=0:00:05.725381 2021-04-10 01:43:26,121 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=2.29ms, fps=2323 images/s, loss=1.0541, top1-acc=68.90%, top5-acc=92.96%, remaining_time=0:00:15.477480, arrival_time=2021-04-10 01:43:41.598770, cost_time=0:00:06.828281 2021-04-10 01:43:27,227 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=2.30ms, fps=2316 images/s, loss=1.0522, top1-acc=69.06%, top5-acc=92.89%, remaining_time=0:00:14.281974, arrival_time=2021-04-10 01:43:41.509441, cost_time=0:00:07.934404 2021-04-10 01:43:28,314 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.80ms, fps=2357 images/s, loss=1.0559, top1-acc=68.95%, top5-acc=92.87%, remaining_time=0:00:13.080972, arrival_time=2021-04-10 01:43:41.395294, cost_time=0:00:09.021339 2021-04-10 01:43:29,419 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.65ms, fps=2318 images/s, loss=1.0611, top1-acc=68.79%, top5-acc=92.83%, remaining_time=0:00:11.926590, arrival_time=2021-04-10 01:43:41.346077, cost_time=0:00:10.126390 2021-04-10 01:43:30,526 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=2.07ms, fps=2315 images/s, loss=1.0645, top1-acc=68.72%, top5-acc=92.77%, remaining_time=0:00:10.783680, arrival_time=2021-04-10 01:43:41.309713, cost_time=0:00:11.233025 2021-04-10 01:43:31,625 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.72ms, fps=2331 images/s, loss=1.0668, top1-acc=68.65%, top5-acc=92.65%, remaining_time=0:00:09.641288, arrival_time=2021-04-10 01:43:41.266317, cost_time=0:00:12.331889 2021-04-10 01:43:32,730 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.01ms, fps=2317 images/s, loss=1.0694, top1-acc=68.59%, top5-acc=92.61%, remaining_time=0:00:08.510632, arrival_time=2021-04-10 01:43:41.241434, cost_time=0:00:13.437828 2021-04-10 01:43:33,827 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.84ms, fps=2335 images/s, loss=1.0751, top1-acc=68.37%, top5-acc=92.56%, remaining_time=0:00:07.379196, arrival_time=2021-04-10 01:43:41.206953, cost_time=0:00:14.534819 2021-04-10 01:43:34,931 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=2.78ms, fps=2322 images/s, loss=1.0809, top1-acc=68.16%, top5-acc=92.45%, remaining_time=0:00:06.255200, arrival_time=2021-04-10 01:43:41.186223, cost_time=0:00:15.637938 2021-04-10 01:43:36,028 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.65ms, fps=2334 images/s, loss=1.0823, top1-acc=68.08%, top5-acc=92.42%, remaining_time=0:00:05.132266, arrival_time=2021-04-10 01:43:41.160907, cost_time=0:00:16.735613 2021-04-10 01:43:37,118 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.46ms, fps=2351 images/s, loss=1.0854, top1-acc=67.98%, top5-acc=92.41%, remaining_time=0:00:04.010688, arrival_time=2021-04-10 01:43:41.128862, cost_time=0:00:17.825239 2021-04-10 01:43:38,216 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.50ms, fps=2332 images/s, loss=1.0866, top1-acc=67.90%, top5-acc=92.41%, remaining_time=0:00:02.894190, arrival_time=2021-04-10 01:43:41.110744, cost_time=0:00:18.923599 2021-04-10 01:43:39,324 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.88ms, fps=2313 images/s, loss=1.0878, top1-acc=67.92%, top5-acc=92.37%, remaining_time=0:00:01.780544, arrival_time=2021-04-10 01:43:41.104621, cost_time=0:00:20.031052 2021-04-10 01:43:40,428 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=2.11ms, fps=2320 images/s, loss=1.0888, top1-acc=67.88%, top5-acc=92.36%, remaining_time=0:00:00.667428, arrival_time=2021-04-10 01:43:41.095659, cost_time=0:00:21.135203 2021-04-10 01:43:41,014 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.74ms, fps=2333 images/s, loss=1.0919, top1-acc=67.82%, top5-acc=92.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:41.014652, cost_time=0:00:21.721632 2021-04-10 01:43:41,395 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=2.60ms, fps=6741 images/s, loss=1.6770, top1-acc=55.04%, top5-acc=84.69%, remaining_time=0:00:01.139160, arrival_time=2021-04-10 01:43:42.535005, cost_time=0:00:00.379719 2021-04-10 01:43:41,710 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=0.30ms, fps=8156 images/s, loss=1.6936, top1-acc=54.92%, top5-acc=84.32%, remaining_time=0:00:00.694160, arrival_time=2021-04-10 01:43:42.404431, cost_time=0:00:00.694169 2021-04-10 01:43:42,020 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=28.88ms, fps=8268 images/s, loss=1.6804, top1-acc=55.13%, top5-acc=84.26%, remaining_time=0:00:00.334840, arrival_time=2021-04-10 01:43:42.355484, cost_time=0:00:01.004520 2021-04-10 01:43:42,246 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.09ms, fps=10315 images/s, loss=1.6971, top1-acc=55.01%, top5-acc=83.97%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:42.246107, cost_time=0:00:01.229924 2021-04-10 01:43:42,302 INFO : Epoch=0056 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:55:08.212944, arrival_time=2021-04-10 02:38:50.515603, cost_time=0:21:26.527249 2021-04-10 01:43:42,303 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:43:43,599 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=0.57ms, fps=1976 images/s, loss=1.0532, top1-acc=68.48%, top5-acc=93.09%, remaining_time=0:00:24.095556, arrival_time=2021-04-10 01:44:07.694733, cost_time=0:00:01.295460 2021-04-10 01:43:44,703 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.81ms, fps=2322 images/s, loss=1.0470, top1-acc=69.06%, top5-acc=93.20%, remaining_time=0:00:21.113488, arrival_time=2021-04-10 01:44:05.816399, cost_time=0:00:02.399260 2021-04-10 01:43:45,806 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.64ms, fps=2322 images/s, loss=1.0416, top1-acc=69.05%, top5-acc=93.11%, remaining_time=0:00:19.382326, arrival_time=2021-04-10 01:44:05.188670, cost_time=0:00:03.502816 2021-04-10 01:43:46,893 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.49ms, fps=2355 images/s, loss=1.0416, top1-acc=69.22%, top5-acc=93.04%, remaining_time=0:00:17.902248, arrival_time=2021-04-10 01:44:04.796146, cost_time=0:00:04.590305 2021-04-10 01:43:47,993 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.56ms, fps=2331 images/s, loss=1.0446, top1-acc=69.18%, top5-acc=92.87%, remaining_time=0:00:16.612756, arrival_time=2021-04-10 01:44:04.605731, cost_time=0:00:05.689321 2021-04-10 01:43:49,096 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.99ms, fps=2323 images/s, loss=1.0462, top1-acc=69.00%, top5-acc=92.92%, remaining_time=0:00:15.396016, arrival_time=2021-04-10 01:44:04.491957, cost_time=0:00:06.792359 2021-04-10 01:43:50,199 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.25ms, fps=2322 images/s, loss=1.0458, top1-acc=69.07%, top5-acc=92.87%, remaining_time=0:00:14.212296, arrival_time=2021-04-10 01:44:04.411599, cost_time=0:00:07.895706 2021-04-10 01:43:51,288 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.45ms, fps=2351 images/s, loss=1.0480, top1-acc=69.01%, top5-acc=92.75%, remaining_time=0:00:13.028308, arrival_time=2021-04-10 01:44:04.316904, cost_time=0:00:08.985060 2021-04-10 01:43:52,382 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.06ms, fps=2341 images/s, loss=1.0504, top1-acc=68.88%, top5-acc=92.71%, remaining_time=0:00:11.870940, arrival_time=2021-04-10 01:44:04.253639, cost_time=0:00:10.079104 2021-04-10 01:43:53,483 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.48ms, fps=2327 images/s, loss=1.0510, top1-acc=68.79%, top5-acc=92.71%, remaining_time=0:00:10.732800, arrival_time=2021-04-10 01:44:04.216388, cost_time=0:00:11.180008 2021-04-10 01:43:54,583 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.65ms, fps=2328 images/s, loss=1.0562, top1-acc=68.62%, top5-acc=92.67%, remaining_time=0:00:09.600782, arrival_time=2021-04-10 01:44:04.184408, cost_time=0:00:12.280109 2021-04-10 01:43:55,684 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.60ms, fps=2328 images/s, loss=1.0613, top1-acc=68.48%, top5-acc=92.63%, remaining_time=0:00:08.474228, arrival_time=2021-04-10 01:44:04.158305, cost_time=0:00:13.380408 2021-04-10 01:43:56,821 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=31.90ms, fps=2252 images/s, loss=1.0676, top1-acc=68.27%, top5-acc=92.55%, remaining_time=0:00:07.370880, arrival_time=2021-04-10 01:44:04.192768, cost_time=0:00:14.518375 2021-04-10 01:43:57,922 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.62ms, fps=2327 images/s, loss=1.0715, top1-acc=68.15%, top5-acc=92.53%, remaining_time=0:00:06.247584, arrival_time=2021-04-10 01:44:04.170402, cost_time=0:00:15.619005 2021-04-10 01:43:59,044 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.43ms, fps=2284 images/s, loss=1.0723, top1-acc=68.10%, top5-acc=92.53%, remaining_time=0:00:05.133922, arrival_time=2021-04-10 01:44:04.178560, cost_time=0:00:16.741093 2021-04-10 01:44:00,146 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.63ms, fps=2324 images/s, loss=1.0757, top1-acc=67.99%, top5-acc=92.52%, remaining_time=0:00:04.014684, arrival_time=2021-04-10 01:44:04.161350, cost_time=0:00:17.843072 2021-04-10 01:44:01,257 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.52ms, fps=2307 images/s, loss=1.0752, top1-acc=68.04%, top5-acc=92.54%, remaining_time=0:00:02.898766, arrival_time=2021-04-10 01:44:04.155950, cost_time=0:00:18.953521 2021-04-10 01:44:02,358 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.89ms, fps=2327 images/s, loss=1.0803, top1-acc=67.93%, top5-acc=92.47%, remaining_time=0:00:01.782608, arrival_time=2021-04-10 01:44:04.140635, cost_time=0:00:20.054369 2021-04-10 01:44:03,453 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.55ms, fps=2339 images/s, loss=1.0804, top1-acc=67.92%, top5-acc=92.48%, remaining_time=0:00:00.667890, arrival_time=2021-04-10 01:44:04.121252, cost_time=0:00:21.149798 2021-04-10 01:44:04,046 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.47ms, fps=2296 images/s, loss=1.0813, top1-acc=67.89%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:04.046392, cost_time=0:00:21.742766 2021-04-10 01:44:04,409 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=4.50ms, fps=7081 images/s, loss=1.8308, top1-acc=53.24%, top5-acc=83.52%, remaining_time=0:00:01.084470, arrival_time=2021-04-10 01:44:05.494051, cost_time=0:00:00.361494 2021-04-10 01:44:04,665 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=0.43ms, fps=10033 images/s, loss=1.8909, top1-acc=52.62%, top5-acc=82.79%, remaining_time=0:00:00.617080, arrival_time=2021-04-10 01:44:05.282254, cost_time=0:00:00.617078 2021-04-10 01:44:04,948 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=18.07ms, fps=9045 images/s, loss=1.9000, top1-acc=52.54%, top5-acc=82.58%, remaining_time=0:00:00.300190, arrival_time=2021-04-10 01:44:05.248868, cost_time=0:00:00.900557 2021-04-10 01:44:05,163 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.06ms, fps=10838 images/s, loss=1.9131, top1-acc=52.61%, top5-acc=82.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:05.163174, cost_time=0:00:01.115138 2021-04-10 01:44:05,214 INFO : Epoch=0057 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:54:45.083516, arrival_time=2021-04-10 02:38:50.297805, cost_time=0:21:49.438861 2021-04-10 01:44:05,215 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:44:06,574 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=0.59ms, fps=1884 images/s, loss=1.0572, top1-acc=70.04%, top5-acc=92.11%, remaining_time=0:00:25.267728, arrival_time=2021-04-10 01:44:31.842121, cost_time=0:00:01.358484 2021-04-10 01:44:07,673 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=1.94ms, fps=2331 images/s, loss=1.0738, top1-acc=69.14%, top5-acc=92.23%, remaining_time=0:00:21.626176, arrival_time=2021-04-10 01:44:29.299646, cost_time=0:00:02.457516 2021-04-10 01:44:08,781 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.92ms, fps=2312 images/s, loss=1.0721, top1-acc=68.97%, top5-acc=92.40%, remaining_time=0:00:19.728104, arrival_time=2021-04-10 01:44:28.509304, cost_time=0:00:03.565323 2021-04-10 01:44:09,914 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.24ms, fps=2261 images/s, loss=1.0783, top1-acc=68.44%, top5-acc=92.25%, remaining_time=0:00:18.323448, arrival_time=2021-04-10 01:44:28.237735, cost_time=0:00:04.698319 2021-04-10 01:44:11,020 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.72ms, fps=2316 images/s, loss=1.0728, top1-acc=68.40%, top5-acc=92.45%, remaining_time=0:00:16.949286, arrival_time=2021-04-10 01:44:27.969820, cost_time=0:00:05.804551 2021-04-10 01:44:12,125 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=2.03ms, fps=2320 images/s, loss=1.0680, top1-acc=68.58%, top5-acc=92.58%, remaining_time=0:00:15.660536, arrival_time=2021-04-10 01:44:27.785469, cost_time=0:00:06.909045 2021-04-10 01:44:13,228 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.99ms, fps=2322 images/s, loss=1.0679, top1-acc=68.50%, top5-acc=92.63%, remaining_time=0:00:14.421834, arrival_time=2021-04-10 01:44:27.649822, cost_time=0:00:08.012144 2021-04-10 01:44:14,345 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.68ms, fps=2292 images/s, loss=1.0682, top1-acc=68.49%, top5-acc=92.67%, remaining_time=0:00:13.238152, arrival_time=2021-04-10 01:44:27.583862, cost_time=0:00:09.129723 2021-04-10 01:44:15,444 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.54ms, fps=2332 images/s, loss=1.0704, top1-acc=68.42%, top5-acc=92.56%, remaining_time=0:00:12.047112, arrival_time=2021-04-10 01:44:27.491690, cost_time=0:00:10.228656 2021-04-10 01:44:16,543 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.95ms, fps=2331 images/s, loss=1.0719, top1-acc=68.44%, top5-acc=92.52%, remaining_time=0:00:10.874496, arrival_time=2021-04-10 01:44:27.418119, cost_time=0:00:11.327644 2021-04-10 01:44:17,648 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=2.05ms, fps=2320 images/s, loss=1.0740, top1-acc=68.30%, top5-acc=92.50%, remaining_time=0:00:09.719634, arrival_time=2021-04-10 01:44:27.367703, cost_time=0:00:12.432140 2021-04-10 01:44:18,747 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.54ms, fps=2331 images/s, loss=1.0734, top1-acc=68.31%, top5-acc=92.51%, remaining_time=0:00:08.569760, arrival_time=2021-04-10 01:44:27.316880, cost_time=0:00:13.531237 2021-04-10 01:44:19,841 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=1.0743, top1-acc=68.26%, top5-acc=92.54%, remaining_time=0:00:07.425330, arrival_time=2021-04-10 01:44:27.266968, cost_time=0:00:14.625671 2021-04-10 01:44:20,938 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.56ms, fps=2335 images/s, loss=1.0733, top1-acc=68.33%, top5-acc=92.50%, remaining_time=0:00:06.289192, arrival_time=2021-04-10 01:44:27.228039, cost_time=0:00:15.723026 2021-04-10 01:44:22,043 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=2.39ms, fps=2319 images/s, loss=1.0718, top1-acc=68.43%, top5-acc=92.54%, remaining_time=0:00:05.160372, arrival_time=2021-04-10 01:44:27.203529, cost_time=0:00:16.827252 2021-04-10 01:44:23,151 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=2.21ms, fps=2311 images/s, loss=1.0749, top1-acc=68.39%, top5-acc=92.46%, remaining_time=0:00:04.035528, arrival_time=2021-04-10 01:44:27.187177, cost_time=0:00:17.935738 2021-04-10 01:44:24,249 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.92ms, fps=2335 images/s, loss=1.0772, top1-acc=68.32%, top5-acc=92.42%, remaining_time=0:00:02.910934, arrival_time=2021-04-10 01:44:27.159957, cost_time=0:00:19.032983 2021-04-10 01:44:25,348 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=2.02ms, fps=2331 images/s, loss=1.0786, top1-acc=68.36%, top5-acc=92.37%, remaining_time=0:00:01.789536, arrival_time=2021-04-10 01:44:27.137568, cost_time=0:00:20.132191 2021-04-10 01:44:26,449 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.78ms, fps=2325 images/s, loss=1.0826, top1-acc=68.27%, top5-acc=92.28%, remaining_time=0:00:00.670548, arrival_time=2021-04-10 01:44:27.120421, cost_time=0:00:21.233925 2021-04-10 01:44:27,048 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=0.10ms, fps=2276 images/s, loss=1.0863, top1-acc=68.17%, top5-acc=92.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:27.047997, cost_time=0:00:21.832138 2021-04-10 01:44:27,386 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=2.65ms, fps=7609 images/s, loss=1.6453, top1-acc=55.98%, top5-acc=85.12%, remaining_time=0:00:01.009200, arrival_time=2021-04-10 01:44:28.395701, cost_time=0:00:00.336399 2021-04-10 01:44:27,625 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.32ms, fps=10737 images/s, loss=1.6373, top1-acc=56.46%, top5-acc=84.82%, remaining_time=0:00:00.575640, arrival_time=2021-04-10 01:44:28.201268, cost_time=0:00:00.575633 2021-04-10 01:44:27,885 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=3.67ms, fps=9877 images/s, loss=1.6548, top1-acc=55.94%, top5-acc=84.62%, remaining_time=0:00:00.278440, arrival_time=2021-04-10 01:44:28.163779, cost_time=0:00:00.835329 2021-04-10 01:44:28,120 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.08ms, fps=9878 images/s, loss=1.6731, top1-acc=55.78%, top5-acc=84.40%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:28.120678, cost_time=0:00:01.070734 2021-04-10 01:44:28,165 INFO : Epoch=0058 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:54:22.059500, arrival_time=2021-04-10 02:38:50.225400, cost_time=0:22:12.390487 2021-04-10 01:44:28,166 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:44:29,495 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=0.46ms, fps=1926 images/s, loss=1.0377, top1-acc=68.12%, top5-acc=93.67%, remaining_time=0:00:24.718470, arrival_time=2021-04-10 01:44:54.214324, cost_time=0:00:01.328950 2021-04-10 01:44:30,597 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=2.40ms, fps=2325 images/s, loss=1.0567, top1-acc=68.07%, top5-acc=93.07%, remaining_time=0:00:21.388576, arrival_time=2021-04-10 01:44:51.985989, cost_time=0:00:02.430515 2021-04-10 01:44:31,684 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.59ms, fps=2357 images/s, loss=1.0461, top1-acc=68.70%, top5-acc=92.99%, remaining_time=0:00:19.461508, arrival_time=2021-04-10 01:44:51.145495, cost_time=0:00:03.517155 2021-04-10 01:44:32,782 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.38ms, fps=2332 images/s, loss=1.0439, top1-acc=68.99%, top5-acc=92.82%, remaining_time=0:00:18.000840, arrival_time=2021-04-10 01:44:50.783427, cost_time=0:00:04.615603 2021-04-10 01:44:33,884 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=2.00ms, fps=2326 images/s, loss=1.0416, top1-acc=69.08%, top5-acc=92.84%, remaining_time=0:00:16.693932, arrival_time=2021-04-10 01:44:50.577981, cost_time=0:00:05.717077 2021-04-10 01:44:34,984 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=1.97ms, fps=2327 images/s, loss=1.0442, top1-acc=68.89%, top5-acc=92.82%, remaining_time=0:00:15.454360, arrival_time=2021-04-10 01:44:50.439306, cost_time=0:00:06.818115 2021-04-10 01:44:36,082 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=2.02ms, fps=2333 images/s, loss=1.0470, top1-acc=68.93%, top5-acc=92.70%, remaining_time=0:00:14.248206, arrival_time=2021-04-10 01:44:50.330874, cost_time=0:00:07.915682 2021-04-10 01:44:37,206 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.91ms, fps=2280 images/s, loss=1.0490, top1-acc=68.94%, top5-acc=92.62%, remaining_time=0:00:13.106840, arrival_time=2021-04-10 01:44:50.313125, cost_time=0:00:09.039215 2021-04-10 01:44:38,311 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.11ms, fps=2319 images/s, loss=1.0498, top1-acc=68.82%, top5-acc=92.66%, remaining_time=0:00:11.947472, arrival_time=2021-04-10 01:44:50.258615, cost_time=0:00:10.144121 2021-04-10 01:44:39,412 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=2.15ms, fps=2326 images/s, loss=1.0527, top1-acc=68.87%, top5-acc=92.68%, remaining_time=0:00:10.795872, arrival_time=2021-04-10 01:44:50.208366, cost_time=0:00:11.245661 2021-04-10 01:44:40,521 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.19ms, fps=2309 images/s, loss=1.0517, top1-acc=68.83%, top5-acc=92.70%, remaining_time=0:00:09.659262, arrival_time=2021-04-10 01:44:50.181100, cost_time=0:00:12.354919 2021-04-10 01:44:41,617 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=2.81ms, fps=2339 images/s, loss=1.0505, top1-acc=68.95%, top5-acc=92.69%, remaining_time=0:00:08.518536, arrival_time=2021-04-10 01:44:50.135761, cost_time=0:00:13.450325 2021-04-10 01:44:42,711 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.76ms, fps=2341 images/s, loss=1.0533, top1-acc=68.86%, top5-acc=92.68%, remaining_time=0:00:07.384014, arrival_time=2021-04-10 01:44:50.095343, cost_time=0:00:14.544308 2021-04-10 01:44:43,861 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=3.28ms, fps=2229 images/s, loss=1.0550, top1-acc=68.79%, top5-acc=92.69%, remaining_time=0:00:06.277544, arrival_time=2021-04-10 01:44:50.138446, cost_time=0:00:15.693920 2021-04-10 01:44:44,963 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=2.25ms, fps=2324 images/s, loss=1.0571, top1-acc=68.76%, top5-acc=92.65%, remaining_time=0:00:05.150850, arrival_time=2021-04-10 01:44:50.113948, cost_time=0:00:16.796213 2021-04-10 01:44:46,069 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.91ms, fps=2317 images/s, loss=1.0633, top1-acc=68.56%, top5-acc=92.59%, remaining_time=0:00:04.027968, arrival_time=2021-04-10 01:44:50.096877, cost_time=0:00:17.902002 2021-04-10 01:44:47,172 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.48ms, fps=2321 images/s, loss=1.0662, top1-acc=68.49%, top5-acc=92.56%, remaining_time=0:00:02.906774, arrival_time=2021-04-10 01:44:50.079457, cost_time=0:00:19.005773 2021-04-10 01:44:48,273 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.61ms, fps=2328 images/s, loss=1.0672, top1-acc=68.51%, top5-acc=92.57%, remaining_time=0:00:01.787200, arrival_time=2021-04-10 01:44:50.060104, cost_time=0:00:20.105948 2021-04-10 01:44:49,377 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=2.01ms, fps=2319 images/s, loss=1.0705, top1-acc=68.43%, top5-acc=92.51%, remaining_time=0:00:00.669810, arrival_time=2021-04-10 01:44:50.047363, cost_time=0:00:21.210681 2021-04-10 01:44:49,992 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=0.21ms, fps=2215 images/s, loss=1.0732, top1-acc=68.40%, top5-acc=92.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:49.992225, cost_time=0:00:21.825318 2021-04-10 01:44:50,351 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.31ms, fps=7161 images/s, loss=1.9969, top1-acc=51.95%, top5-acc=80.39%, remaining_time=0:00:01.072440, arrival_time=2021-04-10 01:44:51.423695, cost_time=0:00:00.357482 2021-04-10 01:44:50,598 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=2.75ms, fps=10384 images/s, loss=1.9853, top1-acc=51.39%, top5-acc=80.70%, remaining_time=0:00:00.604480, arrival_time=2021-04-10 01:44:51.202757, cost_time=0:00:00.604483 2021-04-10 01:44:50,852 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=0.48ms, fps=10108 images/s, loss=1.9747, top1-acc=51.56%, top5-acc=80.77%, remaining_time=0:00:00.286110, arrival_time=2021-04-10 01:44:51.138215, cost_time=0:00:00.858325 2021-04-10 01:44:51,091 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.10ms, fps=9695 images/s, loss=1.9752, top1-acc=51.65%, top5-acc=80.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:51.091916, cost_time=0:00:01.098171 2021-04-10 01:44:51,161 INFO : Epoch=0059 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:53:59.141958, arrival_time=2021-04-10 02:38:50.303026, cost_time=0:22:35.385632 2021-04-10 01:44:51,162 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 01:44:52,465 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.82ms, fps=1965 images/s, loss=1.0218, top1-acc=69.80%, top5-acc=93.40%, remaining_time=0:00:24.232638, arrival_time=2021-04-10 01:45:16.698033, cost_time=0:00:01.302829 2021-04-10 01:44:53,567 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.79ms, fps=2326 images/s, loss=1.0238, top1-acc=69.73%, top5-acc=93.22%, remaining_time=0:00:21.160304, arrival_time=2021-04-10 01:45:14.727490, cost_time=0:00:02.404587 2021-04-10 01:44:54,677 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.64ms, fps=2307 images/s, loss=1.0325, top1-acc=69.41%, top5-acc=92.93%, remaining_time=0:00:19.450220, arrival_time=2021-04-10 01:45:14.127816, cost_time=0:00:03.515108 2021-04-10 01:44:55,772 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.72ms, fps=2340 images/s, loss=1.0265, top1-acc=69.46%, top5-acc=92.99%, remaining_time=0:00:17.978064, arrival_time=2021-04-10 01:45:13.750282, cost_time=0:00:04.609779 2021-04-10 01:44:56,880 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=2.53ms, fps=2311 images/s, loss=1.0314, top1-acc=69.28%, top5-acc=93.00%, remaining_time=0:00:16.697290, arrival_time=2021-04-10 01:45:13.578043, cost_time=0:00:05.718247 2021-04-10 01:44:57,995 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.91ms, fps=2298 images/s, loss=1.0269, top1-acc=69.47%, top5-acc=93.12%, remaining_time=0:00:15.488088, arrival_time=2021-04-10 01:45:13.483540, cost_time=0:00:06.833003 2021-04-10 01:44:59,098 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.77ms, fps=2323 images/s, loss=1.0346, top1-acc=69.22%, top5-acc=93.08%, remaining_time=0:00:14.283990, arrival_time=2021-04-10 01:45:13.382038, cost_time=0:00:07.935539 2021-04-10 01:45:00,206 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=2.22ms, fps=2312 images/s, loss=1.0383, top1-acc=69.19%, top5-acc=93.00%, remaining_time=0:00:13.113104, arrival_time=2021-04-10 01:45:13.319048, cost_time=0:00:09.043499 2021-04-10 01:45:01,301 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.60ms, fps=2338 images/s, loss=1.0402, top1-acc=69.15%, top5-acc=93.00%, remaining_time=0:00:11.941430, arrival_time=2021-04-10 01:45:13.242941, cost_time=0:00:10.138969 2021-04-10 01:45:02,395 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.49ms, fps=2342 images/s, loss=1.0448, top1-acc=69.05%, top5-acc=92.91%, remaining_time=0:00:10.783680, arrival_time=2021-04-10 01:45:13.179110, cost_time=0:00:11.233000 2021-04-10 01:45:03,488 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.67ms, fps=2344 images/s, loss=1.0500, top1-acc=68.85%, top5-acc=92.84%, remaining_time=0:00:09.636472, arrival_time=2021-04-10 01:45:13.124814, cost_time=0:00:12.325737 2021-04-10 01:45:04,580 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.64ms, fps=2346 images/s, loss=1.0504, top1-acc=68.95%, top5-acc=92.84%, remaining_time=0:00:08.498092, arrival_time=2021-04-10 01:45:13.078575, cost_time=0:00:13.418068 2021-04-10 01:45:05,681 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.79ms, fps=2326 images/s, loss=1.0528, top1-acc=68.84%, top5-acc=92.81%, remaining_time=0:00:07.371276, arrival_time=2021-04-10 01:45:13.052847, cost_time=0:00:14.519158 2021-04-10 01:45:06,785 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=3.22ms, fps=2321 images/s, loss=1.0533, top1-acc=68.78%, top5-acc=92.82%, remaining_time=0:00:06.248984, arrival_time=2021-04-10 01:45:13.033971, cost_time=0:00:15.622501 2021-04-10 01:45:07,880 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=2.04ms, fps=2339 images/s, loss=1.0515, top1-acc=68.89%, top5-acc=92.79%, remaining_time=0:00:05.126700, arrival_time=2021-04-10 01:45:13.006746, cost_time=0:00:16.717568 2021-04-10 01:45:08,970 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.52ms, fps=2348 images/s, loss=1.0520, top1-acc=68.87%, top5-acc=92.81%, remaining_time=0:00:04.006908, arrival_time=2021-04-10 01:45:12.977799, cost_time=0:00:17.808437 2021-04-10 01:45:10,072 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=2.08ms, fps=2325 images/s, loss=1.0576, top1-acc=68.70%, top5-acc=92.75%, remaining_time=0:00:02.892110, arrival_time=2021-04-10 01:45:12.964456, cost_time=0:00:18.909904 2021-04-10 01:45:11,203 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.45ms, fps=2264 images/s, loss=1.0616, top1-acc=68.58%, top5-acc=92.66%, remaining_time=0:00:01.781456, arrival_time=2021-04-10 01:45:12.985314, cost_time=0:00:20.041325 2021-04-10 01:45:12,301 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.90ms, fps=2334 images/s, loss=1.0665, top1-acc=68.53%, top5-acc=92.60%, remaining_time=0:00:00.667542, arrival_time=2021-04-10 01:45:12.968926, cost_time=0:00:21.138897 2021-04-10 01:45:12,886 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=0.09ms, fps=2326 images/s, loss=1.0678, top1-acc=68.48%, top5-acc=92.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:12.886796, cost_time=0:00:21.724367 2021-04-10 01:45:13,229 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=3.27ms, fps=7494 images/s, loss=1.8029, top1-acc=53.01%, top5-acc=82.34%, remaining_time=0:00:01.024800, arrival_time=2021-04-10 01:45:14.254568, cost_time=0:00:00.341596 2021-04-10 01:45:13,556 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=0.46ms, fps=7857 images/s, loss=1.8065, top1-acc=52.83%, top5-acc=82.44%, remaining_time=0:00:00.667920, arrival_time=2021-04-10 01:45:14.224016, cost_time=0:00:00.667918 2021-04-10 01:45:13,836 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=26.49ms, fps=9177 images/s, loss=1.7849, top1-acc=53.63%, top5-acc=82.59%, remaining_time=0:00:00.315900, arrival_time=2021-04-10 01:45:14.151869, cost_time=0:00:00.947690 2021-04-10 01:45:14,057 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.07ms, fps=10499 images/s, loss=1.7846, top1-acc=53.28%, top5-acc=82.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:14.057556, cost_time=0:00:01.169454 2021-04-10 01:45:14,120 INFO : Epoch=0060 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:53:36.139080, arrival_time=2021-04-10 02:38:50.259842, cost_time=0:22:58.345308 2021-04-10 01:45:14,122 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 01:45:15,429 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=3.15ms, fps=1959 images/s, loss=1.0716, top1-acc=67.81%, top5-acc=93.09%, remaining_time=0:00:24.309456, arrival_time=2021-04-10 01:45:39.738838, cost_time=0:00:01.306958 2021-04-10 01:45:16,525 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=1.51ms, fps=2338 images/s, loss=1.0485, top1-acc=68.71%, top5-acc=92.79%, remaining_time=0:00:21.148160, arrival_time=2021-04-10 01:45:37.673667, cost_time=0:00:02.403199 2021-04-10 01:45:17,619 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.51ms, fps=2341 images/s, loss=1.0252, top1-acc=69.64%, top5-acc=93.03%, remaining_time=0:00:19.352778, arrival_time=2021-04-10 01:45:36.972547, cost_time=0:00:03.497477 2021-04-10 01:45:18,718 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.65ms, fps=2331 images/s, loss=1.0245, top1-acc=69.49%, top5-acc=93.12%, remaining_time=0:00:17.926584, arrival_time=2021-04-10 01:45:36.645459, cost_time=0:00:04.596560 2021-04-10 01:45:19,836 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=2.06ms, fps=2292 images/s, loss=1.0273, top1-acc=69.31%, top5-acc=93.05%, remaining_time=0:00:16.684734, arrival_time=2021-04-10 01:45:36.521125, cost_time=0:00:05.713959 2021-04-10 01:45:20,938 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.72ms, fps=2324 images/s, loss=1.0333, top1-acc=68.98%, top5-acc=93.03%, remaining_time=0:00:15.450824, arrival_time=2021-04-10 01:45:36.389650, cost_time=0:00:06.816533 2021-04-10 01:45:22,043 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=2.08ms, fps=2319 images/s, loss=1.0385, top1-acc=68.77%, top5-acc=93.07%, remaining_time=0:00:14.257782, arrival_time=2021-04-10 01:45:36.301109, cost_time=0:00:07.921020 2021-04-10 01:45:23,142 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.99ms, fps=2330 images/s, loss=1.0447, top1-acc=68.66%, top5-acc=92.92%, remaining_time=0:00:13.079348, arrival_time=2021-04-10 01:45:36.221925, cost_time=0:00:09.020260 2021-04-10 01:45:24,232 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=2.37ms, fps=2350 images/s, loss=1.0471, top1-acc=68.66%, top5-acc=92.96%, remaining_time=0:00:11.907934, arrival_time=2021-04-10 01:45:36.140749, cost_time=0:00:10.110507 2021-04-10 01:45:25,331 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.51ms, fps=2332 images/s, loss=1.0475, top1-acc=68.62%, top5-acc=92.96%, remaining_time=0:00:10.760544, arrival_time=2021-04-10 01:45:36.091729, cost_time=0:00:11.208904 2021-04-10 01:45:26,431 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=2.05ms, fps=2329 images/s, loss=1.0482, top1-acc=68.60%, top5-acc=92.96%, remaining_time=0:00:09.623056, arrival_time=2021-04-10 01:45:36.054009, cost_time=0:00:12.308584 2021-04-10 01:45:27,554 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.96ms, fps=2281 images/s, loss=1.0514, top1-acc=68.56%, top5-acc=92.90%, remaining_time=0:00:08.506908, arrival_time=2021-04-10 01:45:36.061169, cost_time=0:00:13.432015 2021-04-10 01:45:28,663 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=2.32ms, fps=2310 images/s, loss=1.0540, top1-acc=68.44%, top5-acc=92.88%, remaining_time=0:00:07.382298, arrival_time=2021-04-10 01:45:36.045498, cost_time=0:00:14.540839 2021-04-10 01:45:29,764 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=2.06ms, fps=2327 images/s, loss=1.0565, top1-acc=68.40%, top5-acc=92.81%, remaining_time=0:00:06.256824, arrival_time=2021-04-10 01:45:36.021054, cost_time=0:00:15.641995 2021-04-10 01:45:30,864 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.73ms, fps=2328 images/s, loss=1.0572, top1-acc=68.43%, top5-acc=92.82%, remaining_time=0:00:05.134336, arrival_time=2021-04-10 01:45:35.998962, cost_time=0:00:16.742342 2021-04-10 01:45:31,968 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.74ms, fps=2321 images/s, loss=1.0562, top1-acc=68.55%, top5-acc=92.75%, remaining_time=0:00:04.015296, arrival_time=2021-04-10 01:45:35.983413, cost_time=0:00:17.845734 2021-04-10 01:45:33,066 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=2.33ms, fps=2333 images/s, loss=1.0589, top1-acc=68.47%, top5-acc=92.67%, remaining_time=0:00:02.897336, arrival_time=2021-04-10 01:45:35.963684, cost_time=0:00:18.944075 2021-04-10 01:45:34,171 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.75ms, fps=2319 images/s, loss=1.0604, top1-acc=68.46%, top5-acc=92.62%, remaining_time=0:00:01.782096, arrival_time=2021-04-10 01:45:35.953083, cost_time=0:00:20.048614 2021-04-10 01:45:35,275 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=2.00ms, fps=2320 images/s, loss=1.0598, top1-acc=68.45%, top5-acc=92.62%, remaining_time=0:00:00.667992, arrival_time=2021-04-10 01:45:35.943484, cost_time=0:00:21.153118 2021-04-10 01:45:35,869 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=0.09ms, fps=2292 images/s, loss=1.0611, top1-acc=68.47%, top5-acc=92.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:35.869534, cost_time=0:00:21.747320 2021-04-10 01:45:36,209 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.55ms, fps=7562 images/s, loss=1.7869, top1-acc=51.56%, top5-acc=82.54%, remaining_time=0:00:01.015560, arrival_time=2021-04-10 01:45:37.225022, cost_time=0:00:00.338520 2021-04-10 01:45:36,462 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=2.65ms, fps=10157 images/s, loss=1.7196, top1-acc=53.57%, top5-acc=83.54%, remaining_time=0:00:00.591360, arrival_time=2021-04-10 01:45:37.053589, cost_time=0:00:00.591360 2021-04-10 01:45:36,712 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=4.44ms, fps=10261 images/s, loss=1.7112, top1-acc=54.08%, top5-acc=83.78%, remaining_time=0:00:00.280450, arrival_time=2021-04-10 01:45:36.992657, cost_time=0:00:00.841345 2021-04-10 01:45:36,942 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.12ms, fps=10098 images/s, loss=1.7133, top1-acc=54.12%, top5-acc=83.60%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:36.942386, cost_time=0:00:01.071550 2021-04-10 01:45:37,011 INFO : Epoch=0061 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:53:12.980259, arrival_time=2021-04-10 02:38:49.991601, cost_time=0:23:21.235929 2021-04-10 01:45:37,012 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 01:45:38,316 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=0.55ms, fps=1963 images/s, loss=1.0582, top1-acc=68.67%, top5-acc=93.05%, remaining_time=0:00:24.254028, arrival_time=2021-04-10 01:46:02.570305, cost_time=0:00:01.303981 2021-04-10 01:45:39,415 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.41ms, fps=2331 images/s, loss=1.0415, top1-acc=69.02%, top5-acc=93.20%, remaining_time=0:00:21.147632, arrival_time=2021-04-10 01:46:00.563125, cost_time=0:00:02.403136 2021-04-10 01:45:40,524 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.89ms, fps=2311 images/s, loss=1.0288, top1-acc=69.92%, top5-acc=93.28%, remaining_time=0:00:19.431960, arrival_time=2021-04-10 01:45:59.956047, cost_time=0:00:03.511788 2021-04-10 01:45:41,630 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=9.89ms, fps=2315 images/s, loss=1.0157, top1-acc=70.16%, top5-acc=93.42%, remaining_time=0:00:18.011760, arrival_time=2021-04-10 01:45:59.642381, cost_time=0:00:04.618399 2021-04-10 01:45:42,727 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=2.19ms, fps=2336 images/s, loss=1.0236, top1-acc=69.83%, top5-acc=93.20%, remaining_time=0:00:16.687508, arrival_time=2021-04-10 01:45:59.414882, cost_time=0:00:05.714875 2021-04-10 01:45:43,826 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=2.38ms, fps=2331 images/s, loss=1.0246, top1-acc=69.97%, top5-acc=93.07%, remaining_time=0:00:15.446064, arrival_time=2021-04-10 01:45:59.272833, cost_time=0:00:06.814418 2021-04-10 01:45:44,963 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.53ms, fps=2254 images/s, loss=1.0308, top1-acc=69.78%, top5-acc=92.99%, remaining_time=0:00:14.311584, arrival_time=2021-04-10 01:45:59.274889, cost_time=0:00:07.950857 2021-04-10 01:45:46,059 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=2.05ms, fps=2337 images/s, loss=1.0368, top1-acc=69.50%, top5-acc=92.95%, remaining_time=0:00:13.118440, arrival_time=2021-04-10 01:45:59.177837, cost_time=0:00:09.047170 2021-04-10 01:45:47,165 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=1.66ms, fps=2315 images/s, loss=1.0386, top1-acc=69.37%, top5-acc=92.94%, remaining_time=0:00:11.958496, arrival_time=2021-04-10 01:45:59.124225, cost_time=0:00:10.153401 2021-04-10 01:45:48,289 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.78ms, fps=2279 images/s, loss=1.0407, top1-acc=69.29%, top5-acc=92.97%, remaining_time=0:00:10.826208, arrival_time=2021-04-10 01:45:59.115792, cost_time=0:00:11.277278 2021-04-10 01:45:49,392 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=2.12ms, fps=2323 images/s, loss=1.0416, top1-acc=69.23%, top5-acc=92.99%, remaining_time=0:00:09.678956, arrival_time=2021-04-10 01:45:59.071279, cost_time=0:00:12.380025 2021-04-10 01:45:50,488 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.78ms, fps=2337 images/s, loss=1.0402, top1-acc=69.27%, top5-acc=92.98%, remaining_time=0:00:08.534876, arrival_time=2021-04-10 01:45:59.023392, cost_time=0:00:13.476096 2021-04-10 01:45:51,585 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=2.12ms, fps=2334 images/s, loss=1.0426, top1-acc=69.19%, top5-acc=92.99%, remaining_time=0:00:07.398930, arrival_time=2021-04-10 01:45:58.984821, cost_time=0:00:14.573679 2021-04-10 01:45:52,692 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=1.88ms, fps=2315 images/s, loss=1.0432, top1-acc=69.16%, top5-acc=92.95%, remaining_time=0:00:06.271944, arrival_time=2021-04-10 01:45:58.964156, cost_time=0:00:15.679866 2021-04-10 01:45:53,794 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.72ms, fps=2325 images/s, loss=1.0440, top1-acc=69.13%, top5-acc=92.94%, remaining_time=0:00:05.146480, arrival_time=2021-04-10 01:45:58.940798, cost_time=0:00:16.782018 2021-04-10 01:45:54,896 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=1.61ms, fps=2325 images/s, loss=1.0459, top1-acc=69.07%, top5-acc=92.92%, remaining_time=0:00:04.023828, arrival_time=2021-04-10 01:45:58.919836, cost_time=0:00:17.883728 2021-04-10 01:45:55,998 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=2.02ms, fps=2323 images/s, loss=1.0498, top1-acc=68.98%, top5-acc=92.83%, remaining_time=0:00:02.903810, arrival_time=2021-04-10 01:45:58.902514, cost_time=0:00:18.986409 2021-04-10 01:45:57,095 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=2.66ms, fps=2335 images/s, loss=1.0523, top1-acc=68.91%, top5-acc=92.80%, remaining_time=0:00:01.785184, arrival_time=2021-04-10 01:45:58.880717, cost_time=0:00:20.083254 2021-04-10 01:45:58,196 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.83ms, fps=2327 images/s, loss=1.0542, top1-acc=68.80%, top5-acc=92.76%, remaining_time=0:00:00.668970, arrival_time=2021-04-10 01:45:58.865165, cost_time=0:00:21.183980 2021-04-10 01:45:58,795 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=0.12ms, fps=2270 images/s, loss=1.0519, top1-acc=68.83%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:58.795786, cost_time=0:00:21.783441 2021-04-10 01:45:59,168 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.46ms, fps=6904 images/s, loss=1.7559, top1-acc=54.69%, top5-acc=84.57%, remaining_time=0:00:01.112280, arrival_time=2021-04-10 01:46:00.280905, cost_time=0:00:00.370763 2021-04-10 01:45:59,405 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=0.39ms, fps=10814 images/s, loss=1.7246, top1-acc=55.41%, top5-acc=84.90%, remaining_time=0:00:00.608020, arrival_time=2021-04-10 01:46:00.013883, cost_time=0:00:00.608015 2021-04-10 01:45:59,681 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=0.40ms, fps=9297 images/s, loss=1.7268, top1-acc=55.52%, top5-acc=84.49%, remaining_time=0:00:00.294630, arrival_time=2021-04-10 01:45:59.976355, cost_time=0:00:00.883886 2021-04-10 01:45:59,911 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.07ms, fps=10118 images/s, loss=1.7470, top1-acc=55.42%, top5-acc=84.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:59.911444, cost_time=0:00:01.113670 2021-04-10 01:45:59,975 INFO : Epoch=0062 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:52:49.992756, arrival_time=2021-04-10 02:38:49.967844, cost_time=0:23:44.199660 2021-04-10 01:45:59,976 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 01:46:01,328 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=0.58ms, fps=1893 images/s, loss=1.0554, top1-acc=68.44%, top5-acc=93.12%, remaining_time=0:00:25.147944, arrival_time=2021-04-10 01:46:26.476486, cost_time=0:00:01.352044 2021-04-10 01:46:02,437 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.17ms, fps=2311 images/s, loss=1.0623, top1-acc=68.67%, top5-acc=92.58%, remaining_time=0:00:21.654688, arrival_time=2021-04-10 01:46:24.091861, cost_time=0:00:02.460756 2021-04-10 01:46:03,538 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=2.02ms, fps=2327 images/s, loss=1.0452, top1-acc=69.10%, top5-acc=92.97%, remaining_time=0:00:19.707520, arrival_time=2021-04-10 01:46:23.245787, cost_time=0:00:03.561612 2021-04-10 01:46:04,645 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.68ms, fps=2315 images/s, loss=1.0404, top1-acc=69.21%, top5-acc=93.06%, remaining_time=0:00:18.208476, arrival_time=2021-04-10 01:46:22.853715, cost_time=0:00:04.668836 2021-04-10 01:46:05,748 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.38ms, fps=2322 images/s, loss=1.0323, top1-acc=69.47%, top5-acc=93.01%, remaining_time=0:00:16.854386, arrival_time=2021-04-10 01:46:22.602949, cost_time=0:00:05.772055 2021-04-10 01:46:06,845 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.67ms, fps=2336 images/s, loss=1.0302, top1-acc=69.64%, top5-acc=93.04%, remaining_time=0:00:15.569144, arrival_time=2021-04-10 01:46:22.414297, cost_time=0:00:06.868768 2021-04-10 01:46:07,945 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.65ms, fps=2328 images/s, loss=1.0290, top1-acc=69.61%, top5-acc=93.04%, remaining_time=0:00:14.343966, arrival_time=2021-04-10 01:46:22.289366, cost_time=0:00:07.968898 2021-04-10 01:46:09,043 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=2.09ms, fps=2333 images/s, loss=1.0324, top1-acc=69.65%, top5-acc=93.01%, remaining_time=0:00:13.147092, arrival_time=2021-04-10 01:46:22.190375, cost_time=0:00:09.066937 2021-04-10 01:46:10,144 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=2.40ms, fps=2326 images/s, loss=1.0352, top1-acc=69.58%, top5-acc=93.01%, remaining_time=0:00:11.975562, arrival_time=2021-04-10 01:46:22.119975, cost_time=0:00:10.167930 2021-04-10 01:46:11,251 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.76ms, fps=2316 images/s, loss=1.0375, top1-acc=69.41%, top5-acc=93.00%, remaining_time=0:00:10.823424, arrival_time=2021-04-10 01:46:22.074341, cost_time=0:00:11.274356 2021-04-10 01:46:12,380 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.45ms, fps=2267 images/s, loss=1.0423, top1-acc=69.23%, top5-acc=92.93%, remaining_time=0:00:09.697962, arrival_time=2021-04-10 01:46:22.078691, cost_time=0:00:12.404374 2021-04-10 01:46:13,485 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=2.36ms, fps=2319 images/s, loss=1.0452, top1-acc=69.16%, top5-acc=92.89%, remaining_time=0:00:08.555548, arrival_time=2021-04-10 01:46:22.040785, cost_time=0:00:13.508809 2021-04-10 01:46:14,590 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=2.29ms, fps=2319 images/s, loss=1.0507, top1-acc=68.95%, top5-acc=92.85%, remaining_time=0:00:07.419192, arrival_time=2021-04-10 01:46:22.009180, cost_time=0:00:14.613511 2021-04-10 01:46:15,695 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.71ms, fps=2318 images/s, loss=1.0537, top1-acc=68.90%, top5-acc=92.80%, remaining_time=0:00:06.287680, arrival_time=2021-04-10 01:46:21.983346, cost_time=0:00:15.719261 2021-04-10 01:46:16,805 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=2.08ms, fps=2308 images/s, loss=1.0553, top1-acc=68.83%, top5-acc=92.76%, remaining_time=0:00:05.160878, arrival_time=2021-04-10 01:46:21.966398, cost_time=0:00:16.829020 2021-04-10 01:46:17,904 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.99ms, fps=2332 images/s, loss=1.0576, top1-acc=68.70%, top5-acc=92.74%, remaining_time=0:00:04.033800, arrival_time=2021-04-10 01:46:21.938284, cost_time=0:00:17.927939 2021-04-10 01:46:19,005 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=1.48ms, fps=2328 images/s, loss=1.0615, top1-acc=68.58%, top5-acc=92.69%, remaining_time=0:00:02.910258, arrival_time=2021-04-10 01:46:21.915262, cost_time=0:00:19.028649 2021-04-10 01:46:20,108 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=2.65ms, fps=2323 images/s, loss=1.0627, top1-acc=68.57%, top5-acc=92.64%, remaining_time=0:00:01.789440, arrival_time=2021-04-10 01:46:21.897374, cost_time=0:00:20.131274 2021-04-10 01:46:21,211 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.30ms, fps=2322 images/s, loss=1.0633, top1-acc=68.59%, top5-acc=92.61%, remaining_time=0:00:00.670590, arrival_time=2021-04-10 01:46:21.882272, cost_time=0:00:21.235265 2021-04-10 01:46:21,816 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.58ms, fps=2252 images/s, loss=1.0641, top1-acc=68.56%, top5-acc=92.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:21.816144, cost_time=0:00:21.839763 2021-04-10 01:46:22,160 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=2.31ms, fps=7475 images/s, loss=1.9182, top1-acc=50.43%, top5-acc=80.82%, remaining_time=0:00:01.027380, arrival_time=2021-04-10 01:46:23.187923, cost_time=0:00:00.342456 2021-04-10 01:46:22,421 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=2.30ms, fps=9816 images/s, loss=1.9412, top1-acc=49.98%, top5-acc=80.08%, remaining_time=0:00:00.603760, arrival_time=2021-04-10 01:46:23.025553, cost_time=0:00:00.603755 2021-04-10 01:46:22,690 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=0.46ms, fps=9551 images/s, loss=1.9582, top1-acc=49.34%, top5-acc=79.97%, remaining_time=0:00:00.290720, arrival_time=2021-04-10 01:46:22.981002, cost_time=0:00:00.872154 2021-04-10 01:46:22,916 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.06ms, fps=10296 images/s, loss=1.9190, top1-acc=49.68%, top5-acc=80.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:22.916128, cost_time=0:00:01.098102 2021-04-10 01:46:22,957 INFO : Epoch=0063 complete, best val top1-acc=55.80%, top5-acc=84.18% (epoch=48), remaining_time=0:52:27.047276, arrival_time=2021-04-10 02:38:50.005022, cost_time=0:24:07.182334 2021-04-10 01:46:22,958 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 01:46:24,260 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=0.32ms, fps=1966 images/s, loss=1.0222, top1-acc=70.94%, top5-acc=92.58%, remaining_time=0:00:24.216456, arrival_time=2021-04-10 01:46:48.477178, cost_time=0:00:01.301964 2021-04-10 01:46:25,363 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.50ms, fps=2324 images/s, loss=0.9978, top1-acc=71.11%, top5-acc=93.09%, remaining_time=0:00:21.156784, arrival_time=2021-04-10 01:46:46.519764, cost_time=0:00:02.404188 2021-04-10 01:46:26,455 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=2.27ms, fps=2346 images/s, loss=1.0080, top1-acc=70.81%, top5-acc=93.12%, remaining_time=0:00:19.346304, arrival_time=2021-04-10 01:46:45.801308, cost_time=0:00:03.496306 2021-04-10 01:46:27,571 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=2.13ms, fps=2294 images/s, loss=1.0152, top1-acc=70.44%, top5-acc=93.16%, remaining_time=0:00:17.990388, arrival_time=2021-04-10 01:46:45.562092, cost_time=0:00:04.612902 2021-04-10 01:46:28,665 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=2.59ms, fps=2344 images/s, loss=1.0092, top1-acc=70.45%, top5-acc=93.21%, remaining_time=0:00:16.661812, arrival_time=2021-04-10 01:46:45.326728, cost_time=0:00:05.706084 2021-04-10 01:46:29,772 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=2.40ms, fps=2315 images/s, loss=1.0097, top1-acc=70.33%, top5-acc=93.26%, remaining_time=0:00:15.443072, arrival_time=2021-04-10 01:46:45.214985, cost_time=0:00:06.813149 2021-04-10 01:46:30,871 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=2.61ms, fps=2330 images/s, loss=1.0109, top1-acc=70.37%, top5-acc=93.18%, remaining_time=0:00:14.243166, arrival_time=2021-04-10 01:46:45.114830, cost_time=0:00:07.912865 2021-04-10 01:46:31,972 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.67ms, fps=2327 images/s, loss=1.0160, top1-acc=70.20%, top5-acc=93.06%, remaining_time=0:00:13.070068, arrival_time=2021-04-10 01:46:45.042545, cost_time=0:00:09.013820 2021-04-10 01:46:33,069 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.49ms, fps=2334 images/s, loss=1.0227, top1-acc=69.96%, top5-acc=92.94%, remaining_time=0:00:11.908464, arrival_time=2021-04-10 01:46:44.978240, cost_time=0:00:10.110977 2021-04-10 01:46:34,174 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.68ms, fps=2318 images/s, loss=1.0258, top1-acc=69.79%, top5-acc=92.91%, remaining_time=0:00:10.767552, arrival_time=2021-04-10 01:46:44.942397, cost_time=0:00:11.216165 2021-04-10 01:46:35,263 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.64ms, fps=2353 images/s, loss=1.0297, top1-acc=69.65%, top5-acc=92.85%, remaining_time=0:00:09.620218, arrival_time=2021-04-10 01:46:44.883815, cost_time=0:00:12.304957 2021-04-10 01:46:36,364 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.92ms, fps=2327 images/s, loss=1.0324, top1-acc=69.58%, top5-acc=92.81%, remaining_time=0:00:08.490264, arrival_time=2021-04-10 01:46:44.854643, cost_time=0:00:13.405691 2021-04-10 01:46:37,464 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.53ms, fps=2329 images/s, loss=1.0313, top1-acc=69.61%, top5-acc=92.82%, remaining_time=0:00:07.364412, arrival_time=2021-04-10 01:46:44.828650, cost_time=0:00:14.505595 2021-04-10 01:46:38,569 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=2.05ms, fps=2318 images/s, loss=1.0311, top1-acc=69.58%, top5-acc=92.85%, remaining_time=0:00:06.244056, arrival_time=2021-04-10 01:46:44.813104, cost_time=0:00:15.610206 2021-04-10 01:46:39,667 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.52ms, fps=2333 images/s, loss=1.0336, top1-acc=69.51%, top5-acc=92.83%, remaining_time=0:00:05.123894, arrival_time=2021-04-10 01:46:44.790922, cost_time=0:00:16.708350 2021-04-10 01:46:40,767 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.82ms, fps=2329 images/s, loss=1.0370, top1-acc=69.38%, top5-acc=92.79%, remaining_time=0:00:04.006872, arrival_time=2021-04-10 01:46:44.773904, cost_time=0:00:17.808243 2021-04-10 01:46:41,875 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=2.43ms, fps=2312 images/s, loss=1.0389, top1-acc=69.29%, top5-acc=92.76%, remaining_time=0:00:02.893072, arrival_time=2021-04-10 01:46:44.768036, cost_time=0:00:18.916325 2021-04-10 01:46:42,978 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=2.71ms, fps=2321 images/s, loss=1.0414, top1-acc=69.23%, top5-acc=92.75%, remaining_time=0:00:01.779536, arrival_time=2021-04-10 01:46:44.758127, cost_time=0:00:20.019798 2021-04-10 01:46:44,075 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.73ms, fps=2337 images/s, loss=1.0434, top1-acc=69.20%, top5-acc=92.72%, remaining_time=0:00:00.666828, arrival_time=2021-04-10 01:46:44.741825, cost_time=0:00:21.116291 2021-04-10 01:46:44,673 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=0.09ms, fps=2274 images/s, loss=1.0465, top1-acc=69.14%, top5-acc=92.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:44.673576, cost_time=0:00:21.714933 2021-04-10 01:46:45,042 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=0.40ms, fps=6962 images/s, loss=1.6886, top1-acc=56.21%, top5-acc=84.49%, remaining_time=0:00:01.103040, arrival_time=2021-04-10 01:46:46.145730, cost_time=0:00:00.367682 2021-04-10 01:46:45,392 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=0.46ms, fps=7333 images/s, loss=1.6816, top1-acc=55.64%, top5-acc=84.06%, remaining_time=0:00:00.717240, arrival_time=2021-04-10 01:46:46.109489, cost_time=0:00:00.717234 2021-04-10 01:46:45,656 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=3.52ms, fps=9697 images/s, loss=1.6708, top1-acc=55.72%, top5-acc=84.10%, remaining_time=0:00:00.327240, arrival_time=2021-04-10 01:46:45.984085, cost_time=0:00:00.981729 2021-04-10 01:46:45,911 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.08ms, fps=9137 images/s, loss=1.6718, top1-acc=55.88%, top5-acc=84.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:45.911451, cost_time=0:00:01.236472 2021-04-10 01:46:46,021 INFO : Epoch=0064 complete, best val top1-acc=55.88%, top5-acc=84.20% (epoch=64), remaining_time=0:52:04.273464, arrival_time=2021-04-10 02:38:50.295222, cost_time=0:24:30.246326 2021-04-10 01:46:46,022 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 01:46:47,346 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=0.33ms, fps=1934 images/s, loss=1.0160, top1-acc=69.88%, top5-acc=93.20%, remaining_time=0:00:24.622308, arrival_time=2021-04-10 01:47:11.969049, cost_time=0:00:01.323780 2021-04-10 01:46:48,445 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=2.08ms, fps=2333 images/s, loss=1.0066, top1-acc=70.31%, top5-acc=92.79%, remaining_time=0:00:21.314304, arrival_time=2021-04-10 01:47:09.759308, cost_time=0:00:02.422090 2021-04-10 01:46:49,551 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=2.10ms, fps=2317 images/s, loss=0.9936, top1-acc=70.68%, top5-acc=93.06%, remaining_time=0:00:19.521268, arrival_time=2021-04-10 01:47:09.072243, cost_time=0:00:03.527939 2021-04-10 01:46:50,657 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.48ms, fps=2315 images/s, loss=0.9888, top1-acc=71.05%, top5-acc=93.09%, remaining_time=0:00:18.075252, arrival_time=2021-04-10 01:47:08.732771, cost_time=0:00:04.634694 2021-04-10 01:46:51,752 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.78ms, fps=2341 images/s, loss=0.9876, top1-acc=70.77%, top5-acc=93.34%, remaining_time=0:00:16.728826, arrival_time=2021-04-10 01:47:08.480759, cost_time=0:00:05.729031 2021-04-10 01:46:52,854 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=2.08ms, fps=2323 images/s, loss=0.9923, top1-acc=70.62%, top5-acc=93.29%, remaining_time=0:00:15.485776, arrival_time=2021-04-10 01:47:08.340483, cost_time=0:00:06.831941 2021-04-10 01:46:53,951 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.60ms, fps=2336 images/s, loss=0.9985, top1-acc=70.36%, top5-acc=93.31%, remaining_time=0:00:14.271138, arrival_time=2021-04-10 01:47:08.222433, cost_time=0:00:07.928442 2021-04-10 01:46:55,046 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=1.0073, top1-acc=70.21%, top5-acc=93.21%, remaining_time=0:00:13.083640, arrival_time=2021-04-10 01:47:08.129674, cost_time=0:00:09.023220 2021-04-10 01:46:56,158 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=2.29ms, fps=2304 images/s, loss=1.0113, top1-acc=70.16%, top5-acc=93.18%, remaining_time=0:00:11.936872, arrival_time=2021-04-10 01:47:08.094797, cost_time=0:00:10.135062 2021-04-10 01:46:57,276 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.45ms, fps=2292 images/s, loss=1.0124, top1-acc=69.97%, top5-acc=93.21%, remaining_time=0:00:10.802688, arrival_time=2021-04-10 01:47:08.078581, cost_time=0:00:11.252848 2021-04-10 01:46:58,377 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.78ms, fps=2327 images/s, loss=1.0176, top1-acc=69.71%, top5-acc=93.16%, remaining_time=0:00:09.658746, arrival_time=2021-04-10 01:47:08.035748, cost_time=0:00:12.354226 2021-04-10 01:46:59,482 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.54ms, fps=2317 images/s, loss=1.0190, top1-acc=69.67%, top5-acc=93.17%, remaining_time=0:00:08.524464, arrival_time=2021-04-10 01:47:08.007045, cost_time=0:00:13.459736 2021-04-10 01:47:00,581 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.67ms, fps=2332 images/s, loss=1.0231, top1-acc=69.57%, top5-acc=93.08%, remaining_time=0:00:07.391142, arrival_time=2021-04-10 01:47:07.972380, cost_time=0:00:14.558309 2021-04-10 01:47:01,673 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.62ms, fps=2347 images/s, loss=1.0298, top1-acc=69.39%, top5-acc=92.99%, remaining_time=0:00:06.259960, arrival_time=2021-04-10 01:47:07.932904, cost_time=0:00:15.649950 2021-04-10 01:47:02,774 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.43ms, fps=2325 images/s, loss=1.0328, top1-acc=69.24%, top5-acc=92.97%, remaining_time=0:00:05.137280, arrival_time=2021-04-10 01:47:07.912122, cost_time=0:00:16.752030 2021-04-10 01:47:03,871 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.61ms, fps=2337 images/s, loss=1.0371, top1-acc=69.13%, top5-acc=92.93%, remaining_time=0:00:04.015800, arrival_time=2021-04-10 01:47:07.886718, cost_time=0:00:17.848012 2021-04-10 01:47:04,976 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=2.35ms, fps=2316 images/s, loss=1.0413, top1-acc=68.99%, top5-acc=92.88%, remaining_time=0:00:02.898844, arrival_time=2021-04-10 01:47:07.875669, cost_time=0:00:18.954040 2021-04-10 01:47:06,080 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.33ms, fps=2320 images/s, loss=1.0458, top1-acc=68.91%, top5-acc=92.80%, remaining_time=0:00:01.782928, arrival_time=2021-04-10 01:47:07.863719, cost_time=0:00:20.057887 2021-04-10 01:47:07,172 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.59ms, fps=2346 images/s, loss=1.0466, top1-acc=68.90%, top5-acc=92.78%, remaining_time=0:00:00.667890, arrival_time=2021-04-10 01:47:07.840603, cost_time=0:00:21.149890 2021-04-10 01:47:07,769 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.71ms, fps=2283 images/s, loss=1.0489, top1-acc=68.85%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:07.769089, cost_time=0:00:21.746286 2021-04-10 01:47:08,108 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.38ms, fps=7584 images/s, loss=1.7408, top1-acc=54.18%, top5-acc=84.14%, remaining_time=0:00:01.012590, arrival_time=2021-04-10 01:47:09.121020, cost_time=0:00:00.337532 2021-04-10 01:47:08,363 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=2.28ms, fps=10070 images/s, loss=1.7352, top1-acc=55.04%, top5-acc=83.75%, remaining_time=0:00:00.592200, arrival_time=2021-04-10 01:47:08.955502, cost_time=0:00:00.592209 2021-04-10 01:47:08,611 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=4.09ms, fps=10332 images/s, loss=1.7132, top1-acc=55.22%, top5-acc=83.72%, remaining_time=0:00:00.280310, arrival_time=2021-04-10 01:47:08.892134, cost_time=0:00:00.840918 2021-04-10 01:47:08,832 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.06ms, fps=10548 images/s, loss=1.6937, top1-acc=55.70%, top5-acc=83.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:08.832220, cost_time=0:00:01.061363 2021-04-10 01:47:08,877 INFO : Epoch=0065 complete, best val top1-acc=55.88%, top5-acc=84.20% (epoch=64), remaining_time=0:51:41.057595, arrival_time=2021-04-10 02:38:49.934806, cost_time=0:24:53.101799 2021-04-10 01:47:08,877 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 01:47:10,199 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=0.32ms, fps=1938 images/s, loss=1.0726, top1-acc=67.81%, top5-acc=92.77%, remaining_time=0:00:24.569298, arrival_time=2021-04-10 01:47:34.768402, cost_time=0:00:01.320932 2021-04-10 01:47:11,293 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.64ms, fps=2341 images/s, loss=1.0522, top1-acc=68.44%, top5-acc=92.97%, remaining_time=0:00:21.252176, arrival_time=2021-04-10 01:47:32.545463, cost_time=0:00:02.415022 2021-04-10 01:47:12,402 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=2.64ms, fps=2310 images/s, loss=1.0303, top1-acc=69.04%, top5-acc=93.19%, remaining_time=0:00:19.500850, arrival_time=2021-04-10 01:47:31.903246, cost_time=0:00:03.524253 2021-04-10 01:47:13,524 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=2.21ms, fps=2283 images/s, loss=1.0202, top1-acc=69.51%, top5-acc=93.29%, remaining_time=0:00:18.119712, arrival_time=2021-04-10 01:47:31.643910, cost_time=0:00:04.646072 2021-04-10 01:47:14,643 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=2.04ms, fps=2289 images/s, loss=1.0092, top1-acc=70.04%, top5-acc=93.40%, remaining_time=0:00:16.834384, arrival_time=2021-04-10 01:47:31.477833, cost_time=0:00:05.765222 2021-04-10 01:47:15,739 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.84ms, fps=2337 images/s, loss=1.0011, top1-acc=70.16%, top5-acc=93.46%, remaining_time=0:00:15.552824, arrival_time=2021-04-10 01:47:31.292595, cost_time=0:00:06.861568 2021-04-10 01:47:16,881 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.75ms, fps=2244 images/s, loss=1.0066, top1-acc=70.08%, top5-acc=93.37%, remaining_time=0:00:14.405958, arrival_time=2021-04-10 01:47:31.287541, cost_time=0:00:08.003314 2021-04-10 01:47:17,982 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.43ms, fps=2327 images/s, loss=1.0080, top1-acc=70.13%, top5-acc=93.35%, remaining_time=0:00:13.201728, arrival_time=2021-04-10 01:47:31.184546, cost_time=0:00:09.104671 2021-04-10 01:47:19,079 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.51ms, fps=2336 images/s, loss=1.0119, top1-acc=70.02%, top5-acc=93.29%, remaining_time=0:00:12.014570, arrival_time=2021-04-10 01:47:31.093755, cost_time=0:00:10.201094 2021-04-10 01:47:20,185 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.90ms, fps=2315 images/s, loss=1.0180, top1-acc=69.83%, top5-acc=93.21%, remaining_time=0:00:10.855200, arrival_time=2021-04-10 01:47:31.040874, cost_time=0:00:11.307459 2021-04-10 01:47:21,291 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.41ms, fps=2317 images/s, loss=1.0201, top1-acc=69.74%, top5-acc=93.20%, remaining_time=0:00:09.704928, arrival_time=2021-04-10 01:47:30.996488, cost_time=0:00:12.413282 2021-04-10 01:47:22,389 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.01ms, fps=2335 images/s, loss=1.0240, top1-acc=69.71%, top5-acc=93.09%, remaining_time=0:00:08.556916, arrival_time=2021-04-10 01:47:30.945903, cost_time=0:00:13.510870 2021-04-10 01:47:23,498 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.55ms, fps=2308 images/s, loss=1.0252, top1-acc=69.73%, top5-acc=93.08%, remaining_time=0:00:07.422756, arrival_time=2021-04-10 01:47:30.921490, cost_time=0:00:14.620530 2021-04-10 01:47:24,599 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=1.0266, top1-acc=69.72%, top5-acc=93.08%, remaining_time=0:00:06.288464, arrival_time=2021-04-10 01:47:30.887707, cost_time=0:00:15.721173 2021-04-10 01:47:25,702 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=2.06ms, fps=2321 images/s, loss=1.0243, top1-acc=69.73%, top5-acc=93.11%, remaining_time=0:00:05.159498, arrival_time=2021-04-10 01:47:30.862225, cost_time=0:00:16.824508 2021-04-10 01:47:26,805 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.51ms, fps=2323 images/s, loss=1.0276, top1-acc=69.66%, top5-acc=93.08%, remaining_time=0:00:04.033656, arrival_time=2021-04-10 01:47:30.839090, cost_time=0:00:17.927295 2021-04-10 01:47:27,903 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=2.26ms, fps=2332 images/s, loss=1.0282, top1-acc=69.67%, top5-acc=93.07%, remaining_time=0:00:02.909790, arrival_time=2021-04-10 01:47:30.813539, cost_time=0:00:19.025634 2021-04-10 01:47:29,049 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.64ms, fps=2236 images/s, loss=1.0296, top1-acc=69.62%, top5-acc=93.05%, remaining_time=0:00:01.792976, arrival_time=2021-04-10 01:47:30.842117, cost_time=0:00:20.170982 2021-04-10 01:47:30,146 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.32ms, fps=2334 images/s, loss=1.0320, top1-acc=69.54%, top5-acc=93.04%, remaining_time=0:00:00.671634, arrival_time=2021-04-10 01:47:30.818069, cost_time=0:00:21.268370 2021-04-10 01:47:30,735 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=0.08ms, fps=2312 images/s, loss=1.0339, top1-acc=69.51%, top5-acc=93.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:30.735113, cost_time=0:00:21.857053 2021-04-10 01:47:31,057 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=4.74ms, fps=7981 images/s, loss=1.7449, top1-acc=55.59%, top5-acc=82.30%, remaining_time=0:00:00.962220, arrival_time=2021-04-10 01:47:32.019317, cost_time=0:00:00.320741 2021-04-10 01:47:31,304 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=0.30ms, fps=10387 images/s, loss=1.7426, top1-acc=55.45%, top5-acc=82.73%, remaining_time=0:00:00.567680, arrival_time=2021-04-10 01:47:31.871910, cost_time=0:00:00.567676 2021-04-10 01:47:31,555 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=7.34ms, fps=10205 images/s, loss=1.7388, top1-acc=55.33%, top5-acc=83.03%, remaining_time=0:00:00.273160, arrival_time=2021-04-10 01:47:31.829003, cost_time=0:00:00.819481 2021-04-10 01:47:31,777 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=10513 images/s, loss=1.7371, top1-acc=55.13%, top5-acc=83.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:31.776965, cost_time=0:00:01.040652 2021-04-10 01:47:31,818 INFO : Epoch=0066 complete, best val top1-acc=55.88%, top5-acc=84.20% (epoch=64), remaining_time=0:51:18.027570, arrival_time=2021-04-10 02:38:49.846403, cost_time=0:25:16.043423 2021-04-10 01:47:31,819 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 01:47:33,105 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=0.43ms, fps=1992 images/s, loss=1.0089, top1-acc=70.31%, top5-acc=93.16%, remaining_time=0:00:23.906952, arrival_time=2021-04-10 01:47:57.012109, cost_time=0:00:01.285322 2021-04-10 01:47:34,205 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=2.05ms, fps=2328 images/s, loss=1.0196, top1-acc=70.14%, top5-acc=93.16%, remaining_time=0:00:20.993984, arrival_time=2021-04-10 01:47:55.199447, cost_time=0:00:02.385676 2021-04-10 01:47:35,323 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=2.00ms, fps=2292 images/s, loss=1.0081, top1-acc=70.46%, top5-acc=93.45%, remaining_time=0:00:19.384484, arrival_time=2021-04-10 01:47:54.707492, cost_time=0:00:03.503228 2021-04-10 01:47:36,419 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=2.05ms, fps=2337 images/s, loss=1.0072, top1-acc=70.33%, top5-acc=93.54%, remaining_time=0:00:17.937816, arrival_time=2021-04-10 01:47:54.357031, cost_time=0:00:04.599435 2021-04-10 01:47:37,525 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.31ms, fps=2315 images/s, loss=1.0004, top1-acc=70.59%, top5-acc=93.66%, remaining_time=0:00:16.661082, arrival_time=2021-04-10 01:47:54.186844, cost_time=0:00:05.705856 2021-04-10 01:47:38,625 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=2.23ms, fps=2330 images/s, loss=1.0039, top1-acc=70.42%, top5-acc=93.57%, remaining_time=0:00:15.426072, arrival_time=2021-04-10 01:47:54.051471, cost_time=0:00:06.805638 2021-04-10 01:47:39,725 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.62ms, fps=2328 images/s, loss=1.0033, top1-acc=70.41%, top5-acc=93.53%, remaining_time=0:00:14.230566, arrival_time=2021-04-10 01:47:53.956212, cost_time=0:00:07.905868 2021-04-10 01:47:40,825 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.90ms, fps=2330 images/s, loss=1.0015, top1-acc=70.48%, top5-acc=93.48%, remaining_time=0:00:13.057888, arrival_time=2021-04-10 01:47:53.883076, cost_time=0:00:09.005422 2021-04-10 01:47:41,932 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.44ms, fps=2314 images/s, loss=1.0053, top1-acc=70.18%, top5-acc=93.46%, remaining_time=0:00:11.909948, arrival_time=2021-04-10 01:47:53.842099, cost_time=0:00:10.112242 2021-04-10 01:47:43,030 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.12ms, fps=2333 images/s, loss=1.0146, top1-acc=69.97%, top5-acc=93.35%, remaining_time=0:00:10.761984, arrival_time=2021-04-10 01:47:53.792156, cost_time=0:00:11.210414 2021-04-10 01:47:44,152 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.62ms, fps=2284 images/s, loss=1.0207, top1-acc=69.73%, top5-acc=93.28%, remaining_time=0:00:09.641460, arrival_time=2021-04-10 01:47:53.793418, cost_time=0:00:12.332104 2021-04-10 01:47:45,250 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.30ms, fps=2332 images/s, loss=1.0209, top1-acc=69.78%, top5-acc=93.26%, remaining_time=0:00:08.505996, arrival_time=2021-04-10 01:47:53.756252, cost_time=0:00:13.430513 2021-04-10 01:47:46,349 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.50ms, fps=2330 images/s, loss=1.0184, top1-acc=69.91%, top5-acc=93.25%, remaining_time=0:00:07.376622, arrival_time=2021-04-10 01:47:53.726100, cost_time=0:00:14.529655 2021-04-10 01:47:47,461 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.46ms, fps=2304 images/s, loss=1.0204, top1-acc=69.80%, top5-acc=93.22%, remaining_time=0:00:06.256656, arrival_time=2021-04-10 01:47:53.718108, cost_time=0:00:15.641674 2021-04-10 01:47:48,559 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.54ms, fps=2333 images/s, loss=1.0242, top1-acc=69.68%, top5-acc=93.22%, remaining_time=0:00:05.133508, arrival_time=2021-04-10 01:47:53.693124, cost_time=0:00:16.739765 2021-04-10 01:47:49,662 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=2.03ms, fps=2323 images/s, loss=1.0268, top1-acc=69.58%, top5-acc=93.17%, remaining_time=0:00:04.014648, arrival_time=2021-04-10 01:47:53.677269, cost_time=0:00:17.842913 2021-04-10 01:47:50,766 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.53ms, fps=2322 images/s, loss=1.0299, top1-acc=69.55%, top5-acc=93.08%, remaining_time=0:00:02.897648, arrival_time=2021-04-10 01:47:53.663638, cost_time=0:00:18.946138 2021-04-10 01:47:51,870 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=3.03ms, fps=2319 images/s, loss=1.0324, top1-acc=69.51%, top5-acc=93.02%, remaining_time=0:00:01.782304, arrival_time=2021-04-10 01:47:53.653099, cost_time=0:00:20.050942 2021-04-10 01:47:52,975 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.82ms, fps=2319 images/s, loss=1.0337, top1-acc=69.46%, top5-acc=92.99%, remaining_time=0:00:00.668076, arrival_time=2021-04-10 01:47:53.643501, cost_time=0:00:21.155661 2021-04-10 01:47:53,569 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.53ms, fps=2292 images/s, loss=1.0347, top1-acc=69.43%, top5-acc=92.99%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:53.569456, cost_time=0:00:21.749770 2021-04-10 01:47:53,916 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=14.66ms, fps=7411 images/s, loss=1.9363, top1-acc=51.99%, top5-acc=82.34%, remaining_time=0:00:01.036200, arrival_time=2021-04-10 01:47:54.952337, cost_time=0:00:00.345403 2021-04-10 01:47:54,169 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=2.85ms, fps=10135 images/s, loss=1.9672, top1-acc=51.87%, top5-acc=81.60%, remaining_time=0:00:00.598480, arrival_time=2021-04-10 01:47:54.767811, cost_time=0:00:00.598479 2021-04-10 01:47:54,413 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=2.57ms, fps=10524 images/s, loss=1.9596, top1-acc=51.85%, top5-acc=81.67%, remaining_time=0:00:00.280840, arrival_time=2021-04-10 01:47:54.694107, cost_time=0:00:00.842527 2021-04-10 01:47:54,635 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.07ms, fps=10440 images/s, loss=1.9808, top1-acc=51.75%, top5-acc=81.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:54.635925, cost_time=0:00:01.065247 2021-04-10 01:47:54,678 INFO : Epoch=0067 complete, best val top1-acc=55.88%, top5-acc=84.20% (epoch=64), remaining_time=0:50:54.836967, arrival_time=2021-04-10 02:38:49.515216, cost_time=0:25:38.902845 2021-04-10 01:47:54,678 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 01:47:55,984 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=0.45ms, fps=1962 images/s, loss=1.0337, top1-acc=70.31%, top5-acc=92.97%, remaining_time=0:00:24.270954, arrival_time=2021-04-10 01:48:20.255059, cost_time=0:00:01.304886 2021-04-10 01:47:57,091 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.63ms, fps=2314 images/s, loss=1.0220, top1-acc=70.12%, top5-acc=93.18%, remaining_time=0:00:21.223136, arrival_time=2021-04-10 01:48:18.314167, cost_time=0:00:02.411728 2021-04-10 01:47:58,192 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=5.14ms, fps=2325 images/s, loss=1.0150, top1-acc=70.01%, top5-acc=93.42%, remaining_time=0:00:19.442750, arrival_time=2021-04-10 01:48:17.635612, cost_time=0:00:03.513755 2021-04-10 01:47:59,319 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=2.48ms, fps=2280 images/s, loss=1.0162, top1-acc=70.13%, top5-acc=93.47%, remaining_time=0:00:18.085392, arrival_time=2021-04-10 01:48:17.404914, cost_time=0:00:04.637279 2021-04-10 01:48:00,422 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.54ms, fps=2323 images/s, loss=1.0198, top1-acc=70.15%, top5-acc=93.33%, remaining_time=0:00:16.770582, arrival_time=2021-04-10 01:48:17.193168, cost_time=0:00:05.743351 2021-04-10 01:48:01,523 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=2.89ms, fps=2328 images/s, loss=1.0129, top1-acc=70.30%, top5-acc=93.44%, remaining_time=0:00:15.512568, arrival_time=2021-04-10 01:48:17.035608, cost_time=0:00:06.843787 2021-04-10 01:48:02,626 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.29ms, fps=2323 images/s, loss=1.0141, top1-acc=70.17%, top5-acc=93.35%, remaining_time=0:00:14.304528, arrival_time=2021-04-10 01:48:16.930665, cost_time=0:00:07.946966 2021-04-10 01:48:03,729 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.56ms, fps=2323 images/s, loss=1.0128, top1-acc=70.29%, top5-acc=93.34%, remaining_time=0:00:13.122152, arrival_time=2021-04-10 01:48:16.851185, cost_time=0:00:09.049778 2021-04-10 01:48:04,822 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.50ms, fps=2342 images/s, loss=1.0183, top1-acc=70.03%, top5-acc=93.26%, remaining_time=0:00:11.947048, arrival_time=2021-04-10 01:48:16.769859, cost_time=0:00:10.143713 2021-04-10 01:48:05,924 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.56ms, fps=2325 images/s, loss=1.0205, top1-acc=69.96%, top5-acc=93.19%, remaining_time=0:00:10.795488, arrival_time=2021-04-10 01:48:16.720029, cost_time=0:00:11.245279 2021-04-10 01:48:07,028 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=2.04ms, fps=2321 images/s, loss=1.0233, top1-acc=69.88%, top5-acc=93.07%, remaining_time=0:00:09.654790, arrival_time=2021-04-10 01:48:16.683077, cost_time=0:00:12.349150 2021-04-10 01:48:08,125 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.54ms, fps=2334 images/s, loss=1.0236, top1-acc=69.89%, top5-acc=93.08%, remaining_time=0:00:08.516180, arrival_time=2021-04-10 01:48:16.641951, cost_time=0:00:13.446576 2021-04-10 01:48:09,225 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.85ms, fps=2330 images/s, loss=1.0245, top1-acc=69.87%, top5-acc=93.05%, remaining_time=0:00:07.384872, arrival_time=2021-04-10 01:48:16.609924, cost_time=0:00:14.545954 2021-04-10 01:48:10,331 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.68ms, fps=2316 images/s, loss=1.0244, top1-acc=69.79%, top5-acc=93.06%, remaining_time=0:00:06.260744, arrival_time=2021-04-10 01:48:16.591880, cost_time=0:00:15.651882 2021-04-10 01:48:11,432 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=2.25ms, fps=2327 images/s, loss=1.0264, top1-acc=69.74%, top5-acc=93.07%, remaining_time=0:00:05.137556, arrival_time=2021-04-10 01:48:16.569726, cost_time=0:00:16.752959 2021-04-10 01:48:12,531 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.71ms, fps=2331 images/s, loss=1.0268, top1-acc=69.67%, top5-acc=93.05%, remaining_time=0:00:04.016700, arrival_time=2021-04-10 01:48:16.547790, cost_time=0:00:17.851955 2021-04-10 01:48:13,634 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=2.32ms, fps=2322 images/s, loss=1.0280, top1-acc=69.67%, top5-acc=93.04%, remaining_time=0:00:02.899026, arrival_time=2021-04-10 01:48:16.533479, cost_time=0:00:18.955221 2021-04-10 01:48:14,780 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.56ms, fps=2236 images/s, loss=1.0297, top1-acc=69.57%, top5-acc=93.02%, remaining_time=0:00:01.786768, arrival_time=2021-04-10 01:48:16.567136, cost_time=0:00:20.101057 2021-04-10 01:48:15,900 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.86ms, fps=2288 images/s, loss=1.0303, top1-acc=69.58%, top5-acc=93.06%, remaining_time=0:00:00.670140, arrival_time=2021-04-10 01:48:16.570447, cost_time=0:00:21.221044 2021-04-10 01:48:16,488 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=0.09ms, fps=2314 images/s, loss=1.0310, top1-acc=69.58%, top5-acc=93.06%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:16.488871, cost_time=0:00:21.809704 2021-04-10 01:48:16,808 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.20ms, fps=8061 images/s, loss=1.5902, top1-acc=57.62%, top5-acc=85.51%, remaining_time=0:00:00.952680, arrival_time=2021-04-10 01:48:17.761113, cost_time=0:00:00.317557 2021-04-10 01:48:17,125 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=0.45ms, fps=8102 images/s, loss=1.6063, top1-acc=57.46%, top5-acc=85.21%, remaining_time=0:00:00.633880, arrival_time=2021-04-10 01:48:17.758814, cost_time=0:00:00.633887 2021-04-10 01:48:17,402 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.46ms, fps=9236 images/s, loss=1.6170, top1-acc=57.46%, top5-acc=85.14%, remaining_time=0:00:00.303960, arrival_time=2021-04-10 01:48:17.706780, cost_time=0:00:00.911878 2021-04-10 01:48:17,654 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.07ms, fps=9235 images/s, loss=1.6324, top1-acc=57.15%, top5-acc=84.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:17.654520, cost_time=0:00:01.163657 2021-04-10 01:48:17,748 INFO : Epoch=0068 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:50:32.065344, arrival_time=2021-04-10 02:38:49.813874, cost_time=0:26:01.973086 2021-04-10 01:48:17,749 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 01:48:19,069 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.94ms, fps=1939 images/s, loss=1.0196, top1-acc=69.26%, top5-acc=93.75%, remaining_time=0:00:24.555162, arrival_time=2021-04-10 01:48:43.624880, cost_time=0:00:01.320166 2021-04-10 01:48:20,175 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.60ms, fps=2317 images/s, loss=0.9875, top1-acc=70.39%, top5-acc=94.16%, remaining_time=0:00:21.348096, arrival_time=2021-04-10 01:48:41.523493, cost_time=0:00:02.425911 2021-04-10 01:48:21,273 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.51ms, fps=2332 images/s, loss=0.9752, top1-acc=70.52%, top5-acc=93.92%, remaining_time=0:00:19.501016, arrival_time=2021-04-10 01:48:40.774857, cost_time=0:00:03.524293 2021-04-10 01:48:22,370 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.45ms, fps=2336 images/s, loss=0.9863, top1-acc=70.42%, top5-acc=93.76%, remaining_time=0:00:18.022680, arrival_time=2021-04-10 01:48:40.393271, cost_time=0:00:04.621187 2021-04-10 01:48:23,473 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.95ms, fps=2323 images/s, loss=0.9940, top1-acc=70.27%, top5-acc=93.67%, remaining_time=0:00:16.713496, arrival_time=2021-04-10 01:48:40.186801, cost_time=0:00:05.723823 2021-04-10 01:48:24,590 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.80ms, fps=2292 images/s, loss=1.0007, top1-acc=70.08%, top5-acc=93.63%, remaining_time=0:00:15.507128, arrival_time=2021-04-10 01:48:40.097891, cost_time=0:00:06.841370 2021-04-10 01:48:25,687 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=2.14ms, fps=2335 images/s, loss=1.0075, top1-acc=69.99%, top5-acc=93.48%, remaining_time=0:00:14.288904, arrival_time=2021-04-10 01:48:39.976725, cost_time=0:00:07.938291 2021-04-10 01:48:26,794 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=2.06ms, fps=2316 images/s, loss=1.0040, top1-acc=70.13%, top5-acc=93.50%, remaining_time=0:00:13.114728, arrival_time=2021-04-10 01:48:39.908754, cost_time=0:00:09.044632 2021-04-10 01:48:27,881 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.60ms, fps=2356 images/s, loss=1.0069, top1-acc=70.02%, top5-acc=93.48%, remaining_time=0:00:11.932738, arrival_time=2021-04-10 01:48:39.813781, cost_time=0:00:10.131565 2021-04-10 01:48:28,973 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.96ms, fps=2346 images/s, loss=1.0081, top1-acc=70.00%, top5-acc=93.51%, remaining_time=0:00:10.774752, arrival_time=2021-04-10 01:48:39.747867, cost_time=0:00:11.223670 2021-04-10 01:48:30,092 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.68ms, fps=2288 images/s, loss=1.0112, top1-acc=69.95%, top5-acc=93.46%, remaining_time=0:00:09.649974, arrival_time=2021-04-10 01:48:39.742512, cost_time=0:00:12.343041 2021-04-10 01:48:31,200 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.74ms, fps=2312 images/s, loss=1.0100, top1-acc=69.98%, top5-acc=93.48%, remaining_time=0:00:08.518916, arrival_time=2021-04-10 01:48:39.719431, cost_time=0:00:13.450953 2021-04-10 01:48:32,301 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.30ms, fps=2327 images/s, loss=1.0125, top1-acc=70.01%, top5-acc=93.43%, remaining_time=0:00:07.387908, arrival_time=2021-04-10 01:48:39.689369, cost_time=0:00:14.551918 2021-04-10 01:48:33,398 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.55ms, fps=2335 images/s, loss=1.0149, top1-acc=69.97%, top5-acc=93.33%, remaining_time=0:00:06.259624, arrival_time=2021-04-10 01:48:39.658132, cost_time=0:00:15.649049 2021-04-10 01:48:34,504 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.92ms, fps=2315 images/s, loss=1.0187, top1-acc=69.89%, top5-acc=93.28%, remaining_time=0:00:05.138338, arrival_time=2021-04-10 01:48:39.643243, cost_time=0:00:16.755434 2021-04-10 01:48:35,599 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.45ms, fps=2340 images/s, loss=1.0211, top1-acc=69.84%, top5-acc=93.25%, remaining_time=0:00:04.016340, arrival_time=2021-04-10 01:48:39.616117, cost_time=0:00:17.850345 2021-04-10 01:48:36,699 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.64ms, fps=2329 images/s, loss=1.0246, top1-acc=69.69%, top5-acc=93.21%, remaining_time=0:00:02.898298, arrival_time=2021-04-10 01:48:39.598160, cost_time=0:00:18.950340 2021-04-10 01:48:37,797 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=2.22ms, fps=2335 images/s, loss=1.0256, top1-acc=69.61%, top5-acc=93.16%, remaining_time=0:00:01.782016, arrival_time=2021-04-10 01:48:39.579082, cost_time=0:00:20.047685 2021-04-10 01:48:38,905 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.61ms, fps=2311 images/s, loss=1.0285, top1-acc=69.59%, top5-acc=93.12%, remaining_time=0:00:00.668082, arrival_time=2021-04-10 01:48:39.573404, cost_time=0:00:21.155843 2021-04-10 01:48:39,501 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.52ms, fps=2286 images/s, loss=1.0304, top1-acc=69.50%, top5-acc=93.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:39.500969, cost_time=0:00:21.751585 2021-04-10 01:48:39,835 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=2.26ms, fps=7680 images/s, loss=1.8763, top1-acc=53.40%, top5-acc=82.19%, remaining_time=0:00:00.999960, arrival_time=2021-04-10 01:48:40.835518, cost_time=0:00:00.333325 2021-04-10 01:48:40,080 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=2.65ms, fps=10481 images/s, loss=1.9090, top1-acc=52.81%, top5-acc=81.58%, remaining_time=0:00:00.578060, arrival_time=2021-04-10 01:48:40.658351, cost_time=0:00:00.578063 2021-04-10 01:48:40,344 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=7.58ms, fps=9712 images/s, loss=1.9247, top1-acc=52.32%, top5-acc=81.45%, remaining_time=0:00:00.280710, arrival_time=2021-04-10 01:48:40.625273, cost_time=0:00:00.842135 2021-04-10 01:48:40,557 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.07ms, fps=10924 images/s, loss=1.9353, top1-acc=52.36%, top5-acc=81.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:40.557431, cost_time=0:00:01.055255 2021-04-10 01:48:40,601 INFO : Epoch=0069 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:50:08.872059, arrival_time=2021-04-10 02:38:49.473210, cost_time=0:26:24.825738 2021-04-10 01:48:40,601 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 01:48:41,920 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=2.01ms, fps=1942 images/s, loss=1.0301, top1-acc=69.45%, top5-acc=93.36%, remaining_time=0:00:24.517404, arrival_time=2021-04-10 01:49:06.437636, cost_time=0:00:01.318140 2021-04-10 01:48:43,005 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.42ms, fps=2361 images/s, loss=1.0181, top1-acc=69.94%, top5-acc=93.18%, remaining_time=0:00:21.147808, arrival_time=2021-04-10 01:49:04.153261, cost_time=0:00:02.403150 2021-04-10 01:48:44,106 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=2.37ms, fps=2327 images/s, loss=1.0139, top1-acc=69.93%, top5-acc=93.40%, remaining_time=0:00:19.390626, arrival_time=2021-04-10 01:49:03.497047, cost_time=0:00:03.504340 2021-04-10 01:48:45,236 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.63ms, fps=2266 images/s, loss=1.0098, top1-acc=70.06%, top5-acc=93.39%, remaining_time=0:00:18.075720, arrival_time=2021-04-10 01:49:03.312619, cost_time=0:00:04.634804 2021-04-10 01:48:46,335 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=2.15ms, fps=2332 images/s, loss=1.0013, top1-acc=70.27%, top5-acc=93.43%, remaining_time=0:00:16.740798, arrival_time=2021-04-10 01:49:03.076119, cost_time=0:00:05.733152 2021-04-10 01:48:47,431 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=2.44ms, fps=2337 images/s, loss=0.9933, top1-acc=70.48%, top5-acc=93.41%, remaining_time=0:00:15.480064, arrival_time=2021-04-10 01:49:02.911687, cost_time=0:00:06.829447 2021-04-10 01:48:48,525 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=2.53ms, fps=2343 images/s, loss=0.9928, top1-acc=70.48%, top5-acc=93.50%, remaining_time=0:00:14.261562, arrival_time=2021-04-10 01:49:02.786733, cost_time=0:00:07.923077 2021-04-10 01:48:49,619 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.47ms, fps=2342 images/s, loss=0.9962, top1-acc=70.23%, top5-acc=93.52%, remaining_time=0:00:13.074708, arrival_time=2021-04-10 01:49:02.693854, cost_time=0:00:09.017076 2021-04-10 01:48:50,723 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.49ms, fps=2320 images/s, loss=0.9969, top1-acc=70.22%, top5-acc=93.55%, remaining_time=0:00:11.920442, arrival_time=2021-04-10 01:49:02.643730, cost_time=0:00:10.121108 2021-04-10 01:48:51,820 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.60ms, fps=2334 images/s, loss=1.0002, top1-acc=70.20%, top5-acc=93.48%, remaining_time=0:00:10.770048, arrival_time=2021-04-10 01:49:02.590920, cost_time=0:00:11.218816 2021-04-10 01:48:52,915 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=0.9993, top1-acc=70.26%, top5-acc=93.52%, remaining_time=0:00:09.626926, arrival_time=2021-04-10 01:49:02.542571, cost_time=0:00:12.313466 2021-04-10 01:48:54,017 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.99ms, fps=2326 images/s, loss=1.0036, top1-acc=70.20%, top5-acc=93.42%, remaining_time=0:00:08.496192, arrival_time=2021-04-10 01:49:02.513332, cost_time=0:00:13.415098 2021-04-10 01:48:55,121 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.25ms, fps=2320 images/s, loss=1.0046, top1-acc=70.19%, top5-acc=93.44%, remaining_time=0:00:07.371144, arrival_time=2021-04-10 01:49:02.492223, cost_time=0:00:14.518976 2021-04-10 01:48:56,226 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=2.11ms, fps=2318 images/s, loss=1.0074, top1-acc=70.16%, top5-acc=93.37%, remaining_time=0:00:06.249600, arrival_time=2021-04-10 01:49:02.475594, cost_time=0:00:15.623984 2021-04-10 01:48:57,322 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=2.32ms, fps=2337 images/s, loss=1.0114, top1-acc=70.05%, top5-acc=93.31%, remaining_time=0:00:05.127436, arrival_time=2021-04-10 01:49:02.449418, cost_time=0:00:16.719886 2021-04-10 01:48:58,414 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.48ms, fps=2345 images/s, loss=1.0110, top1-acc=70.03%, top5-acc=93.30%, remaining_time=0:00:04.007808, arrival_time=2021-04-10 01:49:02.422321, cost_time=0:00:17.812454 2021-04-10 01:48:59,522 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.00ms, fps=2311 images/s, loss=1.0117, top1-acc=70.04%, top5-acc=93.32%, remaining_time=0:00:02.893748, arrival_time=2021-04-10 01:49:02.416526, cost_time=0:00:18.920722 2021-04-10 01:49:00,633 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.90ms, fps=2307 images/s, loss=1.0154, top1-acc=69.95%, top5-acc=93.25%, remaining_time=0:00:01.780544, arrival_time=2021-04-10 01:49:02.413797, cost_time=0:00:20.031087 2021-04-10 01:49:01,740 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.58ms, fps=2314 images/s, loss=1.0169, top1-acc=69.91%, top5-acc=93.21%, remaining_time=0:00:00.667530, arrival_time=2021-04-10 01:49:02.407954, cost_time=0:00:21.138392 2021-04-10 01:49:02,338 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.99ms, fps=2275 images/s, loss=1.0199, top1-acc=69.88%, top5-acc=93.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:02.338761, cost_time=0:00:21.736709 2021-04-10 01:49:02,705 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=5.47ms, fps=7012 images/s, loss=1.9059, top1-acc=51.05%, top5-acc=82.77%, remaining_time=0:00:01.095210, arrival_time=2021-04-10 01:49:03.801018, cost_time=0:00:00.365070 2021-04-10 01:49:02,954 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.30ms, fps=10332 images/s, loss=1.9293, top1-acc=51.68%, top5-acc=82.52%, remaining_time=0:00:00.613340, arrival_time=2021-04-10 01:49:03.567417, cost_time=0:00:00.613349 2021-04-10 01:49:03,214 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=8.73ms, fps=9866 images/s, loss=1.9410, top1-acc=51.76%, top5-acc=82.66%, remaining_time=0:00:00.291100, arrival_time=2021-04-10 01:49:03.505132, cost_time=0:00:00.873287 2021-04-10 01:49:03,439 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.08ms, fps=10330 images/s, loss=1.9321, top1-acc=51.49%, top5-acc=82.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:03.439036, cost_time=0:00:01.098365 2021-04-10 01:49:03,486 INFO : Epoch=0070 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:49:45.749780, arrival_time=2021-04-10 02:38:49.236642, cost_time=0:26:47.711424 2021-04-10 01:49:03,488 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 01:49:04,795 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=0.33ms, fps=1959 images/s, loss=0.9924, top1-acc=70.82%, top5-acc=93.67%, remaining_time=0:00:24.310200, arrival_time=2021-04-10 01:49:29.105573, cost_time=0:00:01.307000 2021-04-10 01:49:05,890 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.79ms, fps=2341 images/s, loss=0.9760, top1-acc=70.68%, top5-acc=93.75%, remaining_time=0:00:21.133728, arrival_time=2021-04-10 01:49:27.023658, cost_time=0:00:02.401551 2021-04-10 01:49:06,982 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.60ms, fps=2345 images/s, loss=0.9735, top1-acc=70.65%, top5-acc=93.68%, remaining_time=0:00:19.336344, arrival_time=2021-04-10 01:49:26.319211, cost_time=0:00:03.494516 2021-04-10 01:49:08,079 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.09ms, fps=2336 images/s, loss=0.9808, top1-acc=70.50%, top5-acc=93.65%, remaining_time=0:00:17.905524, arrival_time=2021-04-10 01:49:25.984925, cost_time=0:00:04.591170 2021-04-10 01:49:09,186 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.56ms, fps=2313 images/s, loss=0.9747, top1-acc=70.70%, top5-acc=93.77%, remaining_time=0:00:16.639766, arrival_time=2021-04-10 01:49:25.826626, cost_time=0:00:05.698542 2021-04-10 01:49:10,285 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.26ms, fps=2331 images/s, loss=0.9704, top1-acc=70.98%, top5-acc=93.82%, remaining_time=0:00:15.407304, arrival_time=2021-04-10 01:49:25.692917, cost_time=0:00:06.797338 2021-04-10 01:49:11,392 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.96ms, fps=2314 images/s, loss=0.9689, top1-acc=71.13%, top5-acc=93.78%, remaining_time=0:00:14.228046, arrival_time=2021-04-10 01:49:25.620811, cost_time=0:00:07.904449 2021-04-10 01:49:12,482 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.76ms, fps=2351 images/s, loss=0.9712, top1-acc=71.02%, top5-acc=93.79%, remaining_time=0:00:13.041416, arrival_time=2021-04-10 01:49:25.523782, cost_time=0:00:08.994096 2021-04-10 01:49:13,584 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=2.39ms, fps=2326 images/s, loss=0.9779, top1-acc=70.76%, top5-acc=93.74%, remaining_time=0:00:11.890232, arrival_time=2021-04-10 01:49:25.474129, cost_time=0:00:10.095518 2021-04-10 01:49:14,684 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.19ms, fps=2327 images/s, loss=0.9861, top1-acc=70.52%, top5-acc=93.59%, remaining_time=0:00:10.748544, arrival_time=2021-04-10 01:49:25.433181, cost_time=0:00:11.196351 2021-04-10 01:49:15,818 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=2.01ms, fps=2260 images/s, loss=0.9903, top1-acc=70.32%, top5-acc=93.59%, remaining_time=0:00:09.639740, arrival_time=2021-04-10 01:49:25.458076, cost_time=0:00:12.329949 2021-04-10 01:49:16,911 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=2.04ms, fps=2344 images/s, loss=0.9932, top1-acc=70.25%, top5-acc=93.57%, remaining_time=0:00:08.501132, arrival_time=2021-04-10 01:49:25.412293, cost_time=0:00:13.422834 2021-04-10 01:49:18,018 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=2.53ms, fps=2315 images/s, loss=0.9948, top1-acc=70.21%, top5-acc=93.60%, remaining_time=0:00:07.376556, arrival_time=2021-04-10 01:49:25.394566, cost_time=0:00:14.529624 2021-04-10 01:49:19,122 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=2.03ms, fps=2320 images/s, loss=0.9976, top1-acc=70.15%, top5-acc=93.58%, remaining_time=0:00:06.253744, arrival_time=2021-04-10 01:49:25.376421, cost_time=0:00:15.634360 2021-04-10 01:49:20,222 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.54ms, fps=2328 images/s, loss=1.0015, top1-acc=70.05%, top5-acc=93.51%, remaining_time=0:00:05.131898, arrival_time=2021-04-10 01:49:25.354765, cost_time=0:00:16.734485 2021-04-10 01:49:21,321 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=2.23ms, fps=2332 images/s, loss=1.0064, top1-acc=69.95%, top5-acc=93.46%, remaining_time=0:00:04.012524, arrival_time=2021-04-10 01:49:25.334227, cost_time=0:00:17.833390 2021-04-10 01:49:22,427 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.55ms, fps=2316 images/s, loss=1.0055, top1-acc=69.97%, top5-acc=93.45%, remaining_time=0:00:02.896634, arrival_time=2021-04-10 01:49:25.324484, cost_time=0:00:18.939528 2021-04-10 01:49:23,533 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.96ms, fps=2317 images/s, loss=1.0081, top1-acc=69.89%, top5-acc=93.42%, remaining_time=0:00:01.781792, arrival_time=2021-04-10 01:49:25.315309, cost_time=0:00:20.045154 2021-04-10 01:49:24,639 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.79ms, fps=2317 images/s, loss=1.0106, top1-acc=69.88%, top5-acc=93.34%, remaining_time=0:00:00.667920, arrival_time=2021-04-10 01:49:25.306876, cost_time=0:00:21.150710 2021-04-10 01:49:25,238 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.99ms, fps=2277 images/s, loss=1.0125, top1-acc=69.82%, top5-acc=93.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:25.238283, cost_time=0:00:21.748376 2021-04-10 01:49:25,579 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=6.27ms, fps=7542 images/s, loss=1.7204, top1-acc=55.98%, top5-acc=83.09%, remaining_time=0:00:01.018290, arrival_time=2021-04-10 01:49:26.597295, cost_time=0:00:00.339430 2021-04-10 01:49:25,815 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=0.43ms, fps=10844 images/s, loss=1.7787, top1-acc=54.45%, top5-acc=82.48%, remaining_time=0:00:00.576000, arrival_time=2021-04-10 01:49:26.391578, cost_time=0:00:00.576004 2021-04-10 01:49:26,069 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=8.31ms, fps=10111 images/s, loss=1.8001, top1-acc=54.56%, top5-acc=82.06%, remaining_time=0:00:00.276560, arrival_time=2021-04-10 01:49:26.345933, cost_time=0:00:00.829671 2021-04-10 01:49:26,288 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.06ms, fps=10601 images/s, loss=1.8003, top1-acc=54.15%, top5-acc=82.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:26.288878, cost_time=0:00:01.049339 2021-04-10 01:49:26,332 INFO : Epoch=0071 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:49:22.561239, arrival_time=2021-04-10 02:38:48.893617, cost_time=0:27:10.556965 2021-04-10 01:49:26,333 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 01:49:27,659 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=0.60ms, fps=1930 images/s, loss=1.0274, top1-acc=69.88%, top5-acc=93.16%, remaining_time=0:00:24.667878, arrival_time=2021-04-10 01:49:52.327444, cost_time=0:00:01.326230 2021-04-10 01:49:28,751 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=2.75ms, fps=2346 images/s, loss=1.0070, top1-acc=70.72%, top5-acc=93.40%, remaining_time=0:00:21.280512, arrival_time=2021-04-10 01:49:50.032112, cost_time=0:00:02.418247 2021-04-10 01:49:29,862 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=2.06ms, fps=2306 images/s, loss=0.9960, top1-acc=70.69%, top5-acc=93.48%, remaining_time=0:00:19.529070, arrival_time=2021-04-10 01:49:49.391839, cost_time=0:00:03.529353 2021-04-10 01:49:30,974 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.92ms, fps=2305 images/s, loss=0.9878, top1-acc=70.64%, top5-acc=93.74%, remaining_time=0:00:18.098652, arrival_time=2021-04-10 01:49:49.072747, cost_time=0:00:04.640675 2021-04-10 01:49:32,071 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.82ms, fps=2335 images/s, loss=0.9843, top1-acc=70.94%, top5-acc=93.75%, remaining_time=0:00:16.755252, arrival_time=2021-04-10 01:49:48.826654, cost_time=0:00:05.738102 2021-04-10 01:49:33,176 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=2.38ms, fps=2319 images/s, loss=0.9850, top1-acc=71.00%, top5-acc=93.78%, remaining_time=0:00:15.509984, arrival_time=2021-04-10 01:49:48.685982, cost_time=0:00:06.842657 2021-04-10 01:49:34,267 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.33ms, fps=2347 images/s, loss=0.9929, top1-acc=70.93%, top5-acc=93.55%, remaining_time=0:00:14.281470, arrival_time=2021-04-10 01:49:48.548996, cost_time=0:00:07.934138 2021-04-10 01:49:35,362 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.62ms, fps=2340 images/s, loss=0.9913, top1-acc=71.05%, top5-acc=93.52%, remaining_time=0:00:13.091876, arrival_time=2021-04-10 01:49:48.454096, cost_time=0:00:09.028901 2021-04-10 01:49:36,467 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=2.21ms, fps=2318 images/s, loss=0.9863, top1-acc=71.13%, top5-acc=93.60%, remaining_time=0:00:11.935388, arrival_time=2021-04-10 01:49:48.402561, cost_time=0:00:10.133864 2021-04-10 01:49:37,572 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.50ms, fps=2317 images/s, loss=0.9839, top1-acc=71.18%, top5-acc=93.61%, remaining_time=0:00:10.789632, arrival_time=2021-04-10 01:49:48.362310, cost_time=0:00:11.239250 2021-04-10 01:49:38,672 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.95ms, fps=2329 images/s, loss=0.9855, top1-acc=71.09%, top5-acc=93.60%, remaining_time=0:00:09.647222, arrival_time=2021-04-10 01:49:48.320000, cost_time=0:00:12.339469 2021-04-10 01:49:39,773 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.42ms, fps=2328 images/s, loss=0.9890, top1-acc=70.95%, top5-acc=93.57%, remaining_time=0:00:08.511772, arrival_time=2021-04-10 01:49:48.284701, cost_time=0:00:13.439592 2021-04-10 01:49:40,873 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=2.25ms, fps=2328 images/s, loss=0.9906, top1-acc=70.88%, top5-acc=93.54%, remaining_time=0:00:07.381902, arrival_time=2021-04-10 01:49:48.255309, cost_time=0:00:14.540091 2021-04-10 01:49:41,970 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.47ms, fps=2335 images/s, loss=0.9937, top1-acc=70.71%, top5-acc=93.55%, remaining_time=0:00:06.254920, arrival_time=2021-04-10 01:49:48.225478, cost_time=0:00:15.637304 2021-04-10 01:49:43,063 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.42ms, fps=2343 images/s, loss=0.9953, top1-acc=70.62%, top5-acc=93.53%, remaining_time=0:00:05.130656, arrival_time=2021-04-10 01:49:48.194442, cost_time=0:00:16.730447 2021-04-10 01:49:44,159 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.89ms, fps=2338 images/s, loss=1.0007, top1-acc=70.49%, top5-acc=93.50%, remaining_time=0:00:04.010832, arrival_time=2021-04-10 01:49:48.170020, cost_time=0:00:17.825869 2021-04-10 01:49:45,266 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.99ms, fps=2313 images/s, loss=1.0045, top1-acc=70.37%, top5-acc=93.43%, remaining_time=0:00:02.895698, arrival_time=2021-04-10 01:49:48.162448, cost_time=0:00:18.933455 2021-04-10 01:49:46,371 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=2.00ms, fps=2319 images/s, loss=1.0055, top1-acc=70.39%, top5-acc=93.39%, remaining_time=0:00:01.781152, arrival_time=2021-04-10 01:49:48.152627, cost_time=0:00:20.038027 2021-04-10 01:49:47,469 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.51ms, fps=2334 images/s, loss=1.0074, top1-acc=70.25%, top5-acc=93.34%, remaining_time=0:00:00.667446, arrival_time=2021-04-10 01:49:48.136464, cost_time=0:00:21.135706 2021-04-10 01:49:48,063 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.75ms, fps=2291 images/s, loss=1.0088, top1-acc=70.16%, top5-acc=93.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:48.063255, cost_time=0:00:21.730006 2021-04-10 01:49:48,429 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.21ms, fps=7013 images/s, loss=1.7027, top1-acc=56.17%, top5-acc=83.44%, remaining_time=0:00:01.095090, arrival_time=2021-04-10 01:49:49.524696, cost_time=0:00:00.365030 2021-04-10 01:49:48,752 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=0.41ms, fps=7933 images/s, loss=1.6873, top1-acc=55.96%, top5-acc=84.08%, remaining_time=0:00:00.688180, arrival_time=2021-04-10 01:49:49.440959, cost_time=0:00:00.688185 2021-04-10 01:49:49,020 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=0.20ms, fps=9611 images/s, loss=1.7078, top1-acc=55.59%, top5-acc=83.62%, remaining_time=0:00:00.318440, arrival_time=2021-04-10 01:49:49.338450, cost_time=0:00:00.955308 2021-04-10 01:49:49,253 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.10ms, fps=9979 images/s, loss=1.7415, top1-acc=55.31%, top5-acc=83.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:49.253047, cost_time=0:00:01.188524 2021-04-10 01:49:49,339 INFO : Epoch=0072 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:48:59.669888, arrival_time=2021-04-10 02:38:49.009644, cost_time=0:27:33.564335 2021-04-10 01:49:49,340 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 01:49:50,705 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=0.56ms, fps=1877 images/s, loss=0.9597, top1-acc=71.76%, top5-acc=93.79%, remaining_time=0:00:25.371516, arrival_time=2021-04-10 01:50:16.076405, cost_time=0:00:01.364056 2021-04-10 01:49:51,803 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=2.08ms, fps=2332 images/s, loss=0.9535, top1-acc=71.45%, top5-acc=93.98%, remaining_time=0:00:21.671584, arrival_time=2021-04-10 01:50:13.475169, cost_time=0:00:02.462675 2021-04-10 01:49:52,899 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.93ms, fps=2338 images/s, loss=0.9676, top1-acc=70.91%, top5-acc=93.82%, remaining_time=0:00:19.692248, arrival_time=2021-04-10 01:50:12.591844, cost_time=0:00:03.558841 2021-04-10 01:49:54,002 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.50ms, fps=2324 images/s, loss=0.9643, top1-acc=70.88%, top5-acc=93.78%, remaining_time=0:00:18.178680, arrival_time=2021-04-10 01:50:12.180688, cost_time=0:00:04.661208 2021-04-10 01:49:55,100 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.68ms, fps=2332 images/s, loss=0.9670, top1-acc=70.87%, top5-acc=93.91%, remaining_time=0:00:16.818178, arrival_time=2021-04-10 01:50:11.918560, cost_time=0:00:05.759649 2021-04-10 01:49:56,194 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.9692, top1-acc=70.71%, top5-acc=93.91%, remaining_time=0:00:15.533920, arrival_time=2021-04-10 01:50:11.727995, cost_time=0:00:06.853189 2021-04-10 01:49:57,293 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=2.12ms, fps=2331 images/s, loss=0.9673, top1-acc=70.84%, top5-acc=93.95%, remaining_time=0:00:14.314482, arrival_time=2021-04-10 01:50:11.607692, cost_time=0:00:07.952523 2021-04-10 01:49:58,383 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.64ms, fps=2350 images/s, loss=0.9652, top1-acc=70.93%, top5-acc=93.85%, remaining_time=0:00:13.111364, arrival_time=2021-04-10 01:50:11.494501, cost_time=0:00:09.042312 2021-04-10 01:49:59,501 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.10ms, fps=2294 images/s, loss=0.9687, top1-acc=70.91%, top5-acc=93.85%, remaining_time=0:00:11.966658, arrival_time=2021-04-10 01:50:11.467825, cost_time=0:00:10.160413 2021-04-10 01:50:00,629 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.89ms, fps=2270 images/s, loss=0.9736, top1-acc=70.91%, top5-acc=93.78%, remaining_time=0:00:10.837440, arrival_time=2021-04-10 01:50:11.467114, cost_time=0:00:11.288960 2021-04-10 01:50:01,732 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.65ms, fps=2323 images/s, loss=0.9758, top1-acc=70.91%, top5-acc=93.70%, remaining_time=0:00:09.687814, arrival_time=2021-04-10 01:50:11.419990, cost_time=0:00:12.391407 2021-04-10 01:50:02,825 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.50ms, fps=2343 images/s, loss=0.9783, top1-acc=70.82%, top5-acc=93.70%, remaining_time=0:00:08.540272, arrival_time=2021-04-10 01:50:11.365605, cost_time=0:00:13.484599 2021-04-10 01:50:03,927 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.45ms, fps=2324 images/s, loss=0.9792, top1-acc=70.83%, top5-acc=93.68%, remaining_time=0:00:07.405464, arrival_time=2021-04-10 01:50:11.332975, cost_time=0:00:14.586494 2021-04-10 01:50:05,035 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=2.24ms, fps=2313 images/s, loss=0.9781, top1-acc=70.84%, top5-acc=93.67%, remaining_time=0:00:06.277768, arrival_time=2021-04-10 01:50:11.312934, cost_time=0:00:15.694417 2021-04-10 01:50:06,131 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.83ms, fps=2336 images/s, loss=0.9799, top1-acc=70.81%, top5-acc=93.66%, remaining_time=0:00:05.149240, arrival_time=2021-04-10 01:50:11.280987, cost_time=0:00:16.791063 2021-04-10 01:50:07,230 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=2.20ms, fps=2332 images/s, loss=0.9854, top1-acc=70.65%, top5-acc=93.57%, remaining_time=0:00:04.025052, arrival_time=2021-04-10 01:50:11.254985, cost_time=0:00:17.889191 2021-04-10 01:50:08,329 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.64ms, fps=2331 images/s, loss=0.9887, top1-acc=70.56%, top5-acc=93.49%, remaining_time=0:00:02.904070, arrival_time=2021-04-10 01:50:11.233136, cost_time=0:00:18.988222 2021-04-10 01:50:09,427 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.60ms, fps=2332 images/s, loss=0.9930, top1-acc=70.45%, top5-acc=93.46%, remaining_time=0:00:01.785520, arrival_time=2021-04-10 01:50:11.213391, cost_time=0:00:20.087124 2021-04-10 01:50:10,532 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.33ms, fps=2319 images/s, loss=0.9944, top1-acc=70.45%, top5-acc=93.46%, remaining_time=0:00:00.669204, arrival_time=2021-04-10 01:50:11.201375, cost_time=0:00:21.191482 2021-04-10 01:50:11,134 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.97ms, fps=2261 images/s, loss=0.9941, top1-acc=70.42%, top5-acc=93.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:11.134089, cost_time=0:00:21.793413 2021-04-10 01:50:11,483 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=1.99ms, fps=7353 images/s, loss=1.7655, top1-acc=54.45%, top5-acc=83.87%, remaining_time=0:00:01.044450, arrival_time=2021-04-10 01:50:12.527977, cost_time=0:00:00.348152 2021-04-10 01:50:11,743 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=0.44ms, fps=9885 images/s, loss=1.7873, top1-acc=53.91%, top5-acc=83.79%, remaining_time=0:00:00.607620, arrival_time=2021-04-10 01:50:12.350610, cost_time=0:00:00.607619 2021-04-10 01:50:12,009 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=0.45ms, fps=9619 images/s, loss=1.8046, top1-acc=53.66%, top5-acc=83.46%, remaining_time=0:00:00.291410, arrival_time=2021-04-10 01:50:12.301129, cost_time=0:00:00.874241 2021-04-10 01:50:12,228 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.06ms, fps=10633 images/s, loss=1.8217, top1-acc=53.39%, top5-acc=83.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:12.228532, cost_time=0:00:01.093192 2021-04-10 01:50:12,271 INFO : Epoch=0073 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:48:36.643265, arrival_time=2021-04-10 02:38:48.914396, cost_time=0:27:56.495721 2021-04-10 01:50:12,272 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 01:50:13,626 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.47ms, fps=1891 images/s, loss=0.9894, top1-acc=70.00%, top5-acc=93.98%, remaining_time=0:00:25.182540, arrival_time=2021-04-10 01:50:38.808829, cost_time=0:00:01.353905 2021-04-10 01:50:14,746 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=3.07ms, fps=2287 images/s, loss=0.9731, top1-acc=70.47%, top5-acc=93.89%, remaining_time=0:00:21.772960, arrival_time=2021-04-10 01:50:36.519515, cost_time=0:00:02.474204 2021-04-10 01:50:15,858 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=2.03ms, fps=2303 images/s, loss=0.9614, top1-acc=71.03%, top5-acc=94.06%, remaining_time=0:00:19.845798, arrival_time=2021-04-10 01:50:35.704710, cost_time=0:00:03.586577 2021-04-10 01:50:16,976 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.73ms, fps=2293 images/s, loss=0.9566, top1-acc=70.97%, top5-acc=94.09%, remaining_time=0:00:18.344196, arrival_time=2021-04-10 01:50:35.320254, cost_time=0:00:04.703639 2021-04-10 01:50:18,072 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=2.10ms, fps=2337 images/s, loss=0.9502, top1-acc=71.37%, top5-acc=94.16%, remaining_time=0:00:16.935562, arrival_time=2021-04-10 01:50:35.007806, cost_time=0:00:05.799827 2021-04-10 01:50:19,184 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=2.64ms, fps=2305 images/s, loss=0.9580, top1-acc=70.94%, top5-acc=94.15%, remaining_time=0:00:15.665840, arrival_time=2021-04-10 01:50:34.849838, cost_time=0:00:06.911382 2021-04-10 01:50:20,286 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.84ms, fps=2324 images/s, loss=0.9616, top1-acc=70.99%, top5-acc=94.12%, remaining_time=0:00:14.426370, arrival_time=2021-04-10 01:50:34.713254, cost_time=0:00:08.014617 2021-04-10 01:50:21,388 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.24ms, fps=2325 images/s, loss=0.9609, top1-acc=71.05%, top5-acc=94.11%, remaining_time=0:00:13.218780, arrival_time=2021-04-10 01:50:34.607622, cost_time=0:00:09.116369 2021-04-10 01:50:22,490 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.91ms, fps=2325 images/s, loss=0.9640, top1-acc=71.07%, top5-acc=94.03%, remaining_time=0:00:12.034922, arrival_time=2021-04-10 01:50:34.525666, cost_time=0:00:10.218324 2021-04-10 01:50:23,601 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.87ms, fps=2307 images/s, loss=0.9664, top1-acc=71.01%, top5-acc=93.99%, remaining_time=0:00:10.876032, arrival_time=2021-04-10 01:50:34.477607, cost_time=0:00:11.329165 2021-04-10 01:50:24,704 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=2.03ms, fps=2324 images/s, loss=0.9684, top1-acc=70.91%, top5-acc=94.00%, remaining_time=0:00:09.719290, arrival_time=2021-04-10 01:50:34.423262, cost_time=0:00:12.431698 2021-04-10 01:50:25,797 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.57ms, fps=2343 images/s, loss=0.9727, top1-acc=70.77%, top5-acc=93.95%, remaining_time=0:00:08.565656, arrival_time=2021-04-10 01:50:34.362741, cost_time=0:00:13.524743 2021-04-10 01:50:26,891 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.9787, top1-acc=70.59%, top5-acc=93.88%, remaining_time=0:00:07.421832, arrival_time=2021-04-10 01:50:34.312810, cost_time=0:00:14.618718 2021-04-10 01:50:27,983 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.81ms, fps=2346 images/s, loss=0.9814, top1-acc=70.65%, top5-acc=93.81%, remaining_time=0:00:06.284208, arrival_time=2021-04-10 01:50:34.267212, cost_time=0:00:15.710589 2021-04-10 01:50:29,085 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.43ms, fps=2324 images/s, loss=0.9808, top1-acc=70.68%, top5-acc=93.81%, remaining_time=0:00:05.156002, arrival_time=2021-04-10 01:50:34.241269, cost_time=0:00:16.812994 2021-04-10 01:50:30,193 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.92ms, fps=2311 images/s, loss=0.9831, top1-acc=70.58%, top5-acc=93.77%, remaining_time=0:00:04.032324, arrival_time=2021-04-10 01:50:34.226059, cost_time=0:00:17.921481 2021-04-10 01:50:31,288 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.66ms, fps=2340 images/s, loss=0.9866, top1-acc=70.52%, top5-acc=93.70%, remaining_time=0:00:02.908308, arrival_time=2021-04-10 01:50:34.196501, cost_time=0:00:19.015842 2021-04-10 01:50:32,393 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=2.18ms, fps=2318 images/s, loss=0.9883, top1-acc=70.46%, top5-acc=93.69%, remaining_time=0:00:01.788528, arrival_time=2021-04-10 01:50:34.181728, cost_time=0:00:20.120896 2021-04-10 01:50:33,499 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.34ms, fps=2315 images/s, loss=0.9921, top1-acc=70.42%, top5-acc=93.62%, remaining_time=0:00:00.670338, arrival_time=2021-04-10 01:50:34.170052, cost_time=0:00:21.227459 2021-04-10 01:50:34,091 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.36ms, fps=2299 images/s, loss=0.9919, top1-acc=70.43%, top5-acc=93.61%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:34.091860, cost_time=0:00:21.819487 2021-04-10 01:50:34,409 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=7.33ms, fps=8093 images/s, loss=1.8785, top1-acc=53.95%, top5-acc=82.77%, remaining_time=0:00:00.948900, arrival_time=2021-04-10 01:50:35.358763, cost_time=0:00:00.316299 2021-04-10 01:50:34,650 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=2.24ms, fps=10688 images/s, loss=1.8997, top1-acc=53.36%, top5-acc=82.44%, remaining_time=0:00:00.556480, arrival_time=2021-04-10 01:50:35.206438, cost_time=0:00:00.556472 2021-04-10 01:50:34,902 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=4.28ms, fps=10148 images/s, loss=1.8824, top1-acc=53.37%, top5-acc=82.83%, remaining_time=0:00:00.269730, arrival_time=2021-04-10 01:50:35.172375, cost_time=0:00:00.809195 2021-04-10 01:50:35,118 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.06ms, fps=10749 images/s, loss=1.8571, top1-acc=53.20%, top5-acc=82.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:35.118807, cost_time=0:00:01.025374 2021-04-10 01:50:35,164 INFO : Epoch=0074 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:48:13.554720, arrival_time=2021-04-10 02:38:48.719390, cost_time=0:28:19.389259 2021-04-10 01:50:35,165 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 01:50:36,548 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=0.43ms, fps=1851 images/s, loss=0.9523, top1-acc=70.98%, top5-acc=93.98%, remaining_time=0:00:25.728078, arrival_time=2021-04-10 01:51:02.276882, cost_time=0:00:01.383229 2021-04-10 01:50:37,651 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=2.01ms, fps=2322 images/s, loss=0.9320, top1-acc=72.13%, top5-acc=93.91%, remaining_time=0:00:21.878560, arrival_time=2021-04-10 01:50:59.530326, cost_time=0:00:02.486191 2021-04-10 01:50:38,749 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.89ms, fps=2334 images/s, loss=0.9312, top1-acc=72.42%, top5-acc=94.13%, remaining_time=0:00:19.829696, arrival_time=2021-04-10 01:50:58.578943, cost_time=0:00:03.583678 2021-04-10 01:50:39,842 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.64ms, fps=2343 images/s, loss=0.9375, top1-acc=72.13%, top5-acc=94.06%, remaining_time=0:00:18.238896, arrival_time=2021-04-10 01:50:58.081127, cost_time=0:00:04.676658 2021-04-10 01:50:40,949 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=2.21ms, fps=2314 images/s, loss=0.9400, top1-acc=71.98%, top5-acc=94.01%, remaining_time=0:00:16.887382, arrival_time=2021-04-10 01:50:57.836459, cost_time=0:00:05.783369 2021-04-10 01:50:42,046 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.41ms, fps=2335 images/s, loss=0.9431, top1-acc=71.81%, top5-acc=93.95%, remaining_time=0:00:15.595936, arrival_time=2021-04-10 01:50:57.642214, cost_time=0:00:06.880547 2021-04-10 01:50:43,155 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=2.04ms, fps=2310 images/s, loss=0.9519, top1-acc=71.50%, top5-acc=93.84%, remaining_time=0:00:14.381262, arrival_time=2021-04-10 01:50:57.536576, cost_time=0:00:07.989617 2021-04-10 01:50:44,255 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.57ms, fps=2328 images/s, loss=0.9613, top1-acc=71.17%, top5-acc=93.78%, remaining_time=0:00:13.180848, arrival_time=2021-04-10 01:50:57.436688, cost_time=0:00:09.090200 2021-04-10 01:50:45,347 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.70ms, fps=2347 images/s, loss=0.9641, top1-acc=71.08%, top5-acc=93.77%, remaining_time=0:00:11.991568, arrival_time=2021-04-10 01:50:57.338719, cost_time=0:00:10.181481 2021-04-10 01:50:46,452 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.49ms, fps=2317 images/s, loss=0.9708, top1-acc=70.96%, top5-acc=93.66%, remaining_time=0:00:10.835424, arrival_time=2021-04-10 01:50:57.287923, cost_time=0:00:11.286887 2021-04-10 01:50:47,564 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.56ms, fps=2304 images/s, loss=0.9747, top1-acc=70.89%, top5-acc=93.64%, remaining_time=0:00:09.693318, arrival_time=2021-04-10 01:50:57.257439, cost_time=0:00:12.398396 2021-04-10 01:50:48,657 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=2.05ms, fps=2344 images/s, loss=0.9795, top1-acc=70.76%, top5-acc=93.57%, remaining_time=0:00:08.544604, arrival_time=2021-04-10 01:50:57.201705, cost_time=0:00:13.491483 2021-04-10 01:50:49,757 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=2.36ms, fps=2328 images/s, loss=0.9805, top1-acc=70.70%, top5-acc=93.56%, remaining_time=0:00:07.408170, arrival_time=2021-04-10 01:50:57.165770, cost_time=0:00:14.591879 2021-04-10 01:50:50,856 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=2.08ms, fps=2332 images/s, loss=0.9809, top1-acc=70.72%, top5-acc=93.52%, remaining_time=0:00:06.276368, arrival_time=2021-04-10 01:50:57.132923, cost_time=0:00:15.690921 2021-04-10 01:50:51,955 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.91ms, fps=2332 images/s, loss=0.9818, top1-acc=70.62%, top5-acc=93.56%, remaining_time=0:00:05.148688, arrival_time=2021-04-10 01:50:57.103629, cost_time=0:00:16.789216 2021-04-10 01:50:53,055 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.52ms, fps=2327 images/s, loss=0.9826, top1-acc=70.60%, top5-acc=93.59%, remaining_time=0:00:04.025304, arrival_time=2021-04-10 01:50:57.081067, cost_time=0:00:17.890176 2021-04-10 01:50:54,156 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=2.03ms, fps=2328 images/s, loss=0.9794, top1-acc=70.73%, top5-acc=93.61%, remaining_time=0:00:02.904408, arrival_time=2021-04-10 01:50:57.060401, cost_time=0:00:18.990383 2021-04-10 01:50:55,251 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.64ms, fps=2338 images/s, loss=0.9831, top1-acc=70.65%, top5-acc=93.58%, remaining_time=0:00:01.785408, arrival_time=2021-04-10 01:50:57.036842, cost_time=0:00:20.085781 2021-04-10 01:50:56,357 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.92ms, fps=2316 images/s, loss=0.9858, top1-acc=70.60%, top5-acc=93.54%, remaining_time=0:00:00.669210, arrival_time=2021-04-10 01:50:57.026494, cost_time=0:00:21.191637 2021-04-10 01:50:56,947 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.70ms, fps=2306 images/s, loss=0.9873, top1-acc=70.58%, top5-acc=93.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:56.947793, cost_time=0:00:21.782230 2021-04-10 01:50:57,269 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=2.07ms, fps=7993 images/s, loss=1.6277, top1-acc=56.56%, top5-acc=85.51%, remaining_time=0:00:00.960780, arrival_time=2021-04-10 01:50:58.230224, cost_time=0:00:00.320260 2021-04-10 01:50:57,520 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=0.20ms, fps=10243 images/s, loss=1.6455, top1-acc=56.64%, top5-acc=85.04%, remaining_time=0:00:00.570800, arrival_time=2021-04-10 01:50:58.090741, cost_time=0:00:00.570796 2021-04-10 01:50:57,774 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=2.77ms, fps=10099 images/s, loss=1.6487, top1-acc=56.58%, top5-acc=84.75%, remaining_time=0:00:00.274930, arrival_time=2021-04-10 01:50:58.048971, cost_time=0:00:00.824778 2021-04-10 01:50:58,005 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.11ms, fps=10068 images/s, loss=1.6526, top1-acc=56.70%, top5-acc=84.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:58.005157, cost_time=0:00:01.056014 2021-04-10 01:50:58,072 INFO : Epoch=0075 complete, best val top1-acc=57.15%, top5-acc=84.98% (epoch=68), remaining_time=0:47:50.495250, arrival_time=2021-04-10 02:38:48.567825, cost_time=0:28:42.297129 2021-04-10 01:50:58,073 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 01:50:59,456 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=0.32ms, fps=1852 images/s, loss=0.9360, top1-acc=73.20%, top5-acc=93.67%, remaining_time=0:00:25.717104, arrival_time=2021-04-10 01:51:25.173346, cost_time=0:00:01.382638 2021-04-10 01:51:00,580 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=2.56ms, fps=2279 images/s, loss=0.9354, top1-acc=72.64%, top5-acc=93.98%, remaining_time=0:00:22.058432, arrival_time=2021-04-10 01:51:22.638733, cost_time=0:00:02.506644 2021-04-10 01:51:01,687 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.80ms, fps=2314 images/s, loss=0.9373, top1-acc=72.38%, top5-acc=94.08%, remaining_time=0:00:19.997356, arrival_time=2021-04-10 01:51:21.684927, cost_time=0:00:03.613982 2021-04-10 01:51:02,789 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.71ms, fps=2326 images/s, loss=0.9406, top1-acc=72.36%, top5-acc=93.91%, remaining_time=0:00:18.389592, arrival_time=2021-04-10 01:51:21.178553, cost_time=0:00:04.715297 2021-04-10 01:51:03,886 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.48ms, fps=2336 images/s, loss=0.9386, top1-acc=72.37%, top5-acc=93.96%, remaining_time=0:00:16.971916, arrival_time=2021-04-10 01:51:20.857892, cost_time=0:00:05.812296 2021-04-10 01:51:04,987 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.65ms, fps=2326 images/s, loss=0.9459, top1-acc=71.94%, top5-acc=93.98%, remaining_time=0:00:15.671552, arrival_time=2021-04-10 01:51:20.659120, cost_time=0:00:06.913901 2021-04-10 01:51:06,086 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.61ms, fps=2332 images/s, loss=0.9449, top1-acc=71.99%, top5-acc=93.96%, remaining_time=0:00:14.422968, arrival_time=2021-04-10 01:51:20.509539, cost_time=0:00:08.012726 2021-04-10 01:51:07,185 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.64ms, fps=2332 images/s, loss=0.9535, top1-acc=71.78%, top5-acc=93.90%, remaining_time=0:00:13.212168, arrival_time=2021-04-10 01:51:20.397579, cost_time=0:00:09.111870 2021-04-10 01:51:08,274 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=2.20ms, fps=2351 images/s, loss=0.9555, top1-acc=71.61%, top5-acc=93.98%, remaining_time=0:00:12.014676, arrival_time=2021-04-10 01:51:20.289514, cost_time=0:00:10.201183 2021-04-10 01:51:09,376 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.45ms, fps=2326 images/s, loss=0.9600, top1-acc=71.53%, top5-acc=93.90%, remaining_time=0:00:10.850496, arrival_time=2021-04-10 01:51:20.226609, cost_time=0:00:11.302589 2021-04-10 01:51:10,479 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=2.16ms, fps=2321 images/s, loss=0.9622, top1-acc=71.52%, top5-acc=93.88%, remaining_time=0:00:09.699080, arrival_time=2021-04-10 01:51:20.178480, cost_time=0:00:12.405803 2021-04-10 01:51:11,574 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=0.9676, top1-acc=71.36%, top5-acc=93.80%, remaining_time=0:00:08.550304, arrival_time=2021-04-10 01:51:20.124306, cost_time=0:00:13.500475 2021-04-10 01:51:12,663 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.73ms, fps=2352 images/s, loss=0.9731, top1-acc=71.15%, top5-acc=93.69%, remaining_time=0:00:07.406982, arrival_time=2021-04-10 01:51:20.070117, cost_time=0:00:14.589566 2021-04-10 01:51:13,773 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=2.25ms, fps=2306 images/s, loss=0.9774, top1-acc=70.99%, top5-acc=93.67%, remaining_time=0:00:06.280064, arrival_time=2021-04-10 01:51:20.053818, cost_time=0:00:15.700146 2021-04-10 01:51:14,874 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.49ms, fps=2328 images/s, loss=0.9809, top1-acc=70.90%, top5-acc=93.62%, remaining_time=0:00:05.152092, arrival_time=2021-04-10 01:51:20.026055, cost_time=0:00:16.800362 2021-04-10 01:51:16,039 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=2.19ms, fps=2198 images/s, loss=0.9820, top1-acc=70.83%, top5-acc=93.59%, remaining_time=0:00:04.042332, arrival_time=2021-04-10 01:51:20.081928, cost_time=0:00:17.965919 2021-04-10 01:51:17,145 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.07ms, fps=2317 images/s, loss=0.9836, top1-acc=70.82%, top5-acc=93.59%, remaining_time=0:00:02.916836, arrival_time=2021-04-10 01:51:20.061962, cost_time=0:00:19.071542 2021-04-10 01:51:18,248 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.48ms, fps=2323 images/s, loss=0.9841, top1-acc=70.81%, top5-acc=93.60%, remaining_time=0:00:01.793280, arrival_time=2021-04-10 01:51:20.041326, cost_time=0:00:20.174463 2021-04-10 01:51:19,357 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.88ms, fps=2309 images/s, loss=0.9828, top1-acc=70.83%, top5-acc=93.63%, remaining_time=0:00:00.672126, arrival_time=2021-04-10 01:51:20.029861, cost_time=0:00:21.284063 2021-04-10 01:51:19,950 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=0.08ms, fps=2298 images/s, loss=0.9821, top1-acc=70.84%, top5-acc=93.64%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:19.950285, cost_time=0:00:21.876784 2021-04-10 01:51:20,339 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=14.84ms, fps=6595 images/s, loss=1.5874, top1-acc=58.52%, top5-acc=85.55%, remaining_time=0:00:01.164510, arrival_time=2021-04-10 01:51:21.504224, cost_time=0:00:00.388169 2021-04-10 01:51:20,590 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=0.52ms, fps=10253 images/s, loss=1.5977, top1-acc=57.95%, top5-acc=85.72%, remaining_time=0:00:00.638340, arrival_time=2021-04-10 01:51:21.228344, cost_time=0:00:00.638340 2021-04-10 01:51:20,834 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=5.27ms, fps=10488 images/s, loss=1.6107, top1-acc=57.92%, top5-acc=85.34%, remaining_time=0:00:00.294410, arrival_time=2021-04-10 01:51:21.129203, cost_time=0:00:00.883239 2021-04-10 01:51:21,054 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=10566 images/s, loss=1.6065, top1-acc=57.88%, top5-acc=85.23%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:21.054830, cost_time=0:00:01.103352 2021-04-10 01:51:21,145 INFO : Epoch=0076 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:47:27.709228, arrival_time=2021-04-10 02:38:48.854852, cost_time=0:29:05.370201 2021-04-10 01:51:21,146 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 01:51:22,459 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=0.60ms, fps=1950 images/s, loss=0.9408, top1-acc=71.91%, top5-acc=94.41%, remaining_time=0:00:24.417708, arrival_time=2021-04-10 01:51:46.877320, cost_time=0:00:01.312778 2021-04-10 01:51:23,571 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.53ms, fps=2304 images/s, loss=0.9274, top1-acc=72.30%, top5-acc=94.53%, remaining_time=0:00:21.334896, arrival_time=2021-04-10 01:51:44.906117, cost_time=0:00:02.424424 2021-04-10 01:51:24,664 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.88ms, fps=2343 images/s, loss=0.9354, top1-acc=71.84%, top5-acc=94.28%, remaining_time=0:00:19.463666, arrival_time=2021-04-10 01:51:44.127933, cost_time=0:00:03.517537 2021-04-10 01:51:25,759 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.55ms, fps=2338 images/s, loss=0.9367, top1-acc=71.85%, top5-acc=94.29%, remaining_time=0:00:17.990544, arrival_time=2021-04-10 01:51:43.750381, cost_time=0:00:04.612967 2021-04-10 01:51:26,856 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.48ms, fps=2338 images/s, loss=0.9350, top1-acc=71.71%, top5-acc=94.27%, remaining_time=0:00:16.670426, arrival_time=2021-04-10 01:51:43.526333, cost_time=0:00:05.709040 2021-04-10 01:51:27,953 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.49ms, fps=2335 images/s, loss=0.9339, top1-acc=71.75%, top5-acc=94.32%, remaining_time=0:00:15.427704, arrival_time=2021-04-10 01:51:43.380741, cost_time=0:00:06.806318 2021-04-10 01:51:29,065 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.97ms, fps=2303 images/s, loss=0.9419, top1-acc=71.41%, top5-acc=94.17%, remaining_time=0:00:14.253246, arrival_time=2021-04-10 01:51:43.318578, cost_time=0:00:07.918461 2021-04-10 01:51:30,164 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.53ms, fps=2330 images/s, loss=0.9503, top1-acc=71.37%, top5-acc=93.99%, remaining_time=0:00:13.075984, arrival_time=2021-04-10 01:51:43.240626, cost_time=0:00:09.017900 2021-04-10 01:51:31,278 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=2.06ms, fps=2299 images/s, loss=0.9545, top1-acc=71.34%, top5-acc=93.88%, remaining_time=0:00:11.933056, arrival_time=2021-04-10 01:51:43.211655, cost_time=0:00:10.131804 2021-04-10 01:51:32,374 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.51ms, fps=2337 images/s, loss=0.9596, top1-acc=71.21%, top5-acc=93.85%, remaining_time=0:00:10.778880, arrival_time=2021-04-10 01:51:43.153672, cost_time=0:00:11.228030 2021-04-10 01:51:33,477 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=2.28ms, fps=2324 images/s, loss=0.9638, top1-acc=71.03%, top5-acc=93.84%, remaining_time=0:00:09.640084, arrival_time=2021-04-10 01:51:43.117145, cost_time=0:00:12.330349 2021-04-10 01:51:34,573 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=2.18ms, fps=2336 images/s, loss=0.9648, top1-acc=71.12%, top5-acc=93.78%, remaining_time=0:00:08.503488, arrival_time=2021-04-10 01:51:43.076852, cost_time=0:00:13.426523 2021-04-10 01:51:35,677 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.52ms, fps=2319 images/s, loss=0.9685, top1-acc=71.08%, top5-acc=93.76%, remaining_time=0:00:07.377282, arrival_time=2021-04-10 01:51:43.055015, cost_time=0:00:14.530986 2021-04-10 01:51:36,776 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.08ms, fps=2331 images/s, loss=0.9730, top1-acc=70.98%, top5-acc=93.66%, remaining_time=0:00:06.251896, arrival_time=2021-04-10 01:51:43.028463, cost_time=0:00:15.629801 2021-04-10 01:51:37,876 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.56ms, fps=2330 images/s, loss=0.9738, top1-acc=71.03%, top5-acc=93.68%, remaining_time=0:00:05.130288, arrival_time=2021-04-10 01:51:43.006428, cost_time=0:00:16.729271 2021-04-10 01:51:38,976 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.95ms, fps=2327 images/s, loss=0.9776, top1-acc=70.88%, top5-acc=93.63%, remaining_time=0:00:04.011804, arrival_time=2021-04-10 01:51:42.988722, cost_time=0:00:17.830209 2021-04-10 01:51:40,075 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.75ms, fps=2332 images/s, loss=0.9792, top1-acc=70.82%, top5-acc=93.62%, remaining_time=0:00:02.894970, arrival_time=2021-04-10 01:51:42.970292, cost_time=0:00:18.928621 2021-04-10 01:51:41,172 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.46ms, fps=2335 images/s, loss=0.9820, top1-acc=70.73%, top5-acc=93.60%, remaining_time=0:00:01.780064, arrival_time=2021-04-10 01:51:42.952536, cost_time=0:00:20.025630 2021-04-10 01:51:42,270 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.70ms, fps=2332 images/s, loss=0.9842, top1-acc=70.68%, top5-acc=93.58%, remaining_time=0:00:00.667080, arrival_time=2021-04-10 01:51:42.937978, cost_time=0:00:21.124111 2021-04-10 01:51:42,857 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=0.08ms, fps=2322 images/s, loss=0.9850, top1-acc=70.68%, top5-acc=93.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:42.857276, cost_time=0:00:21.710549 2021-04-10 01:51:43,253 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=3.92ms, fps=6490 images/s, loss=2.1131, top1-acc=50.00%, top5-acc=79.18%, remaining_time=0:00:01.183350, arrival_time=2021-04-10 01:51:44.436815, cost_time=0:00:00.394448 2021-04-10 01:51:43,509 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=0.45ms, fps=10014 images/s, loss=2.1117, top1-acc=50.64%, top5-acc=79.34%, remaining_time=0:00:00.650560, arrival_time=2021-04-10 01:51:44.160139, cost_time=0:00:00.650566 2021-04-10 01:51:43,779 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=4.11ms, fps=9492 images/s, loss=2.0967, top1-acc=50.89%, top5-acc=79.49%, remaining_time=0:00:00.306880, arrival_time=2021-04-10 01:51:44.086564, cost_time=0:00:00.920653 2021-04-10 01:51:44,015 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.12ms, fps=9879 images/s, loss=2.1068, top1-acc=50.35%, top5-acc=79.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:44.015035, cost_time=0:00:01.156034 2021-04-10 01:51:44,087 INFO : Epoch=0077 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:47:04.706808, arrival_time=2021-04-10 02:38:48.794615, cost_time=0:29:28.312367 2021-04-10 01:51:44,089 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 01:51:45,382 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=2.52ms, fps=1980 images/s, loss=0.9747, top1-acc=69.84%, top5-acc=94.30%, remaining_time=0:00:24.044034, arrival_time=2021-04-10 01:52:09.426062, cost_time=0:00:01.292690 2021-04-10 01:51:46,485 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.03ms, fps=2322 images/s, loss=0.9341, top1-acc=71.43%, top5-acc=94.71%, remaining_time=0:00:21.083744, arrival_time=2021-04-10 01:52:07.568935, cost_time=0:00:02.395884 2021-04-10 01:51:47,585 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.10ms, fps=2329 images/s, loss=0.9312, top1-acc=71.71%, top5-acc=94.54%, remaining_time=0:00:19.344644, arrival_time=2021-04-10 01:52:06.929902, cost_time=0:00:03.496028 2021-04-10 01:51:48,690 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.69ms, fps=2318 images/s, loss=0.9412, top1-acc=71.65%, top5-acc=94.31%, remaining_time=0:00:17.942808, arrival_time=2021-04-10 01:52:06.632810, cost_time=0:00:04.600708 2021-04-10 01:51:49,790 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=0.9452, top1-acc=71.56%, top5-acc=94.20%, remaining_time=0:00:16.647358, arrival_time=2021-04-10 01:52:06.437825, cost_time=0:00:05.701173 2021-04-10 01:51:50,884 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=2.41ms, fps=2342 images/s, loss=0.9456, top1-acc=71.60%, top5-acc=94.23%, remaining_time=0:00:15.401728, arrival_time=2021-04-10 01:52:06.285835, cost_time=0:00:06.794859 2021-04-10 01:51:51,984 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.58ms, fps=2329 images/s, loss=0.9522, top1-acc=71.47%, top5-acc=94.01%, remaining_time=0:00:14.210280, arrival_time=2021-04-10 01:52:06.194238, cost_time=0:00:07.894591 2021-04-10 01:51:53,085 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=1.66ms, fps=2326 images/s, loss=0.9522, top1-acc=71.48%, top5-acc=94.00%, remaining_time=0:00:13.044200, arrival_time=2021-04-10 01:52:06.129556, cost_time=0:00:08.996001 2021-04-10 01:51:54,185 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.79ms, fps=2330 images/s, loss=0.9588, top1-acc=71.26%, top5-acc=93.96%, remaining_time=0:00:11.890444, arrival_time=2021-04-10 01:52:06.075423, cost_time=0:00:10.095620 2021-04-10 01:51:55,297 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.70ms, fps=2304 images/s, loss=0.9596, top1-acc=71.21%, top5-acc=93.98%, remaining_time=0:00:10.759200, arrival_time=2021-04-10 01:52:06.056119, cost_time=0:00:11.207503 2021-04-10 01:51:56,399 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=2.15ms, fps=2324 images/s, loss=0.9608, top1-acc=71.07%, top5-acc=93.98%, remaining_time=0:00:09.624174, arrival_time=2021-04-10 01:52:06.023403, cost_time=0:00:12.309953 2021-04-10 01:51:57,496 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.71ms, fps=2336 images/s, loss=0.9655, top1-acc=70.92%, top5-acc=93.91%, remaining_time=0:00:08.490872, arrival_time=2021-04-10 01:52:05.986930, cost_time=0:00:13.406687 2021-04-10 01:51:58,608 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.66ms, fps=2303 images/s, loss=0.9650, top1-acc=70.96%, top5-acc=93.93%, remaining_time=0:00:07.371276, arrival_time=2021-04-10 01:52:05.979739, cost_time=0:00:14.519189 2021-04-10 01:51:59,713 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=2.16ms, fps=2318 images/s, loss=0.9720, top1-acc=70.75%, top5-acc=93.85%, remaining_time=0:00:06.249768, arrival_time=2021-04-10 01:52:05.963467, cost_time=0:00:15.624401 2021-04-10 01:52:00,825 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=2.41ms, fps=2305 images/s, loss=0.9728, top1-acc=70.69%, top5-acc=93.86%, remaining_time=0:00:05.132220, arrival_time=2021-04-10 01:52:05.957103, cost_time=0:00:16.735518 2021-04-10 01:52:01,921 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.04ms, fps=2336 images/s, loss=0.9745, top1-acc=70.64%, top5-acc=93.82%, remaining_time=0:00:04.012272, arrival_time=2021-04-10 01:52:05.933848, cost_time=0:00:17.832282 2021-04-10 01:52:03,019 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.62ms, fps=2333 images/s, loss=0.9787, top1-acc=70.58%, top5-acc=93.76%, remaining_time=0:00:02.895256, arrival_time=2021-04-10 01:52:05.915050, cost_time=0:00:18.930521 2021-04-10 01:52:04,114 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.63ms, fps=2340 images/s, loss=0.9815, top1-acc=70.50%, top5-acc=93.72%, remaining_time=0:00:01.780032, arrival_time=2021-04-10 01:52:05.894802, cost_time=0:00:20.025378 2021-04-10 01:52:05,222 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=2.21ms, fps=2312 images/s, loss=0.9821, top1-acc=70.50%, top5-acc=93.73%, remaining_time=0:00:00.667374, arrival_time=2021-04-10 01:52:05.890133, cost_time=0:00:21.133465 2021-04-10 01:52:05,810 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.31ms, fps=2315 images/s, loss=0.9816, top1-acc=70.54%, top5-acc=93.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:05.810931, cost_time=0:00:21.721723 2021-04-10 01:52:06,175 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.17ms, fps=7053 images/s, loss=1.6759, top1-acc=57.46%, top5-acc=84.18%, remaining_time=0:00:01.088880, arrival_time=2021-04-10 01:52:07.264033, cost_time=0:00:00.362955 2021-04-10 01:52:06,418 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=0.39ms, fps=10550 images/s, loss=1.6464, top1-acc=56.66%, top5-acc=85.18%, remaining_time=0:00:00.606300, arrival_time=2021-04-10 01:52:07.024795, cost_time=0:00:00.606296 2021-04-10 01:52:06,676 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=10.03ms, fps=9939 images/s, loss=1.6383, top1-acc=57.15%, top5-acc=85.44%, remaining_time=0:00:00.288130, arrival_time=2021-04-10 01:52:06.964673, cost_time=0:00:00.864376 2021-04-10 01:52:06,898 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=10472 images/s, loss=1.6552, top1-acc=56.96%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:06.898472, cost_time=0:00:01.086324 2021-04-10 01:52:06,969 INFO : Epoch=0078 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:46:41.611782, arrival_time=2021-04-10 02:38:48.581607, cost_time=0:29:51.194383 2021-04-10 01:52:06,971 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 01:52:08,291 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=4.58ms, fps=1939 images/s, loss=0.9931, top1-acc=70.74%, top5-acc=93.36%, remaining_time=0:00:24.550884, arrival_time=2021-04-10 01:52:32.842093, cost_time=0:00:01.319945 2021-04-10 01:52:09,383 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.48ms, fps=2345 images/s, loss=0.9636, top1-acc=71.72%, top5-acc=93.79%, remaining_time=0:00:21.227888, arrival_time=2021-04-10 01:52:30.611316, cost_time=0:00:02.412257 2021-04-10 01:52:10,484 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.26ms, fps=2326 images/s, loss=0.9614, top1-acc=71.69%, top5-acc=93.80%, remaining_time=0:00:19.439596, arrival_time=2021-04-10 01:52:29.924127, cost_time=0:00:03.513191 2021-04-10 01:52:11,583 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=2.29ms, fps=2332 images/s, loss=0.9475, top1-acc=72.03%, top5-acc=94.08%, remaining_time=0:00:17.986800, arrival_time=2021-04-10 01:52:29.569999, cost_time=0:00:04.612017 2021-04-10 01:52:12,683 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=2.32ms, fps=2327 images/s, loss=0.9523, top1-acc=71.91%, top5-acc=94.04%, remaining_time=0:00:16.680500, arrival_time=2021-04-10 01:52:29.364195, cost_time=0:00:05.712498 2021-04-10 01:52:13,800 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.75ms, fps=2293 images/s, loss=0.9635, top1-acc=71.37%, top5-acc=93.91%, remaining_time=0:00:15.479928, arrival_time=2021-04-10 01:52:29.280643, cost_time=0:00:06.829385 2021-04-10 01:52:14,903 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.74ms, fps=2323 images/s, loss=0.9609, top1-acc=71.47%, top5-acc=93.95%, remaining_time=0:00:14.278572, arrival_time=2021-04-10 01:52:29.182444, cost_time=0:00:07.932544 2021-04-10 01:52:16,027 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.87ms, fps=2280 images/s, loss=0.9620, top1-acc=71.42%, top5-acc=94.01%, remaining_time=0:00:13.131780, arrival_time=2021-04-10 01:52:29.159439, cost_time=0:00:09.056436 2021-04-10 01:52:17,130 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.52ms, fps=2323 images/s, loss=0.9598, top1-acc=71.42%, top5-acc=94.00%, remaining_time=0:00:11.965068, arrival_time=2021-04-10 01:52:29.095331, cost_time=0:00:10.159006 2021-04-10 01:52:18,230 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.51ms, fps=2329 images/s, loss=0.9588, top1-acc=71.38%, top5-acc=94.07%, remaining_time=0:00:10.808736, arrival_time=2021-04-10 01:52:29.039118, cost_time=0:00:11.259118 2021-04-10 01:52:19,326 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.53ms, fps=2338 images/s, loss=0.9535, top1-acc=71.52%, top5-acc=94.11%, remaining_time=0:00:09.659090, arrival_time=2021-04-10 01:52:28.985020, cost_time=0:00:12.354676 2021-04-10 01:52:20,421 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=2.34ms, fps=2339 images/s, loss=0.9571, top1-acc=71.44%, top5-acc=94.02%, remaining_time=0:00:08.518232, arrival_time=2021-04-10 01:52:28.939413, cost_time=0:00:13.449835 2021-04-10 01:52:21,518 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=2.33ms, fps=2335 images/s, loss=0.9585, top1-acc=71.35%, top5-acc=93.99%, remaining_time=0:00:07.385466, arrival_time=2021-04-10 01:52:28.903807, cost_time=0:00:14.547155 2021-04-10 01:52:22,621 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.92ms, fps=2322 images/s, loss=0.9596, top1-acc=71.37%, top5-acc=93.98%, remaining_time=0:00:06.260072, arrival_time=2021-04-10 01:52:28.881453, cost_time=0:00:15.650121 2021-04-10 01:52:23,733 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=2.26ms, fps=2304 images/s, loss=0.9620, top1-acc=71.26%, top5-acc=93.97%, remaining_time=0:00:05.140316, arrival_time=2021-04-10 01:52:28.873493, cost_time=0:00:16.761931 2021-04-10 01:52:24,831 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.43ms, fps=2333 images/s, loss=0.9622, top1-acc=71.29%, top5-acc=93.96%, remaining_time=0:00:04.018500, arrival_time=2021-04-10 01:52:28.849626, cost_time=0:00:17.859941 2021-04-10 01:52:25,928 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.82ms, fps=2334 images/s, loss=0.9608, top1-acc=71.35%, top5-acc=93.95%, remaining_time=0:00:02.899312, arrival_time=2021-04-10 01:52:28.827670, cost_time=0:00:18.957038 2021-04-10 01:52:27,025 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=2.01ms, fps=2336 images/s, loss=0.9625, top1-acc=71.34%, top5-acc=93.92%, remaining_time=0:00:01.782560, arrival_time=2021-04-10 01:52:28.807639, cost_time=0:00:20.053856 2021-04-10 01:52:28,141 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=2.53ms, fps=2295 images/s, loss=0.9656, top1-acc=71.27%, top5-acc=93.88%, remaining_time=0:00:00.668526, arrival_time=2021-04-10 01:52:28.809902, cost_time=0:00:21.170063 2021-04-10 01:52:28,757 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=0.08ms, fps=2211 images/s, loss=0.9652, top1-acc=71.28%, top5-acc=93.88%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:28.757215, cost_time=0:00:21.786042 2021-04-10 01:52:29,103 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=7.83ms, fps=7418 images/s, loss=1.5087, top1-acc=58.79%, top5-acc=86.33%, remaining_time=0:00:01.035300, arrival_time=2021-04-10 01:52:30.138881, cost_time=0:00:00.345102 2021-04-10 01:52:29,362 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=0.50ms, fps=9916 images/s, loss=1.5712, top1-acc=57.70%, top5-acc=85.53%, remaining_time=0:00:00.603640, arrival_time=2021-04-10 01:52:29.965812, cost_time=0:00:00.603648 2021-04-10 01:52:29,604 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=4.08ms, fps=10574 images/s, loss=1.5930, top1-acc=57.06%, top5-acc=85.21%, remaining_time=0:00:00.282090, arrival_time=2021-04-10 01:52:29.886867, cost_time=0:00:00.846257 2021-04-10 01:52:29,829 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=10352 images/s, loss=1.6053, top1-acc=57.05%, top5-acc=85.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:29.829524, cost_time=0:00:01.070993 2021-04-10 01:52:29,884 INFO : Epoch=0079 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:46:18.572489, arrival_time=2021-04-10 02:38:48.457233, cost_time=0:30:14.109298 2021-04-10 01:52:29,885 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 01:52:31,190 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=0.60ms, fps=1962 images/s, loss=0.9404, top1-acc=71.13%, top5-acc=94.65%, remaining_time=0:00:24.264258, arrival_time=2021-04-10 01:52:55.454736, cost_time=0:00:01.304527 2021-04-10 01:52:32,295 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=2.15ms, fps=2317 images/s, loss=0.9113, top1-acc=72.38%, top5-acc=95.00%, remaining_time=0:00:21.207472, arrival_time=2021-04-10 01:52:53.503364, cost_time=0:00:02.409940 2021-04-10 01:52:33,406 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=2.48ms, fps=2306 images/s, loss=0.9085, top1-acc=72.33%, top5-acc=95.01%, remaining_time=0:00:19.480432, arrival_time=2021-04-10 01:52:52.887001, cost_time=0:00:03.520552 2021-04-10 01:52:34,499 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.50ms, fps=2343 images/s, loss=0.9156, top1-acc=72.38%, top5-acc=94.79%, remaining_time=0:00:17.994444, arrival_time=2021-04-10 01:52:52.494341, cost_time=0:00:04.613972 2021-04-10 01:52:35,600 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=2.20ms, fps=2328 images/s, loss=0.9254, top1-acc=72.31%, top5-acc=94.57%, remaining_time=0:00:16.685610, arrival_time=2021-04-10 01:52:52.285880, cost_time=0:00:05.714235 2021-04-10 01:52:36,695 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=2.04ms, fps=2339 images/s, loss=0.9281, top1-acc=72.27%, top5-acc=94.58%, remaining_time=0:00:15.435320, arrival_time=2021-04-10 01:52:52.130894, cost_time=0:00:06.809710 2021-04-10 01:52:37,803 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.46ms, fps=2313 images/s, loss=0.9305, top1-acc=72.13%, top5-acc=94.44%, remaining_time=0:00:14.250852, arrival_time=2021-04-10 01:52:52.053926, cost_time=0:00:07.917123 2021-04-10 01:52:38,896 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.47ms, fps=2342 images/s, loss=0.9373, top1-acc=71.78%, top5-acc=94.36%, remaining_time=0:00:13.066008, arrival_time=2021-04-10 01:52:51.962944, cost_time=0:00:09.011031 2021-04-10 01:52:39,996 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.64ms, fps=2329 images/s, loss=0.9458, top1-acc=71.60%, top5-acc=94.18%, remaining_time=0:00:11.908146, arrival_time=2021-04-10 01:52:51.904905, cost_time=0:00:10.110729 2021-04-10 01:52:41,097 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=2.16ms, fps=2327 images/s, loss=0.9537, top1-acc=71.50%, top5-acc=94.07%, remaining_time=0:00:10.763520, arrival_time=2021-04-10 01:52:51.861449, cost_time=0:00:11.212012 2021-04-10 01:52:42,197 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.88ms, fps=2331 images/s, loss=0.9543, top1-acc=71.50%, top5-acc=94.04%, remaining_time=0:00:09.624948, arrival_time=2021-04-10 01:52:51.821998, cost_time=0:00:12.311030 2021-04-10 01:52:43,294 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=2.03ms, fps=2334 images/s, loss=0.9537, top1-acc=71.45%, top5-acc=93.99%, remaining_time=0:00:08.492240, arrival_time=2021-04-10 01:52:51.787006, cost_time=0:00:13.408838 2021-04-10 01:52:44,395 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.65ms, fps=2327 images/s, loss=0.9578, top1-acc=71.34%, top5-acc=93.94%, remaining_time=0:00:07.366326, arrival_time=2021-04-10 01:52:51.761668, cost_time=0:00:14.509428 2021-04-10 01:52:45,493 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.50ms, fps=2332 images/s, loss=0.9601, top1-acc=71.31%, top5-acc=93.91%, remaining_time=0:00:06.243104, arrival_time=2021-04-10 01:52:51.736839, cost_time=0:00:15.607726 2021-04-10 01:52:46,616 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=2.05ms, fps=2282 images/s, loss=0.9595, top1-acc=71.34%, top5-acc=93.89%, remaining_time=0:00:05.130656, arrival_time=2021-04-10 01:52:51.746894, cost_time=0:00:16.730359 2021-04-10 01:52:47,709 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=0.9610, top1-acc=71.34%, top5-acc=93.86%, remaining_time=0:00:04.010256, arrival_time=2021-04-10 01:52:51.719496, cost_time=0:00:17.823325 2021-04-10 01:52:48,815 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.96ms, fps=2316 images/s, loss=0.9618, top1-acc=71.33%, top5-acc=93.85%, remaining_time=0:00:02.895100, arrival_time=2021-04-10 01:52:51.710472, cost_time=0:00:18.929450 2021-04-10 01:52:49,947 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=2.49ms, fps=2263 images/s, loss=0.9598, top1-acc=71.37%, top5-acc=93.89%, remaining_time=0:00:01.783232, arrival_time=2021-04-10 01:52:51.730675, cost_time=0:00:20.061430 2021-04-10 01:52:51,044 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.54ms, fps=2337 images/s, loss=0.9635, top1-acc=71.27%, top5-acc=93.86%, remaining_time=0:00:00.668154, arrival_time=2021-04-10 01:52:51.712376, cost_time=0:00:21.158288 2021-04-10 01:52:51,636 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.56ms, fps=2300 images/s, loss=0.9663, top1-acc=71.22%, top5-acc=93.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:51.636243, cost_time=0:00:21.750348 2021-04-10 01:52:51,972 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.35ms, fps=7751 images/s, loss=2.2955, top1-acc=47.38%, top5-acc=76.64%, remaining_time=0:00:00.990870, arrival_time=2021-04-10 01:52:52.962814, cost_time=0:00:00.330290 2021-04-10 01:52:52,276 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=0.23ms, fps=8424 images/s, loss=2.3061, top1-acc=46.93%, top5-acc=76.25%, remaining_time=0:00:00.634900, arrival_time=2021-04-10 01:52:52.911537, cost_time=0:00:00.634900 2021-04-10 01:52:52,529 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=0.28ms, fps=10174 images/s, loss=2.3298, top1-acc=46.93%, top5-acc=75.89%, remaining_time=0:00:00.295720, arrival_time=2021-04-10 01:52:52.824615, cost_time=0:00:00.887161 2021-04-10 01:52:52,788 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=8956 images/s, loss=2.3715, top1-acc=46.81%, top5-acc=75.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:52.788550, cost_time=0:00:01.146948 2021-04-10 01:52:52,834 INFO : Epoch=0080 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:45:55.589160, arrival_time=2021-04-10 02:38:48.424028, cost_time=0:30:37.059454 2021-04-10 01:52:52,835 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 01:52:54,137 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=2.42ms, fps=1967 images/s, loss=0.9723, top1-acc=70.86%, top5-acc=93.59%, remaining_time=0:00:24.211062, arrival_time=2021-04-10 01:53:18.348637, cost_time=0:00:01.301674 2021-04-10 01:52:55,252 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=2.00ms, fps=2299 images/s, loss=0.9525, top1-acc=71.86%, top5-acc=93.91%, remaining_time=0:00:21.260800, arrival_time=2021-04-10 01:53:16.512731, cost_time=0:00:02.416009 2021-04-10 01:52:56,353 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.41ms, fps=2326 images/s, loss=0.9506, top1-acc=71.72%, top5-acc=94.17%, remaining_time=0:00:19.464994, arrival_time=2021-04-10 01:53:15.818544, cost_time=0:00:03.517780 2021-04-10 01:52:57,453 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=2.05ms, fps=2329 images/s, loss=0.9477, top1-acc=71.68%, top5-acc=94.13%, remaining_time=0:00:18.008328, arrival_time=2021-04-10 01:53:15.461751, cost_time=0:00:04.617507 2021-04-10 01:52:58,573 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=2.11ms, fps=2287 images/s, loss=0.9475, top1-acc=71.62%, top5-acc=94.08%, remaining_time=0:00:16.754084, arrival_time=2021-04-10 01:53:15.327746, cost_time=0:00:05.737694 2021-04-10 01:52:59,666 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.51ms, fps=2345 images/s, loss=0.9499, top1-acc=71.64%, top5-acc=93.97%, remaining_time=0:00:15.481832, arrival_time=2021-04-10 01:53:15.147856, cost_time=0:00:06.830202 2021-04-10 01:53:00,775 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=2.15ms, fps=2309 images/s, loss=0.9467, top1-acc=71.77%, top5-acc=94.01%, remaining_time=0:00:14.291172, arrival_time=2021-04-10 01:53:15.066544, cost_time=0:00:07.939528 2021-04-10 01:53:01,880 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=2.38ms, fps=2318 images/s, loss=0.9482, top1-acc=71.75%, top5-acc=94.00%, remaining_time=0:00:13.114960, arrival_time=2021-04-10 01:53:14.995596, cost_time=0:00:09.044829 2021-04-10 01:53:02,982 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=2.18ms, fps=2325 images/s, loss=0.9422, top1-acc=71.87%, top5-acc=94.04%, remaining_time=0:00:11.950440, arrival_time=2021-04-10 01:53:14.932969, cost_time=0:00:10.146597 2021-04-10 01:53:04,082 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=2.27ms, fps=2330 images/s, loss=0.9421, top1-acc=71.76%, top5-acc=94.04%, remaining_time=0:00:10.796448, arrival_time=2021-04-10 01:53:14.878542, cost_time=0:00:11.246297 2021-04-10 01:53:05,182 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.52ms, fps=2328 images/s, loss=0.9416, top1-acc=71.74%, top5-acc=94.05%, remaining_time=0:00:09.652726, arrival_time=2021-04-10 01:53:14.835049, cost_time=0:00:12.346483 2021-04-10 01:53:06,285 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.24ms, fps=2323 images/s, loss=0.9422, top1-acc=71.76%, top5-acc=94.03%, remaining_time=0:00:08.517852, arrival_time=2021-04-10 01:53:14.802887, cost_time=0:00:13.449224 2021-04-10 01:53:07,386 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.65ms, fps=2325 images/s, loss=0.9444, top1-acc=71.73%, top5-acc=94.04%, remaining_time=0:00:07.387512, arrival_time=2021-04-10 01:53:14.774458, cost_time=0:00:14.551191 2021-04-10 01:53:08,483 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.03ms, fps=2336 images/s, loss=0.9455, top1-acc=71.74%, top5-acc=94.03%, remaining_time=0:00:06.259008, arrival_time=2021-04-10 01:53:14.742389, cost_time=0:00:15.647542 2021-04-10 01:53:09,597 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=2.05ms, fps=2298 images/s, loss=0.9488, top1-acc=71.59%, top5-acc=93.99%, remaining_time=0:00:05.140362, arrival_time=2021-04-10 01:53:14.738194, cost_time=0:00:16.762015 2021-04-10 01:53:10,704 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.86ms, fps=2315 images/s, loss=0.9504, top1-acc=71.57%, top5-acc=93.97%, remaining_time=0:00:04.020408, arrival_time=2021-04-10 01:53:14.724626, cost_time=0:00:17.868425 2021-04-10 01:53:11,813 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.94ms, fps=2310 images/s, loss=0.9542, top1-acc=71.51%, top5-acc=93.91%, remaining_time=0:00:02.902432, arrival_time=2021-04-10 01:53:14.715773, cost_time=0:00:18.977452 2021-04-10 01:53:12,911 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=2.18ms, fps=2332 images/s, loss=0.9561, top1-acc=71.49%, top5-acc=93.89%, remaining_time=0:00:01.784528, arrival_time=2021-04-10 01:53:14.696277, cost_time=0:00:20.075986 2021-04-10 01:53:14,015 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.95ms, fps=2320 images/s, loss=0.9573, top1-acc=71.45%, top5-acc=93.92%, remaining_time=0:00:00.668844, arrival_time=2021-04-10 01:53:14.684566, cost_time=0:00:21.179967 2021-04-10 01:53:14,611 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.70ms, fps=2284 images/s, loss=0.9595, top1-acc=71.35%, top5-acc=93.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:14.611732, cost_time=0:00:21.775983 2021-04-10 01:53:14,980 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.40ms, fps=6970 images/s, loss=1.5611, top1-acc=59.02%, top5-acc=86.45%, remaining_time=0:00:01.101870, arrival_time=2021-04-10 01:53:16.082245, cost_time=0:00:00.367292 2021-04-10 01:53:15,251 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=0.29ms, fps=9470 images/s, loss=1.5845, top1-acc=58.46%, top5-acc=85.41%, remaining_time=0:00:00.637960, arrival_time=2021-04-10 01:53:15.889051, cost_time=0:00:00.637957 2021-04-10 01:53:15,517 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=0.20ms, fps=9617 images/s, loss=1.6119, top1-acc=57.88%, top5-acc=85.03%, remaining_time=0:00:00.301540, arrival_time=2021-04-10 01:53:15.819316, cost_time=0:00:00.904631 2021-04-10 01:53:15,743 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.07ms, fps=10304 images/s, loss=1.6101, top1-acc=57.79%, top5-acc=85.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:15.743425, cost_time=0:00:01.130284 2021-04-10 01:53:15,789 INFO : Epoch=0081 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:45:32.612946, arrival_time=2021-04-10 02:38:48.402274, cost_time=0:31:00.013892 2021-04-10 01:53:15,790 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 01:53:17,108 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.49ms, fps=1943 images/s, loss=0.9359, top1-acc=72.11%, top5-acc=94.73%, remaining_time=0:00:24.511080, arrival_time=2021-04-10 01:53:41.619601, cost_time=0:00:01.317802 2021-04-10 01:53:18,207 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.57ms, fps=2331 images/s, loss=0.9063, top1-acc=72.87%, top5-acc=94.98%, remaining_time=0:00:21.267488, arrival_time=2021-04-10 01:53:39.474935, cost_time=0:00:02.416753 2021-04-10 01:53:19,312 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.90ms, fps=2318 images/s, loss=0.9016, top1-acc=72.70%, top5-acc=94.97%, remaining_time=0:00:19.487072, arrival_time=2021-04-10 01:53:38.799568, cost_time=0:00:03.521750 2021-04-10 01:53:20,417 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.40ms, fps=2318 images/s, loss=0.9050, top1-acc=72.74%, top5-acc=94.91%, remaining_time=0:00:18.043272, arrival_time=2021-04-10 01:53:38.460452, cost_time=0:00:04.626493 2021-04-10 01:53:21,513 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=2.05ms, fps=2337 images/s, loss=0.9059, top1-acc=72.76%, top5-acc=94.77%, remaining_time=0:00:16.709554, arrival_time=2021-04-10 01:53:38.222790, cost_time=0:00:05.722471 2021-04-10 01:53:22,621 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=8.96ms, fps=2312 images/s, loss=0.9033, top1-acc=72.83%, top5-acc=94.77%, remaining_time=0:00:15.482512, arrival_time=2021-04-10 01:53:38.103884, cost_time=0:00:06.830504 2021-04-10 01:53:23,751 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=2.33ms, fps=2268 images/s, loss=0.9014, top1-acc=73.05%, top5-acc=94.65%, remaining_time=0:00:14.328846, arrival_time=2021-04-10 01:53:38.080178, cost_time=0:00:07.960481 2021-04-10 01:53:24,858 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.63ms, fps=2315 images/s, loss=0.9038, top1-acc=72.92%, top5-acc=94.55%, remaining_time=0:00:13.147672, arrival_time=2021-04-10 01:53:38.005908, cost_time=0:00:09.067390 2021-04-10 01:53:25,966 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.67ms, fps=2312 images/s, loss=0.9067, top1-acc=72.82%, top5-acc=94.51%, remaining_time=0:00:11.984678, arrival_time=2021-04-10 01:53:37.951164, cost_time=0:00:10.175711 2021-04-10 01:53:27,065 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=3.78ms, fps=2330 images/s, loss=0.9120, top1-acc=72.69%, top5-acc=94.46%, remaining_time=0:00:10.824000, arrival_time=2021-04-10 01:53:37.889740, cost_time=0:00:11.275027 2021-04-10 01:53:28,161 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=2.33ms, fps=2337 images/s, loss=0.9152, top1-acc=72.58%, top5-acc=94.46%, remaining_time=0:00:09.671904, arrival_time=2021-04-10 01:53:37.833763, cost_time=0:00:12.370986 2021-04-10 01:53:29,256 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.66ms, fps=2340 images/s, loss=0.9185, top1-acc=72.53%, top5-acc=94.43%, remaining_time=0:00:08.528492, arrival_time=2021-04-10 01:53:37.785295, cost_time=0:00:13.466073 2021-04-10 01:53:30,365 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.63ms, fps=2311 images/s, loss=0.9219, top1-acc=72.40%, top5-acc=94.34%, remaining_time=0:00:07.399194, arrival_time=2021-04-10 01:53:37.764175, cost_time=0:00:14.574201 2021-04-10 01:53:31,467 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.76ms, fps=2324 images/s, loss=0.9239, top1-acc=72.38%, top5-acc=94.36%, remaining_time=0:00:06.270656, arrival_time=2021-04-10 01:53:37.737983, cost_time=0:00:15.676583 2021-04-10 01:53:32,565 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.54ms, fps=2333 images/s, loss=0.9284, top1-acc=72.23%, top5-acc=94.27%, remaining_time=0:00:05.144272, arrival_time=2021-04-10 01:53:37.709790, cost_time=0:00:16.774735 2021-04-10 01:53:33,664 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.99ms, fps=2331 images/s, loss=0.9332, top1-acc=72.08%, top5-acc=94.20%, remaining_time=0:00:04.021596, arrival_time=2021-04-10 01:53:37.686176, cost_time=0:00:17.873839 2021-04-10 01:53:34,768 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=2.20ms, fps=2321 images/s, loss=0.9376, top1-acc=71.91%, top5-acc=94.16%, remaining_time=0:00:02.902458, arrival_time=2021-04-10 01:53:37.670989, cost_time=0:00:18.977619 2021-04-10 01:53:35,862 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=2.41ms, fps=2343 images/s, loss=0.9376, top1-acc=71.85%, top5-acc=94.17%, remaining_time=0:00:01.784144, arrival_time=2021-04-10 01:53:37.646502, cost_time=0:00:20.071640 2021-04-10 01:53:36,955 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.31ms, fps=2344 images/s, loss=0.9405, top1-acc=71.72%, top5-acc=94.11%, remaining_time=0:00:00.668358, arrival_time=2021-04-10 01:53:37.623674, cost_time=0:00:21.164628 2021-04-10 01:53:37,555 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=2.06ms, fps=2268 images/s, loss=0.9429, top1-acc=71.69%, top5-acc=94.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:37.555517, cost_time=0:00:21.764694 2021-04-10 01:53:37,944 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=1.78ms, fps=6609 images/s, loss=1.9737, top1-acc=51.21%, top5-acc=81.41%, remaining_time=0:00:01.162020, arrival_time=2021-04-10 01:53:39.106843, cost_time=0:00:00.387338 2021-04-10 01:53:38,183 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=0.40ms, fps=10759 images/s, loss=2.0027, top1-acc=50.90%, top5-acc=80.86%, remaining_time=0:00:00.625620, arrival_time=2021-04-10 01:53:38.808809, cost_time=0:00:00.625624 2021-04-10 01:53:38,433 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=0.42ms, fps=10267 images/s, loss=1.9798, top1-acc=51.52%, top5-acc=81.07%, remaining_time=0:00:00.291840, arrival_time=2021-04-10 01:53:38.724882, cost_time=0:00:00.875518 2021-04-10 01:53:38,653 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=10530 images/s, loss=1.9769, top1-acc=51.69%, top5-acc=80.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:38.653751, cost_time=0:00:01.096284 2021-04-10 01:53:38,696 INFO : Epoch=0082 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:45:09.568628, arrival_time=2021-04-10 02:38:48.264650, cost_time=0:31:22.920608 2021-04-10 01:53:38,696 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 01:53:40,031 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=0.33ms, fps=1918 images/s, loss=0.9124, top1-acc=72.23%, top5-acc=93.91%, remaining_time=0:00:24.825420, arrival_time=2021-04-10 01:54:04.857120, cost_time=0:00:01.334705 2021-04-10 01:53:41,129 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=2.35ms, fps=2333 images/s, loss=0.8922, top1-acc=72.87%, top5-acc=94.63%, remaining_time=0:00:21.409168, arrival_time=2021-04-10 01:54:02.539036, cost_time=0:00:02.432866 2021-04-10 01:53:42,230 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=3.85ms, fps=2327 images/s, loss=0.8879, top1-acc=72.75%, top5-acc=94.66%, remaining_time=0:00:19.554468, arrival_time=2021-04-10 01:54:01.785389, cost_time=0:00:03.533949 2021-04-10 01:53:43,357 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=2.58ms, fps=2273 images/s, loss=0.8883, top1-acc=72.92%, top5-acc=94.63%, remaining_time=0:00:18.176964, arrival_time=2021-04-10 01:54:01.534777, cost_time=0:00:04.660749 2021-04-10 01:53:44,462 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=2.24ms, fps=2320 images/s, loss=0.8947, top1-acc=72.79%, top5-acc=94.55%, remaining_time=0:00:16.834676, arrival_time=2021-04-10 01:54:01.296970, cost_time=0:00:05.765302 2021-04-10 01:53:45,567 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.67ms, fps=2319 images/s, loss=0.9037, top1-acc=72.73%, top5-acc=94.51%, remaining_time=0:00:15.572272, arrival_time=2021-04-10 01:54:01.139444, cost_time=0:00:06.870112 2021-04-10 01:53:46,663 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.62ms, fps=2337 images/s, loss=0.9065, top1-acc=72.59%, top5-acc=94.49%, remaining_time=0:00:14.340060, arrival_time=2021-04-10 01:54:01.003741, cost_time=0:00:07.966684 2021-04-10 01:53:47,765 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=2.24ms, fps=2326 images/s, loss=0.9072, top1-acc=72.52%, top5-acc=94.50%, remaining_time=0:00:13.148600, arrival_time=2021-04-10 01:54:00.913660, cost_time=0:00:09.067985 2021-04-10 01:53:48,861 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.89ms, fps=2336 images/s, loss=0.9114, top1-acc=72.51%, top5-acc=94.42%, remaining_time=0:00:11.972064, arrival_time=2021-04-10 01:54:00.833955, cost_time=0:00:10.164920 2021-04-10 01:53:49,969 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.53ms, fps=2314 images/s, loss=0.9109, top1-acc=72.59%, top5-acc=94.37%, remaining_time=0:00:10.821312, arrival_time=2021-04-10 01:54:00.790470, cost_time=0:00:11.272169 2021-04-10 01:53:51,076 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.96ms, fps=2313 images/s, loss=0.9176, top1-acc=72.32%, top5-acc=94.29%, remaining_time=0:00:09.678698, arrival_time=2021-04-10 01:54:00.755419, cost_time=0:00:12.379680 2021-04-10 01:53:52,176 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=2.31ms, fps=2329 images/s, loss=0.9212, top1-acc=72.17%, top5-acc=94.31%, remaining_time=0:00:08.537080, arrival_time=2021-04-10 01:54:00.713743, cost_time=0:00:13.479589 2021-04-10 01:53:53,308 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=3.03ms, fps=2263 images/s, loss=0.9251, top1-acc=72.05%, top5-acc=94.27%, remaining_time=0:00:07.418268, arrival_time=2021-04-10 01:54:00.727018, cost_time=0:00:14.611705 2021-04-10 01:53:54,410 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.74ms, fps=2325 images/s, loss=0.9284, top1-acc=71.98%, top5-acc=94.24%, remaining_time=0:00:06.285384, arrival_time=2021-04-10 01:54:00.695771, cost_time=0:00:15.713401 2021-04-10 01:53:55,515 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.64ms, fps=2318 images/s, loss=0.9311, top1-acc=71.93%, top5-acc=94.20%, remaining_time=0:00:05.157704, arrival_time=2021-04-10 01:54:00.673349, cost_time=0:00:16.818590 2021-04-10 01:53:56,611 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.46ms, fps=2338 images/s, loss=0.9341, top1-acc=71.94%, top5-acc=94.14%, remaining_time=0:00:04.030740, arrival_time=2021-04-10 01:54:00.642042, cost_time=0:00:17.914341 2021-04-10 01:53:57,707 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=2.12ms, fps=2338 images/s, loss=0.9425, top1-acc=71.67%, top5-acc=94.03%, remaining_time=0:00:02.907398, arrival_time=2021-04-10 01:54:00.614423, cost_time=0:00:19.009947 2021-04-10 01:53:58,829 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=2.57ms, fps=2282 images/s, loss=0.9447, top1-acc=71.60%, top5-acc=94.03%, remaining_time=0:00:01.789568, arrival_time=2021-04-10 01:54:00.619317, cost_time=0:00:20.132690 2021-04-10 01:53:59,934 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.61ms, fps=2320 images/s, loss=0.9444, top1-acc=71.59%, top5-acc=94.02%, remaining_time=0:00:00.670638, arrival_time=2021-04-10 01:54:00.604574, cost_time=0:00:21.236941 2021-04-10 01:54:00,533 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.94ms, fps=2270 images/s, loss=0.9449, top1-acc=71.59%, top5-acc=94.04%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:00.533800, cost_time=0:00:21.836607 2021-04-10 01:54:00,862 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=8.62ms, fps=7863 images/s, loss=1.8678, top1-acc=54.96%, top5-acc=82.93%, remaining_time=0:00:00.976650, arrival_time=2021-04-10 01:54:01.838652, cost_time=0:00:00.325551 2021-04-10 01:54:01,124 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.29ms, fps=9757 images/s, loss=1.8443, top1-acc=54.77%, top5-acc=83.20%, remaining_time=0:00:00.588440, arrival_time=2021-04-10 01:54:01.713308, cost_time=0:00:00.588432 2021-04-10 01:54:01,389 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=4.50ms, fps=9691 images/s, loss=1.8664, top1-acc=54.58%, top5-acc=82.93%, remaining_time=0:00:00.284350, arrival_time=2021-04-10 01:54:01.673828, cost_time=0:00:00.853049 2021-04-10 01:54:01,627 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.10ms, fps=9784 images/s, loss=1.8503, top1-acc=54.72%, top5-acc=83.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:01.627115, cost_time=0:00:01.090695 2021-04-10 01:54:01,687 INFO : Epoch=0083 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:44:46.646898, arrival_time=2021-04-10 02:38:48.334220, cost_time=0:31:45.911891 2021-04-10 01:54:01,688 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 01:54:03,017 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=0.34ms, fps=1927 images/s, loss=0.9003, top1-acc=72.70%, top5-acc=94.41%, remaining_time=0:00:24.711774, arrival_time=2021-04-10 01:54:27.729067, cost_time=0:00:01.328591 2021-04-10 01:54:04,119 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=2.80ms, fps=2324 images/s, loss=0.8863, top1-acc=72.60%, top5-acc=94.75%, remaining_time=0:00:21.393328, arrival_time=2021-04-10 01:54:25.513088, cost_time=0:00:02.431064 2021-04-10 01:54:05,218 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.51ms, fps=2332 images/s, loss=0.8965, top1-acc=72.59%, top5-acc=94.74%, remaining_time=0:00:19.530066, arrival_time=2021-04-10 01:54:24.748197, cost_time=0:00:03.529516 2021-04-10 01:54:06,334 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=2.00ms, fps=2294 images/s, loss=0.9045, top1-acc=72.50%, top5-acc=94.59%, remaining_time=0:00:18.119868, arrival_time=2021-04-10 01:54:24.454657, cost_time=0:00:04.646108 2021-04-10 01:54:07,446 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.47ms, fps=2304 images/s, loss=0.9036, top1-acc=72.53%, top5-acc=94.62%, remaining_time=0:00:16.813944, arrival_time=2021-04-10 01:54:24.260744, cost_time=0:00:05.758202 2021-04-10 01:54:08,537 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.54ms, fps=2348 images/s, loss=0.9022, top1-acc=72.58%, top5-acc=94.58%, remaining_time=0:00:15.524672, arrival_time=2021-04-10 01:54:24.062387, cost_time=0:00:06.849111 2021-04-10 01:54:09,632 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.46ms, fps=2341 images/s, loss=0.9059, top1-acc=72.51%, top5-acc=94.56%, remaining_time=0:00:14.298228, arrival_time=2021-04-10 01:54:23.930384, cost_time=0:00:07.943452 2021-04-10 01:54:10,726 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.9041, top1-acc=72.59%, top5-acc=94.64%, remaining_time=0:00:13.104172, arrival_time=2021-04-10 01:54:23.830155, cost_time=0:00:09.037368 2021-04-10 01:54:11,826 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.43ms, fps=2329 images/s, loss=0.9139, top1-acc=72.32%, top5-acc=94.58%, remaining_time=0:00:11.939628, arrival_time=2021-04-10 01:54:23.765792, cost_time=0:00:10.137410 2021-04-10 01:54:12,917 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.91ms, fps=2348 images/s, loss=0.9179, top1-acc=72.30%, top5-acc=94.55%, remaining_time=0:00:10.779840, arrival_time=2021-04-10 01:54:23.697377, cost_time=0:00:11.228978 2021-04-10 01:54:14,026 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.83ms, fps=2310 images/s, loss=0.9197, top1-acc=72.32%, top5-acc=94.49%, remaining_time=0:00:09.645674, arrival_time=2021-04-10 01:54:23.671883, cost_time=0:00:12.337499 2021-04-10 01:54:15,129 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=2.06ms, fps=2322 images/s, loss=0.9242, top1-acc=72.18%, top5-acc=94.40%, remaining_time=0:00:08.512532, arrival_time=2021-04-10 01:54:23.642061, cost_time=0:00:13.440885 2021-04-10 01:54:16,234 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.61ms, fps=2317 images/s, loss=0.9265, top1-acc=72.10%, top5-acc=94.37%, remaining_time=0:00:07.385004, arrival_time=2021-04-10 01:54:23.619847, cost_time=0:00:14.546271 2021-04-10 01:54:17,339 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=2.00ms, fps=2319 images/s, loss=0.9307, top1-acc=72.01%, top5-acc=94.26%, remaining_time=0:00:06.260296, arrival_time=2021-04-10 01:54:23.599689, cost_time=0:00:15.650754 2021-04-10 01:54:18,444 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=2.04ms, fps=2318 images/s, loss=0.9330, top1-acc=71.93%, top5-acc=94.22%, remaining_time=0:00:05.138522, arrival_time=2021-04-10 01:54:23.583245, cost_time=0:00:16.756080 2021-04-10 01:54:19,538 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.61ms, fps=2342 images/s, loss=0.9386, top1-acc=71.80%, top5-acc=94.13%, remaining_time=0:00:04.016268, arrival_time=2021-04-10 01:54:23.555102, cost_time=0:00:17.850058 2021-04-10 01:54:20,651 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=2.69ms, fps=2302 images/s, loss=0.9414, top1-acc=71.73%, top5-acc=94.09%, remaining_time=0:00:02.900248, arrival_time=2021-04-10 01:54:23.552006, cost_time=0:00:18.963131 2021-04-10 01:54:21,799 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.71ms, fps=2232 images/s, loss=0.9415, top1-acc=71.71%, top5-acc=94.07%, remaining_time=0:00:01.787648, arrival_time=2021-04-10 01:54:23.587356, cost_time=0:00:20.110994 2021-04-10 01:54:22,902 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=2.17ms, fps=2322 images/s, loss=0.9426, top1-acc=71.72%, top5-acc=94.03%, remaining_time=0:00:00.669924, arrival_time=2021-04-10 01:54:23.572788, cost_time=0:00:21.214221 2021-04-10 01:54:23,510 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=0.11ms, fps=2241 images/s, loss=0.9445, top1-acc=71.66%, top5-acc=94.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:23.510498, cost_time=0:00:21.821655 2021-04-10 01:54:23,928 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.62ms, fps=6164 images/s, loss=1.7383, top1-acc=55.62%, top5-acc=83.36%, remaining_time=0:00:01.245840, arrival_time=2021-04-10 01:54:25.174440, cost_time=0:00:00.415284 2021-04-10 01:54:24,186 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=0.28ms, fps=9958 images/s, loss=1.7335, top1-acc=56.29%, top5-acc=83.52%, remaining_time=0:00:00.673080, arrival_time=2021-04-10 01:54:24.859394, cost_time=0:00:00.673080 2021-04-10 01:54:24,431 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=2.64ms, fps=10456 images/s, loss=1.7247, top1-acc=56.65%, top5-acc=83.76%, remaining_time=0:00:00.306140, arrival_time=2021-04-10 01:54:24.737783, cost_time=0:00:00.918423 2021-04-10 01:54:24,664 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.07ms, fps=9966 images/s, loss=1.7139, top1-acc=56.86%, top5-acc=83.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:24.664915, cost_time=0:00:01.151715 2021-04-10 01:54:24,728 INFO : Epoch=0084 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:44:23.792912, arrival_time=2021-04-10 02:38:48.521841, cost_time=0:32:08.953519 2021-04-10 01:54:24,729 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 01:54:26,036 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=0.44ms, fps=1960 images/s, loss=0.9618, top1-acc=71.33%, top5-acc=93.75%, remaining_time=0:00:24.292716, arrival_time=2021-04-10 01:54:50.328743, cost_time=0:00:01.306065 2021-04-10 01:54:27,135 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=2.09ms, fps=2331 images/s, loss=0.9429, top1-acc=71.91%, top5-acc=94.22%, remaining_time=0:00:21.165056, arrival_time=2021-04-10 01:54:48.300084, cost_time=0:00:02.405124 2021-04-10 01:54:28,258 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=12.10ms, fps=2282 images/s, loss=0.9296, top1-acc=72.38%, top5-acc=94.23%, remaining_time=0:00:19.521600, arrival_time=2021-04-10 01:54:47.779543, cost_time=0:00:03.528012 2021-04-10 01:54:29,381 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.68ms, fps=2280 images/s, loss=0.9126, top1-acc=72.85%, top5-acc=94.49%, remaining_time=0:00:18.141864, arrival_time=2021-04-10 01:54:47.523427, cost_time=0:00:04.651759 2021-04-10 01:54:30,485 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.08ms, fps=2321 images/s, loss=0.9070, top1-acc=72.95%, top5-acc=94.55%, remaining_time=0:00:16.806060, arrival_time=2021-04-10 01:54:47.291437, cost_time=0:00:05.755497 2021-04-10 01:54:31,575 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=2.24ms, fps=2351 images/s, loss=0.9039, top1-acc=72.99%, top5-acc=94.57%, remaining_time=0:00:15.515968, arrival_time=2021-04-10 01:54:47.091032, cost_time=0:00:06.845273 2021-04-10 01:54:32,708 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.60ms, fps=2261 images/s, loss=0.9054, top1-acc=72.96%, top5-acc=94.61%, remaining_time=0:00:14.360598, arrival_time=2021-04-10 01:54:47.068647, cost_time=0:00:07.978114 2021-04-10 01:54:33,804 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=0.9030, top1-acc=72.91%, top5-acc=94.62%, remaining_time=0:00:13.157764, arrival_time=2021-04-10 01:54:46.961888, cost_time=0:00:09.074338 2021-04-10 01:54:34,898 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.52ms, fps=2341 images/s, loss=0.9078, top1-acc=72.89%, top5-acc=94.61%, remaining_time=0:00:11.976304, arrival_time=2021-04-10 01:54:46.874827, cost_time=0:00:10.168571 2021-04-10 01:54:35,995 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.52ms, fps=2336 images/s, loss=0.9065, top1-acc=72.99%, top5-acc=94.53%, remaining_time=0:00:10.814976, arrival_time=2021-04-10 01:54:46.810374, cost_time=0:00:11.265570 2021-04-10 01:54:37,154 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=0.9147, top1-acc=72.85%, top5-acc=94.39%, remaining_time=0:00:09.713786, arrival_time=2021-04-10 01:54:46.868259, cost_time=0:00:12.424611 2021-04-10 01:54:38,252 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=2.24ms, fps=2333 images/s, loss=0.9168, top1-acc=72.77%, top5-acc=94.37%, remaining_time=0:00:08.564364, arrival_time=2021-04-10 01:54:46.816927, cost_time=0:00:13.522690 2021-04-10 01:54:39,350 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=2.07ms, fps=2333 images/s, loss=0.9192, top1-acc=72.59%, top5-acc=94.34%, remaining_time=0:00:07.422822, arrival_time=2021-04-10 01:54:46.773310, cost_time=0:00:14.620703 2021-04-10 01:54:40,457 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.51ms, fps=2314 images/s, loss=0.9211, top1-acc=72.44%, top5-acc=94.32%, remaining_time=0:00:06.291040, arrival_time=2021-04-10 01:54:46.748526, cost_time=0:00:15.727620 2021-04-10 01:54:41,556 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.52ms, fps=2331 images/s, loss=0.9235, top1-acc=72.39%, top5-acc=94.27%, remaining_time=0:00:05.160096, arrival_time=2021-04-10 01:54:46.716329, cost_time=0:00:16.826432 2021-04-10 01:54:42,656 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.96ms, fps=2328 images/s, loss=0.9264, top1-acc=72.36%, top5-acc=94.23%, remaining_time=0:00:04.033440, arrival_time=2021-04-10 01:54:46.689653, cost_time=0:00:17.926370 2021-04-10 01:54:43,755 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.99ms, fps=2331 images/s, loss=0.9287, top1-acc=72.34%, top5-acc=94.20%, remaining_time=0:00:02.909764, arrival_time=2021-04-10 01:54:46.664928, cost_time=0:00:19.025334 2021-04-10 01:54:44,868 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=3.00ms, fps=2301 images/s, loss=0.9322, top1-acc=72.24%, top5-acc=94.16%, remaining_time=0:00:01.790080, arrival_time=2021-04-10 01:54:46.658390, cost_time=0:00:20.138374 2021-04-10 01:54:45,972 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=2.01ms, fps=2319 images/s, loss=0.9337, top1-acc=72.21%, top5-acc=94.16%, remaining_time=0:00:00.670836, arrival_time=2021-04-10 01:54:46.643739, cost_time=0:00:21.243086 2021-04-10 01:54:46,568 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.36ms, fps=2286 images/s, loss=0.9377, top1-acc=72.11%, top5-acc=94.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:46.568370, cost_time=0:00:21.838590 2021-04-10 01:54:46,963 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=0.53ms, fps=6506 images/s, loss=1.7517, top1-acc=54.18%, top5-acc=84.26%, remaining_time=0:00:01.180440, arrival_time=2021-04-10 01:54:48.143660, cost_time=0:00:00.393479 2021-04-10 01:54:47,205 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=2.74ms, fps=10599 images/s, loss=1.7858, top1-acc=54.73%, top5-acc=83.01%, remaining_time=0:00:00.635520, arrival_time=2021-04-10 01:54:47.840733, cost_time=0:00:00.635512 2021-04-10 01:54:47,459 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=0.22ms, fps=10090 images/s, loss=1.7692, top1-acc=54.99%, top5-acc=83.02%, remaining_time=0:00:00.296540, arrival_time=2021-04-10 01:54:47.755873, cost_time=0:00:00.889608 2021-04-10 01:54:47,675 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.06ms, fps=10731 images/s, loss=1.7899, top1-acc=54.73%, top5-acc=83.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:47.675899, cost_time=0:00:01.106227 2021-04-10 01:54:47,717 INFO : Epoch=0085 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:44:00.863450, arrival_time=2021-04-10 02:38:48.581404, cost_time=0:32:31.942541 2021-04-10 01:54:47,718 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 01:54:49,075 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.70ms, fps=1887 images/s, loss=0.9449, top1-acc=71.84%, top5-acc=93.52%, remaining_time=0:00:25.229784, arrival_time=2021-04-10 01:55:14.305066, cost_time=0:00:01.356436 2021-04-10 01:54:50,174 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.72ms, fps=2330 images/s, loss=0.9132, top1-acc=72.29%, top5-acc=94.26%, remaining_time=0:00:21.610512, arrival_time=2021-04-10 01:55:11.785213, cost_time=0:00:02.455733 2021-04-10 01:54:51,285 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.66ms, fps=2307 images/s, loss=0.9043, top1-acc=72.90%, top5-acc=94.45%, remaining_time=0:00:19.734744, arrival_time=2021-04-10 01:55:11.020062, cost_time=0:00:03.566508 2021-04-10 01:54:52,399 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.51ms, fps=2300 images/s, loss=0.8896, top1-acc=73.45%, top5-acc=94.62%, remaining_time=0:00:18.252624, arrival_time=2021-04-10 01:55:10.651593, cost_time=0:00:04.680168 2021-04-10 01:54:53,487 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.80ms, fps=2353 images/s, loss=0.8885, top1-acc=73.47%, top5-acc=94.62%, remaining_time=0:00:16.844020, arrival_time=2021-04-10 01:55:10.331353, cost_time=0:00:05.768488 2021-04-10 01:54:54,577 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.79ms, fps=2349 images/s, loss=0.8828, top1-acc=73.65%, top5-acc=94.65%, remaining_time=0:00:15.546432, arrival_time=2021-04-10 01:55:10.124013, cost_time=0:00:06.858727 2021-04-10 01:54:55,679 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.54ms, fps=2325 images/s, loss=0.8859, top1-acc=73.50%, top5-acc=94.64%, remaining_time=0:00:14.328594, arrival_time=2021-04-10 01:55:10.007775, cost_time=0:00:07.960297 2021-04-10 01:54:56,778 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.45ms, fps=2331 images/s, loss=0.8909, top1-acc=73.38%, top5-acc=94.61%, remaining_time=0:00:13.135608, arrival_time=2021-04-10 01:55:09.913549, cost_time=0:00:09.059056 2021-04-10 01:54:57,875 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=2.61ms, fps=2335 images/s, loss=0.8995, top1-acc=73.14%, top5-acc=94.51%, remaining_time=0:00:11.961782, arrival_time=2021-04-10 01:55:09.836915, cost_time=0:00:10.156186 2021-04-10 01:54:58,970 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.44ms, fps=2339 images/s, loss=0.9002, top1-acc=73.10%, top5-acc=94.52%, remaining_time=0:00:10.801536, arrival_time=2021-04-10 01:55:09.771902, cost_time=0:00:11.251564 2021-04-10 01:55:00,076 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.65ms, fps=2317 images/s, loss=0.9029, top1-acc=73.04%, top5-acc=94.52%, remaining_time=0:00:09.660982, arrival_time=2021-04-10 01:55:09.736962, cost_time=0:00:12.357036 2021-04-10 01:55:01,176 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=2.26ms, fps=2328 images/s, loss=0.9003, top1-acc=73.09%, top5-acc=94.55%, remaining_time=0:00:08.523096, arrival_time=2021-04-10 01:55:09.699472, cost_time=0:00:13.457532 2021-04-10 01:55:02,300 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.42ms, fps=2280 images/s, loss=0.9029, top1-acc=72.97%, top5-acc=94.50%, remaining_time=0:00:07.402692, arrival_time=2021-04-10 01:55:09.702683, cost_time=0:00:14.581043 2021-04-10 01:55:03,395 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.98ms, fps=2338 images/s, loss=0.9085, top1-acc=72.77%, top5-acc=94.41%, remaining_time=0:00:06.270712, arrival_time=2021-04-10 01:55:09.666289, cost_time=0:00:15.676774 2021-04-10 01:55:04,501 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=2.30ms, fps=2316 images/s, loss=0.9103, top1-acc=72.72%, top5-acc=94.39%, remaining_time=0:00:05.146664, arrival_time=2021-04-10 01:55:09.648165, cost_time=0:00:16.782544 2021-04-10 01:55:05,615 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=2.02ms, fps=2301 images/s, loss=0.9120, top1-acc=72.65%, top5-acc=94.37%, remaining_time=0:00:04.026636, arrival_time=2021-04-10 01:55:09.641718, cost_time=0:00:17.896116 2021-04-10 01:55:06,723 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=2.75ms, fps=2313 images/s, loss=0.9188, top1-acc=72.50%, top5-acc=94.26%, remaining_time=0:00:02.906488, arrival_time=2021-04-10 01:55:09.629489, cost_time=0:00:19.004031 2021-04-10 01:55:07,842 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=6.28ms, fps=2289 images/s, loss=0.9235, top1-acc=72.37%, top5-acc=94.22%, remaining_time=0:00:01.788752, arrival_time=2021-04-10 01:55:09.631033, cost_time=0:00:20.123417 2021-04-10 01:55:08,947 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.37ms, fps=2319 images/s, loss=0.9252, top1-acc=72.30%, top5-acc=94.17%, remaining_time=0:00:00.670362, arrival_time=2021-04-10 01:55:09.617409, cost_time=0:00:21.228092 2021-04-10 01:55:09,539 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=0.09ms, fps=2299 images/s, loss=0.9240, top1-acc=72.33%, top5-acc=94.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:09.539412, cost_time=0:00:21.820568 2021-04-10 01:55:09,885 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=0.40ms, fps=7434 images/s, loss=1.7618, top1-acc=54.53%, top5-acc=82.89%, remaining_time=0:00:01.033110, arrival_time=2021-04-10 01:55:10.918910, cost_time=0:00:00.344367 2021-04-10 01:55:10,130 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=2.73ms, fps=10473 images/s, loss=1.7653, top1-acc=54.73%, top5-acc=83.09%, remaining_time=0:00:00.589280, arrival_time=2021-04-10 01:55:10.720103, cost_time=0:00:00.589284 2021-04-10 01:55:10,381 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=6.09ms, fps=10249 images/s, loss=1.7239, top1-acc=55.69%, top5-acc=83.95%, remaining_time=0:00:00.279940, arrival_time=2021-04-10 01:55:10.661219, cost_time=0:00:00.839831 2021-04-10 01:55:10,609 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.07ms, fps=10175 images/s, loss=1.7143, top1-acc=55.90%, top5-acc=84.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:10.609738, cost_time=0:00:01.068375 2021-04-10 01:55:10,652 INFO : Epoch=0086 complete, best val top1-acc=57.88%, top5-acc=85.23% (epoch=76), remaining_time=0:43:37.860318, arrival_time=2021-04-10 02:38:48.512817, cost_time=0:32:54.877087 2021-04-10 01:55:10,653 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 01:55:11,934 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.46ms, fps=1999 images/s, loss=0.8756, top1-acc=73.67%, top5-acc=95.20%, remaining_time=0:00:23.824182, arrival_time=2021-04-10 01:55:35.758541, cost_time=0:00:01.280870 2021-04-10 01:55:13,040 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=2.06ms, fps=2317 images/s, loss=0.8608, top1-acc=73.83%, top5-acc=95.08%, remaining_time=0:00:21.000848, arrival_time=2021-04-10 01:55:34.040835, cost_time=0:00:02.386456 2021-04-10 01:55:14,163 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.68ms, fps=2281 images/s, loss=0.8656, top1-acc=73.82%, top5-acc=94.96%, remaining_time=0:00:19.420008, arrival_time=2021-04-10 01:55:33.583148, cost_time=0:00:03.509649 2021-04-10 01:55:15,262 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.65ms, fps=2331 images/s, loss=0.8613, top1-acc=73.99%, top5-acc=95.01%, remaining_time=0:00:17.974164, arrival_time=2021-04-10 01:55:33.236449, cost_time=0:00:04.608745 2021-04-10 01:55:16,368 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=2.02ms, fps=2316 images/s, loss=0.8611, top1-acc=74.04%, top5-acc=95.06%, remaining_time=0:00:16.688092, arrival_time=2021-04-10 01:55:33.056674, cost_time=0:00:05.715123 2021-04-10 01:55:17,480 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.70ms, fps=2304 images/s, loss=0.8750, top1-acc=73.62%, top5-acc=94.86%, remaining_time=0:00:15.474488, arrival_time=2021-04-10 01:55:32.955016, cost_time=0:00:06.826979 2021-04-10 01:55:18,580 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.77ms, fps=2330 images/s, loss=0.8810, top1-acc=73.54%, top5-acc=94.69%, remaining_time=0:00:14.267862, arrival_time=2021-04-10 01:55:32.848017, cost_time=0:00:07.926595 2021-04-10 01:55:19,679 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.54ms, fps=2330 images/s, loss=0.8867, top1-acc=73.33%, top5-acc=94.62%, remaining_time=0:00:13.087932, arrival_time=2021-04-10 01:55:32.767507, cost_time=0:00:09.026135 2021-04-10 01:55:20,776 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.53ms, fps=2336 images/s, loss=0.8857, top1-acc=73.30%, top5-acc=94.72%, remaining_time=0:00:11.922244, arrival_time=2021-04-10 01:55:32.698448, cost_time=0:00:10.122653 2021-04-10 01:55:21,881 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.29ms, fps=2318 images/s, loss=0.8923, top1-acc=73.18%, top5-acc=94.61%, remaining_time=0:00:10.778976, arrival_time=2021-04-10 01:55:32.660458, cost_time=0:00:11.228060 2021-04-10 01:55:22,987 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=2.32ms, fps=2315 images/s, loss=0.8945, top1-acc=73.19%, top5-acc=94.53%, remaining_time=0:00:09.643266, arrival_time=2021-04-10 01:55:32.631157, cost_time=0:00:12.334422 2021-04-10 01:55:24,077 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.99ms, fps=2351 images/s, loss=0.8991, top1-acc=73.05%, top5-acc=94.51%, remaining_time=0:00:08.501892, arrival_time=2021-04-10 01:55:32.579346, cost_time=0:00:13.424015 2021-04-10 01:55:25,202 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.64ms, fps=2276 images/s, loss=0.9012, top1-acc=73.00%, top5-acc=94.53%, remaining_time=0:00:07.386654, arrival_time=2021-04-10 01:55:32.589525, cost_time=0:00:14.549406 2021-04-10 01:55:26,296 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.92ms, fps=2341 images/s, loss=0.9031, top1-acc=72.93%, top5-acc=94.47%, remaining_time=0:00:06.257384, arrival_time=2021-04-10 01:55:32.554288, cost_time=0:00:15.643494 2021-04-10 01:55:27,382 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.61ms, fps=2358 images/s, loss=0.9048, top1-acc=72.84%, top5-acc=94.47%, remaining_time=0:00:05.130380, arrival_time=2021-04-10 01:55:32.513287, cost_time=0:00:16.729474 2021-04-10 01:55:28,503 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=2.71ms, fps=2286 images/s, loss=0.9093, top1-acc=72.75%, top5-acc=94.38%, remaining_time=0:00:04.016268, arrival_time=2021-04-10 01:55:32.519826, cost_time=0:00:17.850008 2021-04-10 01:55:29,603 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=2.02ms, fps=2329 images/s, loss=0.9116, top1-acc=72.75%, top5-acc=94.33%, remaining_time=0:00:02.898246, arrival_time=2021-04-10 01:55:32.501720, cost_time=0:00:18.950085 2021-04-10 01:55:30,706 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=2.11ms, fps=2323 images/s, loss=0.9156, top1-acc=72.59%, top5-acc=94.29%, remaining_time=0:00:01.782464, arrival_time=2021-04-10 01:55:32.488653, cost_time=0:00:20.052756 2021-04-10 01:55:31,805 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.43ms, fps=2330 images/s, loss=0.9168, top1-acc=72.56%, top5-acc=94.29%, remaining_time=0:00:00.667962, arrival_time=2021-04-10 01:55:32.473696, cost_time=0:00:21.152223 2021-04-10 01:55:32,398 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.32ms, fps=2297 images/s, loss=0.9161, top1-acc=72.58%, top5-acc=94.29%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:32.398622, cost_time=0:00:21.745176 2021-04-10 01:55:32,723 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=2.58ms, fps=7920 images/s, loss=1.4944, top1-acc=60.27%, top5-acc=86.95%, remaining_time=0:00:00.969660, arrival_time=2021-04-10 01:55:33.693494, cost_time=0:00:00.323216 2021-04-10 01:55:32,969 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=0.42ms, fps=10433 images/s, loss=1.5051, top1-acc=59.49%, top5-acc=86.70%, remaining_time=0:00:00.569040, arrival_time=2021-04-10 01:55:33.538702, cost_time=0:00:00.569047 2021-04-10 01:55:33,214 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=2.17ms, fps=10491 images/s, loss=1.4875, top1-acc=59.75%, top5-acc=86.77%, remaining_time=0:00:00.271180, arrival_time=2021-04-10 01:55:33.485346, cost_time=0:00:00.813544 2021-04-10 01:55:33,451 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.09ms, fps=9779 images/s, loss=1.4966, top1-acc=59.52%, top5-acc=86.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:33.451862, cost_time=0:00:01.051284 2021-04-10 01:55:33,568 INFO : Epoch=0087 complete, best val top1-acc=59.52%, top5-acc=86.78% (epoch=87), remaining_time=0:43:14.833916, arrival_time=2021-04-10 02:38:48.401883, cost_time=0:33:17.792524 2021-04-10 01:55:33,569 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 01:55:34,826 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=0.67ms, fps=2037 images/s, loss=0.8889, top1-acc=74.26%, top5-acc=94.30%, remaining_time=0:00:23.372760, arrival_time=2021-04-10 01:55:58.198690, cost_time=0:00:01.256605 2021-04-10 01:55:35,937 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=2.05ms, fps=2304 images/s, loss=0.9034, top1-acc=73.12%, top5-acc=94.36%, remaining_time=0:00:20.840864, arrival_time=2021-04-10 01:55:56.778480, cost_time=0:00:02.368288 2021-04-10 01:55:37,032 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.65ms, fps=2339 images/s, loss=0.8984, top1-acc=73.16%, top5-acc=94.45%, remaining_time=0:00:19.163870, arrival_time=2021-04-10 01:55:56.196546, cost_time=0:00:03.463354 2021-04-10 01:55:38,133 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.68ms, fps=2328 images/s, loss=0.8913, top1-acc=73.29%, top5-acc=94.64%, remaining_time=0:00:17.798976, arrival_time=2021-04-10 01:55:55.932213, cost_time=0:00:04.563842 2021-04-10 01:55:39,239 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.85ms, fps=2317 images/s, loss=0.9003, top1-acc=73.06%, top5-acc=94.46%, remaining_time=0:00:16.555524, arrival_time=2021-04-10 01:55:55.794654, cost_time=0:00:05.669716 2021-04-10 01:55:40,339 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.77ms, fps=2328 images/s, loss=0.8968, top1-acc=73.14%, top5-acc=94.48%, remaining_time=0:00:15.346376, arrival_time=2021-04-10 01:55:55.686065, cost_time=0:00:06.770449 2021-04-10 01:55:41,438 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.66ms, fps=2332 images/s, loss=0.8958, top1-acc=73.08%, top5-acc=94.51%, remaining_time=0:00:14.163660, arrival_time=2021-04-10 01:55:55.601700, cost_time=0:00:07.868717 2021-04-10 01:55:42,532 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=2.01ms, fps=2340 images/s, loss=0.8997, top1-acc=73.00%, top5-acc=94.47%, remaining_time=0:00:12.997220, arrival_time=2021-04-10 01:55:55.530140, cost_time=0:00:08.963610 2021-04-10 01:55:43,629 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.85ms, fps=2336 images/s, loss=0.9032, top1-acc=72.85%, top5-acc=94.47%, remaining_time=0:00:11.848362, arrival_time=2021-04-10 01:55:55.477852, cost_time=0:00:10.059933 2021-04-10 01:55:44,738 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=2.28ms, fps=2311 images/s, loss=0.9060, top1-acc=72.80%, top5-acc=94.42%, remaining_time=0:00:10.722432, arrival_time=2021-04-10 01:55:55.460879, cost_time=0:00:11.169190 2021-04-10 01:55:45,837 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=2.12ms, fps=2330 images/s, loss=0.9119, top1-acc=72.68%, top5-acc=94.37%, remaining_time=0:00:09.591580, arrival_time=2021-04-10 01:55:55.429197, cost_time=0:00:12.268325 2021-04-10 01:55:46,932 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.83ms, fps=2339 images/s, loss=0.9178, top1-acc=72.57%, top5-acc=94.29%, remaining_time=0:00:08.463512, arrival_time=2021-04-10 01:55:55.396338, cost_time=0:00:13.363440 2021-04-10 01:55:48,053 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.53ms, fps=2286 images/s, loss=0.9215, top1-acc=72.47%, top5-acc=94.29%, remaining_time=0:00:07.353456, arrival_time=2021-04-10 01:55:55.406723, cost_time=0:00:14.484021 2021-04-10 01:55:49,147 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.9233, top1-acc=72.45%, top5-acc=94.25%, remaining_time=0:00:06.231288, arrival_time=2021-04-10 01:55:55.378782, cost_time=0:00:15.578207 2021-04-10 01:55:50,253 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.94ms, fps=2317 images/s, loss=0.9228, top1-acc=72.47%, top5-acc=94.27%, remaining_time=0:00:05.116304, arrival_time=2021-04-10 01:55:55.369280, cost_time=0:00:16.683646 2021-04-10 01:55:51,346 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.60ms, fps=2342 images/s, loss=0.9228, top1-acc=72.48%, top5-acc=94.28%, remaining_time=0:00:03.999960, arrival_time=2021-04-10 01:55:55.346768, cost_time=0:00:17.777566 2021-04-10 01:55:52,443 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.77ms, fps=2335 images/s, loss=0.9222, top1-acc=72.49%, top5-acc=94.31%, remaining_time=0:00:02.886650, arrival_time=2021-04-10 01:55:55.330155, cost_time=0:00:18.874261 2021-04-10 01:55:53,553 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=2.40ms, fps=2309 images/s, loss=0.9202, top1-acc=72.56%, top5-acc=94.32%, remaining_time=0:00:01.776320, arrival_time=2021-04-10 01:55:55.329359, cost_time=0:00:19.983626 2021-04-10 01:55:54,661 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=5.30ms, fps=2312 images/s, loss=0.9205, top1-acc=72.56%, top5-acc=94.33%, remaining_time=0:00:00.666060, arrival_time=2021-04-10 01:55:55.327329, cost_time=0:00:21.091941 2021-04-10 01:55:55,262 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=0.10ms, fps=2266 images/s, loss=0.9215, top1-acc=72.55%, top5-acc=94.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:55.262380, cost_time=0:00:21.692872 2021-04-10 01:55:55,660 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.44ms, fps=6473 images/s, loss=1.9716, top1-acc=54.77%, top5-acc=83.01%, remaining_time=0:00:01.186380, arrival_time=2021-04-10 01:55:56.846863, cost_time=0:00:00.395457 2021-04-10 01:55:55,909 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=2.51ms, fps=10306 images/s, loss=1.9204, top1-acc=54.94%, top5-acc=83.26%, remaining_time=0:00:00.644380, arrival_time=2021-04-10 01:55:56.553796, cost_time=0:00:00.644382 2021-04-10 01:55:56,160 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=0.41ms, fps=10237 images/s, loss=1.9379, top1-acc=54.73%, top5-acc=82.85%, remaining_time=0:00:00.298330, arrival_time=2021-04-10 01:55:56.458306, cost_time=0:00:00.894980 2021-04-10 01:55:56,388 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.07ms, fps=10182 images/s, loss=1.9397, top1-acc=54.75%, top5-acc=82.39%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:56.388271, cost_time=0:00:01.123325 2021-04-10 01:55:56,431 INFO : Epoch=0088 complete, best val top1-acc=59.52%, top5-acc=86.78% (epoch=87), remaining_time=0:42:51.744448, arrival_time=2021-04-10 02:38:48.176168, cost_time=0:33:40.656309 2021-04-10 01:55:56,432 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 01:55:57,743 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=0.43ms, fps=1954 images/s, loss=0.9061, top1-acc=72.03%, top5-acc=94.73%, remaining_time=0:00:24.370464, arrival_time=2021-04-10 01:56:22.113424, cost_time=0:00:01.310240 2021-04-10 01:55:58,845 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=2.49ms, fps=2324 images/s, loss=0.8945, top1-acc=73.14%, top5-acc=94.80%, remaining_time=0:00:21.231232, arrival_time=2021-04-10 01:56:20.076549, cost_time=0:00:02.412646 2021-04-10 01:55:59,943 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.98ms, fps=2334 images/s, loss=0.8957, top1-acc=73.46%, top5-acc=94.53%, remaining_time=0:00:19.423992, arrival_time=2021-04-10 01:56:19.366977, cost_time=0:00:03.510359 2021-04-10 01:56:01,047 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.57ms, fps=2320 images/s, loss=0.9072, top1-acc=73.38%, top5-acc=94.37%, remaining_time=0:00:17.996160, arrival_time=2021-04-10 01:56:19.043297, cost_time=0:00:04.614402 2021-04-10 01:56:02,152 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=2.30ms, fps=2319 images/s, loss=0.9075, top1-acc=73.34%, top5-acc=94.36%, remaining_time=0:00:16.700794, arrival_time=2021-04-10 01:56:18.852969, cost_time=0:00:05.719449 2021-04-10 01:56:03,252 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.47ms, fps=2328 images/s, loss=0.9025, top1-acc=73.57%, top5-acc=94.40%, remaining_time=0:00:15.459120, arrival_time=2021-04-10 01:56:18.711929, cost_time=0:00:06.820209 2021-04-10 01:56:04,353 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=2.48ms, fps=2328 images/s, loss=0.8985, top1-acc=73.56%, top5-acc=94.50%, remaining_time=0:00:14.256522, arrival_time=2021-04-10 01:56:18.609559, cost_time=0:00:07.920307 2021-04-10 01:56:05,454 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.98ms, fps=2327 images/s, loss=0.8957, top1-acc=73.61%, top5-acc=94.58%, remaining_time=0:00:13.081088, arrival_time=2021-04-10 01:56:18.535083, cost_time=0:00:09.021407 2021-04-10 01:56:06,555 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.63ms, fps=2326 images/s, loss=0.8995, top1-acc=73.32%, top5-acc=94.51%, remaining_time=0:00:11.921926, arrival_time=2021-04-10 01:56:18.476938, cost_time=0:00:10.122431 2021-04-10 01:56:07,649 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.63ms, fps=2340 images/s, loss=0.8970, top1-acc=73.34%, top5-acc=94.57%, remaining_time=0:00:10.768224, arrival_time=2021-04-10 01:56:18.417835, cost_time=0:00:11.216879 2021-04-10 01:56:08,744 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=0.8998, top1-acc=73.18%, top5-acc=94.53%, remaining_time=0:00:09.625550, arrival_time=2021-04-10 01:56:18.369966, cost_time=0:00:12.311799 2021-04-10 01:56:09,840 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.45ms, fps=2336 images/s, loss=0.8998, top1-acc=73.12%, top5-acc=94.51%, remaining_time=0:00:08.491860, arrival_time=2021-04-10 01:56:18.332711, cost_time=0:00:13.408229 2021-04-10 01:56:10,941 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=2.34ms, fps=2328 images/s, loss=0.9001, top1-acc=73.10%, top5-acc=94.48%, remaining_time=0:00:07.365930, arrival_time=2021-04-10 01:56:18.307310, cost_time=0:00:14.508652 2021-04-10 01:56:12,039 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.68ms, fps=2333 images/s, loss=0.8998, top1-acc=73.10%, top5-acc=94.54%, remaining_time=0:00:06.242768, arrival_time=2021-04-10 01:56:18.282328, cost_time=0:00:15.606987 2021-04-10 01:56:13,123 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.57ms, fps=2362 images/s, loss=0.9023, top1-acc=73.03%, top5-acc=94.49%, remaining_time=0:00:05.118650, arrival_time=2021-04-10 01:56:18.242513, cost_time=0:00:16.691291 2021-04-10 01:56:14,222 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.51ms, fps=2331 images/s, loss=0.9039, top1-acc=73.05%, top5-acc=94.51%, remaining_time=0:00:04.002768, arrival_time=2021-04-10 01:56:18.225431, cost_time=0:00:17.790005 2021-04-10 01:56:15,311 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=2.29ms, fps=2352 images/s, loss=0.9033, top1-acc=73.05%, top5-acc=94.54%, remaining_time=0:00:02.887404, arrival_time=2021-04-10 01:56:18.199247, cost_time=0:00:18.879246 2021-04-10 01:56:16,433 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=2.61ms, fps=2285 images/s, loss=0.9058, top1-acc=72.97%, top5-acc=94.51%, remaining_time=0:00:01.777808, arrival_time=2021-04-10 01:56:18.210761, cost_time=0:00:20.000337 2021-04-10 01:56:17,545 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.77ms, fps=2303 images/s, loss=0.9090, top1-acc=72.91%, top5-acc=94.49%, remaining_time=0:00:00.666714, arrival_time=2021-04-10 01:56:18.211979, cost_time=0:00:21.112644 2021-04-10 01:56:18,134 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.32ms, fps=2311 images/s, loss=0.9092, top1-acc=72.89%, top5-acc=94.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:18.134374, cost_time=0:00:21.701801 2021-04-10 01:56:18,485 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=10.15ms, fps=7327 images/s, loss=1.5389, top1-acc=58.95%, top5-acc=87.54%, remaining_time=0:00:01.048170, arrival_time=2021-04-10 01:56:19.533274, cost_time=0:00:00.349388 2021-04-10 01:56:18,737 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.43ms, fps=10192 images/s, loss=1.5781, top1-acc=58.83%, top5-acc=86.74%, remaining_time=0:00:00.601040, arrival_time=2021-04-10 01:56:19.337913, cost_time=0:00:00.601040 2021-04-10 01:56:18,987 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=4.18ms, fps=10242 images/s, loss=1.6140, top1-acc=58.19%, top5-acc=86.26%, remaining_time=0:00:00.283930, arrival_time=2021-04-10 01:56:19.271428, cost_time=0:00:00.851777 2021-04-10 01:56:19,204 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.06ms, fps=10694 images/s, loss=1.5807, top1-acc=58.16%, top5-acc=86.31%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:19.204903, cost_time=0:00:01.069252 2021-04-10 01:56:19,248 INFO : Epoch=0089 complete, best val top1-acc=59.52%, top5-acc=86.78% (epoch=87), remaining_time=0:42:28.600737, arrival_time=2021-04-10 02:38:47.848857, cost_time=0:34:03.472707 2021-04-10 01:56:19,248 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 01:56:20,588 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=0.32ms, fps=1911 images/s, loss=0.8527, top1-acc=74.30%, top5-acc=95.20%, remaining_time=0:00:24.917304, arrival_time=2021-04-10 01:56:45.506085, cost_time=0:00:01.339636 2021-04-10 01:56:21,688 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.62ms, fps=2331 images/s, loss=0.8375, top1-acc=74.86%, top5-acc=95.31%, remaining_time=0:00:21.460912, arrival_time=2021-04-10 01:56:43.148898, cost_time=0:00:02.438744 2021-04-10 01:56:22,790 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=2.08ms, fps=2324 images/s, loss=0.8556, top1-acc=74.31%, top5-acc=95.13%, remaining_time=0:00:19.594806, arrival_time=2021-04-10 01:56:42.385276, cost_time=0:00:03.541234 2021-04-10 01:56:23,900 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=2.24ms, fps=2308 images/s, loss=0.8625, top1-acc=74.18%, top5-acc=94.95%, remaining_time=0:00:18.139992, arrival_time=2021-04-10 01:56:42.040316, cost_time=0:00:04.651298 2021-04-10 01:56:24,998 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=2.21ms, fps=2333 images/s, loss=0.8609, top1-acc=73.94%, top5-acc=94.96%, remaining_time=0:00:16.787372, arrival_time=2021-04-10 01:56:41.785474, cost_time=0:00:05.749087 2021-04-10 01:56:26,109 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=2.06ms, fps=2305 images/s, loss=0.8601, top1-acc=74.21%, top5-acc=94.82%, remaining_time=0:00:15.549968, arrival_time=2021-04-10 01:56:41.659306, cost_time=0:00:06.860301 2021-04-10 01:56:27,201 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.53ms, fps=2345 images/s, loss=0.8659, top1-acc=74.08%, top5-acc=94.71%, remaining_time=0:00:14.314482, arrival_time=2021-04-10 01:56:41.516061, cost_time=0:00:07.952523 2021-04-10 01:56:28,295 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=2.22ms, fps=2341 images/s, loss=0.8681, top1-acc=74.03%, top5-acc=94.69%, remaining_time=0:00:13.117628, arrival_time=2021-04-10 01:56:41.413336, cost_time=0:00:09.046657 2021-04-10 01:56:29,395 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=1.50ms, fps=2331 images/s, loss=0.8726, top1-acc=73.81%, top5-acc=94.64%, remaining_time=0:00:11.950334, arrival_time=2021-04-10 01:56:41.345953, cost_time=0:00:10.146476 2021-04-10 01:56:30,513 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=2.02ms, fps=2291 images/s, loss=0.8768, top1-acc=73.73%, top5-acc=94.61%, remaining_time=0:00:10.814112, arrival_time=2021-04-10 01:56:41.327935, cost_time=0:00:11.264719 2021-04-10 01:56:31,611 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.01ms, fps=2334 images/s, loss=0.8833, top1-acc=73.59%, top5-acc=94.54%, remaining_time=0:00:09.665110, arrival_time=2021-04-10 01:56:41.276554, cost_time=0:00:12.362385 2021-04-10 01:56:32,721 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.62ms, fps=2308 images/s, loss=0.8875, top1-acc=73.45%, top5-acc=94.54%, remaining_time=0:00:08.532520, arrival_time=2021-04-10 01:56:41.254076, cost_time=0:00:13.472392 2021-04-10 01:56:33,827 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.97ms, fps=2316 images/s, loss=0.8889, top1-acc=73.41%, top5-acc=94.50%, remaining_time=0:00:07.401504, arrival_time=2021-04-10 01:56:41.229321, cost_time=0:00:14.578732 2021-04-10 01:56:34,928 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=2.05ms, fps=2327 images/s, loss=0.8937, top1-acc=73.31%, top5-acc=94.48%, remaining_time=0:00:06.271720, arrival_time=2021-04-10 01:56:41.200057, cost_time=0:00:15.679296 2021-04-10 01:56:36,021 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=2.04ms, fps=2343 images/s, loss=0.8947, top1-acc=73.21%, top5-acc=94.50%, remaining_time=0:00:05.143582, arrival_time=2021-04-10 01:56:41.165180, cost_time=0:00:16.772502 2021-04-10 01:56:37,118 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.62ms, fps=2335 images/s, loss=0.8983, top1-acc=73.07%, top5-acc=94.44%, remaining_time=0:00:04.020624, arrival_time=2021-04-10 01:56:41.139115, cost_time=0:00:17.869460 2021-04-10 01:56:38,216 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=2.29ms, fps=2333 images/s, loss=0.8990, top1-acc=73.04%, top5-acc=94.44%, remaining_time=0:00:02.900872, arrival_time=2021-04-10 01:56:41.117169, cost_time=0:00:18.967291 2021-04-10 01:56:39,320 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=4.57ms, fps=2319 images/s, loss=0.9025, top1-acc=72.94%, top5-acc=94.43%, remaining_time=0:00:01.784128, arrival_time=2021-04-10 01:56:41.104841, cost_time=0:00:20.071515 2021-04-10 01:56:40,421 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.38ms, fps=2328 images/s, loss=0.9058, top1-acc=72.87%, top5-acc=94.43%, remaining_time=0:00:00.668598, arrival_time=2021-04-10 01:56:41.089871, cost_time=0:00:21.172259 2021-04-10 01:56:41,020 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.77ms, fps=2272 images/s, loss=0.9071, top1-acc=72.82%, top5-acc=94.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:41.020273, cost_time=0:00:21.771261 2021-04-10 01:56:41,373 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=0.44ms, fps=7283 images/s, loss=1.5977, top1-acc=57.85%, top5-acc=86.13%, remaining_time=0:00:01.054530, arrival_time=2021-04-10 01:56:42.427667, cost_time=0:00:00.351512 2021-04-10 01:56:41,614 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=0.23ms, fps=10632 images/s, loss=1.6925, top1-acc=56.76%, top5-acc=84.84%, remaining_time=0:00:00.592780, arrival_time=2021-04-10 01:56:42.207243, cost_time=0:00:00.592772 2021-04-10 01:56:41,859 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=0.30ms, fps=10461 images/s, loss=1.7072, top1-acc=56.48%, top5-acc=84.90%, remaining_time=0:00:00.279380, arrival_time=2021-04-10 01:56:42.139141, cost_time=0:00:00.838131 2021-04-10 01:56:42,079 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.05ms, fps=10583 images/s, loss=1.6848, top1-acc=56.66%, top5-acc=85.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:42.079414, cost_time=0:00:01.057857 2021-04-10 01:56:42,121 INFO : Epoch=0090 complete, best val top1-acc=59.52%, top5-acc=86.78% (epoch=87), remaining_time=0:42:05.534000, arrival_time=2021-04-10 02:38:47.655400, cost_time=0:34:26.345992 2021-04-10 01:56:42,122 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 01:56:43,439 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.34ms, fps=1944 images/s, loss=0.9060, top1-acc=71.80%, top5-acc=95.00%, remaining_time=0:00:24.496944, arrival_time=2021-04-10 01:57:07.936390, cost_time=0:00:01.317035 2021-04-10 01:56:44,548 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=2.99ms, fps=2311 images/s, loss=0.8877, top1-acc=72.71%, top5-acc=95.04%, remaining_time=0:00:21.345984, arrival_time=2021-04-10 01:57:05.894003, cost_time=0:00:02.425688 2021-04-10 01:56:45,646 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.45ms, fps=2333 images/s, loss=0.8668, top1-acc=73.55%, top5-acc=95.03%, remaining_time=0:00:19.498194, arrival_time=2021-04-10 01:57:05.144199, cost_time=0:00:03.523759 2021-04-10 01:56:46,742 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.96ms, fps=2337 images/s, loss=0.8662, top1-acc=73.91%, top5-acc=95.01%, remaining_time=0:00:18.015816, arrival_time=2021-04-10 01:57:04.757809, cost_time=0:00:04.619446 2021-04-10 01:56:47,845 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=2.06ms, fps=2321 images/s, loss=0.8805, top1-acc=73.48%, top5-acc=94.78%, remaining_time=0:00:16.712182, arrival_time=2021-04-10 01:57:04.557864, cost_time=0:00:05.723372 2021-04-10 01:56:48,942 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.90ms, fps=2336 images/s, loss=0.8816, top1-acc=73.42%, top5-acc=94.73%, remaining_time=0:00:15.458440, arrival_time=2021-04-10 01:57:04.400568, cost_time=0:00:06.819879 2021-04-10 01:56:50,052 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=2.02ms, fps=2307 images/s, loss=0.8846, top1-acc=73.47%, top5-acc=94.55%, remaining_time=0:00:14.274288, arrival_time=2021-04-10 01:57:04.326846, cost_time=0:00:07.930163 2021-04-10 01:56:51,155 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.57ms, fps=2323 images/s, loss=0.8873, top1-acc=73.31%, top5-acc=94.56%, remaining_time=0:00:13.097908, arrival_time=2021-04-10 01:57:04.253270, cost_time=0:00:09.033069 2021-04-10 01:56:52,253 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.54ms, fps=2333 images/s, loss=0.8878, top1-acc=73.37%, top5-acc=94.59%, remaining_time=0:00:11.931996, arrival_time=2021-04-10 01:57:04.185324, cost_time=0:00:10.130962 2021-04-10 01:56:53,356 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.52ms, fps=2323 images/s, loss=0.8896, top1-acc=73.34%, top5-acc=94.60%, remaining_time=0:00:10.784256, arrival_time=2021-04-10 01:57:04.140183, cost_time=0:00:11.233630 2021-04-10 01:56:54,464 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.79ms, fps=2311 images/s, loss=0.8917, top1-acc=73.29%, top5-acc=94.63%, remaining_time=0:00:09.649372, arrival_time=2021-04-10 01:57:04.113954, cost_time=0:00:12.342250 2021-04-10 01:56:55,567 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.42ms, fps=2323 images/s, loss=0.8931, top1-acc=73.35%, top5-acc=94.67%, remaining_time=0:00:08.515268, arrival_time=2021-04-10 01:57:04.082808, cost_time=0:00:13.445134 2021-04-10 01:56:56,693 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=4.94ms, fps=2276 images/s, loss=0.8937, top1-acc=73.30%, top5-acc=94.62%, remaining_time=0:00:07.397478, arrival_time=2021-04-10 01:57:04.090637, cost_time=0:00:14.570835 2021-04-10 01:56:57,785 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.54ms, fps=2345 images/s, loss=0.8940, top1-acc=73.28%, top5-acc=94.61%, remaining_time=0:00:06.265280, arrival_time=2021-04-10 01:57:04.050838, cost_time=0:00:15.663172 2021-04-10 01:56:58,897 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=2.32ms, fps=2305 images/s, loss=0.8948, top1-acc=73.27%, top5-acc=94.60%, remaining_time=0:00:05.144180, arrival_time=2021-04-10 01:57:04.041316, cost_time=0:00:16.774568 2021-04-10 01:57:00,009 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=5.76ms, fps=2304 images/s, loss=0.8932, top1-acc=73.26%, top5-acc=94.63%, remaining_time=0:00:04.024620, arrival_time=2021-04-10 01:57:04.034140, cost_time=0:00:17.887272 2021-04-10 01:57:01,118 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.92ms, fps=2309 images/s, loss=0.8961, top1-acc=73.19%, top5-acc=94.59%, remaining_time=0:00:02.905318, arrival_time=2021-04-10 01:57:04.024006, cost_time=0:00:18.996304 2021-04-10 01:57:02,227 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=4.00ms, fps=2311 images/s, loss=0.8965, top1-acc=73.21%, top5-acc=94.60%, remaining_time=0:00:01.787104, arrival_time=2021-04-10 01:57:04.014346, cost_time=0:00:20.104974 2021-04-10 01:57:03,336 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.52ms, fps=2311 images/s, loss=0.8972, top1-acc=73.15%, top5-acc=94.62%, remaining_time=0:00:00.669906, arrival_time=2021-04-10 01:57:04.005854, cost_time=0:00:21.213615 2021-04-10 01:57:03,924 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=0.08ms, fps=2313 images/s, loss=0.8963, top1-acc=73.20%, top5-acc=94.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:03.924638, cost_time=0:00:21.802388 2021-04-10 01:57:04,275 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=9.06ms, fps=7331 images/s, loss=1.6944, top1-acc=56.29%, top5-acc=85.66%, remaining_time=0:00:01.047510, arrival_time=2021-04-10 01:57:05.322667, cost_time=0:00:00.349174 2021-04-10 01:57:04,549 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=2.31ms, fps=9341 images/s, loss=1.7296, top1-acc=56.00%, top5-acc=84.86%, remaining_time=0:00:00.623640, arrival_time=2021-04-10 01:57:05.173486, cost_time=0:00:00.623639 2021-04-10 01:57:04,821 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=16.74ms, fps=9462 images/s, loss=1.7133, top1-acc=56.12%, top5-acc=85.17%, remaining_time=0:00:00.298380, arrival_time=2021-04-10 01:57:05.119526, cost_time=0:00:00.895155 2021-04-10 01:57:05,052 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=10049 images/s, loss=1.7013, top1-acc=56.45%, top5-acc=85.33%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:05.052436, cost_time=0:00:01.126501 2021-04-10 01:57:05,120 INFO : Epoch=0091 complete, best val top1-acc=59.52%, top5-acc=86.78% (epoch=87), remaining_time=0:41:42.621688, arrival_time=2021-04-10 02:38:47.741837, cost_time=0:34:49.344705 2021-04-10 01:57:05,121 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 01:57:06,439 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.57ms, fps=1942 images/s, loss=0.8325, top1-acc=74.53%, top5-acc=95.23%, remaining_time=0:00:24.520008, arrival_time=2021-04-10 01:57:30.959909, cost_time=0:00:01.318282 2021-04-10 01:57:07,542 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.98ms, fps=2323 images/s, loss=0.8402, top1-acc=74.26%, top5-acc=95.35%, remaining_time=0:00:21.306208, arrival_time=2021-04-10 01:57:28.848996, cost_time=0:00:02.421159 2021-04-10 01:57:08,642 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=2.27ms, fps=2329 images/s, loss=0.8361, top1-acc=74.45%, top5-acc=95.47%, remaining_time=0:00:19.482590, arrival_time=2021-04-10 01:57:28.125278, cost_time=0:00:03.520956 2021-04-10 01:57:09,739 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=2.01ms, fps=2335 images/s, loss=0.8445, top1-acc=74.18%, top5-acc=95.30%, remaining_time=0:00:18.011448, arrival_time=2021-04-10 01:57:27.751337, cost_time=0:00:04.618315 2021-04-10 01:57:10,852 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=2.04ms, fps=2303 images/s, loss=0.8502, top1-acc=74.11%, top5-acc=95.07%, remaining_time=0:00:16.732622, arrival_time=2021-04-10 01:57:27.584550, cost_time=0:00:05.730341 2021-04-10 01:57:11,948 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.78ms, fps=2336 images/s, loss=0.8536, top1-acc=74.02%, top5-acc=95.07%, remaining_time=0:00:15.474216, arrival_time=2021-04-10 01:57:27.422566, cost_time=0:00:06.826848 2021-04-10 01:57:13,052 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.52ms, fps=2321 images/s, loss=0.8546, top1-acc=74.00%, top5-acc=95.01%, remaining_time=0:00:14.274414, arrival_time=2021-04-10 01:57:27.326334, cost_time=0:00:07.930263 2021-04-10 01:57:14,159 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.98ms, fps=2314 images/s, loss=0.8626, top1-acc=73.96%, top5-acc=94.93%, remaining_time=0:00:13.104520, arrival_time=2021-04-10 01:57:27.263631, cost_time=0:00:09.037563 2021-04-10 01:57:15,254 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.92ms, fps=2339 images/s, loss=0.8628, top1-acc=73.96%, top5-acc=94.95%, remaining_time=0:00:11.934222, arrival_time=2021-04-10 01:57:27.188690, cost_time=0:00:10.132814 2021-04-10 01:57:16,352 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=2.13ms, fps=2334 images/s, loss=0.8625, top1-acc=73.96%, top5-acc=94.99%, remaining_time=0:00:10.781568, arrival_time=2021-04-10 01:57:27.133832, cost_time=0:00:11.230757 2021-04-10 01:57:17,443 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.69ms, fps=2348 images/s, loss=0.8641, top1-acc=73.89%, top5-acc=94.98%, remaining_time=0:00:09.633118, arrival_time=2021-04-10 01:57:27.076157, cost_time=0:00:12.321454 2021-04-10 01:57:18,558 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.89ms, fps=2297 images/s, loss=0.8648, top1-acc=73.92%, top5-acc=94.97%, remaining_time=0:00:08.509796, arrival_time=2021-04-10 01:57:27.067868, cost_time=0:00:13.436513 2021-04-10 01:57:19,662 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=2.12ms, fps=2319 images/s, loss=0.8654, top1-acc=73.97%, top5-acc=94.95%, remaining_time=0:00:07.382430, arrival_time=2021-04-10 01:57:27.045175, cost_time=0:00:14.541200 2021-04-10 01:57:20,760 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.60ms, fps=2334 images/s, loss=0.8706, top1-acc=73.78%, top5-acc=94.89%, remaining_time=0:00:06.255424, arrival_time=2021-04-10 01:57:27.015686, cost_time=0:00:15.638614 2021-04-10 01:57:21,857 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=2.04ms, fps=2335 images/s, loss=0.8750, top1-acc=73.64%, top5-acc=94.82%, remaining_time=0:00:05.132358, arrival_time=2021-04-10 01:57:26.989890, cost_time=0:00:16.735959 2021-04-10 01:57:22,954 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.63ms, fps=2334 images/s, loss=0.8795, top1-acc=73.50%, top5-acc=94.77%, remaining_time=0:00:04.012488, arrival_time=2021-04-10 01:57:26.967354, cost_time=0:00:17.833321 2021-04-10 01:57:24,057 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.60ms, fps=2323 images/s, loss=0.8826, top1-acc=73.45%, top5-acc=94.76%, remaining_time=0:00:02.896062, arrival_time=2021-04-10 01:57:26.953402, cost_time=0:00:18.935777 2021-04-10 01:57:25,162 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=2.24ms, fps=2319 images/s, loss=0.8854, top1-acc=73.35%, top5-acc=94.75%, remaining_time=0:00:01.781376, arrival_time=2021-04-10 01:57:26.943463, cost_time=0:00:20.040427 2021-04-10 01:57:26,260 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.34ms, fps=2334 images/s, loss=0.8865, top1-acc=73.34%, top5-acc=94.72%, remaining_time=0:00:00.667530, arrival_time=2021-04-10 01:57:26.927505, cost_time=0:00:21.138419 2021-04-10 01:57:26,861 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=0.11ms, fps=2264 images/s, loss=0.8871, top1-acc=73.34%, top5-acc=94.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:26.861302, cost_time=0:00:21.739646 2021-04-10 01:57:27,252 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.32ms, fps=6590 images/s, loss=1.5430, top1-acc=60.31%, top5-acc=87.15%, remaining_time=0:00:01.165350, arrival_time=2021-04-10 01:57:28.417485, cost_time=0:00:00.388452 2021-04-10 01:57:27,517 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=0.42ms, fps=9659 images/s, loss=1.5469, top1-acc=59.75%, top5-acc=87.11%, remaining_time=0:00:00.653800, arrival_time=2021-04-10 01:57:28.171335, cost_time=0:00:00.653791 2021-04-10 01:57:27,778 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=2.43ms, fps=9813 images/s, loss=1.5259, top1-acc=59.91%, top5-acc=87.41%, remaining_time=0:00:00.305050, arrival_time=2021-04-10 01:57:28.083945, cost_time=0:00:00.915159 2021-04-10 01:57:28,027 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=9346 images/s, loss=1.5271, top1-acc=59.80%, top5-acc=87.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:28.027638, cost_time=0:00:01.163872 2021-04-10 01:57:28,134 INFO : Epoch=0092 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:41:19.725684, arrival_time=2021-04-10 02:38:47.860067, cost_time=0:35:12.358933 2021-04-10 01:57:28,135 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 01:57:29,485 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=0.31ms, fps=1897 images/s, loss=0.8289, top1-acc=74.88%, top5-acc=95.59%, remaining_time=0:00:25.104978, arrival_time=2021-04-10 01:57:54.590575, cost_time=0:00:01.349734 2021-04-10 01:57:30,585 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.51ms, fps=2329 images/s, loss=0.8387, top1-acc=74.67%, top5-acc=95.31%, remaining_time=0:00:21.555072, arrival_time=2021-04-10 01:57:52.140457, cost_time=0:00:02.449443 2021-04-10 01:57:31,686 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.51ms, fps=2327 images/s, loss=0.8434, top1-acc=74.54%, top5-acc=95.08%, remaining_time=0:00:19.644606, arrival_time=2021-04-10 01:57:51.330755, cost_time=0:00:03.550228 2021-04-10 01:57:32,784 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.98ms, fps=2333 images/s, loss=0.8525, top1-acc=74.42%, top5-acc=95.04%, remaining_time=0:00:18.128448, arrival_time=2021-04-10 01:57:50.912656, cost_time=0:00:04.648322 2021-04-10 01:57:33,886 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=2.14ms, fps=2325 images/s, loss=0.8531, top1-acc=74.58%, top5-acc=95.03%, remaining_time=0:00:16.791314, arrival_time=2021-04-10 01:57:50.677733, cost_time=0:00:05.750427 2021-04-10 01:57:34,988 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.94ms, fps=2324 images/s, loss=0.8581, top1-acc=74.34%, top5-acc=94.93%, remaining_time=0:00:15.532968, arrival_time=2021-04-10 01:57:50.521651, cost_time=0:00:06.852777 2021-04-10 01:57:36,085 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.44ms, fps=2335 images/s, loss=0.8614, top1-acc=74.26%, top5-acc=94.84%, remaining_time=0:00:14.309190, arrival_time=2021-04-10 01:57:50.394713, cost_time=0:00:07.949530 2021-04-10 01:57:37,176 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.52ms, fps=2348 images/s, loss=0.8675, top1-acc=74.21%, top5-acc=94.84%, remaining_time=0:00:13.109392, arrival_time=2021-04-10 01:57:50.286199, cost_time=0:00:09.040955 2021-04-10 01:57:38,267 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.71ms, fps=2348 images/s, loss=0.8664, top1-acc=74.13%, top5-acc=94.87%, remaining_time=0:00:11.932950, arrival_time=2021-04-10 01:57:50.200549, cost_time=0:00:10.131747 2021-04-10 01:57:39,364 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.47ms, fps=2336 images/s, loss=0.8660, top1-acc=74.17%, top5-acc=94.89%, remaining_time=0:00:10.778976, arrival_time=2021-04-10 01:57:50.143057, cost_time=0:00:11.228142 2021-04-10 01:57:40,462 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=2.14ms, fps=2332 images/s, loss=0.8703, top1-acc=73.98%, top5-acc=94.86%, remaining_time=0:00:09.636988, arrival_time=2021-04-10 01:57:50.099289, cost_time=0:00:12.326423 2021-04-10 01:57:41,560 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.29ms, fps=2334 images/s, loss=0.8737, top1-acc=73.85%, top5-acc=94.79%, remaining_time=0:00:08.501816, arrival_time=2021-04-10 01:57:50.061829, cost_time=0:00:13.423946 2021-04-10 01:57:42,660 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=2.10ms, fps=2328 images/s, loss=0.8767, top1-acc=73.74%, top5-acc=94.77%, remaining_time=0:00:07.374048, arrival_time=2021-04-10 01:57:50.034530, cost_time=0:00:14.524580 2021-04-10 01:57:43,759 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=2.07ms, fps=2330 images/s, loss=0.8818, top1-acc=73.61%, top5-acc=94.70%, remaining_time=0:00:06.249600, arrival_time=2021-04-10 01:57:50.009374, cost_time=0:00:15.623936 2021-04-10 01:57:44,856 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.60ms, fps=2335 images/s, loss=0.8830, top1-acc=73.58%, top5-acc=94.67%, remaining_time=0:00:05.127620, arrival_time=2021-04-10 01:57:49.984036, cost_time=0:00:16.720529 2021-04-10 01:57:45,962 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.97ms, fps=2317 images/s, loss=0.8841, top1-acc=73.54%, top5-acc=94.69%, remaining_time=0:00:04.010868, arrival_time=2021-04-10 01:57:49.972974, cost_time=0:00:17.826124 2021-04-10 01:57:47,061 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.65ms, fps=2331 images/s, loss=0.8843, top1-acc=73.58%, top5-acc=94.69%, remaining_time=0:00:02.894424, arrival_time=2021-04-10 01:57:49.955430, cost_time=0:00:18.925099 2021-04-10 01:57:48,160 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.79ms, fps=2330 images/s, loss=0.8849, top1-acc=73.56%, top5-acc=94.68%, remaining_time=0:00:01.779968, arrival_time=2021-04-10 01:57:49.940525, cost_time=0:00:20.024641 2021-04-10 01:57:49,256 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.76ms, fps=2337 images/s, loss=0.8864, top1-acc=73.49%, top5-acc=94.67%, remaining_time=0:00:00.666966, arrival_time=2021-04-10 01:57:49.923459, cost_time=0:00:21.120607 2021-04-10 01:57:49,848 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.35ms, fps=2299 images/s, loss=0.8869, top1-acc=73.47%, top5-acc=94.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:49.848658, cost_time=0:00:21.712831 2021-04-10 01:57:50,214 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.47ms, fps=7034 images/s, loss=1.7783, top1-acc=55.86%, top5-acc=84.45%, remaining_time=0:00:01.091700, arrival_time=2021-04-10 01:57:51.305662, cost_time=0:00:00.363905 2021-04-10 01:57:50,481 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=2.79ms, fps=9593 images/s, loss=1.7527, top1-acc=56.39%, top5-acc=84.96%, remaining_time=0:00:00.631520, arrival_time=2021-04-10 01:57:51.113003, cost_time=0:00:00.631519 2021-04-10 01:57:50,727 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=0.39ms, fps=10425 images/s, loss=1.7476, top1-acc=56.56%, top5-acc=84.80%, remaining_time=0:00:00.292530, arrival_time=2021-04-10 01:57:51.020044, cost_time=0:00:00.877599 2021-04-10 01:57:50,954 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.08ms, fps=10258 images/s, loss=1.7546, top1-acc=56.00%, top5-acc=84.58%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:50.954055, cost_time=0:00:01.104106 2021-04-10 01:57:51,017 INFO : Epoch=0093 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:40:56.676344, arrival_time=2021-04-10 02:38:47.693833, cost_time=0:35:35.242067 2021-04-10 01:57:51,018 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 01:57:52,290 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=2.20ms, fps=2012 images/s, loss=0.8202, top1-acc=76.02%, top5-acc=95.47%, remaining_time=0:00:23.665710, arrival_time=2021-04-10 01:58:15.956537, cost_time=0:00:01.272351 2021-04-10 01:57:53,398 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.51ms, fps=2312 images/s, loss=0.8488, top1-acc=74.30%, top5-acc=95.18%, remaining_time=0:00:20.947168, arrival_time=2021-04-10 01:58:14.346053, cost_time=0:00:02.380369 2021-04-10 01:57:54,503 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.90ms, fps=2319 images/s, loss=0.8412, top1-acc=74.88%, top5-acc=95.10%, remaining_time=0:00:19.282892, arrival_time=2021-04-10 01:58:13.786321, cost_time=0:00:03.484856 2021-04-10 01:57:55,606 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.57ms, fps=2322 images/s, loss=0.8412, top1-acc=74.87%, top5-acc=95.13%, remaining_time=0:00:17.894760, arrival_time=2021-04-10 01:58:13.501671, cost_time=0:00:04.588413 2021-04-10 01:57:56,698 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.49ms, fps=2348 images/s, loss=0.8418, top1-acc=74.69%, top5-acc=95.13%, remaining_time=0:00:16.584140, arrival_time=2021-04-10 01:58:13.282092, cost_time=0:00:05.679511 2021-04-10 01:57:57,797 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=2.01ms, fps=2329 images/s, loss=0.8456, top1-acc=74.47%, top5-acc=95.18%, remaining_time=0:00:15.366232, arrival_time=2021-04-10 01:58:13.164020, cost_time=0:00:06.779240 2021-04-10 01:57:58,910 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.79ms, fps=2303 images/s, loss=0.8450, top1-acc=74.58%, top5-acc=95.16%, remaining_time=0:00:14.204736, arrival_time=2021-04-10 01:58:13.114745, cost_time=0:00:07.891506 2021-04-10 01:58:00,019 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=6.73ms, fps=2308 images/s, loss=0.8431, top1-acc=74.62%, top5-acc=95.22%, remaining_time=0:00:13.051856, arrival_time=2021-04-10 01:58:13.071668, cost_time=0:00:09.001244 2021-04-10 01:58:01,128 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=2.94ms, fps=2310 images/s, loss=0.8491, top1-acc=74.32%, top5-acc=95.19%, remaining_time=0:00:11.907722, arrival_time=2021-04-10 01:58:13.036519, cost_time=0:00:10.110298 2021-04-10 01:58:02,219 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.55ms, fps=2349 images/s, loss=0.8525, top1-acc=74.20%, top5-acc=95.15%, remaining_time=0:00:10.752864, arrival_time=2021-04-10 01:58:12.972220, cost_time=0:00:11.200857 2021-04-10 01:58:03,324 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=2.62ms, fps=2318 images/s, loss=0.8565, top1-acc=74.11%, top5-acc=95.12%, remaining_time=0:00:09.621164, arrival_time=2021-04-10 01:58:12.945849, cost_time=0:00:12.306135 2021-04-10 01:58:04,431 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.67ms, fps=2316 images/s, loss=0.8602, top1-acc=74.02%, top5-acc=95.03%, remaining_time=0:00:08.494596, arrival_time=2021-04-10 01:58:12.925568, cost_time=0:00:13.412485 2021-04-10 01:58:05,532 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.87ms, fps=2325 images/s, loss=0.8590, top1-acc=74.10%, top5-acc=95.02%, remaining_time=0:00:07.368702, arrival_time=2021-04-10 01:58:12.901392, cost_time=0:00:14.514102 2021-04-10 01:58:06,633 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=2.17ms, fps=2327 images/s, loss=0.8634, top1-acc=74.04%, top5-acc=94.95%, remaining_time=0:00:06.246184, arrival_time=2021-04-10 01:58:12.880079, cost_time=0:00:15.615435 2021-04-10 01:58:07,737 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.56ms, fps=2321 images/s, loss=0.8652, top1-acc=73.97%, top5-acc=94.95%, remaining_time=0:00:05.127114, arrival_time=2021-04-10 01:58:12.864441, cost_time=0:00:16.718806 2021-04-10 01:58:08,837 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=2.13ms, fps=2328 images/s, loss=0.8677, top1-acc=73.86%, top5-acc=94.90%, remaining_time=0:00:04.009284, arrival_time=2021-04-10 01:58:12.846774, cost_time=0:00:17.819069 2021-04-10 01:58:09,935 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.43ms, fps=2339 images/s, loss=0.8699, top1-acc=73.84%, top5-acc=94.86%, remaining_time=0:00:02.892734, arrival_time=2021-04-10 01:58:12.828363, cost_time=0:00:18.913995 2021-04-10 01:58:11,037 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.56ms, fps=2326 images/s, loss=0.8739, top1-acc=73.70%, top5-acc=94.82%, remaining_time=0:00:01.779456, arrival_time=2021-04-10 01:58:12.816713, cost_time=0:00:20.018826 2021-04-10 01:58:12,132 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.53ms, fps=2339 images/s, loss=0.8767, top1-acc=73.66%, top5-acc=94.78%, remaining_time=0:00:00.666750, arrival_time=2021-04-10 01:58:12.799062, cost_time=0:00:21.113836 2021-04-10 01:58:12,736 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.96ms, fps=2255 images/s, loss=0.8793, top1-acc=73.59%, top5-acc=94.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:12.736326, cost_time=0:00:21.717750 2021-04-10 01:58:13,088 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=3.34ms, fps=7311 images/s, loss=1.6507, top1-acc=57.66%, top5-acc=85.66%, remaining_time=0:00:01.050360, arrival_time=2021-04-10 01:58:14.139031, cost_time=0:00:00.350115 2021-04-10 01:58:13,370 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=0.22ms, fps=9093 images/s, loss=1.6353, top1-acc=57.85%, top5-acc=85.59%, remaining_time=0:00:00.632120, arrival_time=2021-04-10 01:58:14.002807, cost_time=0:00:00.632120 2021-04-10 01:58:13,682 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=22.26ms, fps=8237 images/s, loss=1.6641, top1-acc=57.49%, top5-acc=85.47%, remaining_time=0:00:00.314480, arrival_time=2021-04-10 01:58:13.996539, cost_time=0:00:00.943431 2021-04-10 01:58:13,947 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=8761 images/s, loss=1.6536, top1-acc=57.38%, top5-acc=85.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:13.947486, cost_time=0:00:01.209004 2021-04-10 01:58:13,999 INFO : Epoch=0094 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:40:33.741874, arrival_time=2021-04-10 02:38:47.741225, cost_time=0:35:58.223916 2021-04-10 01:58:14,000 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 01:58:15,323 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.49ms, fps=1936 images/s, loss=0.8549, top1-acc=74.96%, top5-acc=95.51%, remaining_time=0:00:24.598686, arrival_time=2021-04-10 01:58:39.922040, cost_time=0:00:01.322508 2021-04-10 01:58:16,427 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.55ms, fps=2322 images/s, loss=0.8552, top1-acc=74.84%, top5-acc=95.35%, remaining_time=0:00:21.350208, arrival_time=2021-04-10 01:58:37.777249, cost_time=0:00:02.426166 2021-04-10 01:58:17,525 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=2.46ms, fps=2333 images/s, loss=0.8285, top1-acc=75.46%, top5-acc=95.52%, remaining_time=0:00:19.503008, arrival_time=2021-04-10 01:58:37.028427, cost_time=0:00:03.524641 2021-04-10 01:58:18,638 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=2.23ms, fps=2302 images/s, loss=0.8256, top1-acc=75.28%, top5-acc=95.47%, remaining_time=0:00:18.086796, arrival_time=2021-04-10 01:58:36.725187, cost_time=0:00:04.637649 2021-04-10 01:58:19,743 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=2.03ms, fps=2317 images/s, loss=0.8322, top1-acc=75.08%, top5-acc=95.34%, remaining_time=0:00:16.769706, arrival_time=2021-04-10 01:58:36.513591, cost_time=0:00:05.743059 2021-04-10 01:58:20,849 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=2.15ms, fps=2318 images/s, loss=0.8334, top1-acc=74.92%, top5-acc=95.30%, remaining_time=0:00:15.523448, arrival_time=2021-04-10 01:58:36.372772, cost_time=0:00:06.848583 2021-04-10 01:58:21,953 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=2.37ms, fps=2319 images/s, loss=0.8403, top1-acc=74.64%, top5-acc=95.22%, remaining_time=0:00:14.315364, arrival_time=2021-04-10 01:58:36.269155, cost_time=0:00:07.952948 2021-04-10 01:58:23,049 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.68ms, fps=2339 images/s, loss=0.8403, top1-acc=74.46%, top5-acc=95.25%, remaining_time=0:00:13.120180, arrival_time=2021-04-10 01:58:36.169293, cost_time=0:00:09.048399 2021-04-10 01:58:24,139 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=2.35ms, fps=2348 images/s, loss=0.8390, top1-acc=74.48%, top5-acc=95.28%, remaining_time=0:00:11.941536, arrival_time=2021-04-10 01:58:36.081389, cost_time=0:00:10.139077 2021-04-10 01:58:25,247 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=2.20ms, fps=2312 images/s, loss=0.8401, top1-acc=74.46%, top5-acc=95.26%, remaining_time=0:00:10.797024, arrival_time=2021-04-10 01:58:36.044719, cost_time=0:00:11.246942 2021-04-10 01:58:26,344 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.69ms, fps=2335 images/s, loss=0.8434, top1-acc=74.27%, top5-acc=95.26%, remaining_time=0:00:09.650576, arrival_time=2021-04-10 01:58:35.995064, cost_time=0:00:12.343798 2021-04-10 01:58:27,446 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=2.23ms, fps=2325 images/s, loss=0.8497, top1-acc=74.11%, top5-acc=95.16%, remaining_time=0:00:08.515344, arrival_time=2021-04-10 01:58:35.961494, cost_time=0:00:13.445307 2021-04-10 01:58:28,567 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=2.35ms, fps=2284 images/s, loss=0.8530, top1-acc=74.02%, top5-acc=95.09%, remaining_time=0:00:07.395498, arrival_time=2021-04-10 01:58:35.963069, cost_time=0:00:14.566831 2021-04-10 01:58:29,680 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=3.02ms, fps=2302 images/s, loss=0.8531, top1-acc=74.02%, top5-acc=95.11%, remaining_time=0:00:06.271832, arrival_time=2021-04-10 01:58:35.952186, cost_time=0:00:15.679572 2021-04-10 01:58:30,776 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.50ms, fps=2337 images/s, loss=0.8557, top1-acc=73.97%, top5-acc=95.06%, remaining_time=0:00:05.144502, arrival_time=2021-04-10 01:58:35.920711, cost_time=0:00:16.775503 2021-04-10 01:58:31,876 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=2.11ms, fps=2328 images/s, loss=0.8574, top1-acc=73.89%, top5-acc=95.03%, remaining_time=0:00:04.022064, arrival_time=2021-04-10 01:58:35.898620, cost_time=0:00:17.875855 2021-04-10 01:58:32,966 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.8589, top1-acc=73.82%, top5-acc=95.03%, remaining_time=0:00:02.900612, arrival_time=2021-04-10 01:58:35.866848, cost_time=0:00:18.965494 2021-04-10 01:58:34,087 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=6.30ms, fps=2285 images/s, loss=0.8610, top1-acc=73.72%, top5-acc=95.03%, remaining_time=0:00:01.785456, arrival_time=2021-04-10 01:58:35.872620, cost_time=0:00:20.086303 2021-04-10 01:58:35,192 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.64ms, fps=2317 images/s, loss=0.8645, top1-acc=73.70%, top5-acc=94.97%, remaining_time=0:00:00.669222, arrival_time=2021-04-10 01:58:35.861910, cost_time=0:00:21.191992 2021-04-10 01:58:35,783 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.67ms, fps=2305 images/s, loss=0.8680, top1-acc=73.67%, top5-acc=94.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:35.783207, cost_time=0:00:21.782483 2021-04-10 01:58:36,128 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=2.20ms, fps=7447 images/s, loss=1.6814, top1-acc=56.68%, top5-acc=84.65%, remaining_time=0:00:01.031250, arrival_time=2021-04-10 01:58:37.160142, cost_time=0:00:00.343749 2021-04-10 01:58:36,370 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=0.44ms, fps=10598 images/s, loss=1.6751, top1-acc=57.23%, top5-acc=84.14%, remaining_time=0:00:00.585720, arrival_time=2021-04-10 01:58:36.956566, cost_time=0:00:00.585714 2021-04-10 01:58:36,621 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=4.56ms, fps=10246 images/s, loss=1.6758, top1-acc=57.33%, top5-acc=84.08%, remaining_time=0:00:00.278640, arrival_time=2021-04-10 01:58:36.899861, cost_time=0:00:00.835927 2021-04-10 01:58:36,846 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.07ms, fps=10314 images/s, loss=1.6817, top1-acc=57.04%, top5-acc=83.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:36.846760, cost_time=0:00:01.061659 2021-04-10 01:58:36,892 INFO : Epoch=0095 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:40:10.707810, arrival_time=2021-04-10 02:38:47.599839, cost_time=0:36:21.116622 2021-04-10 01:58:36,892 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 01:58:38,173 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=0.32ms, fps=1999 images/s, loss=0.8218, top1-acc=74.84%, top5-acc=95.86%, remaining_time=0:00:23.820462, arrival_time=2021-04-10 01:59:01.994125, cost_time=0:00:01.280669 2021-04-10 01:58:39,277 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=2.47ms, fps=2320 images/s, loss=0.8489, top1-acc=74.14%, top5-acc=95.49%, remaining_time=0:00:20.985184, arrival_time=2021-04-10 01:59:00.262873, cost_time=0:00:02.384681 2021-04-10 01:58:40,375 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=2.84ms, fps=2334 images/s, loss=0.8492, top1-acc=74.36%, top5-acc=95.39%, remaining_time=0:00:19.268616, arrival_time=2021-04-10 01:58:59.643890, cost_time=0:00:03.482282 2021-04-10 01:58:41,482 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=2.25ms, fps=2314 images/s, loss=0.8332, top1-acc=74.87%, top5-acc=95.45%, remaining_time=0:00:17.897880, arrival_time=2021-04-10 01:58:59.380012, cost_time=0:00:04.589208 2021-04-10 01:58:42,575 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.62ms, fps=2342 images/s, loss=0.8341, top1-acc=74.83%, top5-acc=95.40%, remaining_time=0:00:16.593776, arrival_time=2021-04-10 01:58:59.169600, cost_time=0:00:05.682825 2021-04-10 01:58:43,671 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.76ms, fps=2338 images/s, loss=0.8356, top1-acc=74.60%, top5-acc=95.46%, remaining_time=0:00:15.364056, arrival_time=2021-04-10 01:58:59.035219, cost_time=0:00:06.778253 2021-04-10 01:58:44,774 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.53ms, fps=2323 images/s, loss=0.8331, top1-acc=74.63%, top5-acc=95.45%, remaining_time=0:00:14.185584, arrival_time=2021-04-10 01:58:58.959522, cost_time=0:00:07.880867 2021-04-10 01:58:45,874 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.52ms, fps=2328 images/s, loss=0.8368, top1-acc=74.56%, top5-acc=95.38%, remaining_time=0:00:13.023088, arrival_time=2021-04-10 01:58:58.897456, cost_time=0:00:08.981458 2021-04-10 01:58:46,971 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.53ms, fps=2335 images/s, loss=0.8410, top1-acc=74.48%, top5-acc=95.25%, remaining_time=0:00:11.869880, arrival_time=2021-04-10 01:58:58.841090, cost_time=0:00:10.078212 2021-04-10 01:58:48,069 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=2.04ms, fps=2333 images/s, loss=0.8472, top1-acc=74.35%, top5-acc=95.16%, remaining_time=0:00:10.729344, arrival_time=2021-04-10 01:58:58.798644, cost_time=0:00:11.176391 2021-04-10 01:58:49,177 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=2.02ms, fps=2311 images/s, loss=0.8502, top1-acc=74.22%, top5-acc=95.18%, remaining_time=0:00:09.604394, arrival_time=2021-04-10 01:58:58.782168, cost_time=0:00:12.284712 2021-04-10 01:58:50,272 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=2.13ms, fps=2340 images/s, loss=0.8544, top1-acc=74.11%, top5-acc=95.12%, remaining_time=0:00:08.473696, arrival_time=2021-04-10 01:58:58.746226, cost_time=0:00:13.379559 2021-04-10 01:58:51,365 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.47ms, fps=2344 images/s, loss=0.8607, top1-acc=74.01%, top5-acc=95.05%, remaining_time=0:00:07.347516, arrival_time=2021-04-10 01:58:58.712815, cost_time=0:00:14.472341 2021-04-10 01:58:52,467 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.50ms, fps=2324 images/s, loss=0.8640, top1-acc=73.89%, top5-acc=95.00%, remaining_time=0:00:06.229832, arrival_time=2021-04-10 01:58:58.697504, cost_time=0:00:15.574610 2021-04-10 01:58:53,559 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.66ms, fps=2346 images/s, loss=0.8655, top1-acc=73.91%, top5-acc=94.97%, remaining_time=0:00:05.111060, arrival_time=2021-04-10 01:58:58.670609, cost_time=0:00:16.666573 2021-04-10 01:58:54,648 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.52ms, fps=2353 images/s, loss=0.8676, top1-acc=73.83%, top5-acc=94.92%, remaining_time=0:00:03.994920, arrival_time=2021-04-10 01:58:58.643013, cost_time=0:00:17.755131 2021-04-10 01:58:55,756 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.02ms, fps=2311 images/s, loss=0.8687, top1-acc=73.81%, top5-acc=94.88%, remaining_time=0:00:02.884986, arrival_time=2021-04-10 01:58:58.641227, cost_time=0:00:18.863333 2021-04-10 01:58:56,867 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.54ms, fps=2304 images/s, loss=0.8683, top1-acc=73.84%, top5-acc=94.87%, remaining_time=0:00:01.775536, arrival_time=2021-04-10 01:58:58.643372, cost_time=0:00:19.974794 2021-04-10 01:58:57,970 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.85ms, fps=2324 images/s, loss=0.8679, top1-acc=73.87%, top5-acc=94.84%, remaining_time=0:00:00.665598, arrival_time=2021-04-10 01:58:58.635793, cost_time=0:00:21.077268 2021-04-10 01:58:58,584 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=0.11ms, fps=2217 images/s, loss=0.8703, top1-acc=73.82%, top5-acc=94.81%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:58.584305, cost_time=0:00:21.691265 2021-04-10 01:58:58,982 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.41ms, fps=6474 images/s, loss=1.7992, top1-acc=54.30%, top5-acc=82.89%, remaining_time=0:00:01.186170, arrival_time=2021-04-10 01:59:00.168174, cost_time=0:00:00.395393 2021-04-10 01:58:59,230 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=0.30ms, fps=10317 images/s, loss=1.8368, top1-acc=53.61%, top5-acc=83.11%, remaining_time=0:00:00.644020, arrival_time=2021-04-10 01:58:59.874632, cost_time=0:00:00.644019 2021-04-10 01:58:59,493 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.78ms, fps=9750 images/s, loss=1.8175, top1-acc=54.21%, top5-acc=83.40%, remaining_time=0:00:00.302340, arrival_time=2021-04-10 01:58:59.796067, cost_time=0:00:00.907007 2021-04-10 01:58:59,716 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.10ms, fps=10454 images/s, loss=1.8296, top1-acc=53.99%, top5-acc=83.03%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:59.716297, cost_time=0:00:01.129734 2021-04-10 01:58:59,758 INFO : Epoch=0096 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:39:47.648120, arrival_time=2021-04-10 02:38:47.406430, cost_time=0:36:43.982897 2021-04-10 01:58:59,759 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 01:59:01,056 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=0.31ms, fps=1973 images/s, loss=0.9045, top1-acc=72.27%, top5-acc=94.77%, remaining_time=0:00:24.128292, arrival_time=2021-04-10 01:59:25.184909, cost_time=0:00:01.297225 2021-04-10 01:59:02,155 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.66ms, fps=2332 images/s, loss=0.8935, top1-acc=73.11%, top5-acc=94.67%, remaining_time=0:00:21.081632, arrival_time=2021-04-10 01:59:23.236606, cost_time=0:00:02.395647 2021-04-10 01:59:03,250 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=3.74ms, fps=2339 images/s, loss=0.8610, top1-acc=74.24%, top5-acc=95.03%, remaining_time=0:00:19.316424, arrival_time=2021-04-10 01:59:22.566749, cost_time=0:00:03.490933 2021-04-10 01:59:04,350 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=2.06ms, fps=2329 images/s, loss=0.8466, top1-acc=74.59%, top5-acc=95.15%, remaining_time=0:00:17.905056, arrival_time=2021-04-10 01:59:22.255380, cost_time=0:00:04.591038 2021-04-10 01:59:05,448 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.69ms, fps=2334 images/s, loss=0.8404, top1-acc=74.86%, top5-acc=95.28%, remaining_time=0:00:16.610712, arrival_time=2021-04-10 01:59:22.058711, cost_time=0:00:05.688623 2021-04-10 01:59:06,548 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.53ms, fps=2329 images/s, loss=0.8355, top1-acc=74.85%, top5-acc=95.29%, remaining_time=0:00:15.388128, arrival_time=2021-04-10 01:59:21.936230, cost_time=0:00:06.788854 2021-04-10 01:59:07,650 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=2.16ms, fps=2323 images/s, loss=0.8346, top1-acc=74.80%, top5-acc=95.32%, remaining_time=0:00:14.204862, arrival_time=2021-04-10 01:59:21.855766, cost_time=0:00:07.891578 2021-04-10 01:59:08,751 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.75ms, fps=2328 images/s, loss=0.8331, top1-acc=74.90%, top5-acc=95.32%, remaining_time=0:00:13.038516, arrival_time=2021-04-10 01:59:21.789892, cost_time=0:00:08.992054 2021-04-10 01:59:09,884 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.70ms, fps=2260 images/s, loss=0.8394, top1-acc=74.70%, top5-acc=95.19%, remaining_time=0:00:11.925530, arrival_time=2021-04-10 01:59:21.810206, cost_time=0:00:10.125437 2021-04-10 01:59:10,986 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=2.30ms, fps=2326 images/s, loss=0.8414, top1-acc=74.58%, top5-acc=95.20%, remaining_time=0:00:10.777632, arrival_time=2021-04-10 01:59:21.763645, cost_time=0:00:11.226651 2021-04-10 01:59:12,086 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=2.27ms, fps=2329 images/s, loss=0.8464, top1-acc=74.44%, top5-acc=95.14%, remaining_time=0:00:09.637418, arrival_time=2021-04-10 01:59:21.723605, cost_time=0:00:12.326879 2021-04-10 01:59:13,189 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=2.44ms, fps=2321 images/s, loss=0.8462, top1-acc=74.41%, top5-acc=95.14%, remaining_time=0:00:08.505844, arrival_time=2021-04-10 01:59:21.695436, cost_time=0:00:13.430321 2021-04-10 01:59:14,283 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.48ms, fps=2343 images/s, loss=0.8480, top1-acc=74.38%, top5-acc=95.05%, remaining_time=0:00:07.373784, arrival_time=2021-04-10 01:59:21.657226, cost_time=0:00:14.524114 2021-04-10 01:59:15,381 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.68ms, fps=2333 images/s, loss=0.8488, top1-acc=74.39%, top5-acc=95.03%, remaining_time=0:00:06.248872, arrival_time=2021-04-10 01:59:21.630293, cost_time=0:00:15.622120 2021-04-10 01:59:16,478 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.88ms, fps=2334 images/s, loss=0.8485, top1-acc=74.44%, top5-acc=95.04%, remaining_time=0:00:05.127344, arrival_time=2021-04-10 01:59:21.606176, cost_time=0:00:16.719561 2021-04-10 01:59:17,575 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.65ms, fps=2336 images/s, loss=0.8504, top1-acc=74.38%, top5-acc=95.03%, remaining_time=0:00:04.008672, arrival_time=2021-04-10 01:59:21.584203, cost_time=0:00:17.816251 2021-04-10 01:59:18,682 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=2.10ms, fps=2314 images/s, loss=0.8546, top1-acc=74.26%, top5-acc=95.01%, remaining_time=0:00:02.894112, arrival_time=2021-04-10 01:59:21.576600, cost_time=0:00:18.923092 2021-04-10 01:59:19,786 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=2.01ms, fps=2322 images/s, loss=0.8558, top1-acc=74.24%, top5-acc=94.98%, remaining_time=0:00:01.780160, arrival_time=2021-04-10 01:59:21.566151, cost_time=0:00:20.026732 2021-04-10 01:59:20,886 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.40ms, fps=2327 images/s, loss=0.8596, top1-acc=74.17%, top5-acc=94.92%, remaining_time=0:00:00.667176, arrival_time=2021-04-10 01:59:21.553698, cost_time=0:00:21.127285 2021-04-10 01:59:21,476 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=0.08ms, fps=2306 images/s, loss=0.8626, top1-acc=74.07%, top5-acc=94.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:21.476777, cost_time=0:00:21.717543 2021-04-10 01:59:21,848 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=0.40ms, fps=6913 images/s, loss=1.6326, top1-acc=57.15%, top5-acc=86.41%, remaining_time=0:00:01.110930, arrival_time=2021-04-10 01:59:22.959335, cost_time=0:00:00.370306 2021-04-10 01:59:22,110 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=0.43ms, fps=9788 images/s, loss=1.6164, top1-acc=58.28%, top5-acc=86.37%, remaining_time=0:00:00.632340, arrival_time=2021-04-10 01:59:22.742782, cost_time=0:00:00.632331 2021-04-10 01:59:22,392 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=0.20ms, fps=9108 images/s, loss=1.6016, top1-acc=58.76%, top5-acc=86.45%, remaining_time=0:00:00.304640, arrival_time=2021-04-10 01:59:22.696607, cost_time=0:00:00.913918 2021-04-10 01:59:22,634 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.09ms, fps=9589 images/s, loss=1.6044, top1-acc=58.91%, top5-acc=86.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:22.634225, cost_time=0:00:01.156192 2021-04-10 01:59:22,676 INFO : Epoch=0097 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:39:24.647014, arrival_time=2021-04-10 02:38:47.323043, cost_time=0:37:06.900616 2021-04-10 01:59:22,676 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 01:59:24,003 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=0.62ms, fps=1931 images/s, loss=0.8523, top1-acc=74.80%, top5-acc=95.47%, remaining_time=0:00:24.664344, arrival_time=2021-04-10 01:59:48.667433, cost_time=0:00:01.326040 2021-04-10 01:59:25,106 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.47ms, fps=2322 images/s, loss=0.8490, top1-acc=75.04%, top5-acc=95.02%, remaining_time=0:00:21.378720, arrival_time=2021-04-10 01:59:46.485099, cost_time=0:00:02.429399 2021-04-10 01:59:26,213 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=2.09ms, fps=2315 images/s, loss=0.8382, top1-acc=75.03%, top5-acc=95.23%, remaining_time=0:00:19.565756, arrival_time=2021-04-10 01:59:45.778823, cost_time=0:00:03.535967 2021-04-10 01:59:27,305 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.98ms, fps=2344 images/s, loss=0.8343, top1-acc=74.88%, top5-acc=95.30%, remaining_time=0:00:18.053256, arrival_time=2021-04-10 01:59:45.359180, cost_time=0:00:04.629028 2021-04-10 01:59:28,430 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=1.66ms, fps=2277 images/s, loss=0.8413, top1-acc=74.46%, top5-acc=95.23%, remaining_time=0:00:16.800804, arrival_time=2021-04-10 01:59:45.231491, cost_time=0:00:05.753706 2021-04-10 01:59:29,535 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=2.32ms, fps=2318 images/s, loss=0.8311, top1-acc=74.90%, top5-acc=95.27%, remaining_time=0:00:15.546704, arrival_time=2021-04-10 01:59:45.082563, cost_time=0:00:06.858830 2021-04-10 01:59:30,636 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=2.29ms, fps=2327 images/s, loss=0.8338, top1-acc=74.73%, top5-acc=95.27%, remaining_time=0:00:14.327460, arrival_time=2021-04-10 01:59:44.964212, cost_time=0:00:07.959690 2021-04-10 01:59:31,739 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=2.36ms, fps=2324 images/s, loss=0.8362, top1-acc=74.73%, top5-acc=95.29%, remaining_time=0:00:13.140016, arrival_time=2021-04-10 01:59:44.879034, cost_time=0:00:09.062048 2021-04-10 01:59:32,851 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.99ms, fps=2303 images/s, loss=0.8320, top1-acc=74.89%, top5-acc=95.35%, remaining_time=0:00:11.983300, arrival_time=2021-04-10 01:59:44.834858, cost_time=0:00:10.174512 2021-04-10 01:59:33,955 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.89ms, fps=2320 images/s, loss=0.8333, top1-acc=74.79%, top5-acc=95.37%, remaining_time=0:00:10.827552, arrival_time=2021-04-10 01:59:44.783245, cost_time=0:00:11.278701 2021-04-10 01:59:35,057 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.44ms, fps=2324 images/s, loss=0.8369, top1-acc=74.75%, top5-acc=95.33%, remaining_time=0:00:09.679558, arrival_time=2021-04-10 01:59:44.737325, cost_time=0:00:12.380812 2021-04-10 01:59:36,162 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.54ms, fps=2320 images/s, loss=0.8356, top1-acc=74.80%, top5-acc=95.33%, remaining_time=0:00:08.540576, arrival_time=2021-04-10 01:59:44.702677, cost_time=0:00:13.485119 2021-04-10 01:59:37,254 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=2.13ms, fps=2345 images/s, loss=0.8441, top1-acc=74.61%, top5-acc=95.22%, remaining_time=0:00:07.401042, arrival_time=2021-04-10 01:59:44.655802, cost_time=0:00:14.577812 2021-04-10 01:59:38,358 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.58ms, fps=2323 images/s, loss=0.8482, top1-acc=74.49%, top5-acc=95.24%, remaining_time=0:00:06.272448, arrival_time=2021-04-10 01:59:44.630569, cost_time=0:00:15.681083 2021-04-10 01:59:39,464 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.62ms, fps=2316 images/s, loss=0.8482, top1-acc=74.49%, top5-acc=95.25%, remaining_time=0:00:05.148136, arrival_time=2021-04-10 01:59:44.612407, cost_time=0:00:16.787327 2021-04-10 01:59:40,566 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=2.11ms, fps=2324 images/s, loss=0.8503, top1-acc=74.43%, top5-acc=95.22%, remaining_time=0:00:04.025124, arrival_time=2021-04-10 01:59:44.591562, cost_time=0:00:17.889403 2021-04-10 01:59:41,660 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=2.13ms, fps=2342 images/s, loss=0.8529, top1-acc=74.36%, top5-acc=95.21%, remaining_time=0:00:02.903368, arrival_time=2021-04-10 01:59:44.563805, cost_time=0:00:18.983494 2021-04-10 01:59:42,754 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=2.27ms, fps=2342 images/s, loss=0.8557, top1-acc=74.30%, top5-acc=95.12%, remaining_time=0:00:01.784640, arrival_time=2021-04-10 01:59:44.538823, cost_time=0:00:20.077244 2021-04-10 01:59:43,862 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.36ms, fps=2311 images/s, loss=0.8575, top1-acc=74.24%, top5-acc=95.12%, remaining_time=0:00:00.669024, arrival_time=2021-04-10 01:59:44.531831, cost_time=0:00:21.185833 2021-04-10 01:59:44,462 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.75ms, fps=2271 images/s, loss=0.8591, top1-acc=74.18%, top5-acc=95.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:44.462237, cost_time=0:00:21.785297 2021-04-10 01:59:44,814 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.40ms, fps=7304 images/s, loss=1.5237, top1-acc=59.96%, top5-acc=86.60%, remaining_time=0:00:01.051380, arrival_time=2021-04-10 01:59:45.865999, cost_time=0:00:00.350457 2021-04-10 01:59:45,060 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=2.74ms, fps=10414 images/s, loss=1.5108, top1-acc=60.51%, top5-acc=86.70%, remaining_time=0:00:00.596780, arrival_time=2021-04-10 01:59:45.657707, cost_time=0:00:00.596771 2021-04-10 01:59:45,314 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=0.41ms, fps=10102 images/s, loss=1.5454, top1-acc=59.70%, top5-acc=86.15%, remaining_time=0:00:00.283560, arrival_time=2021-04-10 01:59:45.598369, cost_time=0:00:00.850682 2021-04-10 01:59:45,535 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.07ms, fps=10528 images/s, loss=1.5333, top1-acc=59.67%, top5-acc=86.13%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:45.535653, cost_time=0:00:01.071555 2021-04-10 01:59:45,589 INFO : Epoch=0098 complete, best val top1-acc=59.80%, top5-acc=87.14% (epoch=92), remaining_time=0:39:01.642764, arrival_time=2021-04-10 02:38:47.231847, cost_time=0:37:29.813672 2021-04-10 01:59:45,589 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 01:59:46,933 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=0.31ms, fps=1906 images/s, loss=0.8479, top1-acc=75.04%, top5-acc=95.35%, remaining_time=0:00:24.984078, arrival_time=2021-04-10 02:00:11.917340, cost_time=0:00:01.343232 2021-04-10 01:59:48,032 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.64ms, fps=2331 images/s, loss=0.8271, top1-acc=75.20%, top5-acc=95.68%, remaining_time=0:00:21.489776, arrival_time=2021-04-10 02:00:09.521865, cost_time=0:00:02.442026 2021-04-10 01:59:49,133 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=2.03ms, fps=2326 images/s, loss=0.8289, top1-acc=75.22%, top5-acc=95.59%, remaining_time=0:00:19.607256, arrival_time=2021-04-10 02:00:08.740743, cost_time=0:00:03.543491 2021-04-10 01:59:50,234 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=2.00ms, fps=2327 images/s, loss=0.8322, top1-acc=75.21%, top5-acc=95.42%, remaining_time=0:00:18.113004, arrival_time=2021-04-10 02:00:08.347379, cost_time=0:00:04.644370 2021-04-10 01:59:51,336 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.71ms, fps=2325 images/s, loss=0.8294, top1-acc=75.24%, top5-acc=95.51%, remaining_time=0:00:16.779196, arrival_time=2021-04-10 02:00:08.115540, cost_time=0:00:05.746323 2021-04-10 01:59:52,432 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=2.16ms, fps=2336 images/s, loss=0.8237, top1-acc=75.31%, top5-acc=95.51%, remaining_time=0:00:15.510800, arrival_time=2021-04-10 02:00:07.943747, cost_time=0:00:06.843029 2021-04-10 01:59:53,535 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.98ms, fps=2323 images/s, loss=0.8216, top1-acc=75.42%, top5-acc=95.54%, remaining_time=0:00:14.301630, arrival_time=2021-04-10 02:00:07.837100, cost_time=0:00:07.945373 2021-04-10 01:59:54,637 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.65ms, fps=2325 images/s, loss=0.8220, top1-acc=75.42%, top5-acc=95.49%, remaining_time=0:00:13.119136, arrival_time=2021-04-10 02:00:07.756832, cost_time=0:00:09.047656 2021-04-10 01:59:55,734 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=2.84ms, fps=2337 images/s, loss=0.8223, top1-acc=75.39%, top5-acc=95.40%, remaining_time=0:00:11.947366, arrival_time=2021-04-10 02:00:07.681466, cost_time=0:00:10.143996 2021-04-10 01:59:56,834 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.60ms, fps=2328 images/s, loss=0.8238, top1-acc=75.38%, top5-acc=95.37%, remaining_time=0:00:10.794912, arrival_time=2021-04-10 02:00:07.629531, cost_time=0:00:11.244684 2021-04-10 01:59:57,946 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.53ms, fps=2305 images/s, loss=0.8284, top1-acc=75.24%, top5-acc=95.29%, remaining_time=0:00:09.660036, arrival_time=2021-04-10 02:00:07.605979, cost_time=0:00:12.355854 2021-04-10 01:59:59,058 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.86ms, fps=2302 images/s, loss=0.8330, top1-acc=75.13%, top5-acc=95.24%, remaining_time=0:00:08.530316, arrival_time=2021-04-10 02:00:07.589235, cost_time=0:00:13.468953 2021-04-10 02:00:00,156 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.98ms, fps=2335 images/s, loss=0.8345, top1-acc=75.08%, top5-acc=95.20%, remaining_time=0:00:07.395102, arrival_time=2021-04-10 02:00:07.551323, cost_time=0:00:14.566133 2021-04-10 02:00:01,261 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.99ms, fps=2319 images/s, loss=0.8376, top1-acc=74.96%, top5-acc=95.16%, remaining_time=0:00:06.268472, arrival_time=2021-04-10 02:00:07.529651, cost_time=0:00:15.671167 2021-04-10 02:00:02,356 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=2.07ms, fps=2338 images/s, loss=0.8379, top1-acc=74.86%, top5-acc=95.18%, remaining_time=0:00:05.141788, arrival_time=2021-04-10 02:00:07.498460, cost_time=0:00:16.766700 2021-04-10 02:00:03,456 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.54ms, fps=2329 images/s, loss=0.8412, top1-acc=74.80%, top5-acc=95.12%, remaining_time=0:00:04.019904, arrival_time=2021-04-10 02:00:07.476181, cost_time=0:00:17.866168 2021-04-10 02:00:04,556 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.66ms, fps=2329 images/s, loss=0.8424, top1-acc=74.73%, top5-acc=95.12%, remaining_time=0:00:02.900742, arrival_time=2021-04-10 02:00:07.457062, cost_time=0:00:18.966377 2021-04-10 02:00:05,690 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=21.24ms, fps=2258 images/s, loss=0.8438, top1-acc=74.65%, top5-acc=95.13%, remaining_time=0:00:01.786720, arrival_time=2021-04-10 02:00:07.477395, cost_time=0:00:20.100668 2021-04-10 02:00:06,789 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=2.15ms, fps=2332 images/s, loss=0.8468, top1-acc=74.52%, top5-acc=95.12%, remaining_time=0:00:00.669450, arrival_time=2021-04-10 02:00:07.458719, cost_time=0:00:21.199265 2021-04-10 02:00:07,386 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.32ms, fps=2281 images/s, loss=0.8488, top1-acc=74.47%, top5-acc=95.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:07.386242, cost_time=0:00:21.796278 2021-04-10 02:00:07,726 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.45ms, fps=7569 images/s, loss=1.5527, top1-acc=60.39%, top5-acc=86.41%, remaining_time=0:00:01.014630, arrival_time=2021-04-10 02:00:08.740921, cost_time=0:00:00.338212 2021-04-10 02:00:07,984 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=0.50ms, fps=9930 images/s, loss=1.5541, top1-acc=60.18%, top5-acc=86.54%, remaining_time=0:00:00.596360, arrival_time=2021-04-10 02:00:08.580974, cost_time=0:00:00.596362 2021-04-10 02:00:08,240 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=0.46ms, fps=10032 images/s, loss=1.5429, top1-acc=59.78%, top5-acc=86.74%, remaining_time=0:00:00.284120, arrival_time=2021-04-10 02:00:08.524603, cost_time=0:00:00.852366 2021-04-10 02:00:08,504 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.10ms, fps=8801 images/s, loss=1.5426, top1-acc=59.94%, top5-acc=86.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:08.504600, cost_time=0:00:01.116466 2021-04-10 02:00:08,621 INFO : Epoch=0099 complete, best val top1-acc=59.94%, top5-acc=86.75% (epoch=99), remaining_time=0:38:38.762242, arrival_time=2021-04-10 02:38:47.383807, cost_time=0:37:52.846114 2021-04-10 02:00:08,622 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:00:09,916 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.52ms, fps=1979 images/s, loss=0.8111, top1-acc=75.55%, top5-acc=95.31%, remaining_time=0:00:24.055566, arrival_time=2021-04-10 02:00:33.971797, cost_time=0:00:01.293306 2021-04-10 02:00:11,024 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.56ms, fps=2312 images/s, loss=0.8073, top1-acc=75.47%, top5-acc=95.49%, remaining_time=0:00:21.133024, arrival_time=2021-04-10 02:00:32.157440, cost_time=0:00:02.401487 2021-04-10 02:00:12,127 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=2.01ms, fps=2323 images/s, loss=0.8101, top1-acc=75.23%, top5-acc=95.44%, remaining_time=0:00:19.391124, arrival_time=2021-04-10 02:00:31.518449, cost_time=0:00:03.504417 2021-04-10 02:00:13,225 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.48ms, fps=2333 images/s, loss=0.8111, top1-acc=75.29%, top5-acc=95.50%, remaining_time=0:00:17.949048, arrival_time=2021-04-10 02:00:31.174426, cost_time=0:00:04.602331 2021-04-10 02:00:14,334 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.67ms, fps=2310 images/s, loss=0.8135, top1-acc=75.29%, top5-acc=95.39%, remaining_time=0:00:16.678018, arrival_time=2021-04-10 02:00:31.012639, cost_time=0:00:05.711655 2021-04-10 02:00:15,440 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=2.24ms, fps=2316 images/s, loss=0.8118, top1-acc=75.46%, top5-acc=95.33%, remaining_time=0:00:15.453952, arrival_time=2021-04-10 02:00:30.894836, cost_time=0:00:06.817947 2021-04-10 02:00:16,538 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.58ms, fps=2335 images/s, loss=0.8141, top1-acc=75.34%, top5-acc=95.23%, remaining_time=0:00:14.247072, arrival_time=2021-04-10 02:00:30.785165, cost_time=0:00:07.915019 2021-04-10 02:00:17,634 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.84ms, fps=2337 images/s, loss=0.8175, top1-acc=75.31%, top5-acc=95.25%, remaining_time=0:00:13.066588, arrival_time=2021-04-10 02:00:30.700959, cost_time=0:00:09.011460 2021-04-10 02:00:18,734 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.51ms, fps=2328 images/s, loss=0.8155, top1-acc=75.35%, top5-acc=95.31%, remaining_time=0:00:11.909206, arrival_time=2021-04-10 02:00:30.643727, cost_time=0:00:10.111588 2021-04-10 02:00:19,837 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.87ms, fps=2323 images/s, loss=0.8177, top1-acc=75.20%, top5-acc=95.33%, remaining_time=0:00:10.765728, arrival_time=2021-04-10 02:00:30.602935, cost_time=0:00:11.214293 2021-04-10 02:00:20,933 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=2.08ms, fps=2337 images/s, loss=0.8224, top1-acc=75.09%, top5-acc=95.29%, remaining_time=0:00:09.624346, arrival_time=2021-04-10 02:00:30.557526, cost_time=0:00:12.310174 2021-04-10 02:00:22,028 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.69ms, fps=2339 images/s, loss=0.8263, top1-acc=75.01%, top5-acc=95.27%, remaining_time=0:00:08.490264, arrival_time=2021-04-10 02:00:30.518741, cost_time=0:00:13.405624 2021-04-10 02:00:23,142 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=2.38ms, fps=2300 images/s, loss=0.8269, top1-acc=75.00%, top5-acc=95.26%, remaining_time=0:00:07.371210, arrival_time=2021-04-10 02:00:30.513317, cost_time=0:00:14.519099 2021-04-10 02:00:24,240 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.52ms, fps=2332 images/s, loss=0.8305, top1-acc=74.94%, top5-acc=95.19%, remaining_time=0:00:06.247192, arrival_time=2021-04-10 02:00:30.488025, cost_time=0:00:15.617918 2021-04-10 02:00:25,340 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.66ms, fps=2330 images/s, loss=0.8340, top1-acc=74.87%, top5-acc=95.16%, remaining_time=0:00:05.126562, arrival_time=2021-04-10 02:00:30.466835, cost_time=0:00:16.717099 2021-04-10 02:00:26,434 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.66ms, fps=2341 images/s, loss=0.8381, top1-acc=74.63%, top5-acc=95.13%, remaining_time=0:00:04.007628, arrival_time=2021-04-10 02:00:30.442236, cost_time=0:00:17.811702 2021-04-10 02:00:27,530 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.65ms, fps=2338 images/s, loss=0.8408, top1-acc=74.57%, top5-acc=95.13%, remaining_time=0:00:02.891694, arrival_time=2021-04-10 02:00:30.421830, cost_time=0:00:18.907246 2021-04-10 02:00:28,699 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=2.80ms, fps=2190 images/s, loss=0.8443, top1-acc=74.44%, top5-acc=95.03%, remaining_time=0:00:01.784608, arrival_time=2021-04-10 02:00:30.484371, cost_time=0:00:20.076871 2021-04-10 02:00:29,801 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.84ms, fps=2326 images/s, loss=0.8455, top1-acc=74.37%, top5-acc=95.06%, remaining_time=0:00:00.668784, arrival_time=2021-04-10 02:00:30.470016, cost_time=0:00:21.178236 2021-04-10 02:00:30,404 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.79ms, fps=2259 images/s, loss=0.8470, top1-acc=74.38%, top5-acc=95.04%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:30.404016, cost_time=0:00:21.781131 2021-04-10 02:00:30,753 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=3.73ms, fps=7359 images/s, loss=1.5917, top1-acc=59.18%, top5-acc=85.82%, remaining_time=0:00:01.043490, arrival_time=2021-04-10 02:00:31.797200, cost_time=0:00:00.347834 2021-04-10 02:00:31,009 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.19ms, fps=10037 images/s, loss=1.5938, top1-acc=58.95%, top5-acc=86.11%, remaining_time=0:00:00.603380, arrival_time=2021-04-10 02:00:31.612592, cost_time=0:00:00.603371 2021-04-10 02:00:31,260 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=0.31ms, fps=10192 images/s, loss=1.5736, top1-acc=59.13%, top5-acc=86.28%, remaining_time=0:00:00.284960, arrival_time=2021-04-10 02:00:31.545724, cost_time=0:00:00.854881 2021-04-10 02:00:31,488 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.06ms, fps=10222 images/s, loss=1.5361, top1-acc=59.12%, top5-acc=86.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:31.488160, cost_time=0:00:01.082339 2021-04-10 02:00:31,530 INFO : Epoch=0100 complete, best val top1-acc=59.94%, top5-acc=86.75% (epoch=99), remaining_time=0:38:15.754700, arrival_time=2021-04-10 02:38:47.284805, cost_time=0:38:15.754692 2021-04-10 02:00:31,530 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:00:32,810 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=0.50ms, fps=2000 images/s, loss=0.7986, top1-acc=75.70%, top5-acc=96.33%, remaining_time=0:00:23.805582, arrival_time=2021-04-10 02:00:56.616453, cost_time=0:00:01.279870 2021-04-10 02:00:33,907 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.68ms, fps=2342 images/s, loss=0.7927, top1-acc=76.15%, top5-acc=96.09%, remaining_time=0:00:20.886272, arrival_time=2021-04-10 02:00:54.790719, cost_time=0:00:02.373450 2021-04-10 02:00:35,008 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.68ms, fps=2327 images/s, loss=0.7861, top1-acc=76.60%, top5-acc=96.00%, remaining_time=0:00:19.241226, arrival_time=2021-04-10 02:00:54.249663, cost_time=0:00:03.477321 2021-04-10 02:00:36,106 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=3.14ms, fps=2334 images/s, loss=0.7913, top1-acc=76.37%, top5-acc=95.88%, remaining_time=0:00:17.843280, arrival_time=2021-04-10 02:00:53.949572, cost_time=0:00:04.575202 2021-04-10 02:00:37,201 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=3.09ms, fps=2339 images/s, loss=0.7923, top1-acc=76.30%, top5-acc=95.80%, remaining_time=0:00:16.558298, arrival_time=2021-04-10 02:00:53.759957, cost_time=0:00:05.670635 2021-04-10 02:00:38,315 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.61ms, fps=2299 images/s, loss=0.7956, top1-acc=76.15%, top5-acc=95.68%, remaining_time=0:00:15.378880, arrival_time=2021-04-10 02:00:53.694706, cost_time=0:00:06.784794 2021-04-10 02:00:39,428 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.99ms, fps=2303 images/s, loss=0.7936, top1-acc=76.27%, top5-acc=95.72%, remaining_time=0:00:14.214564, arrival_time=2021-04-10 02:00:53.642632, cost_time=0:00:07.896957 2021-04-10 02:00:40,525 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.64ms, fps=2334 images/s, loss=0.7986, top1-acc=76.08%, top5-acc=95.63%, remaining_time=0:00:13.042460, arrival_time=2021-04-10 02:00:53.568274, cost_time=0:00:08.994814 2021-04-10 02:00:41,624 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.54ms, fps=2331 images/s, loss=0.8039, top1-acc=75.96%, top5-acc=95.56%, remaining_time=0:00:11.888006, arrival_time=2021-04-10 02:00:53.512613, cost_time=0:00:10.093548 2021-04-10 02:00:42,718 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=2.20ms, fps=2341 images/s, loss=0.8062, top1-acc=75.82%, top5-acc=95.53%, remaining_time=0:00:10.740288, arrival_time=2021-04-10 02:00:53.459064, cost_time=0:00:11.187779 2021-04-10 02:00:43,837 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=2.00ms, fps=2290 images/s, loss=0.8019, top1-acc=75.97%, top5-acc=95.56%, remaining_time=0:00:09.621250, arrival_time=2021-04-10 02:00:53.458586, cost_time=0:00:12.306302 2021-04-10 02:00:44,939 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.53ms, fps=2325 images/s, loss=0.8020, top1-acc=75.97%, top5-acc=95.57%, remaining_time=0:00:08.491708, arrival_time=2021-04-10 02:00:53.430683, cost_time=0:00:13.407934 2021-04-10 02:00:46,061 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.96ms, fps=2282 images/s, loss=0.8056, top1-acc=75.90%, top5-acc=95.51%, remaining_time=0:00:07.377084, arrival_time=2021-04-10 02:00:53.438770, cost_time=0:00:14.530639 2021-04-10 02:00:47,156 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=2.02ms, fps=2339 images/s, loss=0.8111, top1-acc=75.75%, top5-acc=95.43%, remaining_time=0:00:06.250272, arrival_time=2021-04-10 02:00:53.407073, cost_time=0:00:15.625649 2021-04-10 02:00:48,256 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=2.05ms, fps=2330 images/s, loss=0.8145, top1-acc=75.68%, top5-acc=95.36%, remaining_time=0:00:05.129138, arrival_time=2021-04-10 02:00:53.385538, cost_time=0:00:16.725449 2021-04-10 02:00:49,369 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.88ms, fps=2301 images/s, loss=0.8204, top1-acc=75.48%, top5-acc=95.32%, remaining_time=0:00:04.013676, arrival_time=2021-04-10 02:00:53.383427, cost_time=0:00:17.838638 2021-04-10 02:00:50,470 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.50ms, fps=2328 images/s, loss=0.8252, top1-acc=75.33%, top5-acc=95.26%, remaining_time=0:00:02.896608, arrival_time=2021-04-10 02:00:53.367123, cost_time=0:00:18.939345 2021-04-10 02:00:51,567 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=2.42ms, fps=2336 images/s, loss=0.8284, top1-acc=75.25%, top5-acc=95.26%, remaining_time=0:00:01.781008, arrival_time=2021-04-10 02:00:53.348420, cost_time=0:00:20.036393 2021-04-10 02:00:52,669 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.33ms, fps=2324 images/s, loss=0.8323, top1-acc=75.14%, top5-acc=95.19%, remaining_time=0:00:00.667530, arrival_time=2021-04-10 02:00:53.336929, cost_time=0:00:21.138391 2021-04-10 02:00:53,264 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=0.12ms, fps=2289 images/s, loss=0.8321, top1-acc=75.11%, top5-acc=95.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:53.264239, cost_time=0:00:21.733220 2021-04-10 02:00:53,637 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.29ms, fps=6956 images/s, loss=1.7454, top1-acc=56.48%, top5-acc=85.74%, remaining_time=0:00:01.103970, arrival_time=2021-04-10 02:00:54.740948, cost_time=0:00:00.367993 2021-04-10 02:00:53,888 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=0.41ms, fps=10204 images/s, loss=1.7211, top1-acc=57.34%, top5-acc=86.02%, remaining_time=0:00:00.619400, arrival_time=2021-04-10 02:00:54.507776, cost_time=0:00:00.619402 2021-04-10 02:00:54,139 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=0.39ms, fps=10206 images/s, loss=1.7140, top1-acc=57.10%, top5-acc=86.03%, remaining_time=0:00:00.290240, arrival_time=2021-04-10 02:00:54.429943, cost_time=0:00:00.870734 2021-04-10 02:00:54,369 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.10ms, fps=10129 images/s, loss=1.7089, top1-acc=57.16%, top5-acc=85.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:54.369213, cost_time=0:00:01.100240 2021-04-10 02:00:54,439 INFO : Epoch=0101 complete, best val top1-acc=59.94%, top5-acc=86.75% (epoch=99), remaining_time=0:37:52.750326, arrival_time=2021-04-10 02:38:47.190229, cost_time=0:38:38.664463 2021-04-10 02:00:54,441 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:00:55,792 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=0.68ms, fps=1895 images/s, loss=0.7720, top1-acc=77.23%, top5-acc=95.47%, remaining_time=0:00:25.128600, arrival_time=2021-04-10 02:01:20.920759, cost_time=0:00:01.350996 2021-04-10 02:00:56,884 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.51ms, fps=2344 images/s, loss=0.7708, top1-acc=76.78%, top5-acc=95.84%, remaining_time=0:00:21.502976, arrival_time=2021-04-10 02:01:18.387733, cost_time=0:00:02.443513 2021-04-10 02:00:57,984 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.70ms, fps=2330 images/s, loss=0.7708, top1-acc=76.69%, top5-acc=95.83%, remaining_time=0:00:19.604766, arrival_time=2021-04-10 02:01:17.589039, cost_time=0:00:03.543039 2021-04-10 02:00:59,095 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.86ms, fps=2305 images/s, loss=0.7742, top1-acc=76.80%, top5-acc=95.71%, remaining_time=0:00:18.152784, arrival_time=2021-04-10 02:01:17.248518, cost_time=0:00:04.654570 2021-04-10 02:01:00,198 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.62ms, fps=2324 images/s, loss=0.7864, top1-acc=76.41%, top5-acc=95.52%, remaining_time=0:00:16.809710, arrival_time=2021-04-10 02:01:17.007700, cost_time=0:00:05.756730 2021-04-10 02:01:01,296 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.53ms, fps=2333 images/s, loss=0.7913, top1-acc=76.07%, top5-acc=95.57%, remaining_time=0:00:15.537864, arrival_time=2021-04-10 02:01:16.834067, cost_time=0:00:06.854968 2021-04-10 02:01:02,391 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.53ms, fps=2338 images/s, loss=0.7966, top1-acc=75.80%, top5-acc=95.54%, remaining_time=0:00:14.310954, arrival_time=2021-04-10 02:01:16.702693, cost_time=0:00:07.950525 2021-04-10 02:01:03,502 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=2.08ms, fps=2307 images/s, loss=0.8015, top1-acc=75.66%, top5-acc=95.51%, remaining_time=0:00:13.138160, arrival_time=2021-04-10 02:01:16.640389, cost_time=0:00:09.060826 2021-04-10 02:01:04,605 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.52ms, fps=2323 images/s, loss=0.8063, top1-acc=75.53%, top5-acc=95.48%, remaining_time=0:00:11.971004, arrival_time=2021-04-10 02:01:16.576261, cost_time=0:00:10.164071 2021-04-10 02:01:05,698 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.95ms, fps=2343 images/s, loss=0.8052, top1-acc=75.56%, top5-acc=95.53%, remaining_time=0:00:10.807008, arrival_time=2021-04-10 02:01:16.505493, cost_time=0:00:11.257317 2021-04-10 02:01:06,804 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.50ms, fps=2315 images/s, loss=0.8084, top1-acc=75.49%, top5-acc=95.53%, remaining_time=0:00:09.666228, arrival_time=2021-04-10 02:01:16.471148, cost_time=0:00:12.363761 2021-04-10 02:01:07,908 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.70ms, fps=2321 images/s, loss=0.8111, top1-acc=75.43%, top5-acc=95.47%, remaining_time=0:00:08.529176, arrival_time=2021-04-10 02:01:16.437562, cost_time=0:00:13.467119 2021-04-10 02:01:09,012 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.98ms, fps=2321 images/s, loss=0.8137, top1-acc=75.35%, top5-acc=95.46%, remaining_time=0:00:07.397610, arrival_time=2021-04-10 02:01:16.409909, cost_time=0:00:14.571041 2021-04-10 02:01:10,115 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=2.08ms, fps=2323 images/s, loss=0.8157, top1-acc=75.25%, top5-acc=95.45%, remaining_time=0:00:06.269480, arrival_time=2021-04-10 02:01:16.384534, cost_time=0:00:15.673769 2021-04-10 02:01:11,208 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.55ms, fps=2343 images/s, loss=0.8157, top1-acc=75.27%, top5-acc=95.44%, remaining_time=0:00:05.141972, arrival_time=2021-04-10 02:01:16.350514, cost_time=0:00:16.767364 2021-04-10 02:01:12,305 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=2.04ms, fps=2334 images/s, loss=0.8198, top1-acc=75.10%, top5-acc=95.40%, remaining_time=0:00:04.019508, arrival_time=2021-04-10 02:01:16.325338, cost_time=0:00:17.864505 2021-04-10 02:01:13,393 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=2.32ms, fps=2356 images/s, loss=0.8215, top1-acc=75.05%, top5-acc=95.37%, remaining_time=0:00:02.898558, arrival_time=2021-04-10 02:01:16.291926, cost_time=0:00:18.952165 2021-04-10 02:01:14,490 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.60ms, fps=2334 images/s, loss=0.8216, top1-acc=75.06%, top5-acc=95.36%, remaining_time=0:00:01.782192, arrival_time=2021-04-10 02:01:16.273030, cost_time=0:00:20.049623 2021-04-10 02:01:15,592 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.67ms, fps=2325 images/s, loss=0.8259, top1-acc=74.97%, top5-acc=95.28%, remaining_time=0:00:00.667938, arrival_time=2021-04-10 02:01:16.260497, cost_time=0:00:21.151332 2021-04-10 02:01:16,185 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.36ms, fps=2298 images/s, loss=0.8274, top1-acc=74.93%, top5-acc=95.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:16.185070, cost_time=0:00:21.743906 2021-04-10 02:01:16,520 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.45ms, fps=7664 images/s, loss=1.6617, top1-acc=57.19%, top5-acc=84.57%, remaining_time=0:00:01.002090, arrival_time=2021-04-10 02:01:17.522537, cost_time=0:00:00.334026 2021-04-10 02:01:16,771 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=0.31ms, fps=10211 images/s, loss=1.6257, top1-acc=58.24%, top5-acc=84.92%, remaining_time=0:00:00.585280, arrival_time=2021-04-10 02:01:17.356959, cost_time=0:00:00.585271 2021-04-10 02:01:17,020 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=0.43ms, fps=10311 images/s, loss=1.6374, top1-acc=57.99%, top5-acc=84.92%, remaining_time=0:00:00.278010, arrival_time=2021-04-10 02:01:17.298467, cost_time=0:00:00.834029 2021-04-10 02:01:17,276 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.09ms, fps=9068 images/s, loss=1.6255, top1-acc=58.17%, top5-acc=85.01%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:17.276805, cost_time=0:00:01.090424 2021-04-10 02:01:17,332 INFO : Epoch=0102 complete, best val top1-acc=59.94%, top5-acc=86.75% (epoch=99), remaining_time=0:37:29.730924, arrival_time=2021-04-10 02:38:47.063060, cost_time=0:39:01.556724 2021-04-10 02:01:17,332 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:01:18,614 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.66ms, fps=1998 images/s, loss=0.8089, top1-acc=75.82%, top5-acc=95.59%, remaining_time=0:00:23.837202, arrival_time=2021-04-10 02:01:42.451896, cost_time=0:00:01.281571 2021-04-10 02:01:19,716 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=2.14ms, fps=2325 images/s, loss=0.8139, top1-acc=75.20%, top5-acc=95.41%, remaining_time=0:00:20.974272, arrival_time=2021-04-10 02:01:40.690706, cost_time=0:00:02.383431 2021-04-10 02:01:20,814 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=0.7988, top1-acc=75.60%, top5-acc=95.53%, remaining_time=0:00:19.263138, arrival_time=2021-04-10 02:01:40.077565, cost_time=0:00:03.481278 2021-04-10 02:01:21,921 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=2.13ms, fps=2314 images/s, loss=0.7899, top1-acc=75.84%, top5-acc=95.74%, remaining_time=0:00:17.896008, arrival_time=2021-04-10 02:01:39.817776, cost_time=0:00:04.588703 2021-04-10 02:01:23,017 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=2.20ms, fps=2339 images/s, loss=0.7817, top1-acc=76.25%, top5-acc=95.82%, remaining_time=0:00:16.597280, arrival_time=2021-04-10 02:01:39.614437, cost_time=0:00:05.684019 2021-04-10 02:01:24,112 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.51ms, fps=2339 images/s, loss=0.7858, top1-acc=76.22%, top5-acc=95.72%, remaining_time=0:00:15.367048, arrival_time=2021-04-10 02:01:39.479668, cost_time=0:00:06.779604 2021-04-10 02:01:25,215 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.98ms, fps=2323 images/s, loss=0.7874, top1-acc=76.23%, top5-acc=95.72%, remaining_time=0:00:14.188104, arrival_time=2021-04-10 02:01:39.403395, cost_time=0:00:07.882248 2021-04-10 02:01:26,322 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.49ms, fps=2314 images/s, loss=0.7926, top1-acc=76.01%, top5-acc=95.65%, remaining_time=0:00:13.034340, arrival_time=2021-04-10 02:01:39.356624, cost_time=0:00:08.989202 2021-04-10 02:01:27,408 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.87ms, fps=2358 images/s, loss=0.7916, top1-acc=76.11%, top5-acc=95.70%, remaining_time=0:00:11.866594, arrival_time=2021-04-10 02:01:39.275069, cost_time=0:00:10.075424 2021-04-10 02:01:28,534 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=2.25ms, fps=2275 images/s, loss=0.7997, top1-acc=75.92%, top5-acc=95.68%, remaining_time=0:00:10.753440, arrival_time=2021-04-10 02:01:39.288252, cost_time=0:00:11.201510 2021-04-10 02:01:29,661 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.51ms, fps=2275 images/s, loss=0.8040, top1-acc=75.77%, top5-acc=95.59%, remaining_time=0:00:09.638364, arrival_time=2021-04-10 02:01:39.299511, cost_time=0:00:12.328136 2021-04-10 02:01:30,776 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=2.31ms, fps=2297 images/s, loss=0.8049, top1-acc=75.79%, top5-acc=95.56%, remaining_time=0:00:08.514128, arrival_time=2021-04-10 02:01:39.290575, cost_time=0:00:13.443309 2021-04-10 02:01:31,877 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=2.61ms, fps=2327 images/s, loss=0.8071, top1-acc=75.72%, top5-acc=95.57%, remaining_time=0:00:07.384014, arrival_time=2021-04-10 02:01:39.261396, cost_time=0:00:14.544288 2021-04-10 02:01:32,990 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=5.93ms, fps=2302 images/s, loss=0.8083, top1-acc=75.75%, top5-acc=95.54%, remaining_time=0:00:06.262760, arrival_time=2021-04-10 02:01:39.252871, cost_time=0:00:15.656959 2021-04-10 02:01:34,088 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.59ms, fps=2334 images/s, loss=0.8115, top1-acc=75.65%, top5-acc=95.52%, remaining_time=0:00:05.138108, arrival_time=2021-04-10 02:01:39.226057, cost_time=0:00:16.754768 2021-04-10 02:01:35,189 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.45ms, fps=2326 images/s, loss=0.8157, top1-acc=75.49%, top5-acc=95.47%, remaining_time=0:00:04.017744, arrival_time=2021-04-10 02:01:39.207449, cost_time=0:00:17.856711 2021-04-10 02:01:36,291 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.62ms, fps=2325 images/s, loss=0.8171, top1-acc=75.48%, top5-acc=95.45%, remaining_time=0:00:02.899468, arrival_time=2021-04-10 02:01:39.190715, cost_time=0:00:18.958082 2021-04-10 02:01:37,398 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=2.62ms, fps=2314 images/s, loss=0.8195, top1-acc=75.39%, top5-acc=95.42%, remaining_time=0:00:01.783584, arrival_time=2021-04-10 02:01:39.182129, cost_time=0:00:20.065386 2021-04-10 02:01:38,499 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.64ms, fps=2327 images/s, loss=0.8202, top1-acc=75.35%, top5-acc=95.39%, remaining_time=0:00:00.668412, arrival_time=2021-04-10 02:01:39.167864, cost_time=0:00:21.166437 2021-04-10 02:01:39,087 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.44ms, fps=2316 images/s, loss=0.8206, top1-acc=75.34%, top5-acc=95.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:39.087216, cost_time=0:00:21.754097 2021-04-10 02:01:39,439 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=7.71ms, fps=7296 images/s, loss=1.6027, top1-acc=59.57%, top5-acc=86.02%, remaining_time=0:00:01.052610, arrival_time=2021-04-10 02:01:40.492262, cost_time=0:00:00.350866 2021-04-10 02:01:39,686 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=0.30ms, fps=10405 images/s, loss=1.5811, top1-acc=59.34%, top5-acc=86.19%, remaining_time=0:00:00.597360, arrival_time=2021-04-10 02:01:40.283533, cost_time=0:00:00.597359 2021-04-10 02:01:39,941 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=0.31ms, fps=10059 images/s, loss=1.5805, top1-acc=59.43%, top5-acc=86.32%, remaining_time=0:00:00.284130, arrival_time=2021-04-10 02:01:40.225311, cost_time=0:00:00.852394 2021-04-10 02:01:40,162 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.05ms, fps=10522 images/s, loss=1.5740, top1-acc=59.64%, top5-acc=86.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:40.162081, cost_time=0:00:01.073356 2021-04-10 02:01:40,204 INFO : Epoch=0103 complete, best val top1-acc=59.94%, top5-acc=86.75% (epoch=99), remaining_time=0:37:06.695722, arrival_time=2021-04-10 02:38:46.900573, cost_time=0:39:24.429439 2021-04-10 02:01:40,205 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:01:41,545 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.44ms, fps=1911 images/s, loss=0.8085, top1-acc=75.51%, top5-acc=95.90%, remaining_time=0:00:24.915072, arrival_time=2021-04-10 02:02:06.460430, cost_time=0:00:01.339518 2021-04-10 02:01:42,642 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.27ms, fps=2337 images/s, loss=0.8085, top1-acc=75.39%, top5-acc=95.66%, remaining_time=0:00:21.437856, arrival_time=2021-04-10 02:02:04.079766, cost_time=0:00:02.436118 2021-04-10 02:01:43,744 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.43ms, fps=2325 images/s, loss=0.8014, top1-acc=75.69%, top5-acc=95.74%, remaining_time=0:00:19.577210, arrival_time=2021-04-10 02:02:03.321107, cost_time=0:00:03.538047 2021-04-10 02:01:44,842 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.04ms, fps=2332 images/s, loss=0.7890, top1-acc=76.07%, top5-acc=95.87%, remaining_time=0:00:18.083208, arrival_time=2021-04-10 02:02:02.925663, cost_time=0:00:04.636709 2021-04-10 02:01:45,945 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.81ms, fps=2322 images/s, loss=0.7961, top1-acc=75.81%, top5-acc=95.81%, remaining_time=0:00:16.760800, arrival_time=2021-04-10 02:02:02.706558, cost_time=0:00:05.739988 2021-04-10 02:01:47,043 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.68ms, fps=2334 images/s, loss=0.7950, top1-acc=75.92%, top5-acc=95.85%, remaining_time=0:00:15.498560, arrival_time=2021-04-10 02:02:02.541845, cost_time=0:00:06.837600 2021-04-10 02:01:48,144 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.46ms, fps=2325 images/s, loss=0.7938, top1-acc=75.94%, top5-acc=95.84%, remaining_time=0:00:14.290416, arrival_time=2021-04-10 02:02:02.435287, cost_time=0:00:07.939093 2021-04-10 02:01:49,241 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=2.00ms, fps=2335 images/s, loss=0.7922, top1-acc=75.93%, top5-acc=95.81%, remaining_time=0:00:13.102200, arrival_time=2021-04-10 02:02:02.343919, cost_time=0:00:09.035995 2021-04-10 02:01:50,349 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.70ms, fps=2312 images/s, loss=0.7940, top1-acc=75.92%, top5-acc=95.74%, remaining_time=0:00:11.947048, arrival_time=2021-04-10 02:02:02.296603, cost_time=0:00:10.143707 2021-04-10 02:01:51,450 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.61ms, fps=2327 images/s, loss=0.7959, top1-acc=75.88%, top5-acc=95.62%, remaining_time=0:00:10.795104, arrival_time=2021-04-10 02:02:02.245759, cost_time=0:00:11.244917 2021-04-10 02:01:52,548 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=2.14ms, fps=2332 images/s, loss=0.7979, top1-acc=75.81%, top5-acc=95.55%, remaining_time=0:00:09.650060, arrival_time=2021-04-10 02:02:02.198960, cost_time=0:00:12.343127 2021-04-10 02:01:53,649 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.52ms, fps=2327 images/s, loss=0.7990, top1-acc=75.73%, top5-acc=95.54%, remaining_time=0:00:08.514356, arrival_time=2021-04-10 02:02:02.163839, cost_time=0:00:13.443773 2021-04-10 02:01:54,747 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=2.14ms, fps=2333 images/s, loss=0.7997, top1-acc=75.64%, top5-acc=95.56%, remaining_time=0:00:07.382760, arrival_time=2021-04-10 02:02:02.130262, cost_time=0:00:14.541816 2021-04-10 02:01:55,845 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.53ms, fps=2332 images/s, loss=0.8032, top1-acc=75.51%, top5-acc=95.51%, remaining_time=0:00:06.255984, arrival_time=2021-04-10 02:02:02.101687, cost_time=0:00:15.639932 2021-04-10 02:01:56,937 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.90ms, fps=2346 images/s, loss=0.8028, top1-acc=75.53%, top5-acc=95.50%, remaining_time=0:00:05.131070, arrival_time=2021-04-10 02:02:02.068554, cost_time=0:00:16.731778 2021-04-10 02:01:58,033 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.46ms, fps=2336 images/s, loss=0.8070, top1-acc=75.41%, top5-acc=95.47%, remaining_time=0:00:04.011300, arrival_time=2021-04-10 02:02:02.045057, cost_time=0:00:17.828072 2021-04-10 02:01:59,140 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=2.19ms, fps=2315 images/s, loss=0.8067, top1-acc=75.43%, top5-acc=95.47%, remaining_time=0:00:02.895828, arrival_time=2021-04-10 02:02:02.035807, cost_time=0:00:18.934252 2021-04-10 02:02:00,245 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=3.57ms, fps=2316 images/s, loss=0.8098, top1-acc=75.31%, top5-acc=95.49%, remaining_time=0:00:01.781328, arrival_time=2021-04-10 02:02:02.027172, cost_time=0:00:20.040008 2021-04-10 02:02:01,349 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=2.15ms, fps=2321 images/s, loss=0.8104, top1-acc=75.32%, top5-acc=95.49%, remaining_time=0:00:00.667704, arrival_time=2021-04-10 02:02:02.017552, cost_time=0:00:21.144038 2021-04-10 02:02:01,932 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.32ms, fps=2335 images/s, loss=0.8110, top1-acc=75.29%, top5-acc=95.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:01.932915, cost_time=0:00:21.727224 2021-04-10 02:02:02,332 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.45ms, fps=6429 images/s, loss=1.5022, top1-acc=60.20%, top5-acc=86.76%, remaining_time=0:00:01.194510, arrival_time=2021-04-10 02:02:03.526963, cost_time=0:00:00.398172 2021-04-10 02:02:02,586 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=0.23ms, fps=10110 images/s, loss=1.4924, top1-acc=60.41%, top5-acc=87.19%, remaining_time=0:00:00.651900, arrival_time=2021-04-10 02:02:03.238195, cost_time=0:00:00.651894 2021-04-10 02:02:02,922 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=0.25ms, fps=7637 images/s, loss=1.5147, top1-acc=60.04%, top5-acc=86.73%, remaining_time=0:00:00.329300, arrival_time=2021-04-10 02:02:03.251486, cost_time=0:00:00.987885 2021-04-10 02:02:03,209 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.07ms, fps=8080 images/s, loss=1.4994, top1-acc=60.38%, top5-acc=86.78%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:03.209781, cost_time=0:00:01.275573 2021-04-10 02:02:03,301 INFO : Epoch=0104 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:36:43.869984, arrival_time=2021-04-10 02:38:47.171175, cost_time=0:39:47.525765 2021-04-10 02:02:03,301 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:02:04,576 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.72ms, fps=2009 images/s, loss=0.7905, top1-acc=76.09%, top5-acc=96.05%, remaining_time=0:00:23.699748, arrival_time=2021-04-10 02:02:28.276152, cost_time=0:00:01.274179 2021-04-10 02:02:05,678 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.55ms, fps=2325 images/s, loss=0.7729, top1-acc=76.39%, top5-acc=96.00%, remaining_time=0:00:20.908800, arrival_time=2021-04-10 02:02:26.587029, cost_time=0:00:02.376007 2021-04-10 02:02:06,780 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.55ms, fps=2323 images/s, loss=0.7619, top1-acc=76.65%, top5-acc=96.12%, remaining_time=0:00:19.249194, arrival_time=2021-04-10 02:02:26.030053, cost_time=0:00:03.478776 2021-04-10 02:02:07,889 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.79ms, fps=2311 images/s, loss=0.7630, top1-acc=76.63%, top5-acc=96.14%, remaining_time=0:00:17.890080, arrival_time=2021-04-10 02:02:25.779422, cost_time=0:00:04.587181 2021-04-10 02:02:08,993 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.65ms, fps=2321 images/s, loss=0.7652, top1-acc=76.44%, top5-acc=96.07%, remaining_time=0:00:16.617282, arrival_time=2021-04-10 02:02:25.610287, cost_time=0:00:05.690855 2021-04-10 02:02:10,089 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.98ms, fps=2337 images/s, loss=0.7691, top1-acc=76.32%, top5-acc=96.06%, remaining_time=0:00:15.384456, arrival_time=2021-04-10 02:02:25.473844, cost_time=0:00:06.787249 2021-04-10 02:02:11,189 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.62ms, fps=2328 images/s, loss=0.7711, top1-acc=76.34%, top5-acc=95.95%, remaining_time=0:00:14.197554, arrival_time=2021-04-10 02:02:25.387251, cost_time=0:00:07.887503 2021-04-10 02:02:12,280 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.45ms, fps=2349 images/s, loss=0.7790, top1-acc=76.04%, top5-acc=95.83%, remaining_time=0:00:13.018448, arrival_time=2021-04-10 02:02:25.298740, cost_time=0:00:08.978222 2021-04-10 02:02:13,405 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=2.26ms, fps=2276 images/s, loss=0.7801, top1-acc=76.08%, top5-acc=95.81%, remaining_time=0:00:11.899772, arrival_time=2021-04-10 02:02:25.305470, cost_time=0:00:10.103541 2021-04-10 02:02:14,503 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.49ms, fps=2333 images/s, loss=0.7821, top1-acc=76.09%, top5-acc=95.80%, remaining_time=0:00:10.753344, arrival_time=2021-04-10 02:02:25.256827, cost_time=0:00:11.201404 2021-04-10 02:02:15,595 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=1.57ms, fps=2346 images/s, loss=0.7875, top1-acc=75.93%, top5-acc=95.81%, remaining_time=0:00:09.610930, arrival_time=2021-04-10 02:02:25.206328, cost_time=0:00:12.293010 2021-04-10 02:02:16,697 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=2.24ms, fps=2326 images/s, loss=0.7932, top1-acc=75.79%, top5-acc=95.75%, remaining_time=0:00:08.483500, arrival_time=2021-04-10 02:02:25.180597, cost_time=0:00:13.395012 2021-04-10 02:02:17,787 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.70ms, fps=2348 images/s, loss=0.7979, top1-acc=75.66%, top5-acc=95.78%, remaining_time=0:00:07.354380, arrival_time=2021-04-10 02:02:25.142326, cost_time=0:00:14.485880 2021-04-10 02:02:18,890 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.90ms, fps=2323 images/s, loss=0.8024, top1-acc=75.51%, top5-acc=95.74%, remaining_time=0:00:06.235264, arrival_time=2021-04-10 02:02:25.125768, cost_time=0:00:15.588162 2021-04-10 02:02:19,993 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=2.31ms, fps=2323 images/s, loss=0.8035, top1-acc=75.44%, top5-acc=95.72%, remaining_time=0:00:05.118742, arrival_time=2021-04-10 02:02:25.112465, cost_time=0:00:16.691586 2021-04-10 02:02:21,098 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=2.22ms, fps=2320 images/s, loss=0.8052, top1-acc=75.37%, top5-acc=95.66%, remaining_time=0:00:04.004064, arrival_time=2021-04-10 02:02:25.102044, cost_time=0:00:17.795913 2021-04-10 02:02:22,196 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.47ms, fps=2332 images/s, loss=0.8056, top1-acc=75.35%, top5-acc=95.62%, remaining_time=0:00:02.889666, arrival_time=2021-04-10 02:02:25.085722, cost_time=0:00:18.893942 2021-04-10 02:02:23,301 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.63ms, fps=2317 images/s, loss=0.8056, top1-acc=75.33%, top5-acc=95.64%, remaining_time=0:00:01.777744, arrival_time=2021-04-10 02:02:25.079553, cost_time=0:00:19.999604 2021-04-10 02:02:24,404 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.53ms, fps=2324 images/s, loss=0.8107, top1-acc=75.19%, top5-acc=95.59%, remaining_time=0:00:00.666378, arrival_time=2021-04-10 02:02:25.070394, cost_time=0:00:21.101877 2021-04-10 02:02:24,996 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=0.08ms, fps=2298 images/s, loss=0.8137, top1-acc=75.17%, top5-acc=95.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:24.996465, cost_time=0:00:21.694405 2021-04-10 02:02:25,324 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=4.95ms, fps=7848 images/s, loss=1.6648, top1-acc=57.62%, top5-acc=85.04%, remaining_time=0:00:00.978600, arrival_time=2021-04-10 02:02:26.302563, cost_time=0:00:00.326199 2021-04-10 02:02:25,572 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=0.43ms, fps=10336 images/s, loss=1.6879, top1-acc=57.13%, top5-acc=84.82%, remaining_time=0:00:00.574320, arrival_time=2021-04-10 02:02:26.146615, cost_time=0:00:00.574329 2021-04-10 02:02:25,817 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=0.43ms, fps=10457 images/s, loss=1.6888, top1-acc=57.08%, top5-acc=84.79%, remaining_time=0:00:00.273360, arrival_time=2021-04-10 02:02:26.091211, cost_time=0:00:00.820086 2021-04-10 02:02:26,039 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=10509 images/s, loss=1.6896, top1-acc=57.21%, top5-acc=85.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:26.039339, cost_time=0:00:01.041620 2021-04-10 02:02:26,087 INFO : Epoch=0105 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:36:20.758915, arrival_time=2021-04-10 02:38:46.846820, cost_time=0:40:10.312463 2021-04-10 02:02:26,089 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:02:27,427 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=0.34ms, fps=1913 images/s, loss=0.8117, top1-acc=75.00%, top5-acc=95.86%, remaining_time=0:00:24.888660, arrival_time=2021-04-10 02:02:52.316029, cost_time=0:00:01.338097 2021-04-10 02:02:28,531 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.81ms, fps=2321 images/s, loss=0.8094, top1-acc=75.12%, top5-acc=95.86%, remaining_time=0:00:21.487664, arrival_time=2021-04-10 02:02:50.018608, cost_time=0:00:02.441777 2021-04-10 02:02:29,645 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.84ms, fps=2299 images/s, loss=0.8019, top1-acc=75.53%, top5-acc=95.90%, remaining_time=0:00:19.675150, arrival_time=2021-04-10 02:02:49.320194, cost_time=0:00:03.555746 2021-04-10 02:02:30,749 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.42ms, fps=2320 images/s, loss=0.7927, top1-acc=75.86%, top5-acc=95.89%, remaining_time=0:00:18.173688, arrival_time=2021-04-10 02:02:48.922910, cost_time=0:00:04.659926 2021-04-10 02:02:31,844 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=2.08ms, fps=2339 images/s, loss=0.7926, top1-acc=75.89%, top5-acc=95.82%, remaining_time=0:00:16.805038, arrival_time=2021-04-10 02:02:48.649398, cost_time=0:00:05.755168 2021-04-10 02:02:33,008 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.35ms, fps=2201 images/s, loss=0.7886, top1-acc=75.88%, top5-acc=95.85%, remaining_time=0:00:15.682976, arrival_time=2021-04-10 02:02:48.691353, cost_time=0:00:06.918949 2021-04-10 02:02:34,108 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.65ms, fps=2330 images/s, loss=0.7898, top1-acc=75.86%, top5-acc=95.76%, remaining_time=0:00:14.433804, arrival_time=2021-04-10 02:02:48.541808, cost_time=0:00:08.018803 2021-04-10 02:02:35,209 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=2.05ms, fps=2325 images/s, loss=0.7896, top1-acc=75.89%, top5-acc=95.81%, remaining_time=0:00:13.224812, arrival_time=2021-04-10 02:02:48.434538, cost_time=0:00:09.120554 2021-04-10 02:02:36,317 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.96ms, fps=2312 images/s, loss=0.7919, top1-acc=75.78%, top5-acc=95.83%, remaining_time=0:00:12.046794, arrival_time=2021-04-10 02:02:48.364387, cost_time=0:00:10.228368 2021-04-10 02:02:37,415 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.45ms, fps=2333 images/s, loss=0.7947, top1-acc=75.75%, top5-acc=95.80%, remaining_time=0:00:10.873536, arrival_time=2021-04-10 02:02:48.289317, cost_time=0:00:11.326603 2021-04-10 02:02:38,515 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.52ms, fps=2329 images/s, loss=0.7988, top1-acc=75.67%, top5-acc=95.80%, remaining_time=0:00:09.714990, arrival_time=2021-04-10 02:02:48.230492, cost_time=0:00:12.426203 2021-04-10 02:02:39,625 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.50ms, fps=2308 images/s, loss=0.7972, top1-acc=75.76%, top5-acc=95.80%, remaining_time=0:00:08.573180, arrival_time=2021-04-10 02:02:48.198921, cost_time=0:00:13.536580 2021-04-10 02:02:40,724 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.59ms, fps=2331 images/s, loss=0.7990, top1-acc=75.73%, top5-acc=95.75%, remaining_time=0:00:07.430280, arrival_time=2021-04-10 02:02:48.154824, cost_time=0:00:14.635358 2021-04-10 02:02:41,816 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.50ms, fps=2347 images/s, loss=0.7975, top1-acc=75.76%, top5-acc=95.73%, remaining_time=0:00:06.290760, arrival_time=2021-04-10 02:02:48.106848, cost_time=0:00:15.726877 2021-04-10 02:02:42,906 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.94ms, fps=2350 images/s, loss=0.7961, top1-acc=75.84%, top5-acc=95.71%, remaining_time=0:00:05.157198, arrival_time=2021-04-10 02:02:48.063367, cost_time=0:00:16.816988 2021-04-10 02:02:44,006 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.71ms, fps=2328 images/s, loss=0.8001, top1-acc=75.75%, top5-acc=95.70%, remaining_time=0:00:04.031388, arrival_time=2021-04-10 02:02:48.037798, cost_time=0:00:17.917281 2021-04-10 02:02:45,105 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=2.06ms, fps=2331 images/s, loss=0.8028, top1-acc=75.69%, top5-acc=95.68%, remaining_time=0:00:02.908308, arrival_time=2021-04-10 02:02:48.013400, cost_time=0:00:19.015914 2021-04-10 02:02:46,211 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.94ms, fps=2316 images/s, loss=0.8028, top1-acc=75.69%, top5-acc=95.69%, remaining_time=0:00:01.788608, arrival_time=2021-04-10 02:02:47.999732, cost_time=0:00:20.121827 2021-04-10 02:02:47,318 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.31ms, fps=2313 images/s, loss=0.8039, top1-acc=75.65%, top5-acc=95.66%, remaining_time=0:00:00.670410, arrival_time=2021-04-10 02:02:47.989145, cost_time=0:00:21.229606 2021-04-10 02:02:47,911 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=0.11ms, fps=2295 images/s, loss=0.8029, top1-acc=75.66%, top5-acc=95.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:47.911849, cost_time=0:00:21.822608 2021-04-10 02:02:48,233 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=4.29ms, fps=8006 images/s, loss=1.6081, top1-acc=59.30%, top5-acc=85.35%, remaining_time=0:00:00.959250, arrival_time=2021-04-10 02:02:49.192358, cost_time=0:00:00.319749 2021-04-10 02:02:48,484 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=0.30ms, fps=10220 images/s, loss=1.6036, top1-acc=59.08%, top5-acc=85.51%, remaining_time=0:00:00.570700, arrival_time=2021-04-10 02:02:49.054752, cost_time=0:00:00.570703 2021-04-10 02:02:48,725 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=2.42ms, fps=10632 images/s, loss=1.6013, top1-acc=58.92%, top5-acc=85.52%, remaining_time=0:00:00.270660, arrival_time=2021-04-10 02:02:48.996004, cost_time=0:00:00.811983 2021-04-10 02:02:48,942 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=10686 images/s, loss=1.5849, top1-acc=59.07%, top5-acc=85.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:48.942920, cost_time=0:00:01.029615 2021-04-10 02:02:48,990 INFO : Epoch=0106 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:35:57.756370, arrival_time=2021-04-10 02:38:46.746440, cost_time=0:40:33.214659 2021-04-10 02:02:48,990 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:02:50,353 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=5.77ms, fps=1879 images/s, loss=0.7996, top1-acc=75.82%, top5-acc=95.55%, remaining_time=0:00:25.337106, arrival_time=2021-04-10 02:03:15.690425, cost_time=0:00:01.362209 2021-04-10 02:02:51,459 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=2.00ms, fps=2317 images/s, loss=0.7749, top1-acc=75.96%, top5-acc=95.92%, remaining_time=0:00:21.722624, arrival_time=2021-04-10 02:03:13.182277, cost_time=0:00:02.468489 2021-04-10 02:02:52,562 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=2.26ms, fps=2323 images/s, loss=0.7619, top1-acc=76.26%, top5-acc=96.18%, remaining_time=0:00:19.763628, arrival_time=2021-04-10 02:03:12.326379, cost_time=0:00:03.571753 2021-04-10 02:02:53,667 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=2.25ms, fps=2319 images/s, loss=0.7635, top1-acc=76.39%, top5-acc=96.10%, remaining_time=0:00:18.237024, arrival_time=2021-04-10 02:03:11.904246, cost_time=0:00:04.676171 2021-04-10 02:02:54,770 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=2.34ms, fps=2322 images/s, loss=0.7656, top1-acc=76.50%, top5-acc=96.03%, remaining_time=0:00:16.875556, arrival_time=2021-04-10 02:03:11.645976, cost_time=0:00:05.779302 2021-04-10 02:02:55,866 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.10ms, fps=2338 images/s, loss=0.7665, top1-acc=76.45%, top5-acc=96.03%, remaining_time=0:00:15.583696, arrival_time=2021-04-10 02:03:11.449827, cost_time=0:00:06.875144 2021-04-10 02:02:56,968 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=2.02ms, fps=2324 images/s, loss=0.7701, top1-acc=76.52%, top5-acc=96.01%, remaining_time=0:00:14.359212, arrival_time=2021-04-10 02:03:11.327700, cost_time=0:00:07.977339 2021-04-10 02:02:58,055 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=2.68ms, fps=2358 images/s, loss=0.7683, top1-acc=76.57%, top5-acc=96.04%, remaining_time=0:00:13.142916, arrival_time=2021-04-10 02:03:11.198016, cost_time=0:00:09.064095 2021-04-10 02:02:59,163 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.61ms, fps=2312 images/s, loss=0.7696, top1-acc=76.49%, top5-acc=95.98%, remaining_time=0:00:11.980756, arrival_time=2021-04-10 02:03:11.144223, cost_time=0:00:10.172359 2021-04-10 02:03:00,264 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=2.23ms, fps=2327 images/s, loss=0.7721, top1-acc=76.42%, top5-acc=95.95%, remaining_time=0:00:10.822272, arrival_time=2021-04-10 02:03:11.086494, cost_time=0:00:11.273202 2021-04-10 02:03:01,369 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=2.29ms, fps=2319 images/s, loss=0.7766, top1-acc=76.31%, top5-acc=95.92%, remaining_time=0:00:09.677322, arrival_time=2021-04-10 02:03:11.046355, cost_time=0:00:12.378015 2021-04-10 02:03:02,471 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=2.33ms, fps=2323 images/s, loss=0.7800, top1-acc=76.18%, top5-acc=95.90%, remaining_time=0:00:08.537688, arrival_time=2021-04-10 02:03:11.009416, cost_time=0:00:13.480610 2021-04-10 02:03:03,569 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.68ms, fps=2333 images/s, loss=0.7822, top1-acc=76.05%, top5-acc=95.84%, remaining_time=0:00:07.401504, arrival_time=2021-04-10 02:03:10.971316, cost_time=0:00:14.578772 2021-04-10 02:03:04,660 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.54ms, fps=2348 images/s, loss=0.7860, top1-acc=75.91%, top5-acc=95.80%, remaining_time=0:00:06.267912, arrival_time=2021-04-10 02:03:10.928720, cost_time=0:00:15.669807 2021-04-10 02:03:05,760 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=2.02ms, fps=2331 images/s, loss=0.7880, top1-acc=75.91%, top5-acc=95.76%, remaining_time=0:00:05.142432, arrival_time=2021-04-10 02:03:10.902349, cost_time=0:00:16.768875 2021-04-10 02:03:06,854 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.67ms, fps=2341 images/s, loss=0.7913, top1-acc=75.83%, top5-acc=95.75%, remaining_time=0:00:04.019148, arrival_time=2021-04-10 02:03:10.873121, cost_time=0:00:17.862938 2021-04-10 02:03:07,959 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.48ms, fps=2317 images/s, loss=0.7933, top1-acc=75.80%, top5-acc=95.73%, remaining_time=0:00:02.901054, arrival_time=2021-04-10 02:03:10.860411, cost_time=0:00:18.968397 2021-04-10 02:03:09,065 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=2.24ms, fps=2315 images/s, loss=0.7946, top1-acc=75.80%, top5-acc=95.70%, remaining_time=0:00:01.784416, arrival_time=2021-04-10 02:03:10.850168, cost_time=0:00:20.074707 2021-04-10 02:03:10,176 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.58ms, fps=2308 images/s, loss=0.7969, top1-acc=75.72%, top5-acc=95.73%, remaining_time=0:00:00.668994, arrival_time=2021-04-10 02:03:10.844911, cost_time=0:00:21.184831 2021-04-10 02:03:10,773 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=0.23ms, fps=2279 images/s, loss=0.7985, top1-acc=75.71%, top5-acc=95.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:10.773441, cost_time=0:00:21.782348 2021-04-10 02:03:11,110 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=2.05ms, fps=7638 images/s, loss=1.6501, top1-acc=57.58%, top5-acc=85.90%, remaining_time=0:00:01.005420, arrival_time=2021-04-10 02:03:12.116120, cost_time=0:00:00.335145 2021-04-10 02:03:11,354 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=2.62ms, fps=10506 images/s, loss=1.6492, top1-acc=57.75%, top5-acc=85.33%, remaining_time=0:00:00.579380, arrival_time=2021-04-10 02:03:11.934253, cost_time=0:00:00.579386 2021-04-10 02:03:11,615 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=17.09ms, fps=9822 images/s, loss=1.6099, top1-acc=58.58%, top5-acc=85.81%, remaining_time=0:00:00.280120, arrival_time=2021-04-10 02:03:11.895969, cost_time=0:00:00.840365 2021-04-10 02:03:11,828 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.06ms, fps=10931 images/s, loss=1.5880, top1-acc=59.07%, top5-acc=86.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:11.828409, cost_time=0:00:01.052952 2021-04-10 02:03:11,873 INFO : Epoch=0107 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:35:34.739112, arrival_time=2021-04-10 02:38:46.612213, cost_time=0:40:56.097689 2021-04-10 02:03:11,873 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:03:13,187 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=0.43ms, fps=1949 images/s, loss=0.7594, top1-acc=77.27%, top5-acc=96.60%, remaining_time=0:00:24.435192, arrival_time=2021-04-10 02:03:37.623004, cost_time=0:00:01.313721 2021-04-10 02:03:14,286 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=2.23ms, fps=2333 images/s, loss=0.7542, top1-acc=76.91%, top5-acc=96.43%, remaining_time=0:00:21.228768, arrival_time=2021-04-10 02:03:35.515187, cost_time=0:00:02.412357 2021-04-10 02:03:15,379 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.65ms, fps=2344 images/s, loss=0.7541, top1-acc=76.68%, top5-acc=96.28%, remaining_time=0:00:19.396270, arrival_time=2021-04-10 02:03:34.775877, cost_time=0:00:03.505339 2021-04-10 02:03:16,504 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=2.69ms, fps=2278 images/s, loss=0.7566, top1-acc=76.87%, top5-acc=96.08%, remaining_time=0:00:18.057936, arrival_time=2021-04-10 02:03:34.562178, cost_time=0:00:04.630242 2021-04-10 02:03:17,603 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.78ms, fps=2330 images/s, loss=0.7570, top1-acc=76.89%, top5-acc=96.07%, remaining_time=0:00:16.730724, arrival_time=2021-04-10 02:03:34.334536, cost_time=0:00:05.729715 2021-04-10 02:03:18,701 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.08ms, fps=2335 images/s, loss=0.7566, top1-acc=76.87%, top5-acc=96.04%, remaining_time=0:00:15.474624, arrival_time=2021-04-10 02:03:34.175676, cost_time=0:00:06.827028 2021-04-10 02:03:19,797 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.73ms, fps=2338 images/s, loss=0.7564, top1-acc=76.83%, top5-acc=96.08%, remaining_time=0:00:14.260806, arrival_time=2021-04-10 02:03:34.057727, cost_time=0:00:07.922637 2021-04-10 02:03:20,900 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=2.47ms, fps=2322 images/s, loss=0.7543, top1-acc=76.99%, top5-acc=96.08%, remaining_time=0:00:13.088396, arrival_time=2021-04-10 02:03:33.988839, cost_time=0:00:09.026473 2021-04-10 02:03:21,999 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.82ms, fps=2332 images/s, loss=0.7552, top1-acc=76.97%, top5-acc=96.05%, remaining_time=0:00:11.924894, arrival_time=2021-04-10 02:03:33.923861, cost_time=0:00:10.124870 2021-04-10 02:03:23,100 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=2.21ms, fps=2326 images/s, loss=0.7586, top1-acc=76.86%, top5-acc=96.02%, remaining_time=0:00:10.777248, arrival_time=2021-04-10 02:03:33.877575, cost_time=0:00:11.226316 2021-04-10 02:03:24,201 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.56ms, fps=2327 images/s, loss=0.7620, top1-acc=76.75%, top5-acc=96.00%, remaining_time=0:00:09.637504, arrival_time=2021-04-10 02:03:33.838661, cost_time=0:00:12.326998 2021-04-10 02:03:25,300 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.56ms, fps=2331 images/s, loss=0.7615, top1-acc=76.87%, top5-acc=96.00%, remaining_time=0:00:08.503412, arrival_time=2021-04-10 02:03:33.803797, cost_time=0:00:13.426434 2021-04-10 02:03:26,400 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=2.26ms, fps=2329 images/s, loss=0.7639, top1-acc=76.81%, top5-acc=95.98%, remaining_time=0:00:07.374708, arrival_time=2021-04-10 02:03:33.774731, cost_time=0:00:14.525988 2021-04-10 02:03:27,490 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.63ms, fps=2349 images/s, loss=0.7694, top1-acc=76.70%, top5-acc=95.90%, remaining_time=0:00:06.246688, arrival_time=2021-04-10 02:03:33.737335, cost_time=0:00:15.616675 2021-04-10 02:03:28,616 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=2.15ms, fps=2276 images/s, loss=0.7746, top1-acc=76.59%, top5-acc=95.84%, remaining_time=0:00:05.134244, arrival_time=2021-04-10 02:03:33.750282, cost_time=0:00:16.742040 2021-04-10 02:03:29,714 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.42ms, fps=2333 images/s, loss=0.7751, top1-acc=76.55%, top5-acc=95.85%, remaining_time=0:00:04.014000, arrival_time=2021-04-10 02:03:33.728131, cost_time=0:00:17.840020 2021-04-10 02:03:30,820 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=2.10ms, fps=2316 images/s, loss=0.7774, top1-acc=76.52%, top5-acc=95.80%, remaining_time=0:00:02.897674, arrival_time=2021-04-10 02:03:33.718023, cost_time=0:00:18.946347 2021-04-10 02:03:31,925 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=2.26ms, fps=2317 images/s, loss=0.7802, top1-acc=76.45%, top5-acc=95.77%, remaining_time=0:00:01.782384, arrival_time=2021-04-10 02:03:33.708210, cost_time=0:00:20.051831 2021-04-10 02:03:33,023 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=2.19ms, fps=2334 images/s, loss=0.7816, top1-acc=76.37%, top5-acc=95.75%, remaining_time=0:00:00.667878, arrival_time=2021-04-10 02:03:33.691319, cost_time=0:00:21.149411 2021-04-10 02:03:33,610 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=0.08ms, fps=2319 images/s, loss=0.7823, top1-acc=76.38%, top5-acc=95.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:33.610553, cost_time=0:00:21.736616 2021-04-10 02:03:34,009 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.47ms, fps=6442 images/s, loss=1.5823, top1-acc=58.67%, top5-acc=86.09%, remaining_time=0:00:01.192140, arrival_time=2021-04-10 02:03:35.201326, cost_time=0:00:00.397380 2021-04-10 02:03:34,260 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=0.21ms, fps=10222 images/s, loss=1.6146, top1-acc=57.97%, top5-acc=85.39%, remaining_time=0:00:00.648340, arrival_time=2021-04-10 02:03:34.908481, cost_time=0:00:00.648338 2021-04-10 02:03:34,507 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=0.20ms, fps=10363 images/s, loss=1.6272, top1-acc=57.83%, top5-acc=85.25%, remaining_time=0:00:00.298610, arrival_time=2021-04-10 02:03:34.806213, cost_time=0:00:00.895834 2021-04-10 02:03:34,722 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.07ms, fps=10817 images/s, loss=1.6198, top1-acc=57.92%, top5-acc=85.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:34.722446, cost_time=0:00:01.110684 2021-04-10 02:03:34,764 INFO : Epoch=0108 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:35:11.731752, arrival_time=2021-04-10 02:38:46.496593, cost_time=0:41:18.989430 2021-04-10 02:03:34,765 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:03:36,082 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=0.43ms, fps=1944 images/s, loss=0.7650, top1-acc=76.41%, top5-acc=96.72%, remaining_time=0:00:24.496572, arrival_time=2021-04-10 02:04:00.579304, cost_time=0:00:01.317025 2021-04-10 02:03:37,182 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.93ms, fps=2329 images/s, loss=0.7592, top1-acc=76.76%, top5-acc=96.46%, remaining_time=0:00:21.269072, arrival_time=2021-04-10 02:03:58.451771, cost_time=0:00:02.416932 2021-04-10 02:03:38,279 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=2.25ms, fps=2337 images/s, loss=0.7365, top1-acc=77.63%, top5-acc=96.65%, remaining_time=0:00:19.439762, arrival_time=2021-04-10 02:03:57.718807, cost_time=0:00:03.513211 2021-04-10 02:03:39,376 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.53ms, fps=2335 images/s, loss=0.7366, top1-acc=77.71%, top5-acc=96.59%, remaining_time=0:00:17.981808, arrival_time=2021-04-10 02:03:57.358284, cost_time=0:00:04.610738 2021-04-10 02:03:40,475 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.67ms, fps=2331 images/s, loss=0.7426, top1-acc=77.52%, top5-acc=96.58%, remaining_time=0:00:16.672470, arrival_time=2021-04-10 02:03:57.148018, cost_time=0:00:05.709726 2021-04-10 02:03:41,571 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=2.15ms, fps=2338 images/s, loss=0.7481, top1-acc=77.46%, top5-acc=96.48%, remaining_time=0:00:15.426480, arrival_time=2021-04-10 02:03:56.998127, cost_time=0:00:06.805775 2021-04-10 02:03:42,665 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=2.04ms, fps=2341 images/s, loss=0.7510, top1-acc=77.27%, top5-acc=96.40%, remaining_time=0:00:14.220360, arrival_time=2021-04-10 02:03:56.886288, cost_time=0:00:07.900205 2021-04-10 02:03:43,772 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.63ms, fps=2316 images/s, loss=0.7547, top1-acc=77.06%, top5-acc=96.28%, remaining_time=0:00:13.059048, arrival_time=2021-04-10 02:03:56.831023, cost_time=0:00:09.006209 2021-04-10 02:03:44,876 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.63ms, fps=2319 images/s, loss=0.7602, top1-acc=76.93%, top5-acc=96.20%, remaining_time=0:00:11.908358, arrival_time=2021-04-10 02:03:56.784919, cost_time=0:00:10.110880 2021-04-10 02:03:45,982 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=2.31ms, fps=2316 images/s, loss=0.7641, top1-acc=76.84%, top5-acc=96.15%, remaining_time=0:00:10.767936, arrival_time=2021-04-10 02:03:56.750382, cost_time=0:00:11.216619 2021-04-10 02:03:47,074 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.53ms, fps=2347 images/s, loss=0.7657, top1-acc=76.78%, top5-acc=96.16%, remaining_time=0:00:09.622884, arrival_time=2021-04-10 02:03:56.696924, cost_time=0:00:12.308376 2021-04-10 02:03:48,173 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.91ms, fps=2329 images/s, loss=0.7698, top1-acc=76.66%, top5-acc=96.09%, remaining_time=0:00:08.491632, arrival_time=2021-04-10 02:03:56.665228, cost_time=0:00:13.407846 2021-04-10 02:03:49,273 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=2.02ms, fps=2330 images/s, loss=0.7725, top1-acc=76.56%, top5-acc=96.05%, remaining_time=0:00:07.365270, arrival_time=2021-04-10 02:03:56.638344, cost_time=0:00:14.507389 2021-04-10 02:03:50,369 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=2.02ms, fps=2336 images/s, loss=0.7750, top1-acc=76.48%, top5-acc=96.01%, remaining_time=0:00:06.241424, arrival_time=2021-04-10 02:03:56.610687, cost_time=0:00:15.603535 2021-04-10 02:03:51,477 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.69ms, fps=2311 images/s, loss=0.7750, top1-acc=76.49%, top5-acc=96.00%, remaining_time=0:00:05.124998, arrival_time=2021-04-10 02:03:56.602720, cost_time=0:00:16.711912 2021-04-10 02:03:52,570 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.65ms, fps=2344 images/s, loss=0.7785, top1-acc=76.37%, top5-acc=95.93%, remaining_time=0:00:04.006152, arrival_time=2021-04-10 02:03:56.576915, cost_time=0:00:17.805080 2021-04-10 02:03:53,677 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.79ms, fps=2315 images/s, loss=0.7829, top1-acc=76.27%, top5-acc=95.90%, remaining_time=0:00:02.892344, arrival_time=2021-04-10 02:03:56.569461, cost_time=0:00:18.911400 2021-04-10 02:03:54,777 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.67ms, fps=2329 images/s, loss=0.7831, top1-acc=76.23%, top5-acc=95.89%, remaining_time=0:00:01.778784, arrival_time=2021-04-10 02:03:56.555764, cost_time=0:00:20.011273 2021-04-10 02:03:55,876 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.38ms, fps=2330 images/s, loss=0.7866, top1-acc=76.12%, top5-acc=95.87%, remaining_time=0:00:00.666654, arrival_time=2021-04-10 02:03:56.543214, cost_time=0:00:21.110637 2021-04-10 02:03:56,471 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.53ms, fps=2289 images/s, loss=0.7854, top1-acc=76.15%, top5-acc=95.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:56.471697, cost_time=0:00:21.706023 2021-04-10 02:03:56,805 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=0.43ms, fps=7693 images/s, loss=1.5482, top1-acc=60.66%, top5-acc=86.05%, remaining_time=0:00:00.998250, arrival_time=2021-04-10 02:03:57.804077, cost_time=0:00:00.332753 2021-04-10 02:03:57,046 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=0.42ms, fps=10683 images/s, loss=1.5643, top1-acc=59.84%, top5-acc=86.07%, remaining_time=0:00:00.572860, arrival_time=2021-04-10 02:03:57.618806, cost_time=0:00:00.572856 2021-04-10 02:03:57,307 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=19.19ms, fps=9802 images/s, loss=1.5892, top1-acc=59.67%, top5-acc=85.95%, remaining_time=0:00:00.278180, arrival_time=2021-04-10 02:03:57.585804, cost_time=0:00:00.834537 2021-04-10 02:03:57,539 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.10ms, fps=10020 images/s, loss=1.5804, top1-acc=60.16%, top5-acc=85.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:57.539641, cost_time=0:00:01.066594 2021-04-10 02:03:57,582 INFO : Epoch=0109 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:34:48.664487, arrival_time=2021-04-10 02:38:46.246830, cost_time=0:41:41.806928 2021-04-10 02:03:57,583 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:03:58,916 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=2.36ms, fps=1921 images/s, loss=0.7721, top1-acc=77.11%, top5-acc=95.47%, remaining_time=0:00:24.792312, arrival_time=2021-04-10 02:04:23.708576, cost_time=0:00:01.332915 2021-04-10 02:04:00,017 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.96ms, fps=2327 images/s, loss=0.7658, top1-acc=76.31%, top5-acc=95.92%, remaining_time=0:00:21.417968, arrival_time=2021-04-10 02:04:21.435085, cost_time=0:00:02.433862 2021-04-10 02:04:01,114 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.54ms, fps=2335 images/s, loss=0.7446, top1-acc=77.21%, top5-acc=96.26%, remaining_time=0:00:19.538698, arrival_time=2021-04-10 02:04:20.652977, cost_time=0:00:03.531080 2021-04-10 02:04:02,215 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.51ms, fps=2325 images/s, loss=0.7442, top1-acc=77.01%, top5-acc=96.32%, remaining_time=0:00:18.066516, arrival_time=2021-04-10 02:04:20.282225, cost_time=0:00:04.632438 2021-04-10 02:04:03,310 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=2.10ms, fps=2340 images/s, loss=0.7454, top1-acc=76.90%, top5-acc=96.31%, remaining_time=0:00:16.723716, arrival_time=2021-04-10 02:04:20.034345, cost_time=0:00:05.727294 2021-04-10 02:04:04,406 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=2.44ms, fps=2337 images/s, loss=0.7486, top1-acc=76.90%, top5-acc=96.25%, remaining_time=0:00:15.466464, arrival_time=2021-04-10 02:04:19.873089, cost_time=0:00:06.823419 2021-04-10 02:04:05,506 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.79ms, fps=2330 images/s, loss=0.7460, top1-acc=77.00%, top5-acc=96.27%, remaining_time=0:00:14.260932, arrival_time=2021-04-10 02:04:19.766948, cost_time=0:00:07.922761 2021-04-10 02:04:06,608 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.92ms, fps=2323 images/s, loss=0.7407, top1-acc=77.21%, top5-acc=96.29%, remaining_time=0:00:13.087004, arrival_time=2021-04-10 02:04:19.695805, cost_time=0:00:09.025550 2021-04-10 02:04:07,713 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.59ms, fps=2319 images/s, loss=0.7421, top1-acc=77.23%, top5-acc=96.21%, remaining_time=0:00:11.931360, arrival_time=2021-04-10 02:04:19.645047, cost_time=0:00:10.130355 2021-04-10 02:04:08,814 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.56ms, fps=2328 images/s, loss=0.7466, top1-acc=77.15%, top5-acc=96.18%, remaining_time=0:00:10.781472, arrival_time=2021-04-10 02:04:19.595430, cost_time=0:00:11.230712 2021-04-10 02:04:09,911 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.75ms, fps=2333 images/s, loss=0.7492, top1-acc=77.03%, top5-acc=96.14%, remaining_time=0:00:09.638708, arrival_time=2021-04-10 02:04:19.550453, cost_time=0:00:12.328567 2021-04-10 02:04:11,005 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=2.25ms, fps=2342 images/s, loss=0.7519, top1-acc=76.99%, top5-acc=96.06%, remaining_time=0:00:08.500828, arrival_time=2021-04-10 02:04:19.506492, cost_time=0:00:13.422353 2021-04-10 02:04:12,094 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.43ms, fps=2352 images/s, loss=0.7549, top1-acc=76.88%, top5-acc=96.02%, remaining_time=0:00:07.367316, arrival_time=2021-04-10 02:04:19.461941, cost_time=0:00:14.511406 2021-04-10 02:04:13,186 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=2.35ms, fps=2347 images/s, loss=0.7575, top1-acc=76.84%, top5-acc=95.99%, remaining_time=0:00:06.241200, arrival_time=2021-04-10 02:04:19.427389, cost_time=0:00:15.602964 2021-04-10 02:04:14,308 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.56ms, fps=2283 images/s, loss=0.7577, top1-acc=76.87%, top5-acc=95.99%, remaining_time=0:00:05.129000, arrival_time=2021-04-10 02:04:19.437306, cost_time=0:00:16.724975 2021-04-10 02:04:15,409 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.84ms, fps=2327 images/s, loss=0.7612, top1-acc=76.77%, top5-acc=95.95%, remaining_time=0:00:04.010868, arrival_time=2021-04-10 02:04:19.420292, cost_time=0:00:17.826150 2021-04-10 02:04:16,497 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.60ms, fps=2354 images/s, loss=0.7656, top1-acc=76.57%, top5-acc=95.93%, remaining_time=0:00:02.892760, arrival_time=2021-04-10 02:04:19.390402, cost_time=0:00:18.914272 2021-04-10 02:04:17,599 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=2.33ms, fps=2326 images/s, loss=0.7668, top1-acc=76.59%, top5-acc=95.94%, remaining_time=0:00:01.779216, arrival_time=2021-04-10 02:04:19.378783, cost_time=0:00:20.016096 2021-04-10 02:04:18,699 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.54ms, fps=2329 images/s, loss=0.7691, top1-acc=76.53%, top5-acc=95.91%, remaining_time=0:00:00.666834, arrival_time=2021-04-10 02:04:19.366488, cost_time=0:00:21.116465 2021-04-10 02:04:19,286 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.30ms, fps=2318 images/s, loss=0.7723, top1-acc=76.48%, top5-acc=95.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:19.286770, cost_time=0:00:21.703601 2021-04-10 02:04:19,644 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=0.42ms, fps=7192 images/s, loss=1.6096, top1-acc=58.98%, top5-acc=85.94%, remaining_time=0:00:01.067730, arrival_time=2021-04-10 02:04:20.711829, cost_time=0:00:00.355910 2021-04-10 02:04:19,899 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=2.13ms, fps=10073 images/s, loss=1.5989, top1-acc=59.12%, top5-acc=85.55%, remaining_time=0:00:00.610980, arrival_time=2021-04-10 02:04:20.510025, cost_time=0:00:00.610973 2021-04-10 02:04:20,147 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=0.43ms, fps=10316 images/s, loss=1.6133, top1-acc=59.19%, top5-acc=85.57%, remaining_time=0:00:00.286560, arrival_time=2021-04-10 02:04:20.434279, cost_time=0:00:00.859679 2021-04-10 02:04:20,370 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.07ms, fps=10442 images/s, loss=1.6433, top1-acc=58.96%, top5-acc=85.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:20.370355, cost_time=0:00:01.082322 2021-04-10 02:04:20,422 INFO : Epoch=0110 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:34:25.620330, arrival_time=2021-04-10 02:38:46.042780, cost_time=0:42:04.647037 2021-04-10 02:04:20,423 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:04:21,704 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=0.57ms, fps=1998 images/s, loss=0.7776, top1-acc=75.62%, top5-acc=95.94%, remaining_time=0:00:23.830692, arrival_time=2021-04-10 02:04:45.535395, cost_time=0:00:01.281223 2021-04-10 02:04:22,806 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.53ms, fps=2326 images/s, loss=0.7588, top1-acc=76.64%, top5-acc=96.21%, remaining_time=0:00:20.967232, arrival_time=2021-04-10 02:04:43.773411, cost_time=0:00:02.382641 2021-04-10 02:04:23,905 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.62ms, fps=2330 images/s, loss=0.7543, top1-acc=76.82%, top5-acc=96.24%, remaining_time=0:00:19.270110, arrival_time=2021-04-10 02:04:43.176002, cost_time=0:00:03.482563 2021-04-10 02:04:25,001 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=2.00ms, fps=2337 images/s, loss=0.7563, top1-acc=76.99%, top5-acc=96.09%, remaining_time=0:00:17.855604, arrival_time=2021-04-10 02:04:42.857353, cost_time=0:00:04.578353 2021-04-10 02:04:26,100 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=2.05ms, fps=2332 images/s, loss=0.7501, top1-acc=77.18%, top5-acc=96.06%, remaining_time=0:00:16.576110, arrival_time=2021-04-10 02:04:42.676257, cost_time=0:00:05.676755 2021-04-10 02:04:27,194 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=2.03ms, fps=2341 images/s, loss=0.7471, top1-acc=77.27%, top5-acc=96.05%, remaining_time=0:00:15.348008, arrival_time=2021-04-10 02:04:42.542540, cost_time=0:00:06.771199 2021-04-10 02:04:28,313 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=3.00ms, fps=2289 images/s, loss=0.7464, top1-acc=77.33%, top5-acc=95.98%, remaining_time=0:00:14.202090, arrival_time=2021-04-10 02:04:42.515650, cost_time=0:00:07.890075 2021-04-10 02:04:29,420 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.52ms, fps=2316 images/s, loss=0.7437, top1-acc=77.44%, top5-acc=96.02%, remaining_time=0:00:13.045012, arrival_time=2021-04-10 02:04:42.465063, cost_time=0:00:08.996564 2021-04-10 02:04:30,516 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.41ms, fps=2338 images/s, loss=0.7440, top1-acc=77.36%, top5-acc=96.05%, remaining_time=0:00:11.886946, arrival_time=2021-04-10 02:04:42.403112, cost_time=0:00:10.092698 2021-04-10 02:04:31,608 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.90ms, fps=2345 images/s, loss=0.7457, top1-acc=77.30%, top5-acc=96.05%, remaining_time=0:00:10.737888, arrival_time=2021-04-10 02:04:42.346632, cost_time=0:00:11.185338 2021-04-10 02:04:32,720 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=2.27ms, fps=2304 images/s, loss=0.7491, top1-acc=77.25%, top5-acc=96.01%, remaining_time=0:00:09.614284, arrival_time=2021-04-10 02:04:42.335132, cost_time=0:00:12.297394 2021-04-10 02:04:33,815 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=2.31ms, fps=2340 images/s, loss=0.7512, top1-acc=77.19%, top5-acc=96.04%, remaining_time=0:00:08.481600, arrival_time=2021-04-10 02:04:42.296975, cost_time=0:00:13.391990 2021-04-10 02:04:34,927 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=2.74ms, fps=2305 images/s, loss=0.7532, top1-acc=77.18%, top5-acc=95.99%, remaining_time=0:00:07.363290, arrival_time=2021-04-10 02:04:42.290237, cost_time=0:00:14.503504 2021-04-10 02:04:36,027 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=2.26ms, fps=2328 images/s, loss=0.7575, top1-acc=77.01%, top5-acc=95.95%, remaining_time=0:00:06.241592, arrival_time=2021-04-10 02:04:42.268966, cost_time=0:00:15.603995 2021-04-10 02:04:37,123 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=2.10ms, fps=2338 images/s, loss=0.7599, top1-acc=76.99%, top5-acc=95.89%, remaining_time=0:00:05.121180, arrival_time=2021-04-10 02:04:42.244125, cost_time=0:00:16.699476 2021-04-10 02:04:38,224 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.79ms, fps=2326 images/s, loss=0.7618, top1-acc=76.92%, top5-acc=95.87%, remaining_time=0:00:04.005216, arrival_time=2021-04-10 02:04:42.229499, cost_time=0:00:17.800970 2021-04-10 02:04:39,326 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=2.17ms, fps=2324 images/s, loss=0.7664, top1-acc=76.76%, top5-acc=95.88%, remaining_time=0:00:02.891018, arrival_time=2021-04-10 02:04:42.217288, cost_time=0:00:18.902831 2021-04-10 02:04:40,426 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.16ms, fps=2329 images/s, loss=0.7683, top1-acc=76.70%, top5-acc=95.88%, remaining_time=0:00:01.778032, arrival_time=2021-04-10 02:04:42.204312, cost_time=0:00:20.002919 2021-04-10 02:04:41,529 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.51ms, fps=2322 images/s, loss=0.7694, top1-acc=76.65%, top5-acc=95.87%, remaining_time=0:00:00.666510, arrival_time=2021-04-10 02:04:42.195956, cost_time=0:00:21.106136 2021-04-10 02:04:42,131 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.80ms, fps=2263 images/s, loss=0.7704, top1-acc=76.66%, top5-acc=95.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:42.131138, cost_time=0:00:21.707679 2021-04-10 02:04:42,494 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=2.91ms, fps=7096 images/s, loss=1.8101, top1-acc=55.59%, top5-acc=83.75%, remaining_time=0:00:01.082220, arrival_time=2021-04-10 02:04:43.576237, cost_time=0:00:00.360742 2021-04-10 02:04:42,756 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=0.30ms, fps=9793 images/s, loss=1.8147, top1-acc=56.33%, top5-acc=83.52%, remaining_time=0:00:00.622780, arrival_time=2021-04-10 02:04:43.378835, cost_time=0:00:00.622772 2021-04-10 02:04:43,022 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=0.40ms, fps=9616 images/s, loss=1.8201, top1-acc=56.18%, top5-acc=83.44%, remaining_time=0:00:00.296510, arrival_time=2021-04-10 02:04:43.319325, cost_time=0:00:00.889525 2021-04-10 02:04:43,258 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.10ms, fps=9871 images/s, loss=1.8378, top1-acc=55.60%, top5-acc=82.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:43.258332, cost_time=0:00:01.125096 2021-04-10 02:04:43,326 INFO : Epoch=0111 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:34:02.630812, arrival_time=2021-04-10 02:38:45.956999, cost_time=0:42:27.550748 2021-04-10 02:04:43,327 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:04:44,686 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=2.04ms, fps=1884 images/s, loss=0.7146, top1-acc=78.40%, top5-acc=96.95%, remaining_time=0:00:25.278330, arrival_time=2021-04-10 02:05:09.965178, cost_time=0:00:01.359050 2021-04-10 02:04:45,791 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.97ms, fps=2319 images/s, loss=0.7264, top1-acc=77.87%, top5-acc=96.76%, remaining_time=0:00:21.681616, arrival_time=2021-04-10 02:05:07.473171, cost_time=0:00:02.463828 2021-04-10 02:04:46,893 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=2.07ms, fps=2325 images/s, loss=0.7279, top1-acc=77.77%, top5-acc=96.51%, remaining_time=0:00:19.728436, arrival_time=2021-04-10 02:05:06.621596, cost_time=0:00:03.565387 2021-04-10 02:04:47,991 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.80ms, fps=2333 images/s, loss=0.7266, top1-acc=77.63%, top5-acc=96.54%, remaining_time=0:00:18.188508, arrival_time=2021-04-10 02:05:06.179878, cost_time=0:00:04.663720 2021-04-10 02:04:49,088 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.52ms, fps=2335 images/s, loss=0.7279, top1-acc=77.72%, top5-acc=96.48%, remaining_time=0:00:16.821098, arrival_time=2021-04-10 02:05:05.909461, cost_time=0:00:05.760648 2021-04-10 02:04:50,181 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.53ms, fps=2344 images/s, loss=0.7268, top1-acc=77.94%, top5-acc=96.43%, remaining_time=0:00:15.535008, arrival_time=2021-04-10 02:05:05.716346, cost_time=0:00:06.853703 2021-04-10 02:04:51,283 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=2.07ms, fps=2324 images/s, loss=0.7252, top1-acc=78.00%, top5-acc=96.45%, remaining_time=0:00:14.320152, arrival_time=2021-04-10 02:05:05.603526, cost_time=0:00:07.955640 2021-04-10 02:04:52,386 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=2.06ms, fps=2322 images/s, loss=0.7253, top1-acc=78.02%, top5-acc=96.41%, remaining_time=0:00:13.135028, arrival_time=2021-04-10 02:05:05.521341, cost_time=0:00:09.058671 2021-04-10 02:04:53,486 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.75ms, fps=2329 images/s, loss=0.7321, top1-acc=77.89%, top5-acc=96.31%, remaining_time=0:00:11.964538, arrival_time=2021-04-10 02:05:05.450874, cost_time=0:00:10.158553 2021-04-10 02:04:54,586 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.98ms, fps=2328 images/s, loss=0.7328, top1-acc=77.87%, top5-acc=96.29%, remaining_time=0:00:10.808640, arrival_time=2021-04-10 02:05:05.395275, cost_time=0:00:11.259001 2021-04-10 02:04:55,682 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=2.21ms, fps=2338 images/s, loss=0.7376, top1-acc=77.64%, top5-acc=96.23%, remaining_time=0:00:09.658918, arrival_time=2021-04-10 02:05:05.341082, cost_time=0:00:12.354455 2021-04-10 02:04:56,783 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.73ms, fps=2326 images/s, loss=0.7408, top1-acc=77.48%, top5-acc=96.21%, remaining_time=0:00:08.521880, arrival_time=2021-04-10 02:05:05.305163, cost_time=0:00:13.455632 2021-04-10 02:04:57,879 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.29ms, fps=2337 images/s, loss=0.7446, top1-acc=77.35%, top5-acc=96.19%, remaining_time=0:00:07.387776, arrival_time=2021-04-10 02:05:05.267074, cost_time=0:00:14.551621 2021-04-10 02:04:58,998 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=2.05ms, fps=2289 images/s, loss=0.7436, top1-acc=77.38%, top5-acc=96.20%, remaining_time=0:00:06.268304, arrival_time=2021-04-10 02:05:05.266849, cost_time=0:00:15.670826 2021-04-10 02:05:00,098 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.56ms, fps=2328 images/s, loss=0.7446, top1-acc=77.42%, top5-acc=96.17%, remaining_time=0:00:05.143122, arrival_time=2021-04-10 02:05:05.241882, cost_time=0:00:16.771063 2021-04-10 02:05:01,194 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=2.05ms, fps=2338 images/s, loss=0.7467, top1-acc=77.38%, top5-acc=96.12%, remaining_time=0:00:04.019976, arrival_time=2021-04-10 02:05:05.214167, cost_time=0:00:17.866554 2021-04-10 02:05:02,293 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=2.23ms, fps=2329 images/s, loss=0.7506, top1-acc=77.25%, top5-acc=96.10%, remaining_time=0:00:02.900716, arrival_time=2021-04-10 02:05:05.194568, cost_time=0:00:18.966182 2021-04-10 02:05:03,409 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.82ms, fps=2297 images/s, loss=0.7543, top1-acc=77.21%, top5-acc=96.03%, remaining_time=0:00:01.785008, arrival_time=2021-04-10 02:05:05.194125, cost_time=0:00:20.081316 2021-04-10 02:05:04,507 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.91ms, fps=2333 images/s, loss=0.7563, top1-acc=77.21%, top5-acc=95.98%, remaining_time=0:00:00.668820, arrival_time=2021-04-10 02:05:05.175866, cost_time=0:00:21.179361 2021-04-10 02:05:05,099 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.37ms, fps=2297 images/s, loss=0.7580, top1-acc=77.16%, top5-acc=95.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:05.099752, cost_time=0:00:21.772118 2021-04-10 02:05:05,545 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.43ms, fps=5767 images/s, loss=1.7166, top1-acc=57.89%, top5-acc=85.35%, remaining_time=0:00:01.331700, arrival_time=2021-04-10 02:05:06.876734, cost_time=0:00:00.443898 2021-04-10 02:05:05,795 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=2.63ms, fps=10255 images/s, loss=1.7577, top1-acc=57.91%, top5-acc=85.51%, remaining_time=0:00:00.694000, arrival_time=2021-04-10 02:05:06.489150, cost_time=0:00:00.694008 2021-04-10 02:05:06,047 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=2.45ms, fps=10170 images/s, loss=1.7555, top1-acc=58.10%, top5-acc=85.23%, remaining_time=0:00:00.315400, arrival_time=2021-04-10 02:05:06.362857, cost_time=0:00:00.946205 2021-04-10 02:05:06,279 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.09ms, fps=10017 images/s, loss=1.7831, top1-acc=57.70%, top5-acc=85.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:06.279727, cost_time=0:00:01.178600 2021-04-10 02:05:06,342 INFO : Epoch=0112 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:33:39.731208, arrival_time=2021-04-10 02:38:46.073590, cost_time=0:42:50.566941 2021-04-10 02:05:06,343 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:05:07,668 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=2.22ms, fps=1933 images/s, loss=0.7667, top1-acc=76.21%, top5-acc=96.37%, remaining_time=0:00:24.627330, arrival_time=2021-04-10 02:05:32.295567, cost_time=0:00:01.324047 2021-04-10 02:05:08,775 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.98ms, fps=2314 images/s, loss=0.7582, top1-acc=77.19%, top5-acc=96.04%, remaining_time=0:00:21.397376, arrival_time=2021-04-10 02:05:30.173187, cost_time=0:00:02.431513 2021-04-10 02:05:09,869 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.49ms, fps=2344 images/s, loss=0.7395, top1-acc=77.79%, top5-acc=96.32%, remaining_time=0:00:19.504834, arrival_time=2021-04-10 02:05:29.373836, cost_time=0:00:03.524959 2021-04-10 02:05:10,970 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.99ms, fps=2326 images/s, loss=0.7326, top1-acc=77.75%, top5-acc=96.38%, remaining_time=0:00:18.043116, arrival_time=2021-04-10 02:05:29.013663, cost_time=0:00:04.626446 2021-04-10 02:05:12,067 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=2.16ms, fps=2335 images/s, loss=0.7374, top1-acc=77.49%, top5-acc=96.25%, remaining_time=0:00:16.713058, arrival_time=2021-04-10 02:05:28.780700, cost_time=0:00:05.723654 2021-04-10 02:05:13,162 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.62ms, fps=2339 images/s, loss=0.7359, top1-acc=77.64%, top5-acc=96.28%, remaining_time=0:00:15.455176, arrival_time=2021-04-10 02:05:28.617678, cost_time=0:00:06.818439 2021-04-10 02:05:14,260 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.50ms, fps=2333 images/s, loss=0.7393, top1-acc=77.48%, top5-acc=96.27%, remaining_time=0:00:14.249970, arrival_time=2021-04-10 02:05:28.510633, cost_time=0:00:07.916619 2021-04-10 02:05:15,357 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.47ms, fps=2336 images/s, loss=0.7410, top1-acc=77.50%, top5-acc=96.28%, remaining_time=0:00:13.069024, arrival_time=2021-04-10 02:05:28.426336, cost_time=0:00:09.013115 2021-04-10 02:05:16,455 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.85ms, fps=2334 images/s, loss=0.7418, top1-acc=77.41%, top5-acc=96.28%, remaining_time=0:00:11.908464, arrival_time=2021-04-10 02:05:28.363487, cost_time=0:00:10.111000 2021-04-10 02:05:17,559 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=8.57ms, fps=2319 images/s, loss=0.7422, top1-acc=77.48%, top5-acc=96.24%, remaining_time=0:00:10.766784, arrival_time=2021-04-10 02:05:28.326356, cost_time=0:00:11.215405 2021-04-10 02:05:18,659 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.48ms, fps=2330 images/s, loss=0.7424, top1-acc=77.53%, top5-acc=96.20%, remaining_time=0:00:09.628302, arrival_time=2021-04-10 02:05:28.287567, cost_time=0:00:12.315222 2021-04-10 02:05:19,755 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.97ms, fps=2336 images/s, loss=0.7431, top1-acc=77.45%, top5-acc=96.19%, remaining_time=0:00:08.494140, arrival_time=2021-04-10 02:05:28.249976, cost_time=0:00:13.411854 2021-04-10 02:05:20,858 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.10ms, fps=2322 images/s, loss=0.7460, top1-acc=77.31%, top5-acc=96.16%, remaining_time=0:00:07.369032, arrival_time=2021-04-10 02:05:28.227916, cost_time=0:00:14.514823 2021-04-10 02:05:21,948 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=0.7462, top1-acc=77.30%, top5-acc=96.14%, remaining_time=0:00:06.241760, arrival_time=2021-04-10 02:05:28.190255, cost_time=0:00:15.604442 2021-04-10 02:05:23,049 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.58ms, fps=2326 images/s, loss=0.7500, top1-acc=77.28%, top5-acc=96.09%, remaining_time=0:00:05.123020, arrival_time=2021-04-10 02:05:28.172809, cost_time=0:00:16.705474 2021-04-10 02:05:24,153 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.80ms, fps=2322 images/s, loss=0.7488, top1-acc=77.30%, top5-acc=96.12%, remaining_time=0:00:04.007124, arrival_time=2021-04-10 02:05:28.160628, cost_time=0:00:17.809506 2021-04-10 02:05:25,252 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.63ms, fps=2330 images/s, loss=0.7507, top1-acc=77.22%, top5-acc=96.14%, remaining_time=0:00:02.891902, arrival_time=2021-04-10 02:05:28.144591, cost_time=0:00:18.908609 2021-04-10 02:05:26,361 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=2.32ms, fps=2310 images/s, loss=0.7535, top1-acc=77.11%, top5-acc=96.13%, remaining_time=0:00:01.779328, arrival_time=2021-04-10 02:05:28.140839, cost_time=0:00:20.017423 2021-04-10 02:05:27,464 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=2.61ms, fps=2323 images/s, loss=0.7549, top1-acc=77.09%, top5-acc=96.10%, remaining_time=0:00:00.666954, arrival_time=2021-04-10 02:05:28.131350, cost_time=0:00:21.120274 2021-04-10 02:05:28,054 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.36ms, fps=2309 images/s, loss=0.7579, top1-acc=77.02%, top5-acc=96.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:28.054180, cost_time=0:00:21.710200 2021-04-10 02:05:28,515 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=0.59ms, fps=5568 images/s, loss=1.6950, top1-acc=57.77%, top5-acc=85.12%, remaining_time=0:00:01.379250, arrival_time=2021-04-10 02:05:29.894568, cost_time=0:00:00.459747 2021-04-10 02:05:28,772 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.92ms, fps=9996 images/s, loss=1.7129, top1-acc=57.11%, top5-acc=84.84%, remaining_time=0:00:00.716560, arrival_time=2021-04-10 02:05:29.488605, cost_time=0:00:00.716552 2021-04-10 02:05:29,029 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=0.43ms, fps=9960 images/s, loss=1.7381, top1-acc=56.94%, top5-acc=84.57%, remaining_time=0:00:00.324700, arrival_time=2021-04-10 02:05:29.354400, cost_time=0:00:00.974115 2021-04-10 02:05:29,256 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.10ms, fps=10266 images/s, loss=1.7310, top1-acc=57.16%, top5-acc=84.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:29.256350, cost_time=0:00:01.200886 2021-04-10 02:05:29,315 INFO : Epoch=0113 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:33:16.796595, arrival_time=2021-04-10 02:38:46.112436, cost_time=0:43:13.540396 2021-04-10 02:05:29,317 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:05:30,648 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.55ms, fps=1923 images/s, loss=0.7681, top1-acc=76.64%, top5-acc=96.09%, remaining_time=0:00:24.757902, arrival_time=2021-04-10 02:05:55.406345, cost_time=0:00:01.331074 2021-04-10 02:05:31,749 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.49ms, fps=2326 images/s, loss=0.7509, top1-acc=76.97%, top5-acc=96.39%, remaining_time=0:00:21.404944, arrival_time=2021-04-10 02:05:53.154558, cost_time=0:00:02.432383 2021-04-10 02:05:32,865 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.95ms, fps=2297 images/s, loss=0.7372, top1-acc=77.24%, top5-acc=96.34%, remaining_time=0:00:19.629832, arrival_time=2021-04-10 02:05:52.494763, cost_time=0:00:03.547573 2021-04-10 02:05:33,990 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.38ms, fps=2276 images/s, loss=0.7268, top1-acc=77.66%, top5-acc=96.40%, remaining_time=0:00:18.225636, arrival_time=2021-04-10 02:05:52.216215, cost_time=0:00:04.673230 2021-04-10 02:05:35,096 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.58ms, fps=2317 images/s, loss=0.7303, top1-acc=77.54%, top5-acc=96.37%, remaining_time=0:00:16.874972, arrival_time=2021-04-10 02:05:51.971446, cost_time=0:00:05.779125 2021-04-10 02:05:36,215 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=2.09ms, fps=2290 images/s, loss=0.7306, top1-acc=77.60%, top5-acc=96.37%, remaining_time=0:00:15.634696, arrival_time=2021-04-10 02:05:51.849800, cost_time=0:00:06.897689 2021-04-10 02:05:37,330 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=2.04ms, fps=2298 images/s, loss=0.7286, top1-acc=77.68%, top5-acc=96.40%, remaining_time=0:00:14.423346, arrival_time=2021-04-10 02:05:51.753500, cost_time=0:00:08.012947 2021-04-10 02:05:38,423 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.7240, top1-acc=77.81%, top5-acc=96.47%, remaining_time=0:00:13.204512, arrival_time=2021-04-10 02:05:51.628329, cost_time=0:00:09.106534 2021-04-10 02:05:39,518 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=2.26ms, fps=2340 images/s, loss=0.7268, top1-acc=77.75%, top5-acc=96.37%, remaining_time=0:00:12.014676, arrival_time=2021-04-10 02:05:51.533137, cost_time=0:00:10.201171 2021-04-10 02:05:40,620 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=3.22ms, fps=2325 images/s, loss=0.7290, top1-acc=77.71%, top5-acc=96.28%, remaining_time=0:00:10.850592, arrival_time=2021-04-10 02:05:51.470680, cost_time=0:00:11.302747 2021-04-10 02:05:41,713 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.46ms, fps=2342 images/s, loss=0.7305, top1-acc=77.62%, top5-acc=96.23%, remaining_time=0:00:09.691856, arrival_time=2021-04-10 02:05:51.405630, cost_time=0:00:12.396551 2021-04-10 02:05:42,802 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.82ms, fps=2353 images/s, loss=0.7307, top1-acc=77.62%, top5-acc=96.24%, remaining_time=0:00:08.540500, arrival_time=2021-04-10 02:05:51.342825, cost_time=0:00:13.484981 2021-04-10 02:05:43,917 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.62ms, fps=2297 images/s, loss=0.7329, top1-acc=77.55%, top5-acc=96.22%, remaining_time=0:00:07.412460, arrival_time=2021-04-10 02:05:51.329990, cost_time=0:00:14.600307 2021-04-10 02:05:45,015 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.57ms, fps=2333 images/s, loss=0.7344, top1-acc=77.51%, top5-acc=96.21%, remaining_time=0:00:06.279168, arrival_time=2021-04-10 02:05:51.294347, cost_time=0:00:15.697892 2021-04-10 02:05:46,122 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.52ms, fps=2313 images/s, loss=0.7362, top1-acc=77.38%, top5-acc=96.21%, remaining_time=0:00:05.153702, arrival_time=2021-04-10 02:05:51.276488, cost_time=0:00:16.805485 2021-04-10 02:05:47,228 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=2.07ms, fps=2316 images/s, loss=0.7392, top1-acc=77.31%, top5-acc=96.17%, remaining_time=0:00:04.030092, arrival_time=2021-04-10 02:05:51.258879, cost_time=0:00:17.911505 2021-04-10 02:05:48,318 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.97ms, fps=2350 images/s, loss=0.7423, top1-acc=77.27%, top5-acc=96.14%, remaining_time=0:00:02.906150, arrival_time=2021-04-10 02:05:51.225091, cost_time=0:00:19.001731 2021-04-10 02:05:49,420 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=2.24ms, fps=2325 images/s, loss=0.7436, top1-acc=77.21%, top5-acc=96.12%, remaining_time=0:00:01.786960, arrival_time=2021-04-10 02:05:51.207549, cost_time=0:00:20.103223 2021-04-10 02:05:50,530 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.75ms, fps=2308 images/s, loss=0.7448, top1-acc=77.19%, top5-acc=96.11%, remaining_time=0:00:00.669894, arrival_time=2021-04-10 02:05:51.200397, cost_time=0:00:21.213302 2021-04-10 02:05:51,126 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.30ms, fps=2285 images/s, loss=0.7457, top1-acc=77.16%, top5-acc=96.12%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:51.126362, cost_time=0:00:21.809085 2021-04-10 02:05:51,475 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=18.63ms, fps=7361 images/s, loss=1.5721, top1-acc=60.62%, top5-acc=86.68%, remaining_time=0:00:01.043280, arrival_time=2021-04-10 02:05:52.518885, cost_time=0:00:00.347765 2021-04-10 02:05:51,725 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=0.30ms, fps=10255 images/s, loss=1.5815, top1-acc=60.72%, top5-acc=86.29%, remaining_time=0:00:00.597940, arrival_time=2021-04-10 02:05:52.323707, cost_time=0:00:00.597944 2021-04-10 02:05:51,997 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=6.43ms, fps=9427 images/s, loss=1.5840, top1-acc=60.61%, top5-acc=86.48%, remaining_time=0:00:00.290010, arrival_time=2021-04-10 02:05:52.287837, cost_time=0:00:00.870020 2021-04-10 02:05:52,243 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.11ms, fps=9463 images/s, loss=1.6316, top1-acc=59.61%, top5-acc=86.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:52.243471, cost_time=0:00:01.115676 2021-04-10 02:05:52,302 INFO : Epoch=0114 complete, best val top1-acc=60.38%, top5-acc=86.78% (epoch=104), remaining_time=0:32:53.871312, arrival_time=2021-04-10 02:38:46.173895, cost_time=0:43:36.527145 2021-04-10 02:05:52,303 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 02:05:53,611 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=0.64ms, fps=1958 images/s, loss=0.7045, top1-acc=78.87%, top5-acc=96.41%, remaining_time=0:00:24.314850, arrival_time=2021-04-10 02:06:17.926094, cost_time=0:00:01.307246 2021-04-10 02:05:54,719 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.14ms, fps=2311 images/s, loss=0.6921, top1-acc=79.47%, top5-acc=96.52%, remaining_time=0:00:21.258512, arrival_time=2021-04-10 02:06:15.978255, cost_time=0:00:02.415740 2021-04-10 02:05:55,825 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.85ms, fps=2318 images/s, loss=0.6872, top1-acc=79.53%, top5-acc=96.52%, remaining_time=0:00:19.482424, arrival_time=2021-04-10 02:06:15.307414, cost_time=0:00:03.520923 2021-04-10 02:05:56,931 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.66ms, fps=2315 images/s, loss=0.6976, top1-acc=79.08%, top5-acc=96.55%, remaining_time=0:00:18.048108, arrival_time=2021-04-10 02:06:14.979737, cost_time=0:00:04.627701 2021-04-10 02:05:58,031 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=2.01ms, fps=2329 images/s, loss=0.7028, top1-acc=78.83%, top5-acc=96.55%, remaining_time=0:00:16.723862, arrival_time=2021-04-10 02:06:14.755242, cost_time=0:00:05.727328 2021-04-10 02:05:59,139 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=2.08ms, fps=2312 images/s, loss=0.7062, top1-acc=78.65%, top5-acc=96.46%, remaining_time=0:00:15.493800, arrival_time=2021-04-10 02:06:14.633302, cost_time=0:00:06.835505 2021-04-10 02:06:00,240 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=2.03ms, fps=2326 images/s, loss=0.7048, top1-acc=78.72%, top5-acc=96.47%, remaining_time=0:00:14.285880, arrival_time=2021-04-10 02:06:14.526580, cost_time=0:00:07.936621 2021-04-10 02:06:01,331 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.69ms, fps=2349 images/s, loss=0.7108, top1-acc=78.47%, top5-acc=96.43%, remaining_time=0:00:13.089904, arrival_time=2021-04-10 02:06:14.421444, cost_time=0:00:09.027557 2021-04-10 02:06:02,426 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=2.27ms, fps=2339 images/s, loss=0.7079, top1-acc=78.62%, top5-acc=96.47%, remaining_time=0:00:11.922562, arrival_time=2021-04-10 02:06:14.349469, cost_time=0:00:10.122907 2021-04-10 02:06:03,536 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=2.63ms, fps=2308 images/s, loss=0.7118, top1-acc=78.44%, top5-acc=96.41%, remaining_time=0:00:10.783392, arrival_time=2021-04-10 02:06:14.320103, cost_time=0:00:11.232716 2021-04-10 02:06:04,651 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=2.25ms, fps=2298 images/s, loss=0.7150, top1-acc=78.33%, top5-acc=96.39%, remaining_time=0:00:09.653414, arrival_time=2021-04-10 02:06:14.304836, cost_time=0:00:12.347366 2021-04-10 02:06:05,746 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.52ms, fps=2339 images/s, loss=0.7165, top1-acc=78.25%, top5-acc=96.38%, remaining_time=0:00:08.513824, arrival_time=2021-04-10 02:06:14.260711, cost_time=0:00:13.442880 2021-04-10 02:06:06,854 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=3.19ms, fps=2313 images/s, loss=0.7234, top1-acc=78.04%, top5-acc=96.33%, remaining_time=0:00:07.387182, arrival_time=2021-04-10 02:06:14.241660, cost_time=0:00:14.550483 2021-04-10 02:06:07,958 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=2.03ms, fps=2321 images/s, loss=0.7256, top1-acc=77.98%, top5-acc=96.30%, remaining_time=0:00:06.261696, arrival_time=2021-04-10 02:06:14.219930, cost_time=0:00:15.654265 2021-04-10 02:06:09,060 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=2.28ms, fps=2325 images/s, loss=0.7273, top1-acc=77.91%, top5-acc=96.29%, remaining_time=0:00:05.138568, arrival_time=2021-04-10 02:06:14.198826, cost_time=0:00:16.756176 2021-04-10 02:06:10,158 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=2.17ms, fps=2333 images/s, loss=0.7279, top1-acc=77.89%, top5-acc=96.30%, remaining_time=0:00:04.017240, arrival_time=2021-04-10 02:06:14.175536, cost_time=0:00:17.854383 2021-04-10 02:06:11,251 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=2.29ms, fps=2343 images/s, loss=0.7320, top1-acc=77.83%, top5-acc=96.26%, remaining_time=0:00:02.897856, arrival_time=2021-04-10 02:06:14.149387, cost_time=0:00:18.947533 2021-04-10 02:06:12,350 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=2.28ms, fps=2330 images/s, loss=0.7350, top1-acc=77.70%, top5-acc=96.24%, remaining_time=0:00:01.781936, arrival_time=2021-04-10 02:06:14.132651, cost_time=0:00:20.046763 2021-04-10 02:06:13,453 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=2.41ms, fps=2322 images/s, loss=0.7373, top1-acc=77.65%, top5-acc=96.21%, remaining_time=0:00:00.667890, arrival_time=2021-04-10 02:06:14.121770, cost_time=0:00:21.149882 2021-04-10 02:06:14,057 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=2.04ms, fps=2256 images/s, loss=0.7391, top1-acc=77.57%, top5-acc=96.19%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:14.057471, cost_time=0:00:21.753517 2021-04-10 02:06:14,443 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.39ms, fps=6665 images/s, loss=1.5859, top1-acc=61.29%, top5-acc=87.07%, remaining_time=0:00:01.152330, arrival_time=2021-04-10 02:06:15.595890, cost_time=0:00:00.384107 2021-04-10 02:06:14,685 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=0.30ms, fps=10599 images/s, loss=1.5891, top1-acc=60.66%, top5-acc=87.07%, remaining_time=0:00:00.626140, arrival_time=2021-04-10 02:06:15.311715, cost_time=0:00:00.626131 2021-04-10 02:06:14,956 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=0.49ms, fps=9454 images/s, loss=1.5675, top1-acc=61.00%, top5-acc=87.33%, remaining_time=0:00:00.299120, arrival_time=2021-04-10 02:06:15.255927, cost_time=0:00:00.897345 2021-04-10 02:06:15,183 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.13ms, fps=10260 images/s, loss=1.5676, top1-acc=60.72%, top5-acc=87.10%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:15.183440, cost_time=0:00:01.123968 2021-04-10 02:06:15,319 INFO : Epoch=0115 complete, best val top1-acc=60.72%, top5-acc=87.10% (epoch=115), remaining_time=0:32:30.967005, arrival_time=2021-04-10 02:38:46.286078, cost_time=0:43:59.543614 2021-04-10 02:06:15,320 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 02:06:16,609 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=2.00ms, fps=1987 images/s, loss=0.6721, top1-acc=78.95%, top5-acc=96.95%, remaining_time=0:00:23.968332, arrival_time=2021-04-10 02:06:40.577514, cost_time=0:00:01.288619 2021-04-10 02:06:17,714 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=2.09ms, fps=2318 images/s, loss=0.6927, top1-acc=78.61%, top5-acc=96.84%, remaining_time=0:00:21.063856, arrival_time=2021-04-10 02:06:38.778033, cost_time=0:00:02.393620 2021-04-10 02:06:18,812 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=2.24ms, fps=2333 images/s, loss=0.7059, top1-acc=78.42%, top5-acc=96.59%, remaining_time=0:00:19.319744, arrival_time=2021-04-10 02:06:38.131808, cost_time=0:00:03.491529 2021-04-10 02:06:19,918 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.67ms, fps=2315 images/s, loss=0.7110, top1-acc=78.31%, top5-acc=96.59%, remaining_time=0:00:17.933136, arrival_time=2021-04-10 02:06:37.852010, cost_time=0:00:04.598248 2021-04-10 02:06:21,023 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=2.11ms, fps=2320 images/s, loss=0.7037, top1-acc=78.64%, top5-acc=96.56%, remaining_time=0:00:16.651154, arrival_time=2021-04-10 02:06:37.674244, cost_time=0:00:05.702447 2021-04-10 02:06:22,124 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=2.11ms, fps=2326 images/s, loss=0.7037, top1-acc=78.72%, top5-acc=96.60%, remaining_time=0:00:15.422400, arrival_time=2021-04-10 02:06:37.546893, cost_time=0:00:06.804002 2021-04-10 02:06:23,222 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=2.34ms, fps=2333 images/s, loss=0.7002, top1-acc=78.87%, top5-acc=96.64%, remaining_time=0:00:14.223510, arrival_time=2021-04-10 02:06:37.446070, cost_time=0:00:07.901924 2021-04-10 02:06:24,322 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.51ms, fps=2329 images/s, loss=0.7044, top1-acc=78.75%, top5-acc=96.55%, remaining_time=0:00:13.053248, arrival_time=2021-04-10 02:06:37.375960, cost_time=0:00:09.002242 2021-04-10 02:06:25,424 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=2.15ms, fps=2325 images/s, loss=0.7067, top1-acc=78.65%, top5-acc=96.52%, remaining_time=0:00:11.900090, arrival_time=2021-04-10 02:06:37.324472, cost_time=0:00:10.103832 2021-04-10 02:06:26,525 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.93ms, fps=2327 images/s, loss=0.7142, top1-acc=78.41%, top5-acc=96.48%, remaining_time=0:00:10.756512, arrival_time=2021-04-10 02:06:37.281738, cost_time=0:00:11.204701 2021-04-10 02:06:27,624 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=2.09ms, fps=2332 images/s, loss=0.7149, top1-acc=78.36%, top5-acc=96.49%, remaining_time=0:00:09.618928, arrival_time=2021-04-10 02:06:37.242937, cost_time=0:00:12.303244 2021-04-10 02:06:28,723 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.98ms, fps=2331 images/s, loss=0.7152, top1-acc=78.30%, top5-acc=96.51%, remaining_time=0:00:08.488440, arrival_time=2021-04-10 02:06:37.211835, cost_time=0:00:13.402854 2021-04-10 02:06:29,818 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.59ms, fps=2340 images/s, loss=0.7189, top1-acc=78.12%, top5-acc=96.48%, remaining_time=0:00:07.360386, arrival_time=2021-04-10 02:06:37.178620, cost_time=0:00:14.497722 2021-04-10 02:06:30,922 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.99ms, fps=2319 images/s, loss=0.7236, top1-acc=78.07%, top5-acc=96.39%, remaining_time=0:00:06.240808, arrival_time=2021-04-10 02:06:37.163592, cost_time=0:00:15.601994 2021-04-10 02:06:32,019 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.50ms, fps=2337 images/s, loss=0.7254, top1-acc=78.04%, top5-acc=96.39%, remaining_time=0:00:05.120858, arrival_time=2021-04-10 02:06:37.139905, cost_time=0:00:16.698511 2021-04-10 02:06:33,115 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=2.08ms, fps=2336 images/s, loss=0.7278, top1-acc=77.94%, top5-acc=96.36%, remaining_time=0:00:04.003884, arrival_time=2021-04-10 02:06:37.119450, cost_time=0:00:17.795089 2021-04-10 02:06:34,232 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=2.43ms, fps=2294 images/s, loss=0.7295, top1-acc=77.88%, top5-acc=96.35%, remaining_time=0:00:02.892370, arrival_time=2021-04-10 02:06:37.124619, cost_time=0:00:18.911607 2021-04-10 02:06:35,342 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.50ms, fps=2309 images/s, loss=0.7316, top1-acc=77.83%, top5-acc=96.33%, remaining_time=0:00:01.779664, arrival_time=2021-04-10 02:06:37.121581, cost_time=0:00:20.021139 2021-04-10 02:06:36,443 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.55ms, fps=2327 images/s, loss=0.7327, top1-acc=77.79%, top5-acc=96.33%, remaining_time=0:00:00.667026, arrival_time=2021-04-10 02:06:37.110055, cost_time=0:00:21.122542 2021-04-10 02:06:37,093 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=4.84ms, fps=2093 images/s, loss=0.7336, top1-acc=77.78%, top5-acc=96.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:37.093513, cost_time=0:00:21.772876 2021-04-10 02:06:37,482 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.63ms, fps=6622 images/s, loss=1.5330, top1-acc=61.56%, top5-acc=88.55%, remaining_time=0:00:01.159770, arrival_time=2021-04-10 02:06:38.642202, cost_time=0:00:00.386590 2021-04-10 02:06:37,745 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=2.26ms, fps=9744 images/s, loss=1.5513, top1-acc=60.70%, top5-acc=88.03%, remaining_time=0:00:00.649960, arrival_time=2021-04-10 02:06:38.395773, cost_time=0:00:00.649963 2021-04-10 02:06:38,011 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=2.88ms, fps=9682 images/s, loss=1.5418, top1-acc=60.76%, top5-acc=87.83%, remaining_time=0:00:00.305030, arrival_time=2021-04-10 02:06:38.315946, cost_time=0:00:00.915095 2021-04-10 02:06:38,253 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.08ms, fps=9588 images/s, loss=1.5413, top1-acc=60.61%, top5-acc=87.52%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:38.253490, cost_time=0:00:01.157715 2021-04-10 02:06:38,297 INFO : Epoch=0116 complete, best val top1-acc=60.72%, top5-acc=87.10% (epoch=115), remaining_time=0:32:08.033184, arrival_time=2021-04-10 02:38:46.330640, cost_time=0:44:22.522038 2021-04-10 02:06:38,298 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 02:06:39,637 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.87ms, fps=1913 images/s, loss=0.6803, top1-acc=78.79%, top5-acc=97.23%, remaining_time=0:00:24.893868, arrival_time=2021-04-10 02:07:04.530753, cost_time=0:00:01.338375 2021-04-10 02:06:40,742 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.65ms, fps=2318 images/s, loss=0.6954, top1-acc=78.93%, top5-acc=96.99%, remaining_time=0:00:21.505440, arrival_time=2021-04-10 02:07:02.247715, cost_time=0:00:02.443801 2021-04-10 02:06:41,840 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.45ms, fps=2333 images/s, loss=0.6992, top1-acc=78.54%, top5-acc=96.94%, remaining_time=0:00:19.599288, arrival_time=2021-04-10 02:07:01.439665, cost_time=0:00:03.542036 2021-04-10 02:06:42,938 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.63ms, fps=2334 images/s, loss=0.6905, top1-acc=78.79%, top5-acc=97.00%, remaining_time=0:00:18.094128, arrival_time=2021-04-10 02:07:01.032096, cost_time=0:00:04.639533 2021-04-10 02:06:44,044 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.75ms, fps=2315 images/s, loss=0.6921, top1-acc=78.84%, top5-acc=96.82%, remaining_time=0:00:16.778466, arrival_time=2021-04-10 02:07:00.823029, cost_time=0:00:05.746063 2021-04-10 02:06:45,151 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=2.38ms, fps=2315 images/s, loss=0.6873, top1-acc=78.93%, top5-acc=96.82%, remaining_time=0:00:15.532968, arrival_time=2021-04-10 02:07:00.684256, cost_time=0:00:06.852801 2021-04-10 02:06:46,251 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.45ms, fps=2329 images/s, loss=0.6931, top1-acc=78.78%, top5-acc=96.76%, remaining_time=0:00:14.314986, arrival_time=2021-04-10 02:07:00.566211, cost_time=0:00:07.952754 2021-04-10 02:06:47,348 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.52ms, fps=2334 images/s, loss=0.6956, top1-acc=78.68%, top5-acc=96.69%, remaining_time=0:00:13.123196, arrival_time=2021-04-10 02:07:00.472027, cost_time=0:00:09.050487 2021-04-10 02:06:48,439 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.44ms, fps=2348 images/s, loss=0.6937, top1-acc=78.80%, top5-acc=96.68%, remaining_time=0:00:11.944080, arrival_time=2021-04-10 02:07:00.383761, cost_time=0:00:10.141238 2021-04-10 02:06:49,546 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.45ms, fps=2315 images/s, loss=0.6927, top1-acc=78.86%, top5-acc=96.67%, remaining_time=0:00:10.797888, arrival_time=2021-04-10 02:07:00.344099, cost_time=0:00:11.247816 2021-04-10 02:06:50,639 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.6976, top1-acc=78.77%, top5-acc=96.61%, remaining_time=0:00:09.648856, arrival_time=2021-04-10 02:07:00.288770, cost_time=0:00:12.341506 2021-04-10 02:06:51,746 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=2.49ms, fps=2316 images/s, loss=0.6982, top1-acc=78.74%, top5-acc=96.62%, remaining_time=0:00:08.516864, arrival_time=2021-04-10 02:07:00.262935, cost_time=0:00:13.447621 2021-04-10 02:06:52,850 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=2.04ms, fps=2321 images/s, loss=0.6983, top1-acc=78.73%, top5-acc=96.64%, remaining_time=0:00:07.387512, arrival_time=2021-04-10 02:07:00.237362, cost_time=0:00:14.551191 2021-04-10 02:06:53,951 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=2.24ms, fps=2326 images/s, loss=0.7016, top1-acc=78.67%, top5-acc=96.63%, remaining_time=0:00:06.261360, arrival_time=2021-04-10 02:07:00.213069, cost_time=0:00:15.653370 2021-04-10 02:06:55,049 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.59ms, fps=2333 images/s, loss=0.7020, top1-acc=78.68%, top5-acc=96.59%, remaining_time=0:00:05.136958, arrival_time=2021-04-10 02:07:00.186384, cost_time=0:00:16.750945 2021-04-10 02:06:56,148 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=2.63ms, fps=2331 images/s, loss=0.7049, top1-acc=78.54%, top5-acc=96.58%, remaining_time=0:00:04.016268, arrival_time=2021-04-10 02:07:00.164767, cost_time=0:00:17.850100 2021-04-10 02:06:57,238 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.99ms, fps=2350 images/s, loss=0.7062, top1-acc=78.47%, top5-acc=96.57%, remaining_time=0:00:02.896712, arrival_time=2021-04-10 02:07:00.135042, cost_time=0:00:18.939989 2021-04-10 02:06:58,382 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=4.18ms, fps=2239 images/s, loss=0.7108, top1-acc=78.33%, top5-acc=96.52%, remaining_time=0:00:01.785248, arrival_time=2021-04-10 02:07:00.167763, cost_time=0:00:20.084034 2021-04-10 02:06:59,483 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.48ms, fps=2328 images/s, loss=0.7147, top1-acc=78.23%, top5-acc=96.48%, remaining_time=0:00:00.668988, arrival_time=2021-04-10 02:07:00.151996, cost_time=0:00:21.184637 2021-04-10 02:07:00,079 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=3.21ms, fps=2284 images/s, loss=0.7170, top1-acc=78.17%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:00.079011, cost_time=0:00:21.780689 2021-04-10 02:07:00,431 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=4.56ms, fps=7300 images/s, loss=1.4840, top1-acc=61.87%, top5-acc=87.73%, remaining_time=0:00:01.051980, arrival_time=2021-04-10 02:07:01.483057, cost_time=0:00:00.350665 2021-04-10 02:07:00,684 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=0.23ms, fps=10126 images/s, loss=1.4661, top1-acc=61.46%, top5-acc=88.11%, remaining_time=0:00:00.603980, arrival_time=2021-04-10 02:07:01.288511, cost_time=0:00:00.603976 2021-04-10 02:07:00,923 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=0.47ms, fps=10733 images/s, loss=1.4723, top1-acc=61.25%, top5-acc=88.07%, remaining_time=0:00:00.281100, arrival_time=2021-04-10 02:07:01.204822, cost_time=0:00:00.843304 2021-04-10 02:07:01,151 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.07ms, fps=10195 images/s, loss=1.4708, top1-acc=61.54%, top5-acc=87.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:01.151727, cost_time=0:00:01.071365 2021-04-10 02:07:01,233 INFO : Epoch=0117 complete, best val top1-acc=61.54%, top5-acc=87.92% (epoch=117), remaining_time=0:31:45.068456, arrival_time=2021-04-10 02:38:46.301876, cost_time=0:44:45.457993 2021-04-10 02:07:01,234 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 02:07:02,565 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=0.43ms, fps=1923 images/s, loss=0.6935, top1-acc=78.52%, top5-acc=96.56%, remaining_time=0:00:24.756414, arrival_time=2021-04-10 02:07:27.321746, cost_time=0:00:01.330989 2021-04-10 02:07:03,667 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=2.13ms, fps=2323 images/s, loss=0.6932, top1-acc=79.04%, top5-acc=96.70%, remaining_time=0:00:21.414448, arrival_time=2021-04-10 02:07:25.082268, cost_time=0:00:02.433451 2021-04-10 02:07:04,772 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=2.15ms, fps=2319 images/s, loss=0.6850, top1-acc=79.30%, top5-acc=96.93%, remaining_time=0:00:19.577044, arrival_time=2021-04-10 02:07:24.349476, cost_time=0:00:03.538034 2021-04-10 02:07:05,894 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.89ms, fps=2284 images/s, loss=0.6838, top1-acc=79.43%, top5-acc=96.85%, remaining_time=0:00:18.172596, arrival_time=2021-04-10 02:07:24.066583, cost_time=0:00:04.659634 2021-04-10 02:07:07,016 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.62ms, fps=2283 images/s, loss=0.6876, top1-acc=79.26%, top5-acc=96.91%, remaining_time=0:00:16.882418, arrival_time=2021-04-10 02:07:23.898526, cost_time=0:00:05.781642 2021-04-10 02:07:08,158 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=2.43ms, fps=2243 images/s, loss=0.6905, top1-acc=79.15%, top5-acc=96.81%, remaining_time=0:00:15.693992, arrival_time=2021-04-10 02:07:23.852329, cost_time=0:00:06.923838 2021-04-10 02:07:09,278 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.34ms, fps=2287 images/s, loss=0.6880, top1-acc=79.11%, top5-acc=96.85%, remaining_time=0:00:14.480172, arrival_time=2021-04-10 02:07:23.759068, cost_time=0:00:08.044510 2021-04-10 02:07:10,382 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.89ms, fps=2322 images/s, loss=0.6861, top1-acc=79.19%, top5-acc=96.88%, remaining_time=0:00:13.264136, arrival_time=2021-04-10 02:07:23.646185, cost_time=0:00:09.147650 2021-04-10 02:07:11,476 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=2.31ms, fps=2340 images/s, loss=0.6890, top1-acc=79.07%, top5-acc=96.87%, remaining_time=0:00:12.063118, arrival_time=2021-04-10 02:07:23.539886, cost_time=0:00:10.242306 2021-04-10 02:07:12,579 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=2.29ms, fps=2324 images/s, loss=0.6943, top1-acc=78.92%, top5-acc=96.77%, remaining_time=0:00:10.890912, arrival_time=2021-04-10 02:07:23.469910, cost_time=0:00:11.344672 2021-04-10 02:07:13,698 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=2.05ms, fps=2288 images/s, loss=0.6955, top1-acc=78.80%, top5-acc=96.75%, remaining_time=0:00:09.744832, arrival_time=2021-04-10 02:07:23.443606, cost_time=0:00:12.464371 2021-04-10 02:07:14,790 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.62ms, fps=2347 images/s, loss=0.6929, top1-acc=78.82%, top5-acc=96.78%, remaining_time=0:00:08.585492, arrival_time=2021-04-10 02:07:23.376102, cost_time=0:00:13.555998 2021-04-10 02:07:15,890 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.52ms, fps=2329 images/s, loss=0.6962, top1-acc=78.72%, top5-acc=96.71%, remaining_time=0:00:07.441038, arrival_time=2021-04-10 02:07:23.331922, cost_time=0:00:14.656563 2021-04-10 02:07:16,990 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.99ms, fps=2329 images/s, loss=0.7001, top1-acc=78.61%, top5-acc=96.66%, remaining_time=0:00:06.302464, arrival_time=2021-04-10 02:07:23.293227, cost_time=0:00:15.756151 2021-04-10 02:07:18,095 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.61ms, fps=2321 images/s, loss=0.7031, top1-acc=78.48%, top5-acc=96.62%, remaining_time=0:00:05.170584, arrival_time=2021-04-10 02:07:23.265553, cost_time=0:00:16.860646 2021-04-10 02:07:19,188 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.92ms, fps=2343 images/s, loss=0.7040, top1-acc=78.44%, top5-acc=96.62%, remaining_time=0:00:04.039632, arrival_time=2021-04-10 02:07:23.227886, cost_time=0:00:17.953953 2021-04-10 02:07:20,289 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=2.70ms, fps=2326 images/s, loss=0.7093, top1-acc=78.36%, top5-acc=96.57%, remaining_time=0:00:02.914288, arrival_time=2021-04-10 02:07:23.203629, cost_time=0:00:19.054880 2021-04-10 02:07:21,416 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.98ms, fps=2272 images/s, loss=0.7119, top1-acc=78.31%, top5-acc=96.53%, remaining_time=0:00:01.794000, arrival_time=2021-04-10 02:07:23.210858, cost_time=0:00:20.182474 2021-04-10 02:07:22,519 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=2.80ms, fps=2324 images/s, loss=0.7153, top1-acc=78.19%, top5-acc=96.53%, remaining_time=0:00:00.672156, arrival_time=2021-04-10 02:07:23.191509, cost_time=0:00:21.284872 2021-04-10 02:07:23,116 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.96ms, fps=2281 images/s, loss=0.7145, top1-acc=78.22%, top5-acc=96.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:23.116404, cost_time=0:00:21.882062 2021-04-10 02:07:23,448 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=2.69ms, fps=7760 images/s, loss=1.5636, top1-acc=61.05%, top5-acc=86.56%, remaining_time=0:00:00.989610, arrival_time=2021-04-10 02:07:24.437763, cost_time=0:00:00.329872 2021-04-10 02:07:23,692 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=0.29ms, fps=10515 images/s, loss=1.5626, top1-acc=60.04%, top5-acc=87.17%, remaining_time=0:00:00.573780, arrival_time=2021-04-10 02:07:24.265873, cost_time=0:00:00.573789 2021-04-10 02:07:23,950 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=2.13ms, fps=9943 images/s, loss=1.5798, top1-acc=59.75%, top5-acc=86.73%, remaining_time=0:00:00.277270, arrival_time=2021-04-10 02:07:24.227392, cost_time=0:00:00.831799 2021-04-10 02:07:24,175 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.09ms, fps=10297 images/s, loss=1.5578, top1-acc=59.94%, top5-acc=86.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:24.175907, cost_time=0:00:01.057663 2021-04-10 02:07:24,219 INFO : Epoch=0118 complete, best val top1-acc=61.54%, top5-acc=87.92% (epoch=117), remaining_time=0:31:22.139358, arrival_time=2021-04-10 02:38:46.359266, cost_time=0:45:08.444498 2021-04-10 02:07:24,220 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 02:07:25,552 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=0.64ms, fps=1923 images/s, loss=0.6624, top1-acc=79.61%, top5-acc=97.19%, remaining_time=0:00:24.758088, arrival_time=2021-04-10 02:07:50.310107, cost_time=0:00:01.331079 2021-04-10 02:07:26,652 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.51ms, fps=2328 images/s, loss=0.6736, top1-acc=79.51%, top5-acc=96.93%, remaining_time=0:00:21.398256, arrival_time=2021-04-10 02:07:48.050742, cost_time=0:00:02.431621 2021-04-10 02:07:27,752 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=2.30ms, fps=2330 images/s, loss=0.6640, top1-acc=79.79%, top5-acc=97.04%, remaining_time=0:00:19.539528, arrival_time=2021-04-10 02:07:47.291631, cost_time=0:00:03.531235 2021-04-10 02:07:28,844 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.56ms, fps=2345 images/s, loss=0.6689, top1-acc=79.65%, top5-acc=96.93%, remaining_time=0:00:18.031728, arrival_time=2021-04-10 02:07:46.876149, cost_time=0:00:04.623539 2021-04-10 02:07:29,940 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=2.07ms, fps=2337 images/s, loss=0.6708, top1-acc=79.44%, top5-acc=96.83%, remaining_time=0:00:16.700940, arrival_time=2021-04-10 02:07:46.641331, cost_time=0:00:05.719508 2021-04-10 02:07:31,042 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=2.06ms, fps=2324 images/s, loss=0.6763, top1-acc=79.29%, top5-acc=96.78%, remaining_time=0:00:15.462656, arrival_time=2021-04-10 02:07:46.505276, cost_time=0:00:06.821743 2021-04-10 02:07:32,143 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.72ms, fps=2328 images/s, loss=0.6825, top1-acc=79.07%, top5-acc=96.75%, remaining_time=0:00:14.259798, arrival_time=2021-04-10 02:07:46.402893, cost_time=0:00:07.922089 2021-04-10 02:07:33,241 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.91ms, fps=2333 images/s, loss=0.6808, top1-acc=79.09%, top5-acc=96.80%, remaining_time=0:00:13.079696, arrival_time=2021-04-10 02:07:46.320996, cost_time=0:00:09.020467 2021-04-10 02:07:34,361 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=2.32ms, fps=2287 images/s, loss=0.6853, top1-acc=78.95%, top5-acc=96.77%, remaining_time=0:00:11.943338, arrival_time=2021-04-10 02:07:46.304843, cost_time=0:00:10.140548 2021-04-10 02:07:35,497 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.98ms, fps=2257 images/s, loss=0.6882, top1-acc=78.80%, top5-acc=96.73%, remaining_time=0:00:10.824864, arrival_time=2021-04-10 02:07:46.321747, cost_time=0:00:11.275927 2021-04-10 02:07:36,602 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.65ms, fps=2318 images/s, loss=0.6897, top1-acc=78.74%, top5-acc=96.73%, remaining_time=0:00:09.679988, arrival_time=2021-04-10 02:07:46.282254, cost_time=0:00:12.381367 2021-04-10 02:07:37,708 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.99ms, fps=2330 images/s, loss=0.6919, top1-acc=78.70%, top5-acc=96.70%, remaining_time=0:00:08.541944, arrival_time=2021-04-10 02:07:46.250341, cost_time=0:00:13.487254 2021-04-10 02:07:38,811 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.54ms, fps=2322 images/s, loss=0.6951, top1-acc=78.65%, top5-acc=96.62%, remaining_time=0:00:07.407708, arrival_time=2021-04-10 02:07:46.219505, cost_time=0:00:14.590944 2021-04-10 02:07:39,920 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.87ms, fps=2311 images/s, loss=0.6938, top1-acc=78.66%, top5-acc=96.65%, remaining_time=0:00:06.279728, arrival_time=2021-04-10 02:07:46.200007, cost_time=0:00:15.699353 2021-04-10 02:07:41,029 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.62ms, fps=2316 images/s, loss=0.6979, top1-acc=78.54%, top5-acc=96.63%, remaining_time=0:00:05.154668, arrival_time=2021-04-10 02:07:46.184365, cost_time=0:00:16.808739 2021-04-10 02:07:42,117 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.59ms, fps=2355 images/s, loss=0.7015, top1-acc=78.43%, top5-acc=96.58%, remaining_time=0:00:04.026816, arrival_time=2021-04-10 02:07:46.144689, cost_time=0:00:17.896959 2021-04-10 02:07:43,215 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=2.08ms, fps=2335 images/s, loss=0.7002, top1-acc=78.50%, top5-acc=96.58%, remaining_time=0:00:02.905006, arrival_time=2021-04-10 02:07:46.120152, cost_time=0:00:18.994299 2021-04-10 02:07:44,349 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.90ms, fps=2259 images/s, loss=0.7026, top1-acc=78.42%, top5-acc=96.59%, remaining_time=0:00:01.789184, arrival_time=2021-04-10 02:07:46.138339, cost_time=0:00:20.128275 2021-04-10 02:07:45,454 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.52ms, fps=2318 images/s, loss=0.7032, top1-acc=78.43%, top5-acc=96.58%, remaining_time=0:00:00.670530, arrival_time=2021-04-10 02:07:46.124819, cost_time=0:00:21.233498 2021-04-10 02:07:46,059 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=2.14ms, fps=2248 images/s, loss=0.7042, top1-acc=78.36%, top5-acc=96.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:46.059904, cost_time=0:00:21.839030 2021-04-10 02:07:46,413 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.31ms, fps=7272 images/s, loss=1.6345, top1-acc=60.27%, top5-acc=86.25%, remaining_time=0:00:01.056060, arrival_time=2021-04-10 02:07:47.469460, cost_time=0:00:00.352025 2021-04-10 02:07:46,650 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.86ms, fps=10819 images/s, loss=1.6857, top1-acc=59.08%, top5-acc=85.80%, remaining_time=0:00:00.589000, arrival_time=2021-04-10 02:07:47.239423, cost_time=0:00:00.589010 2021-04-10 02:07:46,899 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=0.45ms, fps=10300 images/s, loss=1.6693, top1-acc=59.39%, top5-acc=86.03%, remaining_time=0:00:00.279350, arrival_time=2021-04-10 02:07:47.178801, cost_time=0:00:00.838041 2021-04-10 02:07:47,116 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.05ms, fps=10721 images/s, loss=1.6731, top1-acc=59.37%, top5-acc=86.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:47.116285, cost_time=0:00:01.054941 2021-04-10 02:07:47,157 INFO : Epoch=0119 complete, best val top1-acc=61.54%, top5-acc=87.92% (epoch=117), remaining_time=0:30:59.176233, arrival_time=2021-04-10 02:38:46.334003, cost_time=0:45:31.382362 2021-04-10 02:07:47,158 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 02:07:48,529 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.66ms, fps=1868 images/s, loss=0.7057, top1-acc=77.11%, top5-acc=97.07%, remaining_time=0:00:25.495578, arrival_time=2021-04-10 02:08:14.025044, cost_time=0:00:01.370726 2021-04-10 02:07:49,657 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=3.16ms, fps=2271 images/s, loss=0.6807, top1-acc=78.34%, top5-acc=97.15%, remaining_time=0:00:21.991376, arrival_time=2021-04-10 02:08:11.649164, cost_time=0:00:02.499026 2021-04-10 02:07:50,762 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=1.52ms, fps=2319 images/s, loss=0.6824, top1-acc=78.66%, top5-acc=96.89%, remaining_time=0:00:19.941414, arrival_time=2021-04-10 02:08:10.704030, cost_time=0:00:03.603873 2021-04-10 02:07:51,860 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.89ms, fps=2334 images/s, loss=0.6783, top1-acc=79.04%, top5-acc=96.78%, remaining_time=0:00:18.336708, arrival_time=2021-04-10 02:08:10.197057, cost_time=0:00:04.701728 2021-04-10 02:07:52,966 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=4.59ms, fps=2316 images/s, loss=0.6737, top1-acc=79.19%, top5-acc=96.86%, remaining_time=0:00:16.957754, arrival_time=2021-04-10 02:08:09.923950, cost_time=0:00:05.807434 2021-04-10 02:07:54,068 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.61ms, fps=2324 images/s, loss=0.6693, top1-acc=79.36%, top5-acc=96.87%, remaining_time=0:00:15.662304, arrival_time=2021-04-10 02:08:09.730929, cost_time=0:00:06.909858 2021-04-10 02:07:55,170 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.56ms, fps=2325 images/s, loss=0.6754, top1-acc=79.25%, top5-acc=96.84%, remaining_time=0:00:14.421456, arrival_time=2021-04-10 02:08:09.592004, cost_time=0:00:08.011931 2021-04-10 02:07:56,273 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=2.02ms, fps=2323 images/s, loss=0.6776, top1-acc=79.27%, top5-acc=96.81%, remaining_time=0:00:13.215648, arrival_time=2021-04-10 02:08:09.488704, cost_time=0:00:09.114271 2021-04-10 02:07:57,371 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.63ms, fps=2333 images/s, loss=0.6853, top1-acc=79.00%, top5-acc=96.78%, remaining_time=0:00:12.028350, arrival_time=2021-04-10 02:08:09.399673, cost_time=0:00:10.212739 2021-04-10 02:07:58,506 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=2.25ms, fps=2256 images/s, loss=0.6903, top1-acc=78.79%, top5-acc=96.70%, remaining_time=0:00:10.893984, arrival_time=2021-04-10 02:08:09.400585, cost_time=0:00:11.347865 2021-04-10 02:07:59,635 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=2.04ms, fps=2269 images/s, loss=0.6930, top1-acc=78.71%, top5-acc=96.66%, remaining_time=0:00:09.754894, arrival_time=2021-04-10 02:08:09.390672, cost_time=0:00:12.477166 2021-04-10 02:08:00,735 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.63ms, fps=2328 images/s, loss=0.6930, top1-acc=78.65%, top5-acc=96.68%, remaining_time=0:00:08.598944, arrival_time=2021-04-10 02:08:09.334822, cost_time=0:00:13.577287 2021-04-10 02:08:01,843 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=2.00ms, fps=2312 images/s, loss=0.6962, top1-acc=78.57%, top5-acc=96.64%, remaining_time=0:00:07.455492, arrival_time=2021-04-10 02:08:09.299241, cost_time=0:00:14.685070 2021-04-10 02:08:02,938 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=2.35ms, fps=2340 images/s, loss=0.6960, top1-acc=78.59%, top5-acc=96.62%, remaining_time=0:00:06.311816, arrival_time=2021-04-10 02:08:09.250043, cost_time=0:00:15.779580 2021-04-10 02:08:04,033 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.54ms, fps=2339 images/s, loss=0.6956, top1-acc=78.61%, top5-acc=96.65%, remaining_time=0:00:05.174908, arrival_time=2021-04-10 02:08:09.208390, cost_time=0:00:16.874678 2021-04-10 02:08:05,131 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.46ms, fps=2333 images/s, loss=0.6968, top1-acc=78.65%, top5-acc=96.63%, remaining_time=0:00:04.043916, arrival_time=2021-04-10 02:08:09.175563, cost_time=0:00:17.972980 2021-04-10 02:08:06,238 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=2.58ms, fps=2314 images/s, loss=0.6986, top1-acc=78.57%, top5-acc=96.62%, remaining_time=0:00:02.918084, arrival_time=2021-04-10 02:08:09.156566, cost_time=0:00:19.079758 2021-04-10 02:08:07,378 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=2.09ms, fps=2248 images/s, loss=0.6985, top1-acc=78.59%, top5-acc=96.61%, remaining_time=0:00:01.797296, arrival_time=2021-04-10 02:08:09.175657, cost_time=0:00:20.219545 2021-04-10 02:08:08,483 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.55ms, fps=2319 images/s, loss=0.6992, top1-acc=78.61%, top5-acc=96.61%, remaining_time=0:00:00.673410, arrival_time=2021-04-10 02:08:09.156756, cost_time=0:00:21.324733 2021-04-10 02:08:09,088 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.75ms, fps=2248 images/s, loss=0.7013, top1-acc=78.56%, top5-acc=96.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:09.088864, cost_time=0:00:21.930111 2021-04-10 02:08:09,438 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.39ms, fps=7373 images/s, loss=1.5468, top1-acc=60.62%, top5-acc=86.48%, remaining_time=0:00:01.041540, arrival_time=2021-04-10 02:08:10.479773, cost_time=0:00:00.347178 2021-04-10 02:08:09,684 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=2.98ms, fps=10403 images/s, loss=1.5396, top1-acc=60.86%, top5-acc=86.84%, remaining_time=0:00:00.593820, arrival_time=2021-04-10 02:08:10.278673, cost_time=0:00:00.593822 2021-04-10 02:08:09,934 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=2.35ms, fps=10276 images/s, loss=1.5256, top1-acc=60.52%, top5-acc=87.17%, remaining_time=0:00:00.281140, arrival_time=2021-04-10 02:08:10.215590, cost_time=0:00:00.843431 2021-04-10 02:08:10,155 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.06ms, fps=10498 images/s, loss=1.5230, top1-acc=60.64%, top5-acc=87.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:10.155854, cost_time=0:00:01.064894 2021-04-10 02:08:10,199 INFO : Epoch=0120 complete, best val top1-acc=61.54%, top5-acc=87.92% (epoch=117), remaining_time=0:30:36.282880, arrival_time=2021-04-10 02:38:46.482645, cost_time=0:45:54.424354 2021-04-10 02:08:10,200 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 02:08:11,529 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=0.32ms, fps=1926 images/s, loss=0.6906, top1-acc=79.02%, top5-acc=96.60%, remaining_time=0:00:24.719028, arrival_time=2021-04-10 02:08:36.248707, cost_time=0:00:01.328985 2021-04-10 02:08:12,622 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=2.19ms, fps=2344 images/s, loss=0.6675, top1-acc=79.80%, top5-acc=96.78%, remaining_time=0:00:21.311840, arrival_time=2021-04-10 02:08:33.934417, cost_time=0:00:02.421806 2021-04-10 02:08:13,738 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=2.29ms, fps=2296 images/s, loss=0.6588, top1-acc=79.88%, top5-acc=96.98%, remaining_time=0:00:19.576878, arrival_time=2021-04-10 02:08:33.315687, cost_time=0:00:03.537992 2021-04-10 02:08:14,850 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=2.37ms, fps=2305 images/s, loss=0.6636, top1-acc=79.79%, top5-acc=96.93%, remaining_time=0:00:18.135000, arrival_time=2021-04-10 02:08:32.985688, cost_time=0:00:04.649990 2021-04-10 02:08:15,944 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.78ms, fps=2343 images/s, loss=0.6697, top1-acc=79.48%, top5-acc=96.90%, remaining_time=0:00:16.769998, arrival_time=2021-04-10 02:08:32.713982, cost_time=0:00:05.743150 2021-04-10 02:08:17,045 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.62ms, fps=2327 images/s, loss=0.6729, top1-acc=79.24%, top5-acc=96.88%, remaining_time=0:00:15.513656, arrival_time=2021-04-10 02:08:32.558714, cost_time=0:00:06.844249 2021-04-10 02:08:18,155 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=2.28ms, fps=2307 images/s, loss=0.6761, top1-acc=79.16%, top5-acc=96.85%, remaining_time=0:00:14.318514, arrival_time=2021-04-10 02:08:32.473904, cost_time=0:00:07.954723 2021-04-10 02:08:19,258 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=2.27ms, fps=2322 images/s, loss=0.6745, top1-acc=79.23%, top5-acc=96.87%, remaining_time=0:00:13.133868, arrival_time=2021-04-10 02:08:32.392515, cost_time=0:00:09.057865 2021-04-10 02:08:20,350 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.45ms, fps=2346 images/s, loss=0.6800, top1-acc=79.15%, top5-acc=96.79%, remaining_time=0:00:11.954786, arrival_time=2021-04-10 02:08:32.305721, cost_time=0:00:10.150331 2021-04-10 02:08:21,454 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.92ms, fps=2321 images/s, loss=0.6814, top1-acc=79.07%, top5-acc=96.78%, remaining_time=0:00:10.803840, arrival_time=2021-04-10 02:08:32.258524, cost_time=0:00:11.253988 2021-04-10 02:08:22,551 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.70ms, fps=2335 images/s, loss=0.6825, top1-acc=79.05%, top5-acc=96.76%, remaining_time=0:00:09.656338, arrival_time=2021-04-10 02:08:32.208119, cost_time=0:00:12.351127 2021-04-10 02:08:23,673 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.96ms, fps=2284 images/s, loss=0.6869, top1-acc=78.97%, top5-acc=96.73%, remaining_time=0:00:08.532672, arrival_time=2021-04-10 02:08:32.206068, cost_time=0:00:13.472643 2021-04-10 02:08:24,773 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.50ms, fps=2329 images/s, loss=0.6879, top1-acc=78.93%, top5-acc=96.72%, remaining_time=0:00:07.398336, arrival_time=2021-04-10 02:08:32.171532, cost_time=0:00:14.572519 2021-04-10 02:08:25,862 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.98ms, fps=2351 images/s, loss=0.6905, top1-acc=78.88%, top5-acc=96.72%, remaining_time=0:00:06.264888, arrival_time=2021-04-10 02:08:32.127697, cost_time=0:00:15.662206 2021-04-10 02:08:26,955 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.46ms, fps=2345 images/s, loss=0.6924, top1-acc=78.81%, top5-acc=96.70%, remaining_time=0:00:05.137970, arrival_time=2021-04-10 02:08:32.092923, cost_time=0:00:16.754260 2021-04-10 02:08:28,049 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=2.11ms, fps=2340 images/s, loss=0.6917, top1-acc=78.82%, top5-acc=96.70%, remaining_time=0:00:04.015980, arrival_time=2021-04-10 02:08:32.065368, cost_time=0:00:17.848783 2021-04-10 02:08:29,161 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=3.39ms, fps=2303 images/s, loss=0.6936, top1-acc=78.75%, top5-acc=96.68%, remaining_time=0:00:02.899910, arrival_time=2021-04-10 02:08:32.061556, cost_time=0:00:18.960896 2021-04-10 02:08:30,262 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.43ms, fps=2328 images/s, loss=0.6942, top1-acc=78.76%, top5-acc=96.68%, remaining_time=0:00:01.783232, arrival_time=2021-04-10 02:08:32.045262, cost_time=0:00:20.061416 2021-04-10 02:08:31,366 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.76ms, fps=2319 images/s, loss=0.6958, top1-acc=78.74%, top5-acc=96.65%, remaining_time=0:00:00.668394, arrival_time=2021-04-10 02:08:32.034784, cost_time=0:00:21.165786 2021-04-10 02:08:31,966 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.91ms, fps=2267 images/s, loss=0.6981, top1-acc=78.68%, top5-acc=96.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:31.966745, cost_time=0:00:21.766094 2021-04-10 02:08:32,335 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=0.43ms, fps=6993 images/s, loss=1.5541, top1-acc=60.66%, top5-acc=86.80%, remaining_time=0:00:01.098120, arrival_time=2021-04-10 02:08:33.433041, cost_time=0:00:00.366040 2021-04-10 02:08:32,584 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=0.44ms, fps=10273 images/s, loss=1.5459, top1-acc=60.55%, top5-acc=86.84%, remaining_time=0:00:00.615980, arrival_time=2021-04-10 02:08:33.200728, cost_time=0:00:00.615980 2021-04-10 02:08:32,836 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=0.40ms, fps=10207 images/s, loss=1.5307, top1-acc=60.31%, top5-acc=87.12%, remaining_time=0:00:00.289090, arrival_time=2021-04-10 02:08:33.125164, cost_time=0:00:00.867263 2021-04-10 02:08:33,053 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.07ms, fps=10714 images/s, loss=1.5368, top1-acc=60.53%, top5-acc=87.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:33.053147, cost_time=0:00:01.084449 2021-04-10 02:08:33,095 INFO : Epoch=0121 complete, best val top1-acc=61.54%, top5-acc=87.92% (epoch=117), remaining_time=0:30:13.291740, arrival_time=2021-04-10 02:38:46.387421, cost_time=0:46:17.320269 2021-04-10 02:08:33,096 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 02:08:34,388 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=0.54ms, fps=1982 images/s, loss=0.6871, top1-acc=79.26%, top5-acc=96.68%, remaining_time=0:00:24.020970, arrival_time=2021-04-10 02:08:58.409149, cost_time=0:00:01.291452 2021-04-10 02:08:35,482 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.53ms, fps=2341 images/s, loss=0.6783, top1-acc=79.57%, top5-acc=96.76%, remaining_time=0:00:20.997504, arrival_time=2021-04-10 02:08:56.480329, cost_time=0:00:02.386085 2021-04-10 02:08:36,585 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=2.25ms, fps=2323 images/s, loss=0.6680, top1-acc=79.87%, top5-acc=96.98%, remaining_time=0:00:19.307128, arrival_time=2021-04-10 02:08:55.892943, cost_time=0:00:03.489231 2021-04-10 02:08:37,702 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=2.01ms, fps=2294 images/s, loss=0.6625, top1-acc=80.00%, top5-acc=97.07%, remaining_time=0:00:17.963088, arrival_time=2021-04-10 02:08:55.665728, cost_time=0:00:04.605935 2021-04-10 02:08:38,812 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.62ms, fps=2308 images/s, loss=0.6527, top1-acc=80.30%, top5-acc=97.09%, remaining_time=0:00:16.690282, arrival_time=2021-04-10 02:08:55.502763, cost_time=0:00:05.715843 2021-04-10 02:08:39,904 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.72ms, fps=2345 images/s, loss=0.6496, top1-acc=80.27%, top5-acc=97.15%, remaining_time=0:00:15.431648, arrival_time=2021-04-10 02:08:55.336387, cost_time=0:00:06.808104 2021-04-10 02:08:41,002 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=2.05ms, fps=2334 images/s, loss=0.6500, top1-acc=80.22%, top5-acc=97.12%, remaining_time=0:00:14.230188, arrival_time=2021-04-10 02:08:55.232422, cost_time=0:00:07.905673 2021-04-10 02:08:42,096 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.62ms, fps=2341 images/s, loss=0.6498, top1-acc=80.19%, top5-acc=97.10%, remaining_time=0:00:13.049768, arrival_time=2021-04-10 02:08:55.146309, cost_time=0:00:08.999824 2021-04-10 02:08:43,198 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=2.36ms, fps=2324 images/s, loss=0.6552, top1-acc=79.95%, top5-acc=97.01%, remaining_time=0:00:11.897970, arrival_time=2021-04-10 02:08:55.096662, cost_time=0:00:10.102092 2021-04-10 02:08:44,300 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.98ms, fps=2326 images/s, loss=0.6590, top1-acc=79.82%, top5-acc=97.00%, remaining_time=0:00:10.755456, arrival_time=2021-04-10 02:08:55.055776, cost_time=0:00:11.203553 2021-04-10 02:08:45,403 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.63ms, fps=2323 images/s, loss=0.6617, top1-acc=79.63%, top5-acc=97.01%, remaining_time=0:00:09.621680, arrival_time=2021-04-10 02:08:55.025091, cost_time=0:00:12.306799 2021-04-10 02:08:46,505 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=2.10ms, fps=2324 images/s, loss=0.6640, top1-acc=79.57%, top5-acc=96.99%, remaining_time=0:00:08.492544, arrival_time=2021-04-10 02:08:54.998368, cost_time=0:00:13.409232 2021-04-10 02:08:47,605 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=2.15ms, fps=2329 images/s, loss=0.6706, top1-acc=79.36%, top5-acc=96.92%, remaining_time=0:00:07.366128, arrival_time=2021-04-10 02:08:54.971846, cost_time=0:00:14.509046 2021-04-10 02:08:48,705 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.98ms, fps=2329 images/s, loss=0.6730, top1-acc=79.25%, top5-acc=96.90%, remaining_time=0:00:06.243720, arrival_time=2021-04-10 02:08:54.949550, cost_time=0:00:15.609276 2021-04-10 02:08:49,803 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=2.27ms, fps=2334 images/s, loss=0.6761, top1-acc=79.16%, top5-acc=96.87%, remaining_time=0:00:05.123434, arrival_time=2021-04-10 02:08:54.926854, cost_time=0:00:16.706820 2021-04-10 02:08:50,903 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.60ms, fps=2329 images/s, loss=0.6775, top1-acc=79.14%, top5-acc=96.87%, remaining_time=0:00:04.006548, arrival_time=2021-04-10 02:08:54.910073, cost_time=0:00:17.806895 2021-04-10 02:08:51,999 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.91ms, fps=2338 images/s, loss=0.6809, top1-acc=79.04%, top5-acc=96.84%, remaining_time=0:00:02.890992, arrival_time=2021-04-10 02:08:54.890294, cost_time=0:00:18.902684 2021-04-10 02:08:53,101 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=2.20ms, fps=2323 images/s, loss=0.6827, top1-acc=78.93%, top5-acc=96.85%, remaining_time=0:00:01.778240, arrival_time=2021-04-10 02:08:54.880089, cost_time=0:00:20.005257 2021-04-10 02:08:54,204 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.55ms, fps=2324 images/s, loss=0.6848, top1-acc=78.89%, top5-acc=96.84%, remaining_time=0:00:00.666552, arrival_time=2021-04-10 02:08:54.870626, cost_time=0:00:21.107522 2021-04-10 02:08:54,794 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=0.17ms, fps=2307 images/s, loss=0.6851, top1-acc=78.91%, top5-acc=96.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:54.794144, cost_time=0:00:21.697511 2021-04-10 02:08:55,170 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=2.96ms, fps=6829 images/s, loss=1.4673, top1-acc=61.37%, top5-acc=88.01%, remaining_time=0:00:01.124580, arrival_time=2021-04-10 02:08:56.295136, cost_time=0:00:00.374861 2021-04-10 02:08:55,431 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=0.40ms, fps=9813 images/s, loss=1.4638, top1-acc=61.60%, top5-acc=87.73%, remaining_time=0:00:00.636100, arrival_time=2021-04-10 02:08:56.067930, cost_time=0:00:00.636092 2021-04-10 02:08:55,713 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=0.37ms, fps=9111 images/s, loss=1.4691, top1-acc=61.63%, top5-acc=87.62%, remaining_time=0:00:00.305860, arrival_time=2021-04-10 02:08:56.019175, cost_time=0:00:00.917569 2021-04-10 02:08:55,949 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.09ms, fps=9836 images/s, loss=1.4764, top1-acc=61.49%, top5-acc=87.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:55.949676, cost_time=0:00:01.153954 2021-04-10 02:08:56,017 INFO : Epoch=0122 complete, best val top1-acc=61.54%, top5-acc=87.92% (epoch=117), remaining_time=0:29:50.318946, arrival_time=2021-04-10 02:38:46.336805, cost_time=0:46:40.242449 2021-04-10 02:08:56,018 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 02:08:57,335 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=2.59ms, fps=1945 images/s, loss=0.6540, top1-acc=79.92%, top5-acc=96.87%, remaining_time=0:00:24.480762, arrival_time=2021-04-10 02:09:21.815767, cost_time=0:00:01.316166 2021-04-10 02:08:58,440 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.66ms, fps=2317 images/s, loss=0.6591, top1-acc=79.98%, top5-acc=96.91%, remaining_time=0:00:21.311840, arrival_time=2021-04-10 02:09:19.752374, cost_time=0:00:02.421803 2021-04-10 02:08:59,544 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=2.06ms, fps=2322 images/s, loss=0.6514, top1-acc=79.90%, top5-acc=97.03%, remaining_time=0:00:19.505332, arrival_time=2021-04-10 02:09:19.049227, cost_time=0:00:03.525049 2021-04-10 02:09:00,664 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=2.09ms, fps=2286 images/s, loss=0.6491, top1-acc=79.98%, top5-acc=97.16%, remaining_time=0:00:18.119712, arrival_time=2021-04-10 02:09:18.784568, cost_time=0:00:04.646074 2021-04-10 02:09:01,766 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=2.08ms, fps=2325 images/s, loss=0.6465, top1-acc=80.18%, top5-acc=97.13%, remaining_time=0:00:16.783284, arrival_time=2021-04-10 02:09:18.549839, cost_time=0:00:05.747722 2021-04-10 02:09:02,865 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=2.31ms, fps=2332 images/s, loss=0.6376, top1-acc=80.54%, top5-acc=97.18%, remaining_time=0:00:15.518552, arrival_time=2021-04-10 02:09:18.383832, cost_time=0:00:06.846425 2021-04-10 02:09:03,969 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=2.16ms, fps=2321 images/s, loss=0.6382, top1-acc=80.45%, top5-acc=97.21%, remaining_time=0:00:14.311080, arrival_time=2021-04-10 02:09:18.280358, cost_time=0:00:07.950573 2021-04-10 02:09:05,069 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.59ms, fps=2328 images/s, loss=0.6428, top1-acc=80.32%, top5-acc=97.11%, remaining_time=0:00:13.123196, arrival_time=2021-04-10 02:09:18.192613, cost_time=0:00:09.050516 2021-04-10 02:09:06,167 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.73ms, fps=2333 images/s, loss=0.6435, top1-acc=80.32%, top5-acc=97.11%, remaining_time=0:00:11.953408, arrival_time=2021-04-10 02:09:18.121190, cost_time=0:00:10.149084 2021-04-10 02:09:07,267 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.81ms, fps=2329 images/s, loss=0.6470, top1-acc=80.18%, top5-acc=97.10%, remaining_time=0:00:10.798944, arrival_time=2021-04-10 02:09:18.066639, cost_time=0:00:11.248923 2021-04-10 02:09:08,388 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=2.06ms, fps=2285 images/s, loss=0.6506, top1-acc=80.06%, top5-acc=97.08%, remaining_time=0:00:09.670958, arrival_time=2021-04-10 02:09:18.059542, cost_time=0:00:12.369807 2021-04-10 02:09:09,484 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.98ms, fps=2338 images/s, loss=0.6551, top1-acc=79.89%, top5-acc=97.01%, remaining_time=0:00:08.528188, arrival_time=2021-04-10 02:09:18.012509, cost_time=0:00:13.465584 2021-04-10 02:09:10,588 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=2.04ms, fps=2319 images/s, loss=0.6584, top1-acc=79.72%, top5-acc=97.00%, remaining_time=0:00:07.397016, arrival_time=2021-04-10 02:09:17.985792, cost_time=0:00:14.569905 2021-04-10 02:09:11,682 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.51ms, fps=2343 images/s, loss=0.6599, top1-acc=79.71%, top5-acc=97.00%, remaining_time=0:00:06.265448, arrival_time=2021-04-10 02:09:17.947734, cost_time=0:00:15.663592 2021-04-10 02:09:12,772 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.82ms, fps=2350 images/s, loss=0.6627, top1-acc=79.62%, top5-acc=97.01%, remaining_time=0:00:05.137694, arrival_time=2021-04-10 02:09:17.909664, cost_time=0:00:16.753276 2021-04-10 02:09:13,873 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.92ms, fps=2325 images/s, loss=0.6636, top1-acc=79.61%, top5-acc=97.00%, remaining_time=0:00:04.017348, arrival_time=2021-04-10 02:09:17.891076, cost_time=0:00:17.854948 2021-04-10 02:09:14,978 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=2.57ms, fps=2318 images/s, loss=0.6640, top1-acc=79.60%, top5-acc=97.01%, remaining_time=0:00:02.899806, arrival_time=2021-04-10 02:09:17.878737, cost_time=0:00:18.960196 2021-04-10 02:09:16,085 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.53ms, fps=2315 images/s, loss=0.6653, top1-acc=79.58%, top5-acc=97.04%, remaining_time=0:00:01.783680, arrival_time=2021-04-10 02:09:17.868838, cost_time=0:00:20.066409 2021-04-10 02:09:17,183 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.51ms, fps=2332 images/s, loss=0.6668, top1-acc=79.54%, top5-acc=97.00%, remaining_time=0:00:00.668370, arrival_time=2021-04-10 02:09:17.852239, cost_time=0:00:21.165096 2021-04-10 02:09:17,788 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.44ms, fps=2253 images/s, loss=0.6676, top1-acc=79.50%, top5-acc=96.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:17.788149, cost_time=0:00:21.769400 2021-04-10 02:09:18,139 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.46ms, fps=7337 images/s, loss=1.5152, top1-acc=62.34%, top5-acc=87.23%, remaining_time=0:00:01.046700, arrival_time=2021-04-10 02:09:19.185732, cost_time=0:00:00.348904 2021-04-10 02:09:18,380 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=0.30ms, fps=10625 images/s, loss=1.4983, top1-acc=62.25%, top5-acc=87.01%, remaining_time=0:00:00.590320, arrival_time=2021-04-10 02:09:18.970736, cost_time=0:00:00.590321 2021-04-10 02:09:18,619 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=2.64ms, fps=10709 images/s, loss=1.4956, top1-acc=62.29%, top5-acc=87.11%, remaining_time=0:00:00.276580, arrival_time=2021-04-10 02:09:18.896440, cost_time=0:00:00.829729 2021-04-10 02:09:18,835 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.07ms, fps=10777 images/s, loss=1.4611, top1-acc=62.68%, top5-acc=87.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:18.835575, cost_time=0:00:01.045508 2021-04-10 02:09:18,916 INFO : Epoch=0123 complete, best val top1-acc=62.68%, top5-acc=87.49% (epoch=123), remaining_time=0:29:27.332413, arrival_time=2021-04-10 02:38:46.249221, cost_time=0:47:03.141388 2021-04-10 02:09:18,917 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 02:09:20,211 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.87ms, fps=1979 images/s, loss=0.6168, top1-acc=81.48%, top5-acc=97.73%, remaining_time=0:00:24.060588, arrival_time=2021-04-10 02:09:44.271913, cost_time=0:00:01.293583 2021-04-10 02:09:21,310 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=2.14ms, fps=2331 images/s, loss=0.6277, top1-acc=80.66%, top5-acc=97.71%, remaining_time=0:00:21.054000, arrival_time=2021-04-10 02:09:42.364409, cost_time=0:00:02.392498 2021-04-10 02:09:22,408 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.62ms, fps=2334 images/s, loss=0.6310, top1-acc=80.73%, top5-acc=97.46%, remaining_time=0:00:19.314100, arrival_time=2021-04-10 02:09:41.722320, cost_time=0:00:03.490513 2021-04-10 02:09:23,499 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.61ms, fps=2347 images/s, loss=0.6230, top1-acc=80.96%, top5-acc=97.45%, remaining_time=0:00:17.869020, arrival_time=2021-04-10 02:09:41.368577, cost_time=0:00:04.581788 2021-04-10 02:09:24,602 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.66ms, fps=2324 images/s, loss=0.6242, top1-acc=80.86%, top5-acc=97.45%, remaining_time=0:00:16.599470, arrival_time=2021-04-10 02:09:41.201923, cost_time=0:00:05.684728 2021-04-10 02:09:25,704 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=2.18ms, fps=2325 images/s, loss=0.6264, top1-acc=80.74%, top5-acc=97.42%, remaining_time=0:00:15.382280, arrival_time=2021-04-10 02:09:41.086296, cost_time=0:00:06.786309 2021-04-10 02:09:26,798 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.44ms, fps=2341 images/s, loss=0.6245, top1-acc=80.85%, top5-acc=97.46%, remaining_time=0:00:14.185080, arrival_time=2021-04-10 02:09:40.983417, cost_time=0:00:07.880625 2021-04-10 02:09:27,897 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.58ms, fps=2331 images/s, loss=0.6246, top1-acc=80.81%, top5-acc=97.39%, remaining_time=0:00:13.020072, arrival_time=2021-04-10 02:09:40.917129, cost_time=0:00:08.979349 2021-04-10 02:09:29,000 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=2.88ms, fps=2323 images/s, loss=0.6314, top1-acc=80.63%, top5-acc=97.30%, remaining_time=0:00:11.874332, arrival_time=2021-04-10 02:09:40.874255, cost_time=0:00:10.081974 2021-04-10 02:09:30,105 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=2.33ms, fps=2317 images/s, loss=0.6348, top1-acc=80.53%, top5-acc=97.27%, remaining_time=0:00:10.740480, arrival_time=2021-04-10 02:09:40.846208, cost_time=0:00:11.188005 2021-04-10 02:09:31,204 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.59ms, fps=2331 images/s, loss=0.6347, top1-acc=80.51%, top5-acc=97.31%, remaining_time=0:00:09.606200, arrival_time=2021-04-10 02:09:40.810891, cost_time=0:00:12.287006 2021-04-10 02:09:32,306 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=2.06ms, fps=2326 images/s, loss=0.6376, top1-acc=80.41%, top5-acc=97.29%, remaining_time=0:00:08.479244, arrival_time=2021-04-10 02:09:40.785272, cost_time=0:00:13.388275 2021-04-10 02:09:33,401 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.56ms, fps=2338 images/s, loss=0.6385, top1-acc=80.38%, top5-acc=97.32%, remaining_time=0:00:07.353390, arrival_time=2021-04-10 02:09:40.755041, cost_time=0:00:14.483960 2021-04-10 02:09:34,497 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.03ms, fps=2337 images/s, loss=0.6375, top1-acc=80.46%, top5-acc=97.33%, remaining_time=0:00:06.232072, arrival_time=2021-04-10 02:09:40.729878, cost_time=0:00:15.580163 2021-04-10 02:09:35,594 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.44ms, fps=2336 images/s, loss=0.6414, top1-acc=80.38%, top5-acc=97.28%, remaining_time=0:00:05.114096, arrival_time=2021-04-10 02:09:40.708270, cost_time=0:00:16.676452 2021-04-10 02:09:36,694 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=2.11ms, fps=2328 images/s, loss=0.6439, top1-acc=80.31%, top5-acc=97.24%, remaining_time=0:00:03.999780, arrival_time=2021-04-10 02:09:40.694222, cost_time=0:00:17.776783 2021-04-10 02:09:37,791 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=2.29ms, fps=2334 images/s, loss=0.6475, top1-acc=80.17%, top5-acc=97.22%, remaining_time=0:00:02.886624, arrival_time=2021-04-10 02:09:40.678343, cost_time=0:00:18.874025 2021-04-10 02:09:38,916 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.61ms, fps=2278 images/s, loss=0.6503, top1-acc=80.05%, top5-acc=97.16%, remaining_time=0:00:01.777648, arrival_time=2021-04-10 02:09:40.693964, cost_time=0:00:19.998625 2021-04-10 02:09:40,020 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.43ms, fps=2320 images/s, loss=0.6549, top1-acc=79.90%, top5-acc=97.11%, remaining_time=0:00:00.666396, arrival_time=2021-04-10 02:09:40.686809, cost_time=0:00:21.102621 2021-04-10 02:09:40,634 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=0.12ms, fps=2219 images/s, loss=0.6581, top1-acc=79.80%, top5-acc=97.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:40.634097, cost_time=0:00:21.716378 2021-04-10 02:09:40,997 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=0.30ms, fps=7089 images/s, loss=1.5038, top1-acc=61.64%, top5-acc=87.81%, remaining_time=0:00:01.083300, arrival_time=2021-04-10 02:09:42.080596, cost_time=0:00:00.361097 2021-04-10 02:09:41,261 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=0.43ms, fps=9704 images/s, loss=1.4825, top1-acc=61.97%, top5-acc=88.18%, remaining_time=0:00:00.625420, arrival_time=2021-04-10 02:09:41.887029, cost_time=0:00:00.625412 2021-04-10 02:09:41,497 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=0.20ms, fps=10872 images/s, loss=1.4722, top1-acc=62.40%, top5-acc=88.14%, remaining_time=0:00:00.287120, arrival_time=2021-04-10 02:09:41.784634, cost_time=0:00:00.861364 2021-04-10 02:09:41,713 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.06ms, fps=10779 images/s, loss=1.4468, top1-acc=62.17%, top5-acc=88.23%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:41.713076, cost_time=0:00:01.076948 2021-04-10 02:09:41,757 INFO : Epoch=0124 complete, best val top1-acc=62.68%, top5-acc=87.49% (epoch=123), remaining_time=0:29:04.311720, arrival_time=2021-04-10 02:38:46.069438, cost_time=0:47:25.982313 2021-04-10 02:09:41,758 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 02:09:43,038 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=3.82ms, fps=2000 images/s, loss=0.6593, top1-acc=79.41%, top5-acc=96.87%, remaining_time=0:00:23.812464, arrival_time=2021-04-10 02:10:06.851314, cost_time=0:00:01.280241 2021-04-10 02:09:44,145 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.84ms, fps=2315 images/s, loss=0.6584, top1-acc=78.95%, top5-acc=96.99%, remaining_time=0:00:21.002256, arrival_time=2021-04-10 02:10:05.147520, cost_time=0:00:02.386612 2021-04-10 02:09:45,238 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.66ms, fps=2343 images/s, loss=0.6571, top1-acc=79.41%, top5-acc=97.10%, remaining_time=0:00:19.255834, arrival_time=2021-04-10 02:10:04.494493, cost_time=0:00:03.479966 2021-04-10 02:09:46,348 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=2.31ms, fps=2309 images/s, loss=0.6453, top1-acc=80.08%, top5-acc=97.26%, remaining_time=0:00:17.899596, arrival_time=2021-04-10 02:10:04.248056, cost_time=0:00:04.589655 2021-04-10 02:09:47,448 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.71ms, fps=2328 images/s, loss=0.6443, top1-acc=80.11%, top5-acc=97.19%, remaining_time=0:00:16.615676, arrival_time=2021-04-10 02:10:04.064543, cost_time=0:00:05.690282 2021-04-10 02:09:48,550 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.64ms, fps=2324 images/s, loss=0.6404, top1-acc=80.28%, top5-acc=97.23%, remaining_time=0:00:15.395744, arrival_time=2021-04-10 02:10:03.946563, cost_time=0:00:06.792252 2021-04-10 02:09:49,647 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.48ms, fps=2335 images/s, loss=0.6411, top1-acc=80.21%, top5-acc=97.24%, remaining_time=0:00:14.200074, arrival_time=2021-04-10 02:10:03.847554, cost_time=0:00:07.888913 2021-04-10 02:09:50,743 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.66ms, fps=2337 images/s, loss=0.6438, top1-acc=80.18%, top5-acc=97.21%, remaining_time=0:00:13.027844, arrival_time=2021-04-10 02:10:03.771146, cost_time=0:00:08.984738 2021-04-10 02:09:51,839 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.59ms, fps=2336 images/s, loss=0.6475, top1-acc=80.07%, top5-acc=97.19%, remaining_time=0:00:11.873060, arrival_time=2021-04-10 02:10:03.712536, cost_time=0:00:10.080908 2021-04-10 02:09:52,941 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.61ms, fps=2324 images/s, loss=0.6475, top1-acc=80.09%, top5-acc=97.19%, remaining_time=0:00:10.735392, arrival_time=2021-04-10 02:10:03.676857, cost_time=0:00:11.182743 2021-04-10 02:09:54,047 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=2.25ms, fps=2316 images/s, loss=0.6512, top1-acc=80.02%, top5-acc=97.14%, remaining_time=0:00:09.607834, arrival_time=2021-04-10 02:10:03.655556, cost_time=0:00:12.289100 2021-04-10 02:09:55,157 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=2.29ms, fps=2308 images/s, loss=0.6526, top1-acc=79.96%, top5-acc=97.13%, remaining_time=0:00:08.486008, arrival_time=2021-04-10 02:10:03.643752, cost_time=0:00:13.398961 2021-04-10 02:09:56,253 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=2.08ms, fps=2338 images/s, loss=0.6571, top1-acc=79.81%, top5-acc=97.06%, remaining_time=0:00:07.359000, arrival_time=2021-04-10 02:10:03.612503, cost_time=0:00:14.494941 2021-04-10 02:09:57,341 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=2.57ms, fps=2355 images/s, loss=0.6564, top1-acc=79.87%, top5-acc=97.04%, remaining_time=0:00:06.232968, arrival_time=2021-04-10 02:10:03.574080, cost_time=0:00:15.582387 2021-04-10 02:09:58,445 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.62ms, fps=2320 images/s, loss=0.6572, top1-acc=79.83%, top5-acc=97.06%, remaining_time=0:00:05.117362, arrival_time=2021-04-10 02:10:03.562947, cost_time=0:00:16.687024 2021-04-10 02:09:59,547 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.95ms, fps=2325 images/s, loss=0.6581, top1-acc=79.81%, top5-acc=97.06%, remaining_time=0:00:04.002444, arrival_time=2021-04-10 02:10:03.549719, cost_time=0:00:17.788630 2021-04-10 02:10:00,648 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.74ms, fps=2326 images/s, loss=0.6591, top1-acc=79.78%, top5-acc=97.06%, remaining_time=0:00:02.889042, arrival_time=2021-04-10 02:10:03.537561, cost_time=0:00:18.889938 2021-04-10 02:10:01,748 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.52ms, fps=2329 images/s, loss=0.6609, top1-acc=79.68%, top5-acc=97.05%, remaining_time=0:00:01.776848, arrival_time=2021-04-10 02:10:03.524949, cost_time=0:00:19.989490 2021-04-10 02:10:02,848 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=2.02ms, fps=2328 images/s, loss=0.6617, top1-acc=79.64%, top5-acc=97.03%, remaining_time=0:00:00.665988, arrival_time=2021-04-10 02:10:03.514379, cost_time=0:00:21.089662 2021-04-10 02:10:03,442 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=0.08ms, fps=2294 images/s, loss=0.6622, top1-acc=79.63%, top5-acc=97.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:03.442454, cost_time=0:00:21.683897 2021-04-10 02:10:03,767 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=2.06ms, fps=7899 images/s, loss=1.4619, top1-acc=63.16%, top5-acc=88.28%, remaining_time=0:00:00.972240, arrival_time=2021-04-10 02:10:04.740003, cost_time=0:00:00.324081 2021-04-10 02:10:04,020 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=0.23ms, fps=10148 images/s, loss=1.4609, top1-acc=63.71%, top5-acc=88.28%, remaining_time=0:00:00.576700, arrival_time=2021-04-10 02:10:04.597089, cost_time=0:00:00.576698 2021-04-10 02:10:04,270 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=8.17ms, fps=10274 images/s, loss=1.4644, top1-acc=63.02%, top5-acc=88.33%, remaining_time=0:00:00.275410, arrival_time=2021-04-10 02:10:04.545363, cost_time=0:00:00.826224 2021-04-10 02:10:04,489 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.05ms, fps=10605 images/s, loss=1.4805, top1-acc=62.80%, top5-acc=88.05%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:04.489153, cost_time=0:00:01.045467 2021-04-10 02:10:04,570 INFO : Epoch=0125 complete, best val top1-acc=62.80%, top5-acc=88.05% (epoch=125), remaining_time=0:28:41.276925, arrival_time=2021-04-10 02:38:45.847239, cost_time=0:47:48.794893 2021-04-10 02:10:04,571 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 02:10:05,852 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.43ms, fps=1998 images/s, loss=0.6038, top1-acc=81.64%, top5-acc=97.27%, remaining_time=0:00:23.831994, arrival_time=2021-04-10 02:10:29.684598, cost_time=0:00:01.281288 2021-04-10 02:10:06,952 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.72ms, fps=2330 images/s, loss=0.6122, top1-acc=80.72%, top5-acc=97.64%, remaining_time=0:00:20.952448, arrival_time=2021-04-10 02:10:27.904663, cost_time=0:00:02.380966 2021-04-10 02:10:08,051 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=2.13ms, fps=2331 images/s, loss=0.6058, top1-acc=81.07%, top5-acc=97.70%, remaining_time=0:00:19.254838, arrival_time=2021-04-10 02:10:27.305967, cost_time=0:00:03.479795 2021-04-10 02:10:09,155 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.04ms, fps=2320 images/s, loss=0.6090, top1-acc=81.13%, top5-acc=97.51%, remaining_time=0:00:17.878380, arrival_time=2021-04-10 02:10:27.033731, cost_time=0:00:04.584181 2021-04-10 02:10:10,253 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.56ms, fps=2333 images/s, loss=0.6165, top1-acc=80.91%, top5-acc=97.45%, remaining_time=0:00:16.590856, arrival_time=2021-04-10 02:10:26.843970, cost_time=0:00:05.681811 2021-04-10 02:10:11,371 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.49ms, fps=2291 images/s, loss=0.6218, top1-acc=80.75%, top5-acc=97.33%, remaining_time=0:00:15.414104, arrival_time=2021-04-10 02:10:26.785612, cost_time=0:00:06.800349 2021-04-10 02:10:12,464 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.75ms, fps=2343 images/s, loss=0.6234, top1-acc=80.70%, top5-acc=97.34%, remaining_time=0:00:14.208012, arrival_time=2021-04-10 02:10:26.672604, cost_time=0:00:07.893339 2021-04-10 02:10:13,562 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=2.08ms, fps=2332 images/s, loss=0.6252, top1-acc=80.67%, top5-acc=97.35%, remaining_time=0:00:13.037936, arrival_time=2021-04-10 02:10:26.600742, cost_time=0:00:08.991646 2021-04-10 02:10:14,661 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.51ms, fps=2332 images/s, loss=0.6282, top1-acc=80.59%, top5-acc=97.32%, remaining_time=0:00:11.883448, arrival_time=2021-04-10 02:10:26.544448, cost_time=0:00:10.089686 2021-04-10 02:10:15,753 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.67ms, fps=2345 images/s, loss=0.6285, top1-acc=80.57%, top5-acc=97.33%, remaining_time=0:00:10.734912, arrival_time=2021-04-10 02:10:26.488291, cost_time=0:00:11.182184 2021-04-10 02:10:16,853 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=2.08ms, fps=2329 images/s, loss=0.6312, top1-acc=80.50%, top5-acc=97.25%, remaining_time=0:00:09.602330, arrival_time=2021-04-10 02:10:26.455697, cost_time=0:00:12.282082 2021-04-10 02:10:17,950 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=2.29ms, fps=2335 images/s, loss=0.6371, top1-acc=80.26%, top5-acc=97.21%, remaining_time=0:00:08.473544, arrival_time=2021-04-10 02:10:26.423962, cost_time=0:00:13.379237 2021-04-10 02:10:19,044 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.6371, top1-acc=80.28%, top5-acc=97.22%, remaining_time=0:00:07.348044, arrival_time=2021-04-10 02:10:26.392672, cost_time=0:00:14.473466 2021-04-10 02:10:20,143 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=2.21ms, fps=2331 images/s, loss=0.6403, top1-acc=80.17%, top5-acc=97.18%, remaining_time=0:00:06.228824, arrival_time=2021-04-10 02:10:26.372165, cost_time=0:00:15.572032 2021-04-10 02:10:21,239 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.64ms, fps=2336 images/s, loss=0.6417, top1-acc=80.12%, top5-acc=97.15%, remaining_time=0:00:05.111750, arrival_time=2021-04-10 02:10:26.351675, cost_time=0:00:16.668756 2021-04-10 02:10:22,331 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.49ms, fps=2346 images/s, loss=0.6454, top1-acc=80.01%, top5-acc=97.14%, remaining_time=0:00:03.996072, arrival_time=2021-04-10 02:10:26.327516, cost_time=0:00:17.760240 2021-04-10 02:10:23,430 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.68ms, fps=2332 images/s, loss=0.6460, top1-acc=80.02%, top5-acc=97.14%, remaining_time=0:00:02.884258, arrival_time=2021-04-10 02:10:26.314262, cost_time=0:00:18.858539 2021-04-10 02:10:24,541 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=2.17ms, fps=2304 images/s, loss=0.6458, top1-acc=80.00%, top5-acc=97.13%, remaining_time=0:00:01.775184, arrival_time=2021-04-10 02:10:26.317121, cost_time=0:00:19.970766 2021-04-10 02:10:25,637 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.43ms, fps=2338 images/s, loss=0.6507, top1-acc=79.84%, top5-acc=97.10%, remaining_time=0:00:00.665250, arrival_time=2021-04-10 02:10:26.302697, cost_time=0:00:21.066250 2021-04-10 02:10:26,223 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.31ms, fps=2324 images/s, loss=0.6502, top1-acc=79.87%, top5-acc=97.09%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:26.223262, cost_time=0:00:21.652112 2021-04-10 02:10:26,572 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=3.57ms, fps=7357 images/s, loss=1.5580, top1-acc=61.52%, top5-acc=87.77%, remaining_time=0:00:01.043820, arrival_time=2021-04-10 02:10:27.616394, cost_time=0:00:00.347944 2021-04-10 02:10:26,810 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.85ms, fps=10775 images/s, loss=1.5025, top1-acc=62.07%, top5-acc=87.77%, remaining_time=0:00:00.586080, arrival_time=2021-04-10 02:10:27.396750, cost_time=0:00:00.586077 2021-04-10 02:10:27,062 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=2.60ms, fps=10199 images/s, loss=1.4988, top1-acc=62.20%, top5-acc=87.92%, remaining_time=0:00:00.279190, arrival_time=2021-04-10 02:10:27.341374, cost_time=0:00:00.837573 2021-04-10 02:10:27,280 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=10661 images/s, loss=1.5103, top1-acc=62.34%, top5-acc=87.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:27.280268, cost_time=0:00:01.055718 2021-04-10 02:10:27,322 INFO : Epoch=0126 complete, best val top1-acc=62.80%, top5-acc=88.05% (epoch=125), remaining_time=0:28:18.209942, arrival_time=2021-04-10 02:38:45.532059, cost_time=0:48:11.546709 2021-04-10 02:10:27,322 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 02:10:28,588 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.57ms, fps=2023 images/s, loss=0.6063, top1-acc=81.52%, top5-acc=97.23%, remaining_time=0:00:23.537184, arrival_time=2021-04-10 02:10:52.125704, cost_time=0:00:01.265443 2021-04-10 02:10:29,690 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=2.01ms, fps=2325 images/s, loss=0.6086, top1-acc=81.15%, top5-acc=97.30%, remaining_time=0:00:20.832768, arrival_time=2021-04-10 02:10:50.523211, cost_time=0:00:02.367370 2021-04-10 02:10:30,780 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.65ms, fps=2350 images/s, loss=0.6020, top1-acc=81.37%, top5-acc=97.41%, remaining_time=0:00:19.132496, arrival_time=2021-04-10 02:10:49.913149, cost_time=0:00:03.457695 2021-04-10 02:10:31,880 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=2.18ms, fps=2328 images/s, loss=0.6113, top1-acc=81.22%, top5-acc=97.29%, remaining_time=0:00:17.775576, arrival_time=2021-04-10 02:10:49.656438, cost_time=0:00:04.557854 2021-04-10 02:10:32,975 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=2.02ms, fps=2340 images/s, loss=0.6119, top1-acc=81.28%, top5-acc=97.32%, remaining_time=0:00:16.505300, arrival_time=2021-04-10 02:10:49.480810, cost_time=0:00:05.652517 2021-04-10 02:10:34,081 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=2.52ms, fps=2317 images/s, loss=0.6114, top1-acc=81.29%, top5-acc=97.32%, remaining_time=0:00:15.318496, arrival_time=2021-04-10 02:10:49.399728, cost_time=0:00:06.758163 2021-04-10 02:10:35,172 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=2.22ms, fps=2347 images/s, loss=0.6143, top1-acc=81.21%, top5-acc=97.36%, remaining_time=0:00:14.129640, arrival_time=2021-04-10 02:10:49.302449, cost_time=0:00:07.849827 2021-04-10 02:10:36,269 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.58ms, fps=2336 images/s, loss=0.6154, top1-acc=81.10%, top5-acc=97.39%, remaining_time=0:00:12.972280, arrival_time=2021-04-10 02:10:49.241639, cost_time=0:00:08.946386 2021-04-10 02:10:37,362 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=2.20ms, fps=2343 images/s, loss=0.6162, top1-acc=81.05%, top5-acc=97.40%, remaining_time=0:00:11.824194, arrival_time=2021-04-10 02:10:49.186533, cost_time=0:00:10.039380 2021-04-10 02:10:38,461 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=2.14ms, fps=2331 images/s, loss=0.6181, top1-acc=81.05%, top5-acc=97.38%, remaining_time=0:00:10.692768, arrival_time=2021-04-10 02:10:49.154046, cost_time=0:00:11.138282 2021-04-10 02:10:39,572 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=2.26ms, fps=2304 images/s, loss=0.6213, top1-acc=80.92%, top5-acc=97.33%, remaining_time=0:00:09.577218, arrival_time=2021-04-10 02:10:49.150156, cost_time=0:00:12.249984 2021-04-10 02:10:40,662 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.6269, top1-acc=80.76%, top5-acc=97.25%, remaining_time=0:00:08.448464, arrival_time=2021-04-10 02:10:49.111091, cost_time=0:00:13.339624 2021-04-10 02:10:41,771 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=2.67ms, fps=2311 images/s, loss=0.6293, top1-acc=80.73%, top5-acc=97.23%, remaining_time=0:00:07.335042, arrival_time=2021-04-10 02:10:49.105998, cost_time=0:00:14.447787 2021-04-10 02:10:42,885 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=3.30ms, fps=2300 images/s, loss=0.6314, top1-acc=80.67%, top5-acc=97.22%, remaining_time=0:00:06.224792, arrival_time=2021-04-10 02:10:49.109772, cost_time=0:00:15.561930 2021-04-10 02:10:44,005 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=2.05ms, fps=2286 images/s, loss=0.6325, top1-acc=80.58%, top5-acc=97.21%, remaining_time=0:00:05.116028, arrival_time=2021-04-10 02:10:49.121775, cost_time=0:00:16.682759 2021-04-10 02:10:45,105 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=2.42ms, fps=2330 images/s, loss=0.6342, top1-acc=80.52%, top5-acc=97.18%, remaining_time=0:00:04.000932, arrival_time=2021-04-10 02:10:49.105954, cost_time=0:00:17.781882 2021-04-10 02:10:46,208 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.53ms, fps=2323 images/s, loss=0.6354, top1-acc=80.54%, top5-acc=97.16%, remaining_time=0:00:02.888288, arrival_time=2021-04-10 02:10:49.096274, cost_time=0:00:18.884946 2021-04-10 02:10:47,322 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.76ms, fps=2298 images/s, loss=0.6369, top1-acc=80.50%, top5-acc=97.15%, remaining_time=0:00:01.777744, arrival_time=2021-04-10 02:10:49.100426, cost_time=0:00:19.999601 2021-04-10 02:10:48,420 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.31ms, fps=2334 images/s, loss=0.6390, top1-acc=80.43%, top5-acc=97.16%, remaining_time=0:00:00.666222, arrival_time=2021-04-10 02:10:49.086340, cost_time=0:00:21.097110 2021-04-10 02:10:49,019 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.73ms, fps=2271 images/s, loss=0.6406, top1-acc=80.39%, top5-acc=97.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:49.019694, cost_time=0:00:21.696662 2021-04-10 02:10:49,368 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.96ms, fps=7373 images/s, loss=1.3936, top1-acc=63.24%, top5-acc=89.57%, remaining_time=0:00:01.041570, arrival_time=2021-04-10 02:10:50.409918, cost_time=0:00:00.347193 2021-04-10 02:10:49,613 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=0.29ms, fps=10472 images/s, loss=1.4121, top1-acc=63.59%, top5-acc=89.06%, remaining_time=0:00:00.592140, arrival_time=2021-04-10 02:10:50.205427, cost_time=0:00:00.592139 2021-04-10 02:10:49,865 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=6.41ms, fps=10183 images/s, loss=1.3979, top1-acc=63.79%, top5-acc=88.95%, remaining_time=0:00:00.281340, arrival_time=2021-04-10 02:10:50.146491, cost_time=0:00:00.844006 2021-04-10 02:10:50,089 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.07ms, fps=10365 images/s, loss=1.3880, top1-acc=64.03%, top5-acc=88.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:50.089448, cost_time=0:00:01.068307 2021-04-10 02:10:50,226 INFO : Epoch=0127 complete, best val top1-acc=64.03%, top5-acc=88.95% (epoch=127), remaining_time=0:27:55.235901, arrival_time=2021-04-10 02:38:45.462790, cost_time=0:48:34.451443 2021-04-10 02:10:50,228 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 02:10:51,570 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=0.31ms, fps=1907 images/s, loss=0.6239, top1-acc=80.94%, top5-acc=97.23%, remaining_time=0:00:24.970314, arrival_time=2021-04-10 02:11:16.541002, cost_time=0:00:01.342491 2021-04-10 02:10:52,668 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.87ms, fps=2333 images/s, loss=0.6147, top1-acc=81.15%, top5-acc=97.38%, remaining_time=0:00:21.476224, arrival_time=2021-04-10 02:11:14.144906, cost_time=0:00:02.440480 2021-04-10 02:10:53,760 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.46ms, fps=2345 images/s, loss=0.6116, top1-acc=81.25%, top5-acc=97.37%, remaining_time=0:00:19.546998, arrival_time=2021-04-10 02:11:13.307869, cost_time=0:00:03.532601 2021-04-10 02:10:54,871 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.45ms, fps=2307 images/s, loss=0.6044, top1-acc=81.57%, top5-acc=97.45%, remaining_time=0:00:18.107232, arrival_time=2021-04-10 02:11:12.978322, cost_time=0:00:04.642877 2021-04-10 02:10:55,974 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.60ms, fps=2321 images/s, loss=0.6027, top1-acc=81.68%, top5-acc=97.48%, remaining_time=0:00:16.779926, arrival_time=2021-04-10 02:11:12.754713, cost_time=0:00:05.746532 2021-04-10 02:10:57,062 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.51ms, fps=2356 images/s, loss=0.6035, top1-acc=81.71%, top5-acc=97.43%, remaining_time=0:00:15.490536, arrival_time=2021-04-10 02:11:12.552771, cost_time=0:00:06.834032 2021-04-10 02:10:58,164 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.65ms, fps=2325 images/s, loss=0.6034, top1-acc=81.75%, top5-acc=97.46%, remaining_time=0:00:14.284494, arrival_time=2021-04-10 02:11:12.448640, cost_time=0:00:07.935834 2021-04-10 02:10:59,257 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.54ms, fps=2344 images/s, loss=0.6070, top1-acc=81.67%, top5-acc=97.45%, remaining_time=0:00:13.091760, arrival_time=2021-04-10 02:11:12.348756, cost_time=0:00:09.028818 2021-04-10 02:11:00,357 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.90ms, fps=2327 images/s, loss=0.6117, top1-acc=81.49%, top5-acc=97.39%, remaining_time=0:00:11.929982, arrival_time=2021-04-10 02:11:12.287360, cost_time=0:00:10.129219 2021-04-10 02:11:01,449 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.49ms, fps=2345 images/s, loss=0.6123, top1-acc=81.60%, top5-acc=97.37%, remaining_time=0:00:10.772640, arrival_time=2021-04-10 02:11:12.222363, cost_time=0:00:11.221478 2021-04-10 02:11:02,542 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=2.39ms, fps=2344 images/s, loss=0.6159, top1-acc=81.40%, top5-acc=97.33%, remaining_time=0:00:09.627528, arrival_time=2021-04-10 02:11:12.170008, cost_time=0:00:12.314306 2021-04-10 02:11:03,631 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.63ms, fps=2351 images/s, loss=0.6164, top1-acc=81.27%, top5-acc=97.35%, remaining_time=0:00:08.488896, arrival_time=2021-04-10 02:11:12.120575, cost_time=0:00:13.403467 2021-04-10 02:11:04,724 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=2.02ms, fps=2344 images/s, loss=0.6184, top1-acc=81.21%, top5-acc=97.34%, remaining_time=0:00:07.359660, arrival_time=2021-04-10 02:11:12.084116, cost_time=0:00:14.496244 2021-04-10 02:11:05,825 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.45ms, fps=2327 images/s, loss=0.6189, top1-acc=81.19%, top5-acc=97.32%, remaining_time=0:00:06.238792, arrival_time=2021-04-10 02:11:12.064086, cost_time=0:00:15.597003 2021-04-10 02:11:06,923 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.49ms, fps=2334 images/s, loss=0.6218, top1-acc=81.10%, top5-acc=97.31%, remaining_time=0:00:05.119800, arrival_time=2021-04-10 02:11:12.042938, cost_time=0:00:16.694930 2021-04-10 02:11:08,014 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.94ms, fps=2347 images/s, loss=0.6270, top1-acc=80.88%, top5-acc=97.26%, remaining_time=0:00:04.001868, arrival_time=2021-04-10 02:11:12.016206, cost_time=0:00:17.786131 2021-04-10 02:11:09,125 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.58ms, fps=2306 images/s, loss=0.6287, top1-acc=80.82%, top5-acc=97.29%, remaining_time=0:00:02.890108, arrival_time=2021-04-10 02:11:12.015185, cost_time=0:00:18.896915 2021-04-10 02:11:10,230 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=2.71ms, fps=2318 images/s, loss=0.6309, top1-acc=80.71%, top5-acc=97.27%, remaining_time=0:00:01.777920, arrival_time=2021-04-10 02:11:12.007821, cost_time=0:00:20.001610 2021-04-10 02:11:11,326 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.35ms, fps=2336 images/s, loss=0.6344, top1-acc=80.60%, top5-acc=97.24%, remaining_time=0:00:00.666270, arrival_time=2021-04-10 02:11:11.993006, cost_time=0:00:21.098509 2021-04-10 02:11:11,936 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=2.02ms, fps=2234 images/s, loss=0.6354, top1-acc=80.63%, top5-acc=97.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:11.936107, cost_time=0:00:21.707897 2021-04-10 02:11:12,306 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=0.42ms, fps=6941 images/s, loss=1.4660, top1-acc=64.02%, top5-acc=88.44%, remaining_time=0:00:01.106430, arrival_time=2021-04-10 02:11:13.413311, cost_time=0:00:00.368807 2021-04-10 02:11:12,557 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=2.18ms, fps=10222 images/s, loss=1.4128, top1-acc=64.43%, top5-acc=88.71%, remaining_time=0:00:00.619620, arrival_time=2021-04-10 02:11:13.177457, cost_time=0:00:00.619623 2021-04-10 02:11:12,815 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=0.56ms, fps=9956 images/s, loss=1.4395, top1-acc=63.65%, top5-acc=88.33%, remaining_time=0:00:00.292500, arrival_time=2021-04-10 02:11:13.108238, cost_time=0:00:00.877501 2021-04-10 02:11:13,056 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.13ms, fps=9651 images/s, loss=1.4332, top1-acc=63.37%, top5-acc=88.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:13.056769, cost_time=0:00:01.118639 2021-04-10 02:11:13,107 INFO : Epoch=0128 complete, best val top1-acc=64.03%, top5-acc=88.95% (epoch=127), remaining_time=0:27:32.249088, arrival_time=2021-04-10 02:38:45.356287, cost_time=0:48:57.331752 2021-04-10 02:11:13,108 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 02:11:14,410 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=2.18ms, fps=1966 images/s, loss=0.5668, top1-acc=81.52%, top5-acc=98.20%, remaining_time=0:00:24.214968, arrival_time=2021-04-10 02:11:38.625254, cost_time=0:00:01.301879 2021-04-10 02:11:15,507 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.88ms, fps=2335 images/s, loss=0.5659, top1-acc=82.42%, top5-acc=98.12%, remaining_time=0:00:21.110672, arrival_time=2021-04-10 02:11:36.617984, cost_time=0:00:02.398932 2021-04-10 02:11:16,597 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.88ms, fps=2349 images/s, loss=0.5708, top1-acc=82.37%, top5-acc=97.92%, remaining_time=0:00:19.307294, arrival_time=2021-04-10 02:11:35.904865, cost_time=0:00:03.489261 2021-04-10 02:11:17,701 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.93ms, fps=2322 images/s, loss=0.5788, top1-acc=82.07%, top5-acc=97.90%, remaining_time=0:00:17.910672, arrival_time=2021-04-10 02:11:35.611598, cost_time=0:00:04.592498 2021-04-10 02:11:18,786 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.62ms, fps=2360 images/s, loss=0.5783, top1-acc=82.00%, top5-acc=97.84%, remaining_time=0:00:16.579468, arrival_time=2021-04-10 02:11:35.365789, cost_time=0:00:05.677923 2021-04-10 02:11:19,882 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.52ms, fps=2336 images/s, loss=0.5899, top1-acc=81.65%, top5-acc=97.79%, remaining_time=0:00:15.355760, arrival_time=2021-04-10 02:11:35.238658, cost_time=0:00:06.774607 2021-04-10 02:11:20,972 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.72ms, fps=2350 images/s, loss=0.5943, top1-acc=81.50%, top5-acc=97.77%, remaining_time=0:00:14.155596, arrival_time=2021-04-10 02:11:35.128224, cost_time=0:00:07.864247 2021-04-10 02:11:22,070 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.50ms, fps=2332 images/s, loss=0.5983, top1-acc=81.46%, top5-acc=97.69%, remaining_time=0:00:12.995712, arrival_time=2021-04-10 02:11:35.066567, cost_time=0:00:08.962563 2021-04-10 02:11:23,175 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.98ms, fps=2318 images/s, loss=0.6029, top1-acc=81.29%, top5-acc=97.69%, remaining_time=0:00:11.857266, arrival_time=2021-04-10 02:11:35.033137, cost_time=0:00:10.067469 2021-04-10 02:11:24,270 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=0.6051, top1-acc=81.25%, top5-acc=97.66%, remaining_time=0:00:10.715520, arrival_time=2021-04-10 02:11:34.985855, cost_time=0:00:11.161994 2021-04-10 02:11:25,366 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.46ms, fps=2338 images/s, loss=0.6064, top1-acc=81.19%, top5-acc=97.65%, remaining_time=0:00:09.583152, arrival_time=2021-04-10 02:11:34.949246, cost_time=0:00:12.257540 2021-04-10 02:11:26,460 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.67ms, fps=2341 images/s, loss=0.6128, top1-acc=80.97%, top5-acc=97.57%, remaining_time=0:00:08.456520, arrival_time=2021-04-10 02:11:34.917254, cost_time=0:00:13.352439 2021-04-10 02:11:27,559 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=3.20ms, fps=2331 images/s, loss=0.6151, top1-acc=80.92%, top5-acc=97.53%, remaining_time=0:00:07.336758, arrival_time=2021-04-10 02:11:34.896265, cost_time=0:00:14.451211 2021-04-10 02:11:28,653 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=2.37ms, fps=2342 images/s, loss=0.6196, top1-acc=80.74%, top5-acc=97.53%, remaining_time=0:00:06.217960, arrival_time=2021-04-10 02:11:34.871227, cost_time=0:00:15.544889 2021-04-10 02:11:29,747 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.76ms, fps=2341 images/s, loss=0.6203, top1-acc=80.73%, top5-acc=97.53%, remaining_time=0:00:05.102688, arrival_time=2021-04-10 02:11:34.850290, cost_time=0:00:16.639236 2021-04-10 02:11:30,846 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.93ms, fps=2331 images/s, loss=0.6218, top1-acc=80.71%, top5-acc=97.50%, remaining_time=0:00:03.991068, arrival_time=2021-04-10 02:11:34.837375, cost_time=0:00:17.738011 2021-04-10 02:11:31,944 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=2.33ms, fps=2332 images/s, loss=0.6255, top1-acc=80.62%, top5-acc=97.43%, remaining_time=0:00:02.880800, arrival_time=2021-04-10 02:11:34.825127, cost_time=0:00:18.836032 2021-04-10 02:11:33,048 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=2.10ms, fps=2320 images/s, loss=0.6276, top1-acc=80.51%, top5-acc=97.42%, remaining_time=0:00:01.772464, arrival_time=2021-04-10 02:11:34.821074, cost_time=0:00:19.940158 2021-04-10 02:11:34,146 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.97ms, fps=2333 images/s, loss=0.6277, top1-acc=80.56%, top5-acc=97.39%, remaining_time=0:00:00.664362, arrival_time=2021-04-10 02:11:34.810816, cost_time=0:00:21.038141 2021-04-10 02:11:34,736 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.56ms, fps=2308 images/s, loss=0.6287, top1-acc=80.57%, top5-acc=97.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:34.736183, cost_time=0:00:21.627896 2021-04-10 02:11:35,062 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=1.77ms, fps=7881 images/s, loss=1.4821, top1-acc=62.77%, top5-acc=87.30%, remaining_time=0:00:00.974490, arrival_time=2021-04-10 02:11:36.036807, cost_time=0:00:00.324826 2021-04-10 02:11:35,304 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=0.28ms, fps=10594 images/s, loss=1.4555, top1-acc=63.18%, top5-acc=87.79%, remaining_time=0:00:00.566960, arrival_time=2021-04-10 02:11:35.871428, cost_time=0:00:00.566961 2021-04-10 02:11:35,542 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=2.93ms, fps=10775 images/s, loss=1.4880, top1-acc=62.45%, top5-acc=87.51%, remaining_time=0:00:00.268340, arrival_time=2021-04-10 02:11:35.810820, cost_time=0:00:00.805010 2021-04-10 02:11:35,765 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=10442 images/s, loss=1.4803, top1-acc=62.64%, top5-acc=87.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:35.765146, cost_time=0:00:01.027530 2021-04-10 02:11:35,808 INFO : Epoch=0129 complete, best val top1-acc=64.03%, top5-acc=88.95% (epoch=127), remaining_time=0:27:09.165574, arrival_time=2021-04-10 02:38:44.974185, cost_time=0:49:20.033191 2021-04-10 02:11:35,809 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 02:11:37,085 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.91ms, fps=2007 images/s, loss=0.5872, top1-acc=81.87%, top5-acc=97.46%, remaining_time=0:00:23.723370, arrival_time=2021-04-10 02:12:00.808425, cost_time=0:00:01.275450 2021-04-10 02:11:38,186 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.85ms, fps=2326 images/s, loss=0.5961, top1-acc=81.72%, top5-acc=97.60%, remaining_time=0:00:20.915664, arrival_time=2021-04-10 02:11:59.102058, cost_time=0:00:02.376772 2021-04-10 02:11:39,282 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.87ms, fps=2336 images/s, loss=0.5955, top1-acc=81.80%, top5-acc=97.62%, remaining_time=0:00:19.218982, arrival_time=2021-04-10 02:11:58.501906, cost_time=0:00:03.473319 2021-04-10 02:11:40,387 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.83ms, fps=2320 images/s, loss=0.5983, top1-acc=81.96%, top5-acc=97.52%, remaining_time=0:00:17.851704, arrival_time=2021-04-10 02:11:58.238705, cost_time=0:00:04.577373 2021-04-10 02:11:41,487 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=2.34ms, fps=2329 images/s, loss=0.6020, top1-acc=81.83%, top5-acc=97.43%, remaining_time=0:00:16.578300, arrival_time=2021-04-10 02:11:58.065492, cost_time=0:00:05.677500 2021-04-10 02:11:42,620 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=3.22ms, fps=2260 images/s, loss=0.6000, top1-acc=81.83%, top5-acc=97.52%, remaining_time=0:00:15.438312, arrival_time=2021-04-10 02:11:58.058946, cost_time=0:00:06.811011 2021-04-10 02:11:43,722 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=2.08ms, fps=2324 images/s, loss=0.5999, top1-acc=81.77%, top5-acc=97.51%, remaining_time=0:00:14.243670, arrival_time=2021-04-10 02:11:57.966485, cost_time=0:00:07.913118 2021-04-10 02:11:44,824 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=2.27ms, fps=2327 images/s, loss=0.6002, top1-acc=81.71%, top5-acc=97.55%, remaining_time=0:00:13.070880, arrival_time=2021-04-10 02:11:57.894931, cost_time=0:00:09.014417 2021-04-10 02:11:45,928 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=2.05ms, fps=2319 images/s, loss=0.6042, top1-acc=81.58%, top5-acc=97.48%, remaining_time=0:00:11.917898, arrival_time=2021-04-10 02:11:57.846566, cost_time=0:00:10.118993 2021-04-10 02:11:47,030 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=2.26ms, fps=2326 images/s, loss=0.6037, top1-acc=81.55%, top5-acc=97.51%, remaining_time=0:00:10.771680, arrival_time=2021-04-10 02:11:57.801758, cost_time=0:00:11.220542 2021-04-10 02:11:48,125 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.43ms, fps=2339 images/s, loss=0.6040, top1-acc=81.58%, top5-acc=97.51%, remaining_time=0:00:09.628388, arrival_time=2021-04-10 02:11:57.753382, cost_time=0:00:12.315380 2021-04-10 02:11:49,221 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.94ms, fps=2337 images/s, loss=0.6063, top1-acc=81.53%, top5-acc=97.48%, remaining_time=0:00:08.493988, arrival_time=2021-04-10 02:11:57.715123, cost_time=0:00:13.411512 2021-04-10 02:11:50,336 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.92ms, fps=2296 images/s, loss=0.6080, top1-acc=81.56%, top5-acc=97.48%, remaining_time=0:00:07.375236, arrival_time=2021-04-10 02:11:57.711825, cost_time=0:00:14.526987 2021-04-10 02:11:51,428 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=2.10ms, fps=2346 images/s, loss=0.6082, top1-acc=81.50%, top5-acc=97.50%, remaining_time=0:00:06.247584, arrival_time=2021-04-10 02:11:57.676202, cost_time=0:00:15.618991 2021-04-10 02:11:52,527 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=2.28ms, fps=2332 images/s, loss=0.6109, top1-acc=81.43%, top5-acc=97.48%, remaining_time=0:00:05.126700, arrival_time=2021-04-10 02:11:57.653746, cost_time=0:00:16.717499 2021-04-10 02:11:53,626 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.00ms, fps=2331 images/s, loss=0.6140, top1-acc=81.38%, top5-acc=97.43%, remaining_time=0:00:04.008708, arrival_time=2021-04-10 02:11:57.634692, cost_time=0:00:17.816411 2021-04-10 02:11:54,729 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.83ms, fps=2321 images/s, loss=0.6174, top1-acc=81.23%, top5-acc=97.40%, remaining_time=0:00:02.893618, arrival_time=2021-04-10 02:11:57.623001, cost_time=0:00:18.919750 2021-04-10 02:11:55,838 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=2.07ms, fps=2310 images/s, loss=0.6176, top1-acc=81.21%, top5-acc=97.39%, remaining_time=0:00:01.780320, arrival_time=2021-04-10 02:11:57.618471, cost_time=0:00:20.028619 2021-04-10 02:11:56,919 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.56ms, fps=2369 images/s, loss=0.6176, top1-acc=81.16%, top5-acc=97.41%, remaining_time=0:00:00.666624, arrival_time=2021-04-10 02:11:57.586042, cost_time=0:00:21.109833 2021-04-10 02:11:57,515 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=0.09ms, fps=2284 images/s, loss=0.6202, top1-acc=81.10%, top5-acc=97.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:57.515453, cost_time=0:00:21.705832 2021-04-10 02:11:57,891 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.20ms, fps=6830 images/s, loss=1.6127, top1-acc=61.21%, top5-acc=86.91%, remaining_time=0:00:01.124370, arrival_time=2021-04-10 02:11:59.016031, cost_time=0:00:00.374790 2021-04-10 02:11:58,154 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=0.44ms, fps=9754 images/s, loss=1.5799, top1-acc=61.29%, top5-acc=87.15%, remaining_time=0:00:00.637560, arrival_time=2021-04-10 02:11:58.792020, cost_time=0:00:00.637559 2021-04-10 02:11:58,400 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=0.29ms, fps=10434 images/s, loss=1.5567, top1-acc=61.99%, top5-acc=87.63%, remaining_time=0:00:00.294430, arrival_time=2021-04-10 02:11:58.694667, cost_time=0:00:00.883300 2021-04-10 02:11:58,624 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.09ms, fps=10354 images/s, loss=1.5515, top1-acc=61.90%, top5-acc=87.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:58.624814, cost_time=0:00:01.107913 2021-04-10 02:11:58,704 INFO : Epoch=0130 complete, best val top1-acc=64.03%, top5-acc=88.95% (epoch=127), remaining_time=0:26:46.192560, arrival_time=2021-04-10 02:38:44.897129, cost_time=0:49:42.929096 2021-04-10 02:11:58,706 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 02:12:00,013 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.57ms, fps=1961 images/s, loss=0.5890, top1-acc=81.80%, top5-acc=97.62%, remaining_time=0:00:24.284532, arrival_time=2021-04-10 02:12:24.297658, cost_time=0:00:01.305622 2021-04-10 02:12:01,129 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=2.31ms, fps=2299 images/s, loss=0.5862, top1-acc=82.23%, top5-acc=97.40%, remaining_time=0:00:21.322928, arrival_time=2021-04-10 02:12:22.452369, cost_time=0:00:02.423060 2021-04-10 02:12:02,233 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.47ms, fps=2320 images/s, loss=0.5957, top1-acc=81.67%, top5-acc=97.53%, remaining_time=0:00:19.517284, arrival_time=2021-04-10 02:12:21.750795, cost_time=0:00:03.527210 2021-04-10 02:12:03,334 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.76ms, fps=2326 images/s, loss=0.5884, top1-acc=82.03%, top5-acc=97.64%, remaining_time=0:00:18.050604, arrival_time=2021-04-10 02:12:21.385399, cost_time=0:00:04.628348 2021-04-10 02:12:04,434 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=2.28ms, fps=2330 images/s, loss=0.5841, top1-acc=82.05%, top5-acc=97.65%, remaining_time=0:00:16.725322, arrival_time=2021-04-10 02:12:21.159736, cost_time=0:00:05.727842 2021-04-10 02:12:05,528 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.61ms, fps=2342 images/s, loss=0.5895, top1-acc=81.85%, top5-acc=97.52%, remaining_time=0:00:15.463336, arrival_time=2021-04-10 02:12:20.991664, cost_time=0:00:06.822038 2021-04-10 02:12:06,622 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=2.35ms, fps=2340 images/s, loss=0.5875, top1-acc=81.84%, top5-acc=97.57%, remaining_time=0:00:14.249592, arrival_time=2021-04-10 02:12:20.872428, cost_time=0:00:07.916474 2021-04-10 02:12:07,713 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.5841, top1-acc=81.99%, top5-acc=97.58%, remaining_time=0:00:13.060440, arrival_time=2021-04-10 02:12:20.773962, cost_time=0:00:09.007218 2021-04-10 02:12:08,810 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=2.48ms, fps=2336 images/s, loss=0.5876, top1-acc=81.87%, top5-acc=97.53%, remaining_time=0:00:11.899878, arrival_time=2021-04-10 02:12:20.709863, cost_time=0:00:10.103699 2021-04-10 02:12:09,916 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=2.20ms, fps=2316 images/s, loss=0.5888, top1-acc=81.91%, top5-acc=97.53%, remaining_time=0:00:10.761120, arrival_time=2021-04-10 02:12:20.677030, cost_time=0:00:11.209478 2021-04-10 02:12:11,022 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.54ms, fps=2316 images/s, loss=0.5905, top1-acc=81.81%, top5-acc=97.51%, remaining_time=0:00:09.628646, arrival_time=2021-04-10 02:12:20.650604, cost_time=0:00:12.315669 2021-04-10 02:12:12,114 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.82ms, fps=2345 images/s, loss=0.5934, top1-acc=81.66%, top5-acc=97.47%, remaining_time=0:00:08.491708, arrival_time=2021-04-10 02:12:20.606159, cost_time=0:00:13.408013 2021-04-10 02:12:13,199 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.22ms, fps=2360 images/s, loss=0.5926, top1-acc=81.68%, top5-acc=97.49%, remaining_time=0:00:07.358208, arrival_time=2021-04-10 02:12:20.558005, cost_time=0:00:14.493442 2021-04-10 02:12:14,290 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=2.23ms, fps=2349 images/s, loss=0.5921, top1-acc=81.70%, top5-acc=97.50%, remaining_time=0:00:06.233640, arrival_time=2021-04-10 02:12:20.524010, cost_time=0:00:15.584086 2021-04-10 02:12:15,373 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.63ms, fps=2366 images/s, loss=0.5941, top1-acc=81.55%, top5-acc=97.51%, remaining_time=0:00:05.111060, arrival_time=2021-04-10 02:12:20.484119, cost_time=0:00:16.666564 2021-04-10 02:12:16,459 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.59ms, fps=2359 images/s, loss=0.5981, top1-acc=81.44%, top5-acc=97.47%, remaining_time=0:00:03.994452, arrival_time=2021-04-10 02:12:20.453830, cost_time=0:00:17.753094 2021-04-10 02:12:17,544 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.48ms, fps=2361 images/s, loss=0.6015, top1-acc=81.35%, top5-acc=97.44%, remaining_time=0:00:02.881060, arrival_time=2021-04-10 02:12:20.425094, cost_time=0:00:18.837753 2021-04-10 02:12:18,633 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=2.62ms, fps=2352 images/s, loss=0.6030, top1-acc=81.26%, top5-acc=97.44%, remaining_time=0:00:01.771264, arrival_time=2021-04-10 02:12:20.404440, cost_time=0:00:19.926807 2021-04-10 02:12:19,715 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.34ms, fps=2366 images/s, loss=0.6053, top1-acc=81.21%, top5-acc=97.42%, remaining_time=0:00:00.663450, arrival_time=2021-04-10 02:12:20.379093, cost_time=0:00:21.009327 2021-04-10 02:12:20,297 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=0.6068, top1-acc=81.15%, top5-acc=97.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:20.297125, cost_time=0:00:21.590807 2021-04-10 02:12:20,636 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=2.56ms, fps=7575 images/s, loss=1.5957, top1-acc=60.43%, top5-acc=86.99%, remaining_time=0:00:01.013790, arrival_time=2021-04-10 02:12:21.650238, cost_time=0:00:00.337931 2021-04-10 02:12:20,871 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=0.22ms, fps=10897 images/s, loss=1.6111, top1-acc=60.12%, top5-acc=86.56%, remaining_time=0:00:00.573380, arrival_time=2021-04-10 02:12:21.445236, cost_time=0:00:00.573373 2021-04-10 02:12:21,104 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=2.14ms, fps=11076 images/s, loss=1.5992, top1-acc=60.23%, top5-acc=86.72%, remaining_time=0:00:00.268520, arrival_time=2021-04-10 02:12:21.372553, cost_time=0:00:00.805555 2021-04-10 02:12:21,321 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.09ms, fps=10696 images/s, loss=1.5812, top1-acc=60.15%, top5-acc=86.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:21.321316, cost_time=0:00:01.022855 2021-04-10 02:12:21,362 INFO : Epoch=0131 complete, best val top1-acc=64.03%, top5-acc=88.95% (epoch=127), remaining_time=0:26:23.095635, arrival_time=2021-04-10 02:38:44.458383, cost_time=0:50:05.587334 2021-04-10 02:12:21,363 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 02:12:22,664 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.93ms, fps=1968 images/s, loss=0.5759, top1-acc=82.07%, top5-acc=97.50%, remaining_time=0:00:24.192834, arrival_time=2021-04-10 02:12:46.857154, cost_time=0:00:01.300692 2021-04-10 02:12:23,785 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.56ms, fps=2286 images/s, loss=0.5720, top1-acc=82.34%, top5-acc=97.62%, remaining_time=0:00:21.310784, arrival_time=2021-04-10 02:12:45.096132, cost_time=0:00:02.421677 2021-04-10 02:12:24,877 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=2.06ms, fps=2346 images/s, loss=0.5755, top1-acc=82.38%, top5-acc=97.60%, remaining_time=0:00:19.441256, arrival_time=2021-04-10 02:12:44.318437, cost_time=0:00:03.513493 2021-04-10 02:12:25,964 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=2.25ms, fps=2356 images/s, loss=0.5731, top1-acc=82.28%, top5-acc=97.67%, remaining_time=0:00:17.943120, arrival_time=2021-04-10 02:12:43.907638, cost_time=0:00:04.600800 2021-04-10 02:12:27,057 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.5738, top1-acc=82.19%, top5-acc=97.71%, remaining_time=0:00:16.624874, arrival_time=2021-04-10 02:12:43.681901, cost_time=0:00:05.693437 2021-04-10 02:12:28,160 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.69ms, fps=2322 images/s, loss=0.5738, top1-acc=82.13%, top5-acc=97.77%, remaining_time=0:00:15.404584, arrival_time=2021-04-10 02:12:43.564505, cost_time=0:00:06.796168 2021-04-10 02:12:29,255 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=0.5755, top1-acc=82.20%, top5-acc=97.71%, remaining_time=0:00:14.204358, arrival_time=2021-04-10 02:12:43.459548, cost_time=0:00:07.891320 2021-04-10 02:12:30,346 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.68ms, fps=2349 images/s, loss=0.5807, top1-acc=82.12%, top5-acc=97.63%, remaining_time=0:00:13.024480, arrival_time=2021-04-10 02:12:43.370533, cost_time=0:00:08.982404 2021-04-10 02:12:31,434 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.66ms, fps=2353 images/s, loss=0.5812, top1-acc=82.11%, top5-acc=97.61%, remaining_time=0:00:11.861400, arrival_time=2021-04-10 02:12:43.295983, cost_time=0:00:10.070995 2021-04-10 02:12:32,527 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.62ms, fps=2344 images/s, loss=0.5871, top1-acc=81.93%, top5-acc=97.58%, remaining_time=0:00:10.717248, arrival_time=2021-04-10 02:12:43.244733, cost_time=0:00:11.163811 2021-04-10 02:12:33,614 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.54ms, fps=2356 images/s, loss=0.5872, top1-acc=81.94%, top5-acc=97.61%, remaining_time=0:00:09.578078, arrival_time=2021-04-10 02:12:43.192774, cost_time=0:00:12.251070 2021-04-10 02:12:34,712 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=2.22ms, fps=2333 images/s, loss=0.5876, top1-acc=81.98%, top5-acc=97.62%, remaining_time=0:00:08.454392, arrival_time=2021-04-10 02:12:43.167220, cost_time=0:00:13.349097 2021-04-10 02:12:35,803 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.63ms, fps=2349 images/s, loss=0.5905, top1-acc=81.87%, top5-acc=97.58%, remaining_time=0:00:07.330950, arrival_time=2021-04-10 02:12:43.134315, cost_time=0:00:14.439768 2021-04-10 02:12:36,896 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.97ms, fps=2344 images/s, loss=0.5914, top1-acc=81.81%, top5-acc=97.60%, remaining_time=0:00:06.212976, arrival_time=2021-04-10 02:12:43.108946, cost_time=0:00:15.532386 2021-04-10 02:12:37,980 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.60ms, fps=2361 images/s, loss=0.5929, top1-acc=81.79%, top5-acc=97.61%, remaining_time=0:00:05.095880, arrival_time=2021-04-10 02:12:43.076619, cost_time=0:00:16.617069 2021-04-10 02:12:39,068 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.61ms, fps=2356 images/s, loss=0.5944, top1-acc=81.77%, top5-acc=97.60%, remaining_time=0:00:03.983508, arrival_time=2021-04-10 02:12:43.051614, cost_time=0:00:17.704507 2021-04-10 02:12:40,159 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.53ms, fps=2346 images/s, loss=0.5979, top1-acc=81.63%, top5-acc=97.57%, remaining_time=0:00:02.874716, arrival_time=2021-04-10 02:12:43.034576, cost_time=0:00:18.796247 2021-04-10 02:12:41,274 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=9.34ms, fps=2298 images/s, loss=0.5988, top1-acc=81.62%, top5-acc=97.56%, remaining_time=0:00:01.769872, arrival_time=2021-04-10 02:12:43.044634, cost_time=0:00:19.911028 2021-04-10 02:12:42,367 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.57ms, fps=2344 images/s, loss=0.5988, top1-acc=81.63%, top5-acc=97.57%, remaining_time=0:00:00.663288, arrival_time=2021-04-10 02:12:43.030980, cost_time=0:00:21.004027 2021-04-10 02:12:42,977 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=2.06ms, fps=2234 images/s, loss=0.6005, top1-acc=81.62%, top5-acc=97.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:42.977067, cost_time=0:00:21.613458 2021-04-10 02:12:43,395 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.42ms, fps=6145 images/s, loss=1.3734, top1-acc=64.26%, top5-acc=88.67%, remaining_time=0:00:01.249830, arrival_time=2021-04-10 02:12:44.645248, cost_time=0:00:00.416608 2021-04-10 02:12:43,643 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=0.40ms, fps=10359 images/s, loss=1.3756, top1-acc=64.61%, top5-acc=88.93%, remaining_time=0:00:00.664220, arrival_time=2021-04-10 02:12:44.307241, cost_time=0:00:00.664217 2021-04-10 02:12:43,889 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=2.14ms, fps=10416 images/s, loss=1.3773, top1-acc=64.65%, top5-acc=88.65%, remaining_time=0:00:00.303490, arrival_time=2021-04-10 02:12:44.192840, cost_time=0:00:00.910466 2021-04-10 02:12:44,111 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.07ms, fps=10471 images/s, loss=1.3895, top1-acc=64.98%, top5-acc=88.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:44.111505, cost_time=0:00:01.132781 2021-04-10 02:12:44,195 INFO : Epoch=0132 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:26:00.095032, arrival_time=2021-04-10 02:38:44.290258, cost_time=0:50:28.419801 2021-04-10 02:12:44,196 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 02:12:45,464 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=2.63ms, fps=2019 images/s, loss=0.5552, top1-acc=83.36%, top5-acc=98.09%, remaining_time=0:00:23.587776, arrival_time=2021-04-10 02:13:09.052187, cost_time=0:00:01.268160 2021-04-10 02:12:46,551 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=2.76ms, fps=2356 images/s, loss=0.5594, top1-acc=82.54%, top5-acc=98.05%, remaining_time=0:00:20.728576, arrival_time=2021-04-10 02:13:07.280319, cost_time=0:00:02.355525 2021-04-10 02:12:47,655 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=2.31ms, fps=2321 images/s, loss=0.5596, top1-acc=82.71%, top5-acc=97.84%, remaining_time=0:00:19.141792, arrival_time=2021-04-10 02:13:06.797303, cost_time=0:00:03.459361 2021-04-10 02:12:48,748 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.45ms, fps=2344 images/s, loss=0.5547, top1-acc=82.93%, top5-acc=97.89%, remaining_time=0:00:17.753580, arrival_time=2021-04-10 02:13:06.501988, cost_time=0:00:04.552186 2021-04-10 02:12:49,841 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=0.5540, top1-acc=82.84%, top5-acc=97.95%, remaining_time=0:00:16.485152, arrival_time=2021-04-10 02:13:06.326977, cost_time=0:00:05.645609 2021-04-10 02:12:50,929 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.62ms, fps=2355 images/s, loss=0.5584, top1-acc=82.66%, top5-acc=97.90%, remaining_time=0:00:15.262600, arrival_time=2021-04-10 02:13:06.192351, cost_time=0:00:06.733525 2021-04-10 02:12:52,016 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.08ms, fps=2358 images/s, loss=0.5620, top1-acc=82.51%, top5-acc=97.84%, remaining_time=0:00:14.075838, arrival_time=2021-04-10 02:13:06.092133, cost_time=0:00:07.819936 2021-04-10 02:12:53,107 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.59ms, fps=2349 images/s, loss=0.5654, top1-acc=82.45%, top5-acc=97.86%, remaining_time=0:00:12.920660, arrival_time=2021-04-10 02:13:06.027608, cost_time=0:00:08.910802 2021-04-10 02:12:54,194 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.57ms, fps=2355 images/s, loss=0.5684, top1-acc=82.29%, top5-acc=97.84%, remaining_time=0:00:11.775858, arrival_time=2021-04-10 02:13:05.970476, cost_time=0:00:09.998334 2021-04-10 02:12:55,282 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.47ms, fps=2354 images/s, loss=0.5728, top1-acc=82.15%, top5-acc=97.80%, remaining_time=0:00:10.643232, arrival_time=2021-04-10 02:13:05.926148, cost_time=0:00:11.086715 2021-04-10 02:12:56,377 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.87ms, fps=2340 images/s, loss=0.5735, top1-acc=82.11%, top5-acc=97.83%, remaining_time=0:00:09.523468, arrival_time=2021-04-10 02:13:05.900956, cost_time=0:00:12.181200 2021-04-10 02:12:57,473 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=2.12ms, fps=2338 images/s, loss=0.5746, top1-acc=82.07%, top5-acc=97.82%, remaining_time=0:00:08.408944, arrival_time=2021-04-10 02:13:05.882340, cost_time=0:00:13.277250 2021-04-10 02:12:58,568 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.46ms, fps=2338 images/s, loss=0.5772, top1-acc=82.00%, top5-acc=97.78%, remaining_time=0:00:07.296960, arrival_time=2021-04-10 02:13:05.865845, cost_time=0:00:14.372747 2021-04-10 02:12:59,659 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.58ms, fps=2349 images/s, loss=0.5791, top1-acc=81.96%, top5-acc=97.73%, remaining_time=0:00:06.185144, arrival_time=2021-04-10 02:13:05.844219, cost_time=0:00:15.462847 2021-04-10 02:13:00,751 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=2.01ms, fps=2345 images/s, loss=0.5795, top1-acc=81.92%, top5-acc=97.75%, remaining_time=0:00:05.076974, arrival_time=2021-04-10 02:13:05.828525, cost_time=0:00:16.555420 2021-04-10 02:13:01,841 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.54ms, fps=2349 images/s, loss=0.5806, top1-acc=81.94%, top5-acc=97.76%, remaining_time=0:00:03.970296, arrival_time=2021-04-10 02:13:05.812135, cost_time=0:00:17.645706 2021-04-10 02:13:02,928 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.50ms, fps=2358 images/s, loss=0.5820, top1-acc=81.92%, top5-acc=97.73%, remaining_time=0:00:02.864862, arrival_time=2021-04-10 02:13:05.792881, cost_time=0:00:18.731789 2021-04-10 02:13:04,029 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.46ms, fps=2326 images/s, loss=0.5830, top1-acc=81.88%, top5-acc=97.72%, remaining_time=0:00:01.762928, arrival_time=2021-04-10 02:13:05.792077, cost_time=0:00:19.832962 2021-04-10 02:13:05,117 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.43ms, fps=2353 images/s, loss=0.5842, top1-acc=81.82%, top5-acc=97.73%, remaining_time=0:00:00.660684, arrival_time=2021-04-10 02:13:05.778455, cost_time=0:00:20.921637 2021-04-10 02:13:05,721 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.75ms, fps=2255 images/s, loss=0.5854, top1-acc=81.82%, top5-acc=97.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:05.721476, cost_time=0:00:21.525208 2021-04-10 02:13:06,043 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=2.39ms, fps=7991 images/s, loss=1.4077, top1-acc=64.26%, top5-acc=89.30%, remaining_time=0:00:00.961080, arrival_time=2021-04-10 02:13:07.004990, cost_time=0:00:00.320363 2021-04-10 02:13:06,280 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=0.19ms, fps=10829 images/s, loss=1.4443, top1-acc=63.09%, top5-acc=88.69%, remaining_time=0:00:00.557260, arrival_time=2021-04-10 02:13:06.838066, cost_time=0:00:00.557251 2021-04-10 02:13:06,521 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=2.35ms, fps=10666 images/s, loss=1.4427, top1-acc=63.54%, top5-acc=88.67%, remaining_time=0:00:00.265920, arrival_time=2021-04-10 02:13:06.787235, cost_time=0:00:00.797750 2021-04-10 02:13:06,781 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.10ms, fps=8934 images/s, loss=1.4260, top1-acc=63.50%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:06.781464, cost_time=0:00:01.057947 2021-04-10 02:13:06,831 INFO : Epoch=0133 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:25:36.998157, arrival_time=2021-04-10 02:38:43.829617, cost_time=0:50:51.056046 2021-04-10 02:13:06,832 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 02:13:08,153 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=0.30ms, fps=1938 images/s, loss=0.5719, top1-acc=82.15%, top5-acc=97.77%, remaining_time=0:00:24.565206, arrival_time=2021-04-10 02:13:32.718244, cost_time=0:00:01.320712 2021-04-10 02:13:09,245 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.65ms, fps=2345 images/s, loss=0.5692, top1-acc=82.52%, top5-acc=97.60%, remaining_time=0:00:21.231408, arrival_time=2021-04-10 02:13:30.476397, cost_time=0:00:02.412669 2021-04-10 02:13:10,336 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.98ms, fps=2347 images/s, loss=0.5773, top1-acc=82.42%, top5-acc=97.62%, remaining_time=0:00:19.387638, arrival_time=2021-04-10 02:13:29.723901, cost_time=0:00:03.503795 2021-04-10 02:13:11,432 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=2.20ms, fps=2337 images/s, loss=0.5632, top1-acc=82.80%, top5-acc=97.72%, remaining_time=0:00:17.940312, arrival_time=2021-04-10 02:13:29.372767, cost_time=0:00:04.600068 2021-04-10 02:13:12,518 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.66ms, fps=2359 images/s, loss=0.5641, top1-acc=82.66%, top5-acc=97.82%, remaining_time=0:00:16.602390, arrival_time=2021-04-10 02:13:29.120536, cost_time=0:00:05.685744 2021-04-10 02:13:13,633 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=2.74ms, fps=2297 images/s, loss=0.5615, top1-acc=82.70%, top5-acc=97.88%, remaining_time=0:00:15.415872, arrival_time=2021-04-10 02:13:29.049463, cost_time=0:00:06.801148 2021-04-10 02:13:14,728 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.70ms, fps=2339 images/s, loss=0.5681, top1-acc=82.64%, top5-acc=97.77%, remaining_time=0:00:14.213304, arrival_time=2021-04-10 02:13:28.941954, cost_time=0:00:07.896247 2021-04-10 02:13:15,817 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.50ms, fps=2352 images/s, loss=0.5722, top1-acc=82.52%, top5-acc=97.78%, remaining_time=0:00:13.028772, arrival_time=2021-04-10 02:13:28.846495, cost_time=0:00:08.985385 2021-04-10 02:13:16,915 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.67ms, fps=2334 images/s, loss=0.5726, top1-acc=82.44%, top5-acc=97.75%, remaining_time=0:00:11.875074, arrival_time=2021-04-10 02:13:28.790175, cost_time=0:00:10.082627 2021-04-10 02:13:18,016 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=2.98ms, fps=2326 images/s, loss=0.5731, top1-acc=82.37%, top5-acc=97.79%, remaining_time=0:00:10.736832, arrival_time=2021-04-10 02:13:28.753474, cost_time=0:00:11.184242 2021-04-10 02:13:19,109 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.51ms, fps=2344 images/s, loss=0.5750, top1-acc=82.34%, top5-acc=97.79%, remaining_time=0:00:09.598546, arrival_time=2021-04-10 02:13:28.708091, cost_time=0:00:12.277208 2021-04-10 02:13:20,200 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.52ms, fps=2349 images/s, loss=0.5764, top1-acc=82.27%, top5-acc=97.77%, remaining_time=0:00:08.466172, arrival_time=2021-04-10 02:13:28.666119, cost_time=0:00:13.367584 2021-04-10 02:13:21,347 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=2.11ms, fps=2233 images/s, loss=0.5805, top1-acc=82.12%, top5-acc=97.70%, remaining_time=0:00:07.369032, arrival_time=2021-04-10 02:13:28.716215, cost_time=0:00:14.514782 2021-04-10 02:13:22,434 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.58ms, fps=2355 images/s, loss=0.5801, top1-acc=82.13%, top5-acc=97.68%, remaining_time=0:00:06.240976, arrival_time=2021-04-10 02:13:28.675840, cost_time=0:00:15.602508 2021-04-10 02:13:23,529 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.77ms, fps=2341 images/s, loss=0.5803, top1-acc=82.15%, top5-acc=97.69%, remaining_time=0:00:05.120260, arrival_time=2021-04-10 02:13:28.649237, cost_time=0:00:16.696562 2021-04-10 02:13:24,624 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=2.07ms, fps=2338 images/s, loss=0.5813, top1-acc=82.10%, top5-acc=97.67%, remaining_time=0:00:04.003236, arrival_time=2021-04-10 02:13:28.627718, cost_time=0:00:17.792146 2021-04-10 02:13:25,709 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.99ms, fps=2360 images/s, loss=0.5821, top1-acc=82.12%, top5-acc=97.68%, remaining_time=0:00:02.887144, arrival_time=2021-04-10 02:13:28.597005, cost_time=0:00:18.877540 2021-04-10 02:13:26,809 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=2.01ms, fps=2330 images/s, loss=0.5842, top1-acc=82.04%, top5-acc=97.66%, remaining_time=0:00:01.775680, arrival_time=2021-04-10 02:13:28.584621, cost_time=0:00:19.976470 2021-04-10 02:13:27,897 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.44ms, fps=2353 images/s, loss=0.5848, top1-acc=82.03%, top5-acc=97.65%, remaining_time=0:00:00.665214, arrival_time=2021-04-10 02:13:28.562777, cost_time=0:00:21.065183 2021-04-10 02:13:28,498 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=2.10ms, fps=2266 images/s, loss=0.5847, top1-acc=82.01%, top5-acc=97.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:28.498286, cost_time=0:00:21.665976 2021-04-10 02:13:28,828 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=5.57ms, fps=7775 images/s, loss=1.6720, top1-acc=60.39%, top5-acc=86.25%, remaining_time=0:00:00.987780, arrival_time=2021-04-10 02:13:29.816535, cost_time=0:00:00.329259 2021-04-10 02:13:29,065 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=0.34ms, fps=10857 images/s, loss=1.6901, top1-acc=59.98%, top5-acc=86.05%, remaining_time=0:00:00.565520, arrival_time=2021-04-10 02:13:29.630495, cost_time=0:00:00.565513 2021-04-10 02:13:29,293 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.45ms, fps=11223 images/s, loss=1.6720, top1-acc=60.61%, top5-acc=86.25%, remaining_time=0:00:00.264660, arrival_time=2021-04-10 02:13:29.558086, cost_time=0:00:00.793969 2021-04-10 02:13:29,507 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.07ms, fps=10868 images/s, loss=1.7174, top1-acc=60.14%, top5-acc=86.08%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:29.507224, cost_time=0:00:01.007779 2021-04-10 02:13:29,549 INFO : Epoch=0134 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:25:13.948524, arrival_time=2021-04-10 02:38:43.498144, cost_time=0:51:13.774210 2021-04-10 02:13:29,550 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 02:13:30,823 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=0.44ms, fps=2011 images/s, loss=0.5417, top1-acc=83.79%, top5-acc=98.24%, remaining_time=0:00:23.673708, arrival_time=2021-04-10 02:13:54.497008, cost_time=0:00:01.272777 2021-04-10 02:13:31,906 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.51ms, fps=2365 images/s, loss=0.5575, top1-acc=83.44%, top5-acc=97.91%, remaining_time=0:00:20.732800, arrival_time=2021-04-10 02:13:52.639318, cost_time=0:00:02.355997 2021-04-10 02:13:32,993 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.60ms, fps=2357 images/s, loss=0.5582, top1-acc=82.90%, top5-acc=97.80%, remaining_time=0:00:19.051322, arrival_time=2021-04-10 02:13:52.044807, cost_time=0:00:03.443020 2021-04-10 02:13:34,078 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.48ms, fps=2361 images/s, loss=0.5579, top1-acc=82.84%, top5-acc=97.83%, remaining_time=0:00:17.657640, arrival_time=2021-04-10 02:13:51.735714, cost_time=0:00:04.527580 2021-04-10 02:13:35,165 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.47ms, fps=2356 images/s, loss=0.5612, top1-acc=82.68%, top5-acc=97.83%, remaining_time=0:00:16.394632, arrival_time=2021-04-10 02:13:51.559700, cost_time=0:00:05.614625 2021-04-10 02:13:36,252 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=2.06ms, fps=2355 images/s, loss=0.5605, top1-acc=82.58%, top5-acc=97.83%, remaining_time=0:00:15.191472, arrival_time=2021-04-10 02:13:51.444170, cost_time=0:00:06.702109 2021-04-10 02:13:37,340 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.61ms, fps=2355 images/s, loss=0.5633, top1-acc=82.56%, top5-acc=97.75%, remaining_time=0:00:14.022162, arrival_time=2021-04-10 02:13:51.362713, cost_time=0:00:07.790075 2021-04-10 02:13:38,418 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.51ms, fps=2375 images/s, loss=0.5602, top1-acc=82.65%, top5-acc=97.77%, remaining_time=0:00:12.859296, arrival_time=2021-04-10 02:13:51.278231, cost_time=0:00:08.868489 2021-04-10 02:13:39,569 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.84ms, fps=2227 images/s, loss=0.5639, top1-acc=82.59%, top5-acc=97.75%, remaining_time=0:00:11.799390, arrival_time=2021-04-10 02:13:51.368318, cost_time=0:00:10.018389 2021-04-10 02:13:40,660 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=2.08ms, fps=2347 images/s, loss=0.5658, top1-acc=82.54%, top5-acc=97.78%, remaining_time=0:00:10.665312, arrival_time=2021-04-10 02:13:51.325646, cost_time=0:00:11.109747 2021-04-10 02:13:41,767 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=10.25ms, fps=2314 images/s, loss=0.5656, top1-acc=82.52%, top5-acc=97.84%, remaining_time=0:00:09.551332, arrival_time=2021-04-10 02:13:51.318723, cost_time=0:00:12.216819 2021-04-10 02:13:42,885 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.94ms, fps=2293 images/s, loss=0.5662, top1-acc=82.48%, top5-acc=97.83%, remaining_time=0:00:08.445120, arrival_time=2021-04-10 02:13:51.330186, cost_time=0:00:13.334442 2021-04-10 02:13:43,991 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.24ms, fps=2316 images/s, loss=0.5648, top1-acc=82.54%, top5-acc=97.80%, remaining_time=0:00:07.331412, arrival_time=2021-04-10 02:13:51.322663, cost_time=0:00:14.440710 2021-04-10 02:13:45,088 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=2.11ms, fps=2335 images/s, loss=0.5657, top1-acc=82.47%, top5-acc=97.81%, remaining_time=0:00:06.215048, arrival_time=2021-04-10 02:13:51.303202, cost_time=0:00:15.537618 2021-04-10 02:13:46,177 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.50ms, fps=2351 images/s, loss=0.5683, top1-acc=82.40%, top5-acc=97.78%, remaining_time=0:00:05.098962, arrival_time=2021-04-10 02:13:51.276464, cost_time=0:00:16.626993 2021-04-10 02:13:47,283 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=2.00ms, fps=2316 images/s, loss=0.5688, top1-acc=82.38%, top5-acc=97.76%, remaining_time=0:00:03.989916, arrival_time=2021-04-10 02:13:51.273376, cost_time=0:00:17.732915 2021-04-10 02:13:48,370 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.61ms, fps=2357 images/s, loss=0.5699, top1-acc=82.35%, top5-acc=97.76%, remaining_time=0:00:02.878330, arrival_time=2021-04-10 02:13:51.248599, cost_time=0:00:18.819822 2021-04-10 02:13:49,467 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=2.15ms, fps=2335 images/s, loss=0.5722, top1-acc=82.25%, top5-acc=97.75%, remaining_time=0:00:01.770368, arrival_time=2021-04-10 02:13:51.237590, cost_time=0:00:19.916685 2021-04-10 02:13:50,561 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.33ms, fps=2341 images/s, loss=0.5745, top1-acc=82.18%, top5-acc=97.71%, remaining_time=0:00:00.663498, arrival_time=2021-04-10 02:13:51.224673, cost_time=0:00:21.010728 2021-04-10 02:13:51,150 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.75ms, fps=2311 images/s, loss=0.5746, top1-acc=82.15%, top5-acc=97.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:51.150212, cost_time=0:00:21.599688 2021-04-10 02:13:51,501 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.19ms, fps=7307 images/s, loss=1.3786, top1-acc=65.16%, top5-acc=89.26%, remaining_time=0:00:01.050990, arrival_time=2021-04-10 02:13:52.552910, cost_time=0:00:00.350334 2021-04-10 02:13:51,770 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=0.40ms, fps=9540 images/s, loss=1.4285, top1-acc=64.14%, top5-acc=88.50%, remaining_time=0:00:00.619120, arrival_time=2021-04-10 02:13:52.389816, cost_time=0:00:00.619114 2021-04-10 02:13:52,016 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=0.21ms, fps=10421 images/s, loss=1.4281, top1-acc=64.34%, top5-acc=88.50%, remaining_time=0:00:00.288420, arrival_time=2021-04-10 02:13:52.305243, cost_time=0:00:00.865262 2021-04-10 02:13:52,235 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.06ms, fps=10647 images/s, loss=1.4368, top1-acc=64.12%, top5-acc=88.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:52.235168, cost_time=0:00:01.083619 2021-04-10 02:13:52,292 INFO : Epoch=0135 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:24:50.915530, arrival_time=2021-04-10 02:38:43.207784, cost_time=0:51:36.516839 2021-04-10 02:13:52,293 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 02:13:53,565 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=0.58ms, fps=2013 images/s, loss=0.5897, top1-acc=81.87%, top5-acc=97.93%, remaining_time=0:00:23.657526, arrival_time=2021-04-10 02:14:17.222632, cost_time=0:00:01.271910 2021-04-10 02:13:54,660 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.52ms, fps=2340 images/s, loss=0.5734, top1-acc=82.27%, top5-acc=97.87%, remaining_time=0:00:20.828016, arrival_time=2021-04-10 02:14:15.488092, cost_time=0:00:02.366821 2021-04-10 02:13:55,754 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=2.31ms, fps=2342 images/s, loss=0.5563, top1-acc=83.19%, top5-acc=97.99%, remaining_time=0:00:19.149262, arrival_time=2021-04-10 02:14:14.903241, cost_time=0:00:03.460701 2021-04-10 02:13:56,844 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.47ms, fps=2349 images/s, loss=0.5434, top1-acc=83.53%, top5-acc=98.08%, remaining_time=0:00:17.750460, arrival_time=2021-04-10 02:14:14.594998, cost_time=0:00:04.551390 2021-04-10 02:13:57,949 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.57ms, fps=2319 images/s, loss=0.5436, top1-acc=83.27%, top5-acc=98.11%, remaining_time=0:00:16.515082, arrival_time=2021-04-10 02:14:14.464131, cost_time=0:00:05.655836 2021-04-10 02:13:59,038 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.75ms, fps=2351 images/s, loss=0.5419, top1-acc=83.35%, top5-acc=98.14%, remaining_time=0:00:15.289256, arrival_time=2021-04-10 02:14:14.327675, cost_time=0:00:06.745289 2021-04-10 02:14:00,134 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.51ms, fps=2337 images/s, loss=0.5408, top1-acc=83.38%, top5-acc=98.16%, remaining_time=0:00:14.113764, arrival_time=2021-04-10 02:14:14.247960, cost_time=0:00:07.840981 2021-04-10 02:14:01,228 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.47ms, fps=2341 images/s, loss=0.5391, top1-acc=83.44%, top5-acc=98.15%, remaining_time=0:00:12.955924, arrival_time=2021-04-10 02:14:14.184135, cost_time=0:00:08.935085 2021-04-10 02:14:02,326 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.71ms, fps=2332 images/s, loss=0.5425, top1-acc=83.22%, top5-acc=98.10%, remaining_time=0:00:11.817304, arrival_time=2021-04-10 02:14:14.144143, cost_time=0:00:10.033543 2021-04-10 02:14:03,414 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.63ms, fps=2355 images/s, loss=0.5455, top1-acc=83.23%, top5-acc=98.07%, remaining_time=0:00:10.676928, arrival_time=2021-04-10 02:14:14.091815, cost_time=0:00:11.121761 2021-04-10 02:14:04,515 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.46ms, fps=2328 images/s, loss=0.5462, top1-acc=83.16%, top5-acc=98.06%, remaining_time=0:00:09.555202, arrival_time=2021-04-10 02:14:14.070186, cost_time=0:00:12.221781 2021-04-10 02:14:05,601 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.63ms, fps=2357 images/s, loss=0.5451, top1-acc=83.17%, top5-acc=98.07%, remaining_time=0:00:08.428856, arrival_time=2021-04-10 02:14:14.030686, cost_time=0:00:13.308690 2021-04-10 02:14:06,695 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=2.13ms, fps=2342 images/s, loss=0.5463, top1-acc=83.06%, top5-acc=98.04%, remaining_time=0:00:07.311810, arrival_time=2021-04-10 02:14:14.007048, cost_time=0:00:14.402075 2021-04-10 02:14:07,793 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.65ms, fps=2333 images/s, loss=0.5492, top1-acc=82.97%, top5-acc=98.00%, remaining_time=0:00:06.200040, arrival_time=2021-04-10 02:14:13.993422, cost_time=0:00:15.500102 2021-04-10 02:14:08,885 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.65ms, fps=2346 images/s, loss=0.5507, top1-acc=82.89%, top5-acc=97.98%, remaining_time=0:00:05.088198, arrival_time=2021-04-10 02:14:13.973347, cost_time=0:00:16.592005 2021-04-10 02:14:09,978 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.42ms, fps=2343 images/s, loss=0.5530, top1-acc=82.86%, top5-acc=97.94%, remaining_time=0:00:03.979188, arrival_time=2021-04-10 02:14:13.957534, cost_time=0:00:17.685221 2021-04-10 02:14:11,068 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=2.03ms, fps=2350 images/s, loss=0.5556, top1-acc=82.77%, top5-acc=97.94%, remaining_time=0:00:02.871492, arrival_time=2021-04-10 02:14:13.939745, cost_time=0:00:18.775090 2021-04-10 02:14:12,175 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=2.26ms, fps=2314 images/s, loss=0.5561, top1-acc=82.71%, top5-acc=97.96%, remaining_time=0:00:01.767280, arrival_time=2021-04-10 02:14:13.942456, cost_time=0:00:19.881962 2021-04-10 02:14:13,264 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.55ms, fps=2351 images/s, loss=0.5576, top1-acc=82.69%, top5-acc=97.95%, remaining_time=0:00:00.662262, arrival_time=2021-04-10 02:14:13.927079, cost_time=0:00:20.971675 2021-04-10 02:14:13,853 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.78ms, fps=2314 images/s, loss=0.5602, top1-acc=82.65%, top5-acc=97.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:13.853119, cost_time=0:00:21.559969 2021-04-10 02:14:14,204 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.60ms, fps=7334 images/s, loss=1.5928, top1-acc=61.25%, top5-acc=86.76%, remaining_time=0:00:01.047180, arrival_time=2021-04-10 02:14:15.251143, cost_time=0:00:00.349064 2021-04-10 02:14:14,464 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=0.21ms, fps=9856 images/s, loss=1.5362, top1-acc=62.38%, top5-acc=87.52%, remaining_time=0:00:00.609380, arrival_time=2021-04-10 02:14:15.073579, cost_time=0:00:00.609373 2021-04-10 02:14:14,708 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=2.25ms, fps=10498 images/s, loss=1.5183, top1-acc=62.41%, top5-acc=87.81%, remaining_time=0:00:00.284540, arrival_time=2021-04-10 02:14:14.993126, cost_time=0:00:00.853611 2021-04-10 02:14:14,933 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.07ms, fps=10351 images/s, loss=1.5533, top1-acc=62.27%, top5-acc=87.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:14.933363, cost_time=0:00:01.078511 2021-04-10 02:14:14,979 INFO : Epoch=0136 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:24:27.860672, arrival_time=2021-04-10 02:38:42.839964, cost_time=0:51:59.203875 2021-04-10 02:14:14,980 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 02:14:16,249 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.70ms, fps=2017 images/s, loss=0.5652, top1-acc=82.85%, top5-acc=97.81%, remaining_time=0:00:23.612142, arrival_time=2021-04-10 02:14:39.861879, cost_time=0:00:01.269467 2021-04-10 02:14:17,345 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.58ms, fps=2339 images/s, loss=0.5540, top1-acc=82.87%, top5-acc=98.05%, remaining_time=0:00:20.812528, arrival_time=2021-04-10 02:14:38.157818, cost_time=0:00:02.365054 2021-04-10 02:14:18,446 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.64ms, fps=2327 images/s, loss=0.5547, top1-acc=82.79%, top5-acc=98.12%, remaining_time=0:00:19.178146, arrival_time=2021-04-10 02:14:37.624525, cost_time=0:00:03.465939 2021-04-10 02:14:19,540 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.57ms, fps=2341 images/s, loss=0.5508, top1-acc=83.07%, top5-acc=98.03%, remaining_time=0:00:17.786808, arrival_time=2021-04-10 02:14:37.327709, cost_time=0:00:04.560730 2021-04-10 02:14:20,635 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.62ms, fps=2341 images/s, loss=0.5498, top1-acc=83.03%, top5-acc=97.97%, remaining_time=0:00:16.511870, arrival_time=2021-04-10 02:14:37.146829, cost_time=0:00:05.654730 2021-04-10 02:14:21,733 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.74ms, fps=2331 images/s, loss=0.5529, top1-acc=82.88%, top5-acc=97.90%, remaining_time=0:00:15.308160, arrival_time=2021-04-10 02:14:37.041991, cost_time=0:00:06.753623 2021-04-10 02:14:22,825 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.60ms, fps=2346 images/s, loss=0.5480, top1-acc=82.93%, top5-acc=97.97%, remaining_time=0:00:14.121450, arrival_time=2021-04-10 02:14:36.946949, cost_time=0:00:07.845261 2021-04-10 02:14:23,922 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=2.00ms, fps=2335 images/s, loss=0.5445, top1-acc=83.09%, top5-acc=97.99%, remaining_time=0:00:12.966364, arrival_time=2021-04-10 02:14:36.888895, cost_time=0:00:08.942325 2021-04-10 02:14:25,019 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.78ms, fps=2335 images/s, loss=0.5476, top1-acc=83.03%, top5-acc=97.97%, remaining_time=0:00:11.824194, arrival_time=2021-04-10 02:14:36.843856, cost_time=0:00:10.039426 2021-04-10 02:14:26,108 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.5438, top1-acc=83.18%, top5-acc=97.98%, remaining_time=0:00:10.683264, arrival_time=2021-04-10 02:14:36.791821, cost_time=0:00:11.128395 2021-04-10 02:14:27,205 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.45ms, fps=2335 images/s, loss=0.5423, top1-acc=83.14%, top5-acc=97.98%, remaining_time=0:00:09.558040, arrival_time=2021-04-10 02:14:36.763620, cost_time=0:00:12.225347 2021-04-10 02:14:28,291 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.52ms, fps=2359 images/s, loss=0.5449, top1-acc=83.02%, top5-acc=97.93%, remaining_time=0:00:08.430528, arrival_time=2021-04-10 02:14:36.721997, cost_time=0:00:13.311308 2021-04-10 02:14:29,373 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=2.32ms, fps=2368 images/s, loss=0.5425, top1-acc=83.12%, top5-acc=97.97%, remaining_time=0:00:07.307190, arrival_time=2021-04-10 02:14:36.680324, cost_time=0:00:14.392937 2021-04-10 02:14:30,480 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=2.13ms, fps=2313 images/s, loss=0.5457, top1-acc=83.06%, top5-acc=97.95%, remaining_time=0:00:06.200208, arrival_time=2021-04-10 02:14:36.680995, cost_time=0:00:15.500554 2021-04-10 02:14:31,594 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=15.25ms, fps=2301 images/s, loss=0.5476, top1-acc=82.95%, top5-acc=97.93%, remaining_time=0:00:05.094960, arrival_time=2021-04-10 02:14:36.689169, cost_time=0:00:16.614003 2021-04-10 02:14:32,682 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.56ms, fps=2353 images/s, loss=0.5511, top1-acc=82.86%, top5-acc=97.90%, remaining_time=0:00:03.983076, arrival_time=2021-04-10 02:14:36.665757, cost_time=0:00:17.702531 2021-04-10 02:14:33,776 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=0.5520, top1-acc=82.88%, top5-acc=97.89%, remaining_time=0:00:02.874664, arrival_time=2021-04-10 02:14:36.650671, cost_time=0:00:18.795809 2021-04-10 02:14:34,872 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=2.35ms, fps=2336 images/s, loss=0.5542, top1-acc=82.85%, top5-acc=97.88%, remaining_time=0:00:01.768224, arrival_time=2021-04-10 02:14:36.641055, cost_time=0:00:19.892538 2021-04-10 02:14:35,965 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.32ms, fps=2344 images/s, loss=0.5569, top1-acc=82.76%, top5-acc=97.87%, remaining_time=0:00:00.662700, arrival_time=2021-04-10 02:14:36.628410, cost_time=0:00:20.985557 2021-04-10 02:14:36,553 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.43ms, fps=2317 images/s, loss=0.5581, top1-acc=82.75%, top5-acc=97.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:36.553194, cost_time=0:00:21.573048 2021-04-10 02:14:36,913 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=5.89ms, fps=7139 images/s, loss=1.6178, top1-acc=60.66%, top5-acc=86.17%, remaining_time=0:00:01.075710, arrival_time=2021-04-10 02:14:37.988823, cost_time=0:00:00.358574 2021-04-10 02:14:37,179 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=2.32ms, fps=9639 images/s, loss=1.5552, top1-acc=61.43%, top5-acc=86.23%, remaining_time=0:00:00.624640, arrival_time=2021-04-10 02:14:37.803916, cost_time=0:00:00.624634 2021-04-10 02:14:37,419 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=2.11ms, fps=10678 images/s, loss=1.5523, top1-acc=61.41%, top5-acc=86.38%, remaining_time=0:00:00.288380, arrival_time=2021-04-10 02:14:37.708072, cost_time=0:00:00.865127 2021-04-10 02:14:37,647 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.05ms, fps=10201 images/s, loss=1.5401, top1-acc=61.57%, top5-acc=86.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:37.647591, cost_time=0:00:01.093105 2021-04-10 02:14:37,690 INFO : Epoch=0137 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:24:04.822092, arrival_time=2021-04-10 02:38:42.512219, cost_time=0:52:21.914716 2021-04-10 02:14:37,690 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 02:14:39,009 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.61ms, fps=1942 images/s, loss=0.5203, top1-acc=84.45%, top5-acc=98.40%, remaining_time=0:00:24.523356, arrival_time=2021-04-10 02:15:03.532860, cost_time=0:00:01.318463 2021-04-10 02:14:40,099 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.48ms, fps=2351 images/s, loss=0.5175, top1-acc=84.79%, top5-acc=98.26%, remaining_time=0:00:21.192512, arrival_time=2021-04-10 02:15:01.291792, cost_time=0:00:02.408236 2021-04-10 02:14:41,189 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=2.25ms, fps=2351 images/s, loss=0.5123, top1-acc=84.36%, top5-acc=98.29%, remaining_time=0:00:19.355434, arrival_time=2021-04-10 02:15:00.544525, cost_time=0:00:03.497983 2021-04-10 02:14:42,283 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.50ms, fps=2342 images/s, loss=0.5187, top1-acc=84.12%, top5-acc=98.13%, remaining_time=0:00:17.909112, arrival_time=2021-04-10 02:15:00.192287, cost_time=0:00:04.592068 2021-04-10 02:14:43,387 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=2.40ms, fps=2320 images/s, loss=0.5216, top1-acc=84.02%, top5-acc=98.04%, remaining_time=0:00:16.633488, arrival_time=2021-04-10 02:15:00.021026, cost_time=0:00:05.696415 2021-04-10 02:14:44,497 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=1.65ms, fps=2308 images/s, loss=0.5232, top1-acc=83.82%, top5-acc=98.10%, remaining_time=0:00:15.427976, arrival_time=2021-04-10 02:14:59.925556, cost_time=0:00:06.806472 2021-04-10 02:14:45,596 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=2.02ms, fps=2333 images/s, loss=0.5244, top1-acc=83.79%, top5-acc=98.05%, remaining_time=0:00:14.228802, arrival_time=2021-04-10 02:14:59.824798, cost_time=0:00:07.904884 2021-04-10 02:14:46,691 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=2.05ms, fps=2338 images/s, loss=0.5230, top1-acc=83.80%, top5-acc=98.06%, remaining_time=0:00:13.051276, arrival_time=2021-04-10 02:14:59.743115, cost_time=0:00:09.000865 2021-04-10 02:14:47,783 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.53ms, fps=2347 images/s, loss=0.5221, top1-acc=83.85%, top5-acc=98.09%, remaining_time=0:00:11.886416, arrival_time=2021-04-10 02:14:59.669730, cost_time=0:00:10.092274 2021-04-10 02:14:48,881 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=2.09ms, fps=2333 images/s, loss=0.5252, top1-acc=83.76%, top5-acc=98.06%, remaining_time=0:00:10.742592, arrival_time=2021-04-10 02:14:59.623868, cost_time=0:00:11.190195 2021-04-10 02:14:49,974 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.73ms, fps=2344 images/s, loss=0.5274, top1-acc=83.71%, top5-acc=98.06%, remaining_time=0:00:09.603190, arrival_time=2021-04-10 02:14:59.577264, cost_time=0:00:12.283098 2021-04-10 02:14:51,072 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=2.51ms, fps=2333 images/s, loss=0.5299, top1-acc=83.64%, top5-acc=98.03%, remaining_time=0:00:08.474684, arrival_time=2021-04-10 02:14:59.546833, cost_time=0:00:13.381108 2021-04-10 02:14:52,162 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.93ms, fps=2349 images/s, loss=0.5330, top1-acc=83.53%, top5-acc=98.05%, remaining_time=0:00:07.347120, arrival_time=2021-04-10 02:14:59.509763, cost_time=0:00:14.471615 2021-04-10 02:14:53,258 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.67ms, fps=2338 images/s, loss=0.5377, top1-acc=83.36%, top5-acc=97.99%, remaining_time=0:00:06.226920, arrival_time=2021-04-10 02:14:59.485194, cost_time=0:00:15.567275 2021-04-10 02:14:54,351 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=2.53ms, fps=2343 images/s, loss=0.5404, top1-acc=83.28%, top5-acc=97.99%, remaining_time=0:00:05.109266, arrival_time=2021-04-10 02:14:59.461028, cost_time=0:00:16.660644 2021-04-10 02:14:55,462 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.41ms, fps=2306 images/s, loss=0.5428, top1-acc=83.20%, top5-acc=97.98%, remaining_time=0:00:03.998592, arrival_time=2021-04-10 02:14:59.461235, cost_time=0:00:17.771505 2021-04-10 02:14:56,562 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.57ms, fps=2330 images/s, loss=0.5440, top1-acc=83.16%, top5-acc=97.95%, remaining_time=0:00:02.886156, arrival_time=2021-04-10 02:14:59.448319, cost_time=0:00:18.871081 2021-04-10 02:14:57,665 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.90ms, fps=2322 images/s, loss=0.5441, top1-acc=83.19%, top5-acc=97.94%, remaining_time=0:00:01.775520, arrival_time=2021-04-10 02:14:59.441222, cost_time=0:00:19.974520 2021-04-10 02:14:58,763 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.95ms, fps=2334 images/s, loss=0.5457, top1-acc=83.14%, top5-acc=97.93%, remaining_time=0:00:00.665436, arrival_time=2021-04-10 02:14:59.428586, cost_time=0:00:21.072172 2021-04-10 02:14:59,348 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=0.17ms, fps=2327 images/s, loss=0.5461, top1-acc=83.12%, top5-acc=97.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:59.348098, cost_time=0:00:21.657076 2021-04-10 02:14:59,693 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=12.45ms, fps=7433 images/s, loss=1.4093, top1-acc=64.26%, top5-acc=89.18%, remaining_time=0:00:01.033140, arrival_time=2021-04-10 02:15:00.726936, cost_time=0:00:00.344383 2021-04-10 02:14:59,956 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=2.25ms, fps=9767 images/s, loss=1.3966, top1-acc=64.02%, top5-acc=89.63%, remaining_time=0:00:00.606880, arrival_time=2021-04-10 02:15:00.563167, cost_time=0:00:00.606879 2021-04-10 02:15:00,240 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=25.97ms, fps=9017 images/s, loss=1.3949, top1-acc=64.30%, top5-acc=89.36%, remaining_time=0:00:00.297050, arrival_time=2021-04-10 02:15:00.537620, cost_time=0:00:00.891155 2021-04-10 02:15:00,475 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.05ms, fps=9908 images/s, loss=1.3839, top1-acc=64.77%, top5-acc=89.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:00.475078, cost_time=0:00:01.125628 2021-04-10 02:15:00,517 INFO : Epoch=0138 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:23:41.840668, arrival_time=2021-04-10 02:38:42.358179, cost_time=0:52:44.742098 2021-04-10 02:15:00,518 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 02:15:01,902 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=0.63ms, fps=1850 images/s, loss=0.5408, top1-acc=83.83%, top5-acc=98.01%, remaining_time=0:00:25.741098, arrival_time=2021-04-10 02:15:27.643487, cost_time=0:00:01.383934 2021-04-10 02:15:02,997 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=2.86ms, fps=2340 images/s, loss=0.5237, top1-acc=84.49%, top5-acc=97.89%, remaining_time=0:00:21.810976, arrival_time=2021-04-10 02:15:24.807938, cost_time=0:00:02.478514 2021-04-10 02:15:04,091 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.50ms, fps=2340 images/s, loss=0.5135, top1-acc=84.48%, top5-acc=98.05%, remaining_time=0:00:19.772260, arrival_time=2021-04-10 02:15:23.863930, cost_time=0:00:03.573291 2021-04-10 02:15:05,183 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.74ms, fps=2346 images/s, loss=0.5169, top1-acc=84.30%, top5-acc=97.98%, remaining_time=0:00:18.193656, arrival_time=2021-04-10 02:15:23.377125, cost_time=0:00:04.665020 2021-04-10 02:15:06,289 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.63ms, fps=2317 images/s, loss=0.5137, top1-acc=84.35%, top5-acc=98.05%, remaining_time=0:00:16.849860, arrival_time=2021-04-10 02:15:23.138785, cost_time=0:00:05.770490 2021-04-10 02:15:07,389 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.54ms, fps=2326 images/s, loss=0.5118, top1-acc=84.44%, top5-acc=98.11%, remaining_time=0:00:15.575536, arrival_time=2021-04-10 02:15:22.965469, cost_time=0:00:06.871557 2021-04-10 02:15:08,486 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.81ms, fps=2336 images/s, loss=0.5110, top1-acc=84.47%, top5-acc=98.10%, remaining_time=0:00:14.342580, arrival_time=2021-04-10 02:15:22.829112, cost_time=0:00:07.968088 2021-04-10 02:15:09,579 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.48ms, fps=2345 images/s, loss=0.5117, top1-acc=84.35%, top5-acc=98.12%, remaining_time=0:00:13.137928, arrival_time=2021-04-10 02:15:22.716920, cost_time=0:00:09.060622 2021-04-10 02:15:10,671 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.51ms, fps=2345 images/s, loss=0.5155, top1-acc=84.28%, top5-acc=98.09%, remaining_time=0:00:11.957542, arrival_time=2021-04-10 02:15:22.628616, cost_time=0:00:10.152595 2021-04-10 02:15:11,769 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=2.22ms, fps=2332 images/s, loss=0.5161, top1-acc=84.31%, top5-acc=98.11%, remaining_time=0:00:10.801152, arrival_time=2021-04-10 02:15:22.570715, cost_time=0:00:11.251159 2021-04-10 02:15:12,869 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=2.03ms, fps=2328 images/s, loss=0.5176, top1-acc=84.23%, top5-acc=98.14%, remaining_time=0:00:09.656424, arrival_time=2021-04-10 02:15:22.526104, cost_time=0:00:12.351283 2021-04-10 02:15:13,957 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.73ms, fps=2355 images/s, loss=0.5172, top1-acc=84.28%, top5-acc=98.14%, remaining_time=0:00:08.511240, arrival_time=2021-04-10 02:15:22.468519, cost_time=0:00:13.438762 2021-04-10 02:15:15,049 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=2.67ms, fps=2346 images/s, loss=0.5196, top1-acc=84.14%, top5-acc=98.12%, remaining_time=0:00:07.377348, arrival_time=2021-04-10 02:15:22.426815, cost_time=0:00:14.531103 2021-04-10 02:15:16,143 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.42ms, fps=2342 images/s, loss=0.5214, top1-acc=84.11%, top5-acc=98.10%, remaining_time=0:00:06.249880, arrival_time=2021-04-10 02:15:22.393044, cost_time=0:00:15.624660 2021-04-10 02:15:17,234 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.92ms, fps=2347 images/s, loss=0.5241, top1-acc=83.99%, top5-acc=98.08%, remaining_time=0:00:05.126286, arrival_time=2021-04-10 02:15:22.360853, cost_time=0:00:16.716192 2021-04-10 02:15:18,320 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.41ms, fps=2358 images/s, loss=0.5250, top1-acc=83.94%, top5-acc=98.07%, remaining_time=0:00:04.005504, arrival_time=2021-04-10 02:15:22.326058, cost_time=0:00:17.802182 2021-04-10 02:15:19,401 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=2.34ms, fps=2371 images/s, loss=0.5273, top1-acc=83.82%, top5-acc=98.05%, remaining_time=0:00:02.887924, arrival_time=2021-04-10 02:15:22.288862, cost_time=0:00:18.882524 2021-04-10 02:15:20,519 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.47ms, fps=2291 images/s, loss=0.5292, top1-acc=83.79%, top5-acc=98.03%, remaining_time=0:00:01.777840, arrival_time=2021-04-10 02:15:22.297127, cost_time=0:00:20.000783 2021-04-10 02:15:21,614 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.49ms, fps=2338 images/s, loss=0.5325, top1-acc=83.68%, top5-acc=98.02%, remaining_time=0:00:00.666204, arrival_time=2021-04-10 02:15:22.281023, cost_time=0:00:21.096442 2021-04-10 02:15:22,209 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=2.31ms, fps=2288 images/s, loss=0.5323, top1-acc=83.69%, top5-acc=98.03%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:22.209709, cost_time=0:00:21.691326 2021-04-10 02:15:22,564 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=20.03ms, fps=7303 images/s, loss=1.4551, top1-acc=63.55%, top5-acc=88.59%, remaining_time=0:00:01.051560, arrival_time=2021-04-10 02:15:23.615618, cost_time=0:00:00.350517 2021-04-10 02:15:22,800 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=0.30ms, fps=10873 images/s, loss=1.4932, top1-acc=63.26%, top5-acc=87.89%, remaining_time=0:00:00.586440, arrival_time=2021-04-10 02:15:23.386428, cost_time=0:00:00.586447 2021-04-10 02:15:23,040 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=5.07ms, fps=10661 images/s, loss=1.4643, top1-acc=63.78%, top5-acc=88.24%, remaining_time=0:00:00.275670, arrival_time=2021-04-10 02:15:23.316242, cost_time=0:00:00.827019 2021-04-10 02:15:23,256 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.06ms, fps=10748 images/s, loss=1.4481, top1-acc=64.02%, top5-acc=88.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:23.256826, cost_time=0:00:01.043335 2021-04-10 02:15:23,299 INFO : Epoch=0139 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:23:18.841569, arrival_time=2021-04-10 02:38:42.141268, cost_time=0:53:07.524286 2021-04-10 02:15:23,300 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 02:15:24,585 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.55ms, fps=1993 images/s, loss=0.4979, top1-acc=84.41%, top5-acc=98.16%, remaining_time=0:00:23.889840, arrival_time=2021-04-10 02:15:48.474969, cost_time=0:00:01.284395 2021-04-10 02:15:25,682 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=2.02ms, fps=2336 images/s, loss=0.5111, top1-acc=84.00%, top5-acc=98.11%, remaining_time=0:00:20.954208, arrival_time=2021-04-10 02:15:46.636159, cost_time=0:00:02.381156 2021-04-10 02:15:26,784 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=10.15ms, fps=2324 images/s, loss=0.5097, top1-acc=84.14%, top5-acc=98.09%, remaining_time=0:00:19.278576, arrival_time=2021-04-10 02:15:46.063333, cost_time=0:00:03.484071 2021-04-10 02:15:27,868 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=2.06ms, fps=2364 images/s, loss=0.5084, top1-acc=84.15%, top5-acc=98.13%, remaining_time=0:00:17.814264, arrival_time=2021-04-10 02:15:45.682627, cost_time=0:00:04.567762 2021-04-10 02:15:28,960 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=2.05ms, fps=2345 images/s, loss=0.5087, top1-acc=83.98%, top5-acc=98.20%, remaining_time=0:00:16.527346, arrival_time=2021-04-10 02:15:45.488083, cost_time=0:00:05.660062 2021-04-10 02:15:30,050 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.68ms, fps=2351 images/s, loss=0.5081, top1-acc=84.01%, top5-acc=98.24%, remaining_time=0:00:15.298776, arrival_time=2021-04-10 02:15:45.348831, cost_time=0:00:06.749466 2021-04-10 02:15:31,145 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.59ms, fps=2338 images/s, loss=0.5101, top1-acc=83.88%, top5-acc=98.23%, remaining_time=0:00:14.121072, arrival_time=2021-04-10 02:15:45.266808, cost_time=0:00:07.845072 2021-04-10 02:15:32,236 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.70ms, fps=2348 images/s, loss=0.5115, top1-acc=83.86%, top5-acc=98.21%, remaining_time=0:00:12.957432, arrival_time=2021-04-10 02:15:45.194255, cost_time=0:00:08.936193 2021-04-10 02:15:33,334 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.47ms, fps=2334 images/s, loss=0.5139, top1-acc=83.90%, top5-acc=98.15%, remaining_time=0:00:11.817198, arrival_time=2021-04-10 02:15:45.151370, cost_time=0:00:10.033437 2021-04-10 02:15:34,432 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.64ms, fps=2332 images/s, loss=0.5159, top1-acc=83.86%, top5-acc=98.11%, remaining_time=0:00:10.687104, arrival_time=2021-04-10 02:15:45.120057, cost_time=0:00:11.132367 2021-04-10 02:15:35,517 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.63ms, fps=2362 images/s, loss=0.5165, top1-acc=83.86%, top5-acc=98.13%, remaining_time=0:00:09.551074, arrival_time=2021-04-10 02:15:45.068244, cost_time=0:00:12.216507 2021-04-10 02:15:36,610 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.49ms, fps=2342 images/s, loss=0.5166, top1-acc=83.85%, top5-acc=98.16%, remaining_time=0:00:08.429692, arrival_time=2021-04-10 02:15:45.040357, cost_time=0:00:13.310065 2021-04-10 02:15:37,700 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=2.13ms, fps=2350 images/s, loss=0.5203, top1-acc=83.73%, top5-acc=98.12%, remaining_time=0:00:07.310688, arrival_time=2021-04-10 02:15:45.011082, cost_time=0:00:14.399810 2021-04-10 02:15:38,794 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.44ms, fps=2342 images/s, loss=0.5224, top1-acc=83.67%, top5-acc=98.10%, remaining_time=0:00:06.197408, arrival_time=2021-04-10 02:15:44.991693, cost_time=0:00:15.493578 2021-04-10 02:15:39,888 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=2.21ms, fps=2341 images/s, loss=0.5216, top1-acc=83.64%, top5-acc=98.13%, remaining_time=0:00:05.087048, arrival_time=2021-04-10 02:15:44.975845, cost_time=0:00:16.588160 2021-04-10 02:15:40,986 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.65ms, fps=2335 images/s, loss=0.5227, top1-acc=83.61%, top5-acc=98.14%, remaining_time=0:00:03.979260, arrival_time=2021-04-10 02:15:44.965519, cost_time=0:00:17.685675 2021-04-10 02:15:42,089 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=2.28ms, fps=2322 images/s, loss=0.5243, top1-acc=83.55%, top5-acc=98.14%, remaining_time=0:00:02.873520, arrival_time=2021-04-10 02:15:44.962617, cost_time=0:00:18.788424 2021-04-10 02:15:43,193 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.27ms, fps=2319 images/s, loss=0.5260, top1-acc=83.49%, top5-acc=98.13%, remaining_time=0:00:01.768272, arrival_time=2021-04-10 02:15:44.961888, cost_time=0:00:19.893014 2021-04-10 02:15:44,279 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.32ms, fps=2359 images/s, loss=0.5280, top1-acc=83.46%, top5-acc=98.12%, remaining_time=0:00:00.662490, arrival_time=2021-04-10 02:15:44.942113, cost_time=0:00:20.978910 2021-04-10 02:15:44,861 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=0.08ms, fps=2342 images/s, loss=0.5287, top1-acc=83.43%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:44.861179, cost_time=0:00:21.560596 2021-04-10 02:15:45,247 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.53ms, fps=6662 images/s, loss=1.5114, top1-acc=63.05%, top5-acc=88.09%, remaining_time=0:00:01.152720, arrival_time=2021-04-10 02:15:46.399651, cost_time=0:00:00.384245 2021-04-10 02:15:45,535 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=2.87ms, fps=8910 images/s, loss=1.5159, top1-acc=63.03%, top5-acc=87.79%, remaining_time=0:00:00.672620, arrival_time=2021-04-10 02:15:46.207754, cost_time=0:00:00.672618 2021-04-10 02:15:45,786 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=3.60ms, fps=10201 images/s, loss=1.4828, top1-acc=63.40%, top5-acc=88.28%, remaining_time=0:00:00.308030, arrival_time=2021-04-10 02:15:46.094626, cost_time=0:00:00.924090 2021-04-10 02:15:46,008 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.07ms, fps=10462 images/s, loss=1.4890, top1-acc=63.65%, top5-acc=88.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:46.008754, cost_time=0:00:01.146307 2021-04-10 02:15:46,053 INFO : Epoch=0140 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:22:55.833480, arrival_time=2021-04-10 02:38:41.887085, cost_time=0:53:30.278185 2021-04-10 02:15:46,054 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 02:15:47,341 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=0.45ms, fps=1990 images/s, loss=0.5158, top1-acc=83.95%, top5-acc=98.36%, remaining_time=0:00:23.926854, arrival_time=2021-04-10 02:16:11.267816, cost_time=0:00:01.286388 2021-04-10 02:15:48,430 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.47ms, fps=2352 images/s, loss=0.4955, top1-acc=84.65%, top5-acc=98.40%, remaining_time=0:00:20.906336, arrival_time=2021-04-10 02:16:09.336646, cost_time=0:00:02.375725 2021-04-10 02:15:49,515 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.87ms, fps=2361 images/s, loss=0.4789, top1-acc=85.21%, top5-acc=98.57%, remaining_time=0:00:19.149926, arrival_time=2021-04-10 02:16:08.665341, cost_time=0:00:03.460843 2021-04-10 02:15:50,615 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.62ms, fps=2330 images/s, loss=0.4831, top1-acc=85.11%, top5-acc=98.46%, remaining_time=0:00:17.785248, arrival_time=2021-04-10 02:16:08.400372, cost_time=0:00:04.560316 2021-04-10 02:15:51,712 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=2.01ms, fps=2336 images/s, loss=0.4868, top1-acc=85.18%, top5-acc=98.34%, remaining_time=0:00:16.519754, arrival_time=2021-04-10 02:16:08.231733, cost_time=0:00:05.657427 2021-04-10 02:15:52,814 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.58ms, fps=2324 images/s, loss=0.4884, top1-acc=85.11%, top5-acc=98.31%, remaining_time=0:00:15.321896, arrival_time=2021-04-10 02:16:08.136108, cost_time=0:00:06.759645 2021-04-10 02:15:53,909 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.71ms, fps=2339 images/s, loss=0.4885, top1-acc=85.17%, top5-acc=98.30%, remaining_time=0:00:14.138964, arrival_time=2021-04-10 02:16:08.048465, cost_time=0:00:07.854957 2021-04-10 02:15:55,003 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.68ms, fps=2342 images/s, loss=0.4914, top1-acc=85.02%, top5-acc=98.29%, remaining_time=0:00:12.975296, arrival_time=2021-04-10 02:16:07.978500, cost_time=0:00:08.948511 2021-04-10 02:15:56,093 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.83ms, fps=2350 images/s, loss=0.4935, top1-acc=84.87%, top5-acc=98.30%, remaining_time=0:00:11.823664, arrival_time=2021-04-10 02:16:07.917158, cost_time=0:00:10.038991 2021-04-10 02:15:57,178 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.45ms, fps=2360 images/s, loss=0.4940, top1-acc=84.82%, top5-acc=98.32%, remaining_time=0:00:10.679232, arrival_time=2021-04-10 02:16:07.857948, cost_time=0:00:11.124226 2021-04-10 02:15:58,272 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.98ms, fps=2343 images/s, loss=0.4980, top1-acc=84.70%, top5-acc=98.28%, remaining_time=0:00:09.551762, arrival_time=2021-04-10 02:16:07.823795, cost_time=0:00:12.217385 2021-04-10 02:15:59,366 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.57ms, fps=2340 images/s, loss=0.5013, top1-acc=84.63%, top5-acc=98.23%, remaining_time=0:00:08.431060, arrival_time=2021-04-10 02:16:07.797777, cost_time=0:00:13.312233 2021-04-10 02:16:00,458 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.53ms, fps=2346 images/s, loss=0.5045, top1-acc=84.52%, top5-acc=98.21%, remaining_time=0:00:07.312734, arrival_time=2021-04-10 02:16:07.771091, cost_time=0:00:14.403830 2021-04-10 02:16:01,562 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.55ms, fps=2320 images/s, loss=0.5054, top1-acc=84.50%, top5-acc=98.22%, remaining_time=0:00:06.203232, arrival_time=2021-04-10 02:16:07.765885, cost_time=0:00:15.508083 2021-04-10 02:16:02,661 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.68ms, fps=2332 images/s, loss=0.5057, top1-acc=84.51%, top5-acc=98.21%, remaining_time=0:00:05.092706, arrival_time=2021-04-10 02:16:07.753904, cost_time=0:00:16.606716 2021-04-10 02:16:03,745 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.54ms, fps=2363 images/s, loss=0.5069, top1-acc=84.45%, top5-acc=98.18%, remaining_time=0:00:03.980376, arrival_time=2021-04-10 02:16:07.725469, cost_time=0:00:17.690608 2021-04-10 02:16:04,837 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.68ms, fps=2345 images/s, loss=0.5083, top1-acc=84.37%, top5-acc=98.18%, remaining_time=0:00:02.872662, arrival_time=2021-04-10 02:16:07.710133, cost_time=0:00:18.782843 2021-04-10 02:16:05,940 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.59ms, fps=2322 images/s, loss=0.5098, top1-acc=84.34%, top5-acc=98.17%, remaining_time=0:00:01.767648, arrival_time=2021-04-10 02:16:07.708229, cost_time=0:00:19.886069 2021-04-10 02:16:07,033 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=2.06ms, fps=2344 images/s, loss=0.5118, top1-acc=84.32%, top5-acc=98.14%, remaining_time=0:00:00.662490, arrival_time=2021-04-10 02:16:07.695967, cost_time=0:00:20.978907 2021-04-10 02:16:07,621 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=2.03ms, fps=2316 images/s, loss=0.5122, top1-acc=84.30%, top5-acc=98.13%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:07.621380, cost_time=0:00:21.566827 2021-04-10 02:16:07,992 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=0.28ms, fps=6931 images/s, loss=1.4467, top1-acc=64.57%, top5-acc=88.75%, remaining_time=0:00:01.108080, arrival_time=2021-04-10 02:16:09.100289, cost_time=0:00:00.369355 2021-04-10 02:16:08,221 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=0.20ms, fps=11169 images/s, loss=1.4755, top1-acc=64.14%, top5-acc=88.26%, remaining_time=0:00:00.598920, arrival_time=2021-04-10 02:16:08.820758, cost_time=0:00:00.598927 2021-04-10 02:16:08,457 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=4.36ms, fps=10892 images/s, loss=1.4758, top1-acc=64.13%, top5-acc=88.35%, remaining_time=0:00:00.278150, arrival_time=2021-04-10 02:16:08.735460, cost_time=0:00:00.834445 2021-04-10 02:16:08,668 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.06ms, fps=11000 images/s, loss=1.4905, top1-acc=64.09%, top5-acc=88.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:08.668567, cost_time=0:00:01.045706 2021-04-10 02:16:08,740 INFO : Epoch=0141 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:22:32.800852, arrival_time=2021-04-10 02:38:41.540958, cost_time=0:53:52.964690 2021-04-10 02:16:08,740 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 02:16:10,126 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=2.08ms, fps=1848 images/s, loss=0.4779, top1-acc=85.47%, top5-acc=98.05%, remaining_time=0:00:25.766208, arrival_time=2021-04-10 02:16:35.892577, cost_time=0:00:01.385278 2021-04-10 02:16:11,217 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.51ms, fps=2349 images/s, loss=0.4758, top1-acc=85.45%, top5-acc=98.16%, remaining_time=0:00:21.790032, arrival_time=2021-04-10 02:16:33.007241, cost_time=0:00:02.476146 2021-04-10 02:16:12,317 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.99ms, fps=2330 images/s, loss=0.4825, top1-acc=85.12%, top5-acc=98.11%, remaining_time=0:00:19.786038, arrival_time=2021-04-10 02:16:32.102938, cost_time=0:00:03.575778 2021-04-10 02:16:13,446 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=2.77ms, fps=2269 images/s, loss=0.4846, top1-acc=85.10%, top5-acc=98.13%, remaining_time=0:00:18.349812, arrival_time=2021-04-10 02:16:31.796032, cost_time=0:00:04.705075 2021-04-10 02:16:14,541 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=2.03ms, fps=2340 images/s, loss=0.4845, top1-acc=85.07%, top5-acc=98.22%, remaining_time=0:00:16.936146, arrival_time=2021-04-10 02:16:31.477306, cost_time=0:00:05.800046 2021-04-10 02:16:15,633 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=3.00ms, fps=2346 images/s, loss=0.4813, top1-acc=85.30%, top5-acc=98.29%, remaining_time=0:00:15.622592, arrival_time=2021-04-10 02:16:31.256145, cost_time=0:00:06.892350 2021-04-10 02:16:16,750 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.53ms, fps=2295 images/s, loss=0.4823, top1-acc=85.24%, top5-acc=98.27%, remaining_time=0:00:14.417172, arrival_time=2021-04-10 02:16:31.167747, cost_time=0:00:08.009568 2021-04-10 02:16:17,853 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.43ms, fps=2323 images/s, loss=0.4787, top1-acc=85.31%, top5-acc=98.32%, remaining_time=0:00:13.212864, arrival_time=2021-04-10 02:16:31.066309, cost_time=0:00:09.112326 2021-04-10 02:16:18,951 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.42ms, fps=2333 images/s, loss=0.4803, top1-acc=85.22%, top5-acc=98.31%, remaining_time=0:00:12.025594, arrival_time=2021-04-10 02:16:30.977079, cost_time=0:00:10.210418 2021-04-10 02:16:20,035 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.49ms, fps=2364 images/s, loss=0.4810, top1-acc=85.12%, top5-acc=98.30%, remaining_time=0:00:10.842144, arrival_time=2021-04-10 02:16:30.877146, cost_time=0:00:11.293934 2021-04-10 02:16:21,139 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=2.07ms, fps=2323 images/s, loss=0.4815, top1-acc=85.11%, top5-acc=98.31%, remaining_time=0:00:09.693404, arrival_time=2021-04-10 02:16:30.832999, cost_time=0:00:12.398531 2021-04-10 02:16:22,231 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.51ms, fps=2347 images/s, loss=0.4844, top1-acc=84.98%, top5-acc=98.31%, remaining_time=0:00:08.543768, arrival_time=2021-04-10 02:16:30.774941, cost_time=0:00:13.490171 2021-04-10 02:16:23,324 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.62ms, fps=2342 images/s, loss=0.4846, top1-acc=84.92%, top5-acc=98.31%, remaining_time=0:00:07.404012, arrival_time=2021-04-10 02:16:30.728631, cost_time=0:00:14.583621 2021-04-10 02:16:24,422 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.46ms, fps=2334 images/s, loss=0.4864, top1-acc=84.85%, top5-acc=98.32%, remaining_time=0:00:06.272448, arrival_time=2021-04-10 02:16:30.694720, cost_time=0:00:15.681144 2021-04-10 02:16:25,518 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=2.06ms, fps=2338 images/s, loss=0.4895, top1-acc=84.77%, top5-acc=98.28%, remaining_time=0:00:05.145008, arrival_time=2021-04-10 02:16:30.663176, cost_time=0:00:16.777194 2021-04-10 02:16:26,615 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=2.01ms, fps=2334 images/s, loss=0.4921, top1-acc=84.66%, top5-acc=98.28%, remaining_time=0:00:04.021740, arrival_time=2021-04-10 02:16:30.637161, cost_time=0:00:17.874343 2021-04-10 02:16:27,703 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.60ms, fps=2355 images/s, loss=0.4960, top1-acc=84.57%, top5-acc=98.25%, remaining_time=0:00:02.900066, arrival_time=2021-04-10 02:16:30.603022, cost_time=0:00:18.961980 2021-04-10 02:16:28,804 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=2.30ms, fps=2325 images/s, loss=0.4984, top1-acc=84.51%, top5-acc=98.24%, remaining_time=0:00:01.783408, arrival_time=2021-04-10 02:16:30.587906, cost_time=0:00:20.063398 2021-04-10 02:16:29,897 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.31ms, fps=2343 images/s, loss=0.5007, top1-acc=84.43%, top5-acc=98.22%, remaining_time=0:00:00.668106, arrival_time=2021-04-10 02:16:30.565715, cost_time=0:00:21.156609 2021-04-10 02:16:30,484 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.52ms, fps=2321 images/s, loss=0.5034, top1-acc=84.39%, top5-acc=98.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:30.483972, cost_time=0:00:21.743008 2021-04-10 02:16:30,818 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.00ms, fps=7681 images/s, loss=1.4566, top1-acc=63.98%, top5-acc=88.09%, remaining_time=0:00:00.999840, arrival_time=2021-04-10 02:16:31.818247, cost_time=0:00:00.333276 2021-04-10 02:16:31,055 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=3.21ms, fps=10807 images/s, loss=1.5051, top1-acc=62.68%, top5-acc=87.85%, remaining_time=0:00:00.570520, arrival_time=2021-04-10 02:16:31.626207, cost_time=0:00:00.570523 2021-04-10 02:16:31,287 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.31ms, fps=11074 images/s, loss=1.5186, top1-acc=62.45%, top5-acc=87.70%, remaining_time=0:00:00.267380, arrival_time=2021-04-10 02:16:31.554635, cost_time=0:00:00.802126 2021-04-10 02:16:31,510 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=10401 images/s, loss=1.5237, top1-acc=62.45%, top5-acc=87.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:31.510664, cost_time=0:00:01.025534 2021-04-10 02:16:31,567 INFO : Epoch=0142 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:22:09.830670, arrival_time=2021-04-10 02:38:41.398466, cost_time=0:54:15.792353 2021-04-10 02:16:31,569 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 02:16:32,860 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=2.56ms, fps=1982 images/s, loss=0.4873, top1-acc=84.92%, top5-acc=98.48%, remaining_time=0:00:24.018180, arrival_time=2021-04-10 02:16:56.878816, cost_time=0:00:01.291303 2021-04-10 02:16:33,959 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=2.08ms, fps=2330 images/s, loss=0.4900, top1-acc=85.14%, top5-acc=98.24%, remaining_time=0:00:21.036224, arrival_time=2021-04-10 02:16:54.996019, cost_time=0:00:02.390479 2021-04-10 02:16:35,053 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.62ms, fps=2342 images/s, loss=0.4865, top1-acc=85.26%, top5-acc=98.19%, remaining_time=0:00:19.280568, arrival_time=2021-04-10 02:16:54.334258, cost_time=0:00:03.484433 2021-04-10 02:16:36,137 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.52ms, fps=2363 images/s, loss=0.4854, top1-acc=85.02%, top5-acc=98.32%, remaining_time=0:00:17.816760, arrival_time=2021-04-10 02:16:53.954503, cost_time=0:00:04.568382 2021-04-10 02:16:37,231 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.69ms, fps=2342 images/s, loss=0.4913, top1-acc=84.90%, top5-acc=98.25%, remaining_time=0:00:16.533040, arrival_time=2021-04-10 02:16:53.764324, cost_time=0:00:05.662013 2021-04-10 02:16:38,325 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.65ms, fps=2341 images/s, loss=0.4909, top1-acc=84.97%, top5-acc=98.22%, remaining_time=0:00:15.314144, arrival_time=2021-04-10 02:16:53.639646, cost_time=0:00:06.756230 2021-04-10 02:16:39,410 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.4933, top1-acc=84.67%, top5-acc=98.25%, remaining_time=0:00:14.114016, arrival_time=2021-04-10 02:16:53.524437, cost_time=0:00:07.841130 2021-04-10 02:16:40,500 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.60ms, fps=2349 images/s, loss=0.4909, top1-acc=84.80%, top5-acc=98.27%, remaining_time=0:00:12.950588, arrival_time=2021-04-10 02:16:53.451270, cost_time=0:00:08.931431 2021-04-10 02:16:41,590 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.40ms, fps=2351 images/s, loss=0.4903, top1-acc=84.86%, top5-acc=98.31%, remaining_time=0:00:11.802358, arrival_time=2021-04-10 02:16:53.392532, cost_time=0:00:10.020843 2021-04-10 02:16:42,678 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.74ms, fps=2354 images/s, loss=0.4903, top1-acc=84.84%, top5-acc=98.32%, remaining_time=0:00:10.664640, arrival_time=2021-04-10 02:16:53.342993, cost_time=0:00:11.109035 2021-04-10 02:16:43,773 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=2.62ms, fps=2338 images/s, loss=0.4905, top1-acc=84.80%, top5-acc=98.34%, remaining_time=0:00:09.541614, arrival_time=2021-04-10 02:16:53.315335, cost_time=0:00:12.204437 2021-04-10 02:16:44,861 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.47ms, fps=2356 images/s, loss=0.4918, top1-acc=84.73%, top5-acc=98.34%, remaining_time=0:00:08.418292, arrival_time=2021-04-10 02:16:53.279530, cost_time=0:00:13.291988 2021-04-10 02:16:45,954 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=2.72ms, fps=2343 images/s, loss=0.4915, top1-acc=84.80%, top5-acc=98.33%, remaining_time=0:00:07.303098, arrival_time=2021-04-10 02:16:53.257270, cost_time=0:00:14.384883 2021-04-10 02:16:47,055 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.42ms, fps=2328 images/s, loss=0.4942, top1-acc=84.76%, top5-acc=98.31%, remaining_time=0:00:06.194272, arrival_time=2021-04-10 02:16:53.249285, cost_time=0:00:15.485685 2021-04-10 02:16:48,140 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.84ms, fps=2360 images/s, loss=0.4962, top1-acc=84.68%, top5-acc=98.28%, remaining_time=0:00:05.081850, arrival_time=2021-04-10 02:16:53.222336, cost_time=0:00:16.571217 2021-04-10 02:16:49,232 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.44ms, fps=2346 images/s, loss=0.4963, top1-acc=84.62%, top5-acc=98.30%, remaining_time=0:00:03.974220, arrival_time=2021-04-10 02:16:53.206597, cost_time=0:00:17.663130 2021-04-10 02:16:50,320 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=1.89ms, fps=2354 images/s, loss=0.4955, top1-acc=84.63%, top5-acc=98.34%, remaining_time=0:00:02.867826, arrival_time=2021-04-10 02:16:53.188379, cost_time=0:00:18.751253 2021-04-10 02:16:51,414 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.46ms, fps=2342 images/s, loss=0.4958, top1-acc=84.60%, top5-acc=98.33%, remaining_time=0:00:01.763984, arrival_time=2021-04-10 02:16:53.178149, cost_time=0:00:19.844873 2021-04-10 02:16:52,500 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.34ms, fps=2357 images/s, loss=0.4967, top1-acc=84.61%, top5-acc=98.30%, remaining_time=0:00:00.660996, arrival_time=2021-04-10 02:16:53.161777, cost_time=0:00:20.931530 2021-04-10 02:16:53,096 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.30ms, fps=2287 images/s, loss=0.4974, top1-acc=84.58%, top5-acc=98.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:53.096144, cost_time=0:00:21.526766 2021-04-10 02:16:53,437 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=14.80ms, fps=7533 images/s, loss=1.4101, top1-acc=65.86%, top5-acc=88.16%, remaining_time=0:00:01.019490, arrival_time=2021-04-10 02:16:54.456913, cost_time=0:00:00.339832 2021-04-10 02:16:53,670 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=0.30ms, fps=10995 images/s, loss=1.4365, top1-acc=65.29%, top5-acc=88.22%, remaining_time=0:00:00.572980, arrival_time=2021-04-10 02:16:54.243597, cost_time=0:00:00.572982 2021-04-10 02:16:53,921 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=8.56ms, fps=10213 images/s, loss=1.4485, top1-acc=64.96%, top5-acc=88.45%, remaining_time=0:00:00.274710, arrival_time=2021-04-10 02:16:54.196443, cost_time=0:00:00.824125 2021-04-10 02:16:54,138 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.06ms, fps=10699 images/s, loss=1.4456, top1-acc=64.69%, top5-acc=88.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:54.138917, cost_time=0:00:01.041350 2021-04-10 02:16:54,181 INFO : Epoch=0143 complete, best val top1-acc=64.98%, top5-acc=88.66% (epoch=132), remaining_time=0:21:46.777212, arrival_time=2021-04-10 02:38:40.958549, cost_time=0:54:38.405923 2021-04-10 02:16:54,182 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 02:16:55,460 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.77ms, fps=2002 images/s, loss=0.4495, top1-acc=85.70%, top5-acc=99.02%, remaining_time=0:00:23.781216, arrival_time=2021-04-10 02:17:19.242119, cost_time=0:00:01.278564 2021-04-10 02:16:56,559 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=2.15ms, fps=2331 images/s, loss=0.4534, top1-acc=86.09%, top5-acc=98.81%, remaining_time=0:00:20.922176, arrival_time=2021-04-10 02:17:17.481968, cost_time=0:00:02.377529 2021-04-10 02:16:57,660 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=1.63ms, fps=2329 images/s, loss=0.4516, top1-acc=86.15%, top5-acc=98.80%, remaining_time=0:00:19.243052, arrival_time=2021-04-10 02:17:16.902987, cost_time=0:00:03.477669 2021-04-10 02:16:58,753 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.69ms, fps=2343 images/s, loss=0.4567, top1-acc=86.01%, top5-acc=98.70%, remaining_time=0:00:17.826588, arrival_time=2021-04-10 02:17:16.579829, cost_time=0:00:04.570916 2021-04-10 02:16:59,850 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.88ms, fps=2336 images/s, loss=0.4571, top1-acc=85.98%, top5-acc=98.67%, remaining_time=0:00:16.549830, arrival_time=2021-04-10 02:17:16.399883, cost_time=0:00:05.667738 2021-04-10 02:17:00,943 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.94ms, fps=2343 images/s, loss=0.4604, top1-acc=85.92%, top5-acc=98.72%, remaining_time=0:00:15.325840, arrival_time=2021-04-10 02:17:16.269419, cost_time=0:00:06.761385 2021-04-10 02:17:02,031 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.74ms, fps=2355 images/s, loss=0.4649, top1-acc=85.76%, top5-acc=98.66%, remaining_time=0:00:14.128506, arrival_time=2021-04-10 02:17:16.159933, cost_time=0:00:07.849168 2021-04-10 02:17:03,125 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=2.19ms, fps=2342 images/s, loss=0.4645, top1-acc=85.82%, top5-acc=98.69%, remaining_time=0:00:12.967408, arrival_time=2021-04-10 02:17:16.092677, cost_time=0:00:08.943042 2021-04-10 02:17:04,226 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.82ms, fps=2326 images/s, loss=0.4669, top1-acc=85.72%, top5-acc=98.64%, remaining_time=0:00:11.830024, arrival_time=2021-04-10 02:17:16.056652, cost_time=0:00:10.044376 2021-04-10 02:17:05,316 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.44ms, fps=2350 images/s, loss=0.4692, top1-acc=85.61%, top5-acc=98.63%, remaining_time=0:00:10.689024, arrival_time=2021-04-10 02:17:16.005638, cost_time=0:00:11.134368 2021-04-10 02:17:06,407 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.99ms, fps=2349 images/s, loss=0.4698, top1-acc=85.56%, top5-acc=98.61%, remaining_time=0:00:09.557696, arrival_time=2021-04-10 02:17:15.964874, cost_time=0:00:12.225005 2021-04-10 02:17:07,503 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.47ms, fps=2337 images/s, loss=0.4704, top1-acc=85.54%, top5-acc=98.59%, remaining_time=0:00:08.436608, arrival_time=2021-04-10 02:17:15.939828, cost_time=0:00:13.320960 2021-04-10 02:17:08,596 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.57ms, fps=2343 images/s, loss=0.4720, top1-acc=85.47%, top5-acc=98.59%, remaining_time=0:00:07.317948, arrival_time=2021-04-10 02:17:15.914370, cost_time=0:00:14.414198 2021-04-10 02:17:09,697 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=3.01ms, fps=2326 images/s, loss=0.4760, top1-acc=85.32%, top5-acc=98.57%, remaining_time=0:00:06.206144, arrival_time=2021-04-10 02:17:15.903856, cost_time=0:00:15.515407 2021-04-10 02:17:10,790 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.62ms, fps=2345 images/s, loss=0.4802, top1-acc=85.22%, top5-acc=98.51%, remaining_time=0:00:05.093258, arrival_time=2021-04-10 02:17:15.883887, cost_time=0:00:16.608443 2021-04-10 02:17:11,879 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.49ms, fps=2351 images/s, loss=0.4838, top1-acc=85.08%, top5-acc=98.47%, remaining_time=0:00:03.981960, arrival_time=2021-04-10 02:17:15.861792, cost_time=0:00:17.697663 2021-04-10 02:17:12,967 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.71ms, fps=2355 images/s, loss=0.4859, top1-acc=85.03%, top5-acc=98.47%, remaining_time=0:00:02.873000, arrival_time=2021-04-10 02:17:15.840169, cost_time=0:00:18.784997 2021-04-10 02:17:14,070 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.62ms, fps=2321 images/s, loss=0.4859, top1-acc=85.01%, top5-acc=98.46%, remaining_time=0:00:01.767856, arrival_time=2021-04-10 02:17:15.838511, cost_time=0:00:19.888310 2021-04-10 02:17:15,163 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.58ms, fps=2346 images/s, loss=0.4878, top1-acc=84.88%, top5-acc=98.46%, remaining_time=0:00:00.662556, arrival_time=2021-04-10 02:17:15.825909, cost_time=0:00:20.980910 2021-04-10 02:17:15,757 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.72ms, fps=2292 images/s, loss=0.4904, top1-acc=84.82%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:15.757758, cost_time=0:00:21.575524 2021-04-10 02:17:16,083 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=3.67ms, fps=7902 images/s, loss=1.4404, top1-acc=65.00%, top5-acc=87.93%, remaining_time=0:00:00.971910, arrival_time=2021-04-10 02:17:17.055622, cost_time=0:00:00.323968 2021-04-10 02:17:16,389 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=16.73ms, fps=8389 images/s, loss=1.4234, top1-acc=64.69%, top5-acc=88.24%, remaining_time=0:00:00.629580, arrival_time=2021-04-10 02:17:17.018979, cost_time=0:00:00.629589 2021-04-10 02:17:16,650 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=4.06ms, fps=9833 images/s, loss=1.4236, top1-acc=64.92%, top5-acc=88.54%, remaining_time=0:00:00.296860, arrival_time=2021-04-10 02:17:16.947193, cost_time=0:00:00.890581 2021-04-10 02:17:16,893 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.12ms, fps=9567 images/s, loss=1.3727, top1-acc=65.22%, top5-acc=89.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:16.893307, cost_time=0:00:01.133521 2021-04-10 02:17:17,033 INFO : Epoch=0144 complete, best val top1-acc=65.22%, top5-acc=89.18% (epoch=144), remaining_time=0:21:23.822400, arrival_time=2021-04-10 02:38:40.855545, cost_time=0:55:01.257636 2021-04-10 02:17:17,034 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 02:17:18,318 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=0.43ms, fps=1995 images/s, loss=0.4762, top1-acc=85.31%, top5-acc=98.44%, remaining_time=0:00:23.868636, arrival_time=2021-04-10 02:17:42.186965, cost_time=0:00:01.283261 2021-04-10 02:17:19,409 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.51ms, fps=2348 images/s, loss=0.4536, top1-acc=86.19%, top5-acc=98.77%, remaining_time=0:00:20.893488, arrival_time=2021-04-10 02:17:40.302814, cost_time=0:00:02.374264 2021-04-10 02:17:20,498 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.51ms, fps=2353 images/s, loss=0.4554, top1-acc=85.94%, top5-acc=98.76%, remaining_time=0:00:19.162376, arrival_time=2021-04-10 02:17:39.660533, cost_time=0:00:03.463073 2021-04-10 02:17:21,586 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.48ms, fps=2354 images/s, loss=0.4531, top1-acc=85.81%, top5-acc=98.71%, remaining_time=0:00:17.750772, arrival_time=2021-04-10 02:17:39.337293, cost_time=0:00:04.551497 2021-04-10 02:17:22,683 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.71ms, fps=2336 images/s, loss=0.4571, top1-acc=85.79%, top5-acc=98.65%, remaining_time=0:00:16.492744, arrival_time=2021-04-10 02:17:39.176036, cost_time=0:00:05.648217 2021-04-10 02:17:23,769 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=3.31ms, fps=2360 images/s, loss=0.4569, top1-acc=85.73%, top5-acc=98.65%, remaining_time=0:00:15.263280, arrival_time=2021-04-10 02:17:39.032173, cost_time=0:00:06.733781 2021-04-10 02:17:24,865 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.93ms, fps=2338 images/s, loss=0.4559, top1-acc=85.76%, top5-acc=98.63%, remaining_time=0:00:14.094360, arrival_time=2021-04-10 02:17:38.959608, cost_time=0:00:07.830192 2021-04-10 02:17:25,955 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=2.31ms, fps=2350 images/s, loss=0.4629, top1-acc=85.53%, top5-acc=98.61%, remaining_time=0:00:12.934464, arrival_time=2021-04-10 02:17:38.889857, cost_time=0:00:08.920333 2021-04-10 02:17:27,048 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.59ms, fps=2343 images/s, loss=0.4676, top1-acc=85.43%, top5-acc=98.59%, remaining_time=0:00:11.793984, arrival_time=2021-04-10 02:17:38.842784, cost_time=0:00:10.013759 2021-04-10 02:17:28,143 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.47ms, fps=2340 images/s, loss=0.4699, top1-acc=85.27%, top5-acc=98.59%, remaining_time=0:00:10.664064, arrival_time=2021-04-10 02:17:38.807615, cost_time=0:00:11.108376 2021-04-10 02:17:29,239 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.86ms, fps=2338 images/s, loss=0.4694, top1-acc=85.31%, top5-acc=98.58%, remaining_time=0:00:09.541356, arrival_time=2021-04-10 02:17:38.780462, cost_time=0:00:12.204044 2021-04-10 02:17:30,327 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.88ms, fps=2355 images/s, loss=0.4729, top1-acc=85.23%, top5-acc=98.53%, remaining_time=0:00:08.418216, arrival_time=2021-04-10 02:17:38.745173, cost_time=0:00:13.291886 2021-04-10 02:17:31,424 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.59ms, fps=2335 images/s, loss=0.4740, top1-acc=85.24%, top5-acc=98.52%, remaining_time=0:00:07.305276, arrival_time=2021-04-10 02:17:38.729509, cost_time=0:00:14.389155 2021-04-10 02:17:32,516 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=2.18ms, fps=2345 images/s, loss=0.4749, top1-acc=85.22%, top5-acc=98.52%, remaining_time=0:00:06.192592, arrival_time=2021-04-10 02:17:38.709075, cost_time=0:00:15.481488 2021-04-10 02:17:33,613 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.64ms, fps=2335 images/s, loss=0.4779, top1-acc=85.16%, top5-acc=98.48%, remaining_time=0:00:05.083966, arrival_time=2021-04-10 02:17:38.697205, cost_time=0:00:16.578179 2021-04-10 02:17:34,702 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=2.09ms, fps=2352 images/s, loss=0.4784, top1-acc=85.13%, top5-acc=98.45%, remaining_time=0:00:03.975156, arrival_time=2021-04-10 02:17:38.677703, cost_time=0:00:17.667352 2021-04-10 02:17:35,798 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.46ms, fps=2338 images/s, loss=0.4794, top1-acc=85.07%, top5-acc=98.43%, remaining_time=0:00:02.869672, arrival_time=2021-04-10 02:17:38.668024, cost_time=0:00:18.763317 2021-04-10 02:17:36,898 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.64ms, fps=2329 images/s, loss=0.4810, top1-acc=85.03%, top5-acc=98.42%, remaining_time=0:00:01.765600, arrival_time=2021-04-10 02:17:38.663585, cost_time=0:00:19.863007 2021-04-10 02:17:37,990 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.50ms, fps=2344 images/s, loss=0.4828, top1-acc=84.99%, top5-acc=98.41%, remaining_time=0:00:00.661758, arrival_time=2021-04-10 02:17:38.652524, cost_time=0:00:20.955709 2021-04-10 02:17:38,580 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.27ms, fps=2309 images/s, loss=0.4835, top1-acc=84.98%, top5-acc=98.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:38.580283, cost_time=0:00:21.545322 2021-04-10 02:17:38,936 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=7.33ms, fps=7210 images/s, loss=1.4596, top1-acc=63.48%, top5-acc=88.44%, remaining_time=0:00:01.065120, arrival_time=2021-04-10 02:17:40.001633, cost_time=0:00:00.355042 2021-04-10 02:17:39,173 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.35ms, fps=10810 images/s, loss=1.4024, top1-acc=65.06%, top5-acc=88.85%, remaining_time=0:00:00.592360, arrival_time=2021-04-10 02:17:39.766162, cost_time=0:00:00.592356 2021-04-10 02:17:39,417 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=3.64ms, fps=10548 images/s, loss=1.3895, top1-acc=65.17%, top5-acc=89.06%, remaining_time=0:00:00.278500, arrival_time=2021-04-10 02:17:39.695456, cost_time=0:00:00.835494 2021-04-10 02:17:39,643 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.06ms, fps=10263 images/s, loss=1.3733, top1-acc=65.42%, top5-acc=89.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:39.643521, cost_time=0:00:01.062055 2021-04-10 02:17:39,725 INFO : Epoch=0145 complete, best val top1-acc=65.42%, top5-acc=89.27% (epoch=145), remaining_time=0:21:00.808615, arrival_time=2021-04-10 02:38:40.534038, cost_time=0:55:23.949994 2021-04-10 02:17:39,726 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 02:17:41,003 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=2.66ms, fps=2004 images/s, loss=0.4617, top1-acc=85.78%, top5-acc=98.36%, remaining_time=0:00:23.754246, arrival_time=2021-04-10 02:18:04.757790, cost_time=0:00:01.277110 2021-04-10 02:17:42,090 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=2.27ms, fps=2356 images/s, loss=0.4720, top1-acc=84.94%, top5-acc=98.48%, remaining_time=0:00:20.806016, arrival_time=2021-04-10 02:18:02.896629, cost_time=0:00:02.364319 2021-04-10 02:17:43,180 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.53ms, fps=2351 images/s, loss=0.4568, top1-acc=85.68%, top5-acc=98.55%, remaining_time=0:00:19.111082, arrival_time=2021-04-10 02:18:02.291339, cost_time=0:00:03.453824 2021-04-10 02:17:44,286 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.39ms, fps=2315 images/s, loss=0.4602, top1-acc=85.66%, top5-acc=98.58%, remaining_time=0:00:17.785560, arrival_time=2021-04-10 02:18:02.072308, cost_time=0:00:04.560389 2021-04-10 02:17:45,380 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=2.10ms, fps=2342 images/s, loss=0.4558, top1-acc=85.88%, top5-acc=98.62%, remaining_time=0:00:16.509680, arrival_time=2021-04-10 02:18:01.890055, cost_time=0:00:05.653997 2021-04-10 02:17:46,461 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.64ms, fps=2368 images/s, loss=0.4569, top1-acc=85.86%, top5-acc=98.63%, remaining_time=0:00:15.267360, arrival_time=2021-04-10 02:18:01.729276, cost_time=0:00:06.735579 2021-04-10 02:17:47,614 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.72ms, fps=2222 images/s, loss=0.4585, top1-acc=85.89%, top5-acc=98.60%, remaining_time=0:00:14.198688, arrival_time=2021-04-10 02:18:01.813202, cost_time=0:00:07.888146 2021-04-10 02:17:48,741 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.97ms, fps=2274 images/s, loss=0.4587, top1-acc=85.75%, top5-acc=98.62%, remaining_time=0:00:13.071344, arrival_time=2021-04-10 02:18:01.812440, cost_time=0:00:09.014721 2021-04-10 02:17:49,830 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=0.4585, top1-acc=85.73%, top5-acc=98.61%, remaining_time=0:00:11.900832, arrival_time=2021-04-10 02:18:01.731663, cost_time=0:00:10.104468 2021-04-10 02:17:50,917 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.66ms, fps=2358 images/s, loss=0.4590, top1-acc=85.69%, top5-acc=98.62%, remaining_time=0:00:10.742976, arrival_time=2021-04-10 02:18:01.660085, cost_time=0:00:11.190630 2021-04-10 02:17:52,010 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=2.03ms, fps=2343 images/s, loss=0.4567, top1-acc=85.79%, top5-acc=98.62%, remaining_time=0:00:09.604136, arrival_time=2021-04-10 02:18:01.614740, cost_time=0:00:12.284327 2021-04-10 02:17:53,100 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.50ms, fps=2350 images/s, loss=0.4585, top1-acc=85.76%, top5-acc=98.59%, remaining_time=0:00:08.470200, arrival_time=2021-04-10 02:18:01.570637, cost_time=0:00:13.374018 2021-04-10 02:17:54,201 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=2.00ms, fps=2328 images/s, loss=0.4597, top1-acc=85.77%, top5-acc=98.57%, remaining_time=0:00:07.348704, arrival_time=2021-04-10 02:18:01.549779, cost_time=0:00:14.474722 2021-04-10 02:17:55,295 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.63ms, fps=2340 images/s, loss=0.4628, top1-acc=85.68%, top5-acc=98.53%, remaining_time=0:00:06.227760, arrival_time=2021-04-10 02:18:01.523492, cost_time=0:00:15.569391 2021-04-10 02:17:56,395 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=2.25ms, fps=2330 images/s, loss=0.4650, top1-acc=85.60%, top5-acc=98.52%, remaining_time=0:00:05.111796, arrival_time=2021-04-10 02:18:01.507071, cost_time=0:00:16.668919 2021-04-10 02:17:57,487 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.55ms, fps=2346 images/s, loss=0.4658, top1-acc=85.58%, top5-acc=98.50%, remaining_time=0:00:03.996180, arrival_time=2021-04-10 02:18:01.483281, cost_time=0:00:17.760767 2021-04-10 02:17:58,577 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.44ms, fps=2349 images/s, loss=0.4674, top1-acc=85.57%, top5-acc=98.49%, remaining_time=0:00:02.883140, arrival_time=2021-04-10 02:18:01.460637, cost_time=0:00:18.851221 2021-04-10 02:17:59,668 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.52ms, fps=2349 images/s, loss=0.4674, top1-acc=85.55%, top5-acc=98.48%, remaining_time=0:00:01.772592, arrival_time=2021-04-10 02:18:01.440572, cost_time=0:00:19.941596 2021-04-10 02:18:00,763 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.39ms, fps=2338 images/s, loss=0.4686, top1-acc=85.50%, top5-acc=98.49%, remaining_time=0:00:00.664332, arrival_time=2021-04-10 02:18:01.427814, cost_time=0:00:21.037204 2021-04-10 02:18:01,349 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.60ms, fps=2322 images/s, loss=0.4702, top1-acc=85.44%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:01.349582, cost_time=0:00:21.623311 2021-04-10 02:18:01,659 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=3.74ms, fps=8286 images/s, loss=1.5074, top1-acc=65.08%, top5-acc=87.73%, remaining_time=0:00:00.926850, arrival_time=2021-04-10 02:18:02.586678, cost_time=0:00:00.308949 2021-04-10 02:18:01,902 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=0.42ms, fps=10593 images/s, loss=1.5353, top1-acc=64.53%, top5-acc=88.20%, remaining_time=0:00:00.551100, arrival_time=2021-04-10 02:18:02.453059, cost_time=0:00:00.551107 2021-04-10 02:18:02,142 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=2.98ms, fps=10682 images/s, loss=1.5291, top1-acc=64.01%, top5-acc=88.48%, remaining_time=0:00:00.263700, arrival_time=2021-04-10 02:18:02.405706, cost_time=0:00:00.791115 2021-04-10 02:18:02,361 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.05ms, fps=10592 images/s, loss=1.5323, top1-acc=64.14%, top5-acc=88.28%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:02.361527, cost_time=0:00:01.010641 2021-04-10 02:18:02,408 INFO : Epoch=0146 complete, best val top1-acc=65.42%, top5-acc=89.27% (epoch=145), remaining_time=0:20:37.795776, arrival_time=2021-04-10 02:38:40.204251, cost_time=0:55:46.633056 2021-04-10 02:18:02,409 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 02:18:03,729 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.58ms, fps=1940 images/s, loss=0.4407, top1-acc=86.45%, top5-acc=98.52%, remaining_time=0:00:24.550326, arrival_time=2021-04-10 02:18:28.279638, cost_time=0:00:01.319911 2021-04-10 02:18:04,814 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.55ms, fps=2361 images/s, loss=0.4416, top1-acc=86.31%, top5-acc=98.42%, remaining_time=0:00:21.161008, arrival_time=2021-04-10 02:18:25.975055, cost_time=0:00:02.404656 2021-04-10 02:18:05,899 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.64ms, fps=2360 images/s, loss=0.4432, top1-acc=86.42%, top5-acc=98.52%, remaining_time=0:00:19.309618, arrival_time=2021-04-10 02:18:25.208723, cost_time=0:00:03.489691 2021-04-10 02:18:06,990 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.53ms, fps=2347 images/s, loss=0.4333, top1-acc=86.77%, top5-acc=98.66%, remaining_time=0:00:17.864964, arrival_time=2021-04-10 02:18:24.855260, cost_time=0:00:04.580742 2021-04-10 02:18:08,080 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.82ms, fps=2350 images/s, loss=0.4290, top1-acc=86.90%, top5-acc=98.73%, remaining_time=0:00:16.559904, arrival_time=2021-04-10 02:18:24.640510, cost_time=0:00:05.671192 2021-04-10 02:18:09,164 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.56ms, fps=2363 images/s, loss=0.4284, top1-acc=86.82%, top5-acc=98.77%, remaining_time=0:00:15.311968, arrival_time=2021-04-10 02:18:24.476653, cost_time=0:00:06.755290 2021-04-10 02:18:10,256 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.98ms, fps=2345 images/s, loss=0.4303, top1-acc=86.80%, top5-acc=98.79%, remaining_time=0:00:14.124978, arrival_time=2021-04-10 02:18:24.381600, cost_time=0:00:07.847229 2021-04-10 02:18:11,344 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.49ms, fps=2356 images/s, loss=0.4319, top1-acc=86.78%, top5-acc=98.79%, remaining_time=0:00:12.954996, arrival_time=2021-04-10 02:18:24.298971, cost_time=0:00:08.934441 2021-04-10 02:18:12,436 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.60ms, fps=2344 images/s, loss=0.4353, top1-acc=86.67%, top5-acc=98.76%, remaining_time=0:00:11.810096, arrival_time=2021-04-10 02:18:24.246956, cost_time=0:00:10.027461 2021-04-10 02:18:13,527 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=2.11ms, fps=2349 images/s, loss=0.4366, top1-acc=86.60%, top5-acc=98.75%, remaining_time=0:00:10.673088, arrival_time=2021-04-10 02:18:24.200335, cost_time=0:00:11.117814 2021-04-10 02:18:14,631 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.45ms, fps=2320 images/s, loss=0.4387, top1-acc=86.51%, top5-acc=98.75%, remaining_time=0:00:09.555116, arrival_time=2021-04-10 02:18:24.186151, cost_time=0:00:12.221652 2021-04-10 02:18:15,718 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.48ms, fps=2355 images/s, loss=0.4401, top1-acc=86.44%, top5-acc=98.73%, remaining_time=0:00:08.429084, arrival_time=2021-04-10 02:18:24.147578, cost_time=0:00:13.309102 2021-04-10 02:18:16,806 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.47ms, fps=2354 images/s, loss=0.4414, top1-acc=86.40%, top5-acc=98.73%, remaining_time=0:00:07.309236, arrival_time=2021-04-10 02:18:24.115726, cost_time=0:00:14.397022 2021-04-10 02:18:17,900 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=0.4408, top1-acc=86.44%, top5-acc=98.71%, remaining_time=0:00:06.196288, arrival_time=2021-04-10 02:18:24.096504, cost_time=0:00:15.490766 2021-04-10 02:18:18,987 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.46ms, fps=2356 images/s, loss=0.4437, top1-acc=86.33%, top5-acc=98.68%, remaining_time=0:00:05.084012, arrival_time=2021-04-10 02:18:24.071742, cost_time=0:00:16.578294 2021-04-10 02:18:20,082 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=2.08ms, fps=2340 images/s, loss=0.4461, top1-acc=86.20%, top5-acc=98.66%, remaining_time=0:00:03.976452, arrival_time=2021-04-10 02:18:24.058963, cost_time=0:00:17.673130 2021-04-10 02:18:21,166 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.49ms, fps=2362 images/s, loss=0.4479, top1-acc=86.10%, top5-acc=98.64%, remaining_time=0:00:02.868788, arrival_time=2021-04-10 02:18:24.035597, cost_time=0:00:18.757419 2021-04-10 02:18:22,269 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.16ms, fps=2323 images/s, loss=0.4492, top1-acc=86.07%, top5-acc=98.64%, remaining_time=0:00:01.765328, arrival_time=2021-04-10 02:18:24.034576, cost_time=0:00:19.859866 2021-04-10 02:18:23,358 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.33ms, fps=2352 images/s, loss=0.4518, top1-acc=86.02%, top5-acc=98.61%, remaining_time=0:00:00.661542, arrival_time=2021-04-10 02:18:24.019935, cost_time=0:00:20.948924 2021-04-10 02:18:23,948 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.32ms, fps=2307 images/s, loss=0.4521, top1-acc=86.03%, top5-acc=98.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:23.948601, cost_time=0:00:21.539156 2021-04-10 02:18:24,278 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=5.47ms, fps=7796 images/s, loss=1.3025, top1-acc=67.30%, top5-acc=89.96%, remaining_time=0:00:00.985140, arrival_time=2021-04-10 02:18:25.263877, cost_time=0:00:00.328382 2021-04-10 02:18:24,523 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=2.88ms, fps=10501 images/s, loss=1.3249, top1-acc=66.84%, top5-acc=89.43%, remaining_time=0:00:00.572600, arrival_time=2021-04-10 02:18:25.095572, cost_time=0:00:00.572609 2021-04-10 02:18:24,766 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=0.27ms, fps=10557 images/s, loss=1.3414, top1-acc=66.63%, top5-acc=89.43%, remaining_time=0:00:00.271860, arrival_time=2021-04-10 02:18:25.037801, cost_time=0:00:00.815576 2021-04-10 02:18:24,993 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.07ms, fps=10210 images/s, loss=1.3377, top1-acc=66.70%, top5-acc=89.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:24.993607, cost_time=0:00:01.043309 2021-04-10 02:18:25,075 INFO : Epoch=0147 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:20:14.781571, arrival_time=2021-04-10 02:38:39.856892, cost_time=0:56:09.299896 2021-04-10 02:18:25,076 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 02:18:26,394 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=0.32ms, fps=1942 images/s, loss=0.4505, top1-acc=85.86%, top5-acc=98.87%, remaining_time=0:00:24.522798, arrival_time=2021-04-10 02:18:50.917474, cost_time=0:00:01.318430 2021-04-10 02:18:27,485 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.91ms, fps=2349 images/s, loss=0.4346, top1-acc=86.68%, top5-acc=98.77%, remaining_time=0:00:21.200256, arrival_time=2021-04-10 02:18:48.685703, cost_time=0:00:02.409120 2021-04-10 02:18:28,571 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.63ms, fps=2358 images/s, loss=0.4410, top1-acc=86.50%, top5-acc=98.74%, remaining_time=0:00:19.341988, arrival_time=2021-04-10 02:18:47.913771, cost_time=0:00:03.495535 2021-04-10 02:18:29,668 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.79ms, fps=2335 images/s, loss=0.4365, top1-acc=86.59%, top5-acc=98.70%, remaining_time=0:00:17.910204, arrival_time=2021-04-10 02:18:47.578963, cost_time=0:00:04.592356 2021-04-10 02:18:30,775 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=2.21ms, fps=2315 images/s, loss=0.4386, top1-acc=86.28%, top5-acc=98.70%, remaining_time=0:00:16.642248, arrival_time=2021-04-10 02:18:47.417872, cost_time=0:00:05.699385 2021-04-10 02:18:31,867 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.83ms, fps=2346 images/s, loss=0.4424, top1-acc=86.16%, top5-acc=98.75%, remaining_time=0:00:15.393568, arrival_time=2021-04-10 02:18:47.261101, cost_time=0:00:06.791281 2021-04-10 02:18:32,956 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.53ms, fps=2351 images/s, loss=0.4420, top1-acc=86.31%, top5-acc=98.76%, remaining_time=0:00:14.185206, arrival_time=2021-04-10 02:18:47.142087, cost_time=0:00:07.880687 2021-04-10 02:18:34,048 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=2.12ms, fps=2346 images/s, loss=0.4410, top1-acc=86.38%, top5-acc=98.73%, remaining_time=0:00:13.009980, arrival_time=2021-04-10 02:18:47.058667, cost_time=0:00:08.972429 2021-04-10 02:18:35,139 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.49ms, fps=2348 images/s, loss=0.4408, top1-acc=86.39%, top5-acc=98.75%, remaining_time=0:00:11.852496, arrival_time=2021-04-10 02:18:46.992120, cost_time=0:00:10.063395 2021-04-10 02:18:36,234 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.97ms, fps=2339 images/s, loss=0.4407, top1-acc=86.33%, top5-acc=98.77%, remaining_time=0:00:10.712160, arrival_time=2021-04-10 02:18:46.946830, cost_time=0:00:11.158498 2021-04-10 02:18:37,328 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.49ms, fps=2342 images/s, loss=0.4414, top1-acc=86.26%, top5-acc=98.78%, remaining_time=0:00:09.578938, arrival_time=2021-04-10 02:18:46.907380, cost_time=0:00:12.252111 2021-04-10 02:18:38,416 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.78ms, fps=2354 images/s, loss=0.4448, top1-acc=86.16%, top5-acc=98.74%, remaining_time=0:00:08.448996, arrival_time=2021-04-10 02:18:46.865720, cost_time=0:00:13.340504 2021-04-10 02:18:39,509 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=2.24ms, fps=2345 images/s, loss=0.4432, top1-acc=86.24%, top5-acc=98.73%, remaining_time=0:00:07.327386, arrival_time=2021-04-10 02:18:46.836388, cost_time=0:00:14.432756 2021-04-10 02:18:40,599 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.52ms, fps=2349 images/s, loss=0.4421, top1-acc=86.29%, top5-acc=98.74%, remaining_time=0:00:06.209336, arrival_time=2021-04-10 02:18:46.808857, cost_time=0:00:15.523335 2021-04-10 02:18:41,695 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.58ms, fps=2337 images/s, loss=0.4427, top1-acc=86.27%, top5-acc=98.73%, remaining_time=0:00:05.096570, arrival_time=2021-04-10 02:18:46.791977, cost_time=0:00:16.619237 2021-04-10 02:18:42,779 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.70ms, fps=2363 images/s, loss=0.4431, top1-acc=86.28%, top5-acc=98.71%, remaining_time=0:00:03.983220, arrival_time=2021-04-10 02:18:46.762678, cost_time=0:00:17.703243 2021-04-10 02:18:43,883 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=2.21ms, fps=2321 images/s, loss=0.4437, top1-acc=86.31%, top5-acc=98.70%, remaining_time=0:00:02.876380, arrival_time=2021-04-10 02:18:46.759753, cost_time=0:00:18.807061 2021-04-10 02:18:44,982 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.57ms, fps=2331 images/s, loss=0.4447, top1-acc=86.26%, top5-acc=98.69%, remaining_time=0:00:01.769456, arrival_time=2021-04-10 02:18:46.752075, cost_time=0:00:19.906432 2021-04-10 02:18:46,077 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=0.4459, top1-acc=86.21%, top5-acc=98.68%, remaining_time=0:00:00.663192, arrival_time=2021-04-10 02:18:46.740371, cost_time=0:00:21.001008 2021-04-10 02:18:46,661 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.32ms, fps=2328 images/s, loss=0.4458, top1-acc=86.18%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:46.661912, cost_time=0:00:21.585738 2021-04-10 02:18:47,034 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.20ms, fps=6900 images/s, loss=1.3571, top1-acc=65.86%, top5-acc=89.88%, remaining_time=0:00:01.113060, arrival_time=2021-04-10 02:18:48.147352, cost_time=0:00:00.371016 2021-04-10 02:18:47,282 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=2.25ms, fps=10355 images/s, loss=1.4043, top1-acc=65.21%, top5-acc=88.89%, remaining_time=0:00:00.618600, arrival_time=2021-04-10 02:18:47.900614, cost_time=0:00:00.618609 2021-04-10 02:18:47,559 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=6.08ms, fps=9268 images/s, loss=1.4247, top1-acc=65.13%, top5-acc=88.62%, remaining_time=0:00:00.298530, arrival_time=2021-04-10 02:18:47.857467, cost_time=0:00:00.895585 2021-04-10 02:18:47,776 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=10711 images/s, loss=1.4295, top1-acc=65.18%, top5-acc=88.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:47.776034, cost_time=0:00:01.112763 2021-04-10 02:18:47,820 INFO : Epoch=0148 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:19:51.799648, arrival_time=2021-04-10 02:38:39.620290, cost_time=0:56:32.045200 2021-04-10 02:18:47,821 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 02:18:49,077 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.70ms, fps=2039 images/s, loss=0.4155, top1-acc=86.68%, top5-acc=98.75%, remaining_time=0:00:23.356392, arrival_time=2021-04-10 02:19:12.434019, cost_time=0:00:01.255722 2021-04-10 02:18:50,176 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.62ms, fps=2332 images/s, loss=0.4132, top1-acc=87.44%, top5-acc=98.69%, remaining_time=0:00:20.717840, arrival_time=2021-04-10 02:19:10.894094, cost_time=0:00:02.354309 2021-04-10 02:18:51,270 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=3.18ms, fps=2342 images/s, loss=0.4280, top1-acc=86.95%, top5-acc=98.68%, remaining_time=0:00:19.079542, arrival_time=2021-04-10 02:19:10.349556, cost_time=0:00:03.448118 2021-04-10 02:18:52,372 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=2.06ms, fps=2323 images/s, loss=0.4203, top1-acc=87.16%, top5-acc=98.80%, remaining_time=0:00:17.748900, arrival_time=2021-04-10 02:19:10.121728, cost_time=0:00:04.550996 2021-04-10 02:18:53,466 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=2.04ms, fps=2342 images/s, loss=0.4141, top1-acc=87.34%, top5-acc=98.85%, remaining_time=0:00:16.481940, arrival_time=2021-04-10 02:19:09.948351, cost_time=0:00:05.644508 2021-04-10 02:18:54,558 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.47ms, fps=2346 images/s, loss=0.4181, top1-acc=87.24%, top5-acc=98.80%, remaining_time=0:00:15.268992, arrival_time=2021-04-10 02:19:09.827109, cost_time=0:00:06.736297 2021-04-10 02:18:55,651 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=0.4154, top1-acc=87.34%, top5-acc=98.79%, remaining_time=0:00:14.092848, arrival_time=2021-04-10 02:19:09.744175, cost_time=0:00:07.829361 2021-04-10 02:18:56,740 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.67ms, fps=2352 images/s, loss=0.4126, top1-acc=87.48%, top5-acc=98.81%, remaining_time=0:00:12.932376, arrival_time=2021-04-10 02:19:09.673087, cost_time=0:00:08.918895 2021-04-10 02:18:57,830 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.70ms, fps=2350 images/s, loss=0.4139, top1-acc=87.40%, top5-acc=98.82%, remaining_time=0:00:11.787836, arrival_time=2021-04-10 02:19:09.618233, cost_time=0:00:10.008499 2021-04-10 02:18:58,925 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.51ms, fps=2340 images/s, loss=0.4145, top1-acc=87.27%, top5-acc=98.81%, remaining_time=0:00:10.659168, arrival_time=2021-04-10 02:19:09.584324, cost_time=0:00:11.103336 2021-04-10 02:19:00,010 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.50ms, fps=2360 images/s, loss=0.4169, top1-acc=87.16%, top5-acc=98.80%, remaining_time=0:00:09.529144, arrival_time=2021-04-10 02:19:09.539495, cost_time=0:00:12.188410 2021-04-10 02:19:01,109 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=2.24ms, fps=2330 images/s, loss=0.4191, top1-acc=87.10%, top5-acc=98.80%, remaining_time=0:00:08.415708, arrival_time=2021-04-10 02:19:09.525485, cost_time=0:00:13.287964 2021-04-10 02:19:02,200 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.54ms, fps=2349 images/s, loss=0.4202, top1-acc=87.08%, top5-acc=98.78%, remaining_time=0:00:07.299732, arrival_time=2021-04-10 02:19:09.499835, cost_time=0:00:14.378289 2021-04-10 02:19:03,287 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=2.64ms, fps=2356 images/s, loss=0.4221, top1-acc=87.01%, top5-acc=98.79%, remaining_time=0:00:06.186096, arrival_time=2021-04-10 02:19:09.473332, cost_time=0:00:15.465256 2021-04-10 02:19:04,384 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=2.03ms, fps=2335 images/s, loss=0.4237, top1-acc=86.96%, top5-acc=98.79%, remaining_time=0:00:05.079228, arrival_time=2021-04-10 02:19:09.463791, cost_time=0:00:16.562691 2021-04-10 02:19:05,478 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.84ms, fps=2341 images/s, loss=0.4264, top1-acc=86.88%, top5-acc=98.76%, remaining_time=0:00:03.972744, arrival_time=2021-04-10 02:19:09.451258, cost_time=0:00:17.656696 2021-04-10 02:19:06,577 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=2.61ms, fps=2331 images/s, loss=0.4268, top1-acc=86.84%, top5-acc=98.78%, remaining_time=0:00:02.868450, arrival_time=2021-04-10 02:19:09.445526, cost_time=0:00:18.755191 2021-04-10 02:19:07,684 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.46ms, fps=2312 images/s, loss=0.4309, top1-acc=86.68%, top5-acc=98.75%, remaining_time=0:00:01.765600, arrival_time=2021-04-10 02:19:09.450497, cost_time=0:00:19.863063 2021-04-10 02:19:08,782 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=2.00ms, fps=2333 images/s, loss=0.4323, top1-acc=86.60%, top5-acc=98.73%, remaining_time=0:00:00.661920, arrival_time=2021-04-10 02:19:09.444605, cost_time=0:00:20.960872 2021-04-10 02:19:09,374 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.34ms, fps=2300 images/s, loss=0.4320, top1-acc=86.60%, top5-acc=98.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:09.374402, cost_time=0:00:21.552595 2021-04-10 02:19:09,727 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=3.46ms, fps=7277 images/s, loss=1.3902, top1-acc=66.29%, top5-acc=89.61%, remaining_time=0:00:01.055370, arrival_time=2021-04-10 02:19:10.783150, cost_time=0:00:00.351790 2021-04-10 02:19:09,979 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=0.33ms, fps=10196 images/s, loss=1.3615, top1-acc=66.39%, top5-acc=89.96%, remaining_time=0:00:00.603380, arrival_time=2021-04-10 02:19:10.582702, cost_time=0:00:00.603373 2021-04-10 02:19:10,217 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=3.89ms, fps=10750 images/s, loss=1.3997, top1-acc=66.02%, top5-acc=89.60%, remaining_time=0:00:00.280620, arrival_time=2021-04-10 02:19:10.498524, cost_time=0:00:00.841856 2021-04-10 02:19:10,448 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.10ms, fps=10094 images/s, loss=1.3897, top1-acc=66.17%, top5-acc=89.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:10.448290, cost_time=0:00:01.072289 2021-04-10 02:19:10,510 INFO : Epoch=0149 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:19:28.801884, arrival_time=2021-04-10 02:38:39.312154, cost_time=0:56:54.734859 2021-04-10 02:19:10,510 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 02:19:11,872 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=2.16ms, fps=1881 images/s, loss=0.3955, top1-acc=88.48%, top5-acc=98.67%, remaining_time=0:00:25.312740, arrival_time=2021-04-10 02:19:37.184841, cost_time=0:00:01.360897 2021-04-10 02:19:12,970 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.52ms, fps=2332 images/s, loss=0.4036, top1-acc=87.77%, top5-acc=98.85%, remaining_time=0:00:21.642896, arrival_time=2021-04-10 02:19:34.613640, cost_time=0:00:02.459424 2021-04-10 02:19:14,058 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.69ms, fps=2356 images/s, loss=0.4046, top1-acc=87.60%, top5-acc=98.89%, remaining_time=0:00:19.627840, arrival_time=2021-04-10 02:19:33.686209, cost_time=0:00:03.547202 2021-04-10 02:19:15,163 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=2.22ms, fps=2317 images/s, loss=0.4102, top1-acc=87.43%, top5-acc=98.86%, remaining_time=0:00:18.144828, arrival_time=2021-04-10 02:19:33.308609, cost_time=0:00:04.652520 2021-04-10 02:19:16,260 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=2.06ms, fps=2337 images/s, loss=0.4092, top1-acc=87.48%, top5-acc=98.89%, remaining_time=0:00:16.786934, arrival_time=2021-04-10 02:19:33.047013, cost_time=0:00:05.748934 2021-04-10 02:19:17,355 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.50ms, fps=2338 images/s, loss=0.4069, top1-acc=87.51%, top5-acc=98.88%, remaining_time=0:00:15.513928, arrival_time=2021-04-10 02:19:32.869479, cost_time=0:00:06.844358 2021-04-10 02:19:18,447 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.49ms, fps=2345 images/s, loss=0.4090, top1-acc=87.48%, top5-acc=98.83%, remaining_time=0:00:14.286006, arrival_time=2021-04-10 02:19:32.733830, cost_time=0:00:07.936681 2021-04-10 02:19:19,540 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.53ms, fps=2344 images/s, loss=0.4091, top1-acc=87.44%, top5-acc=98.83%, remaining_time=0:00:13.092456, arrival_time=2021-04-10 02:19:32.632895, cost_time=0:00:09.029247 2021-04-10 02:19:20,631 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.61ms, fps=2348 images/s, loss=0.4088, top1-acc=87.42%, top5-acc=98.82%, remaining_time=0:00:11.919276, arrival_time=2021-04-10 02:19:32.550501, cost_time=0:00:10.120125 2021-04-10 02:19:21,721 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.53ms, fps=2350 images/s, loss=0.4074, top1-acc=87.48%, top5-acc=98.81%, remaining_time=0:00:10.761600, arrival_time=2021-04-10 02:19:32.482888, cost_time=0:00:11.210050 2021-04-10 02:19:22,814 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.77ms, fps=2344 images/s, loss=0.4072, top1-acc=87.52%, top5-acc=98.80%, remaining_time=0:00:09.618670, arrival_time=2021-04-10 02:19:32.432725, cost_time=0:00:12.302945 2021-04-10 02:19:23,902 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.96ms, fps=2352 images/s, loss=0.4105, top1-acc=87.45%, top5-acc=98.79%, remaining_time=0:00:08.481448, arrival_time=2021-04-10 02:19:32.384315, cost_time=0:00:13.391767 2021-04-10 02:19:24,990 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.51ms, fps=2356 images/s, loss=0.4127, top1-acc=87.37%, top5-acc=98.79%, remaining_time=0:00:07.350750, arrival_time=2021-04-10 02:19:32.340715, cost_time=0:00:14.478711 2021-04-10 02:19:26,080 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.32ms, fps=2350 images/s, loss=0.4140, top1-acc=87.33%, top5-acc=98.79%, remaining_time=0:00:06.227536, arrival_time=2021-04-10 02:19:32.307556, cost_time=0:00:15.568903 2021-04-10 02:19:27,181 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=2.22ms, fps=2326 images/s, loss=0.4166, top1-acc=87.22%, top5-acc=98.78%, remaining_time=0:00:05.112164, arrival_time=2021-04-10 02:19:32.293368, cost_time=0:00:16.670109 2021-04-10 02:19:28,273 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.47ms, fps=2346 images/s, loss=0.4171, top1-acc=87.20%, top5-acc=98.79%, remaining_time=0:00:03.996396, arrival_time=2021-04-10 02:19:32.269509, cost_time=0:00:17.761711 2021-04-10 02:19:29,367 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.69ms, fps=2341 images/s, loss=0.4183, top1-acc=87.14%, top5-acc=98.80%, remaining_time=0:00:02.883920, arrival_time=2021-04-10 02:19:32.251438, cost_time=0:00:18.856406 2021-04-10 02:19:30,465 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.58ms, fps=2332 images/s, loss=0.4209, top1-acc=87.05%, top5-acc=98.77%, remaining_time=0:00:01.773728, arrival_time=2021-04-10 02:19:32.239318, cost_time=0:00:19.954493 2021-04-10 02:19:31,553 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.32ms, fps=2354 images/s, loss=0.4217, top1-acc=87.05%, top5-acc=98.78%, remaining_time=0:00:00.664500, arrival_time=2021-04-10 02:19:32.218061, cost_time=0:00:21.042465 2021-04-10 02:19:32,138 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.44ms, fps=2326 images/s, loss=0.4227, top1-acc=87.01%, top5-acc=98.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:32.138702, cost_time=0:00:21.627613 2021-04-10 02:19:32,502 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=0.39ms, fps=7067 images/s, loss=1.4777, top1-acc=64.49%, top5-acc=88.52%, remaining_time=0:00:01.086720, arrival_time=2021-04-10 02:19:33.588924, cost_time=0:00:00.362238 2021-04-10 02:19:32,741 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=0.37ms, fps=10743 images/s, loss=1.4622, top1-acc=63.91%, top5-acc=88.44%, remaining_time=0:00:00.600980, arrival_time=2021-04-10 02:19:33.341948, cost_time=0:00:00.600985 2021-04-10 02:19:32,996 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=0.20ms, fps=10047 images/s, loss=1.4478, top1-acc=64.43%, top5-acc=88.71%, remaining_time=0:00:00.285440, arrival_time=2021-04-10 02:19:33.281763, cost_time=0:00:00.856311 2021-04-10 02:19:33,209 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.06ms, fps=10907 images/s, loss=1.4884, top1-acc=64.35%, top5-acc=88.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:33.209506, cost_time=0:00:01.069594 2021-04-10 02:19:33,308 INFO : Epoch=0150 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:19:05.844350, arrival_time=2021-04-10 02:38:39.152885, cost_time=0:57:17.533094 2021-04-10 02:19:33,309 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 02:19:34,626 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.51ms, fps=1944 images/s, loss=0.4261, top1-acc=86.37%, top5-acc=98.83%, remaining_time=0:00:24.497874, arrival_time=2021-04-10 02:19:59.124408, cost_time=0:00:01.317090 2021-04-10 02:19:35,725 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.85ms, fps=2331 images/s, loss=0.4111, top1-acc=87.21%, top5-acc=98.95%, remaining_time=0:00:21.257456, arrival_time=2021-04-10 02:19:56.982511, cost_time=0:00:02.415622 2021-04-10 02:19:36,815 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.51ms, fps=2349 images/s, loss=0.4019, top1-acc=87.71%, top5-acc=99.05%, remaining_time=0:00:19.398760, arrival_time=2021-04-10 02:19:56.213986, cost_time=0:00:03.505803 2021-04-10 02:19:37,900 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.4004, top1-acc=87.87%, top5-acc=98.94%, remaining_time=0:00:17.903808, arrival_time=2021-04-10 02:19:55.803966, cost_time=0:00:04.590738 2021-04-10 02:19:38,984 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.58ms, fps=2362 images/s, loss=0.4027, top1-acc=87.72%, top5-acc=98.95%, remaining_time=0:00:16.571584, arrival_time=2021-04-10 02:19:55.556288, cost_time=0:00:05.675217 2021-04-10 02:19:40,078 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.60ms, fps=2342 images/s, loss=0.4050, top1-acc=87.61%, top5-acc=98.92%, remaining_time=0:00:15.342840, arrival_time=2021-04-10 02:19:55.421310, cost_time=0:00:06.768909 2021-04-10 02:19:41,177 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.84ms, fps=2332 images/s, loss=0.4072, top1-acc=87.40%, top5-acc=98.86%, remaining_time=0:00:14.161896, arrival_time=2021-04-10 02:19:55.339076, cost_time=0:00:07.867736 2021-04-10 02:19:42,265 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=2.05ms, fps=2354 images/s, loss=0.4040, top1-acc=87.47%, top5-acc=98.88%, remaining_time=0:00:12.985620, arrival_time=2021-04-10 02:19:55.250648, cost_time=0:00:08.955562 2021-04-10 02:19:43,352 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.47ms, fps=2357 images/s, loss=0.4058, top1-acc=87.42%, top5-acc=98.86%, remaining_time=0:00:11.828116, arrival_time=2021-04-10 02:19:55.180277, cost_time=0:00:10.042732 2021-04-10 02:19:44,436 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.4068, top1-acc=87.38%, top5-acc=98.85%, remaining_time=0:00:10.682208, arrival_time=2021-04-10 02:19:55.118964, cost_time=0:00:11.127275 2021-04-10 02:19:45,533 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=0.4064, top1-acc=87.44%, top5-acc=98.85%, remaining_time=0:00:09.556578, arrival_time=2021-04-10 02:19:55.089620, cost_time=0:00:12.223582 2021-04-10 02:19:46,629 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.57ms, fps=2336 images/s, loss=0.4055, top1-acc=87.43%, top5-acc=98.85%, remaining_time=0:00:08.435924, arrival_time=2021-04-10 02:19:55.065301, cost_time=0:00:13.319853 2021-04-10 02:19:47,719 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=2.07ms, fps=2349 images/s, loss=0.4072, top1-acc=87.39%, top5-acc=98.86%, remaining_time=0:00:07.315968, arrival_time=2021-04-10 02:19:55.035641, cost_time=0:00:14.410227 2021-04-10 02:19:48,809 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=3.40ms, fps=2350 images/s, loss=0.4075, top1-acc=87.41%, top5-acc=98.85%, remaining_time=0:00:06.199984, arrival_time=2021-04-10 02:19:55.009404, cost_time=0:00:15.500000 2021-04-10 02:19:49,899 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.45ms, fps=2350 images/s, loss=0.4098, top1-acc=87.32%, top5-acc=98.85%, remaining_time=0:00:05.087554, arrival_time=2021-04-10 02:19:54.986941, cost_time=0:00:16.589875 2021-04-10 02:19:50,989 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.50ms, fps=2351 images/s, loss=0.4108, top1-acc=87.25%, top5-acc=98.84%, remaining_time=0:00:03.977856, arrival_time=2021-04-10 02:19:54.966793, cost_time=0:00:17.679360 2021-04-10 02:19:52,081 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.52ms, fps=2345 images/s, loss=0.4137, top1-acc=87.16%, top5-acc=98.81%, remaining_time=0:00:02.870998, arrival_time=2021-04-10 02:19:54.952463, cost_time=0:00:18.771958 2021-04-10 02:19:53,170 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=2.24ms, fps=2353 images/s, loss=0.4152, top1-acc=87.12%, top5-acc=98.82%, remaining_time=0:00:01.765392, arrival_time=2021-04-10 02:19:54.935568, cost_time=0:00:19.860667 2021-04-10 02:19:54,260 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.52ms, fps=2350 images/s, loss=0.4177, top1-acc=87.06%, top5-acc=98.79%, remaining_time=0:00:00.661602, arrival_time=2021-04-10 02:19:54.921827, cost_time=0:00:20.950775 2021-04-10 02:19:54,846 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.51ms, fps=2323 images/s, loss=0.4193, top1-acc=87.03%, top5-acc=98.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:54.846136, cost_time=0:00:21.536715 2021-04-10 02:19:55,204 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=7.15ms, fps=7172 images/s, loss=1.4300, top1-acc=65.82%, top5-acc=88.44%, remaining_time=0:00:01.070790, arrival_time=2021-04-10 02:19:56.275270, cost_time=0:00:00.356929 2021-04-10 02:19:55,443 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=0.28ms, fps=10762 images/s, loss=1.4037, top1-acc=66.43%, top5-acc=88.81%, remaining_time=0:00:00.595600, arrival_time=2021-04-10 02:19:56.038676, cost_time=0:00:00.595590 2021-04-10 02:19:55,684 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=2.20ms, fps=10622 images/s, loss=1.3899, top1-acc=66.41%, top5-acc=89.30%, remaining_time=0:00:00.279060, arrival_time=2021-04-10 02:19:55.963691, cost_time=0:00:00.837178 2021-04-10 02:19:55,902 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=10665 images/s, loss=1.3836, top1-acc=66.21%, top5-acc=89.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:55.902590, cost_time=0:00:01.055185 2021-04-10 02:19:55,947 INFO : Epoch=0151 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:18:42.837156, arrival_time=2021-04-10 02:38:38.784289, cost_time=0:57:40.171719 2021-04-10 02:19:55,947 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 02:19:57,251 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=0.46ms, fps=1964 images/s, loss=0.3820, top1-acc=88.24%, top5-acc=99.06%, remaining_time=0:00:24.248634, arrival_time=2021-04-10 02:20:21.500391, cost_time=0:00:01.303693 2021-04-10 02:19:58,346 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=2.31ms, fps=2340 images/s, loss=0.3837, top1-acc=88.09%, top5-acc=99.20%, remaining_time=0:00:21.105392, arrival_time=2021-04-10 02:20:19.451920, cost_time=0:00:02.398335 2021-04-10 02:19:59,452 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=2.23ms, fps=2317 images/s, loss=0.3819, top1-acc=88.22%, top5-acc=99.05%, remaining_time=0:00:19.392286, arrival_time=2021-04-10 02:20:18.844998, cost_time=0:00:03.504637 2021-04-10 02:20:00,546 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.47ms, fps=2342 images/s, loss=0.3855, top1-acc=88.11%, top5-acc=99.00%, remaining_time=0:00:17.932980, arrival_time=2021-04-10 02:20:18.479169, cost_time=0:00:04.598185 2021-04-10 02:20:01,633 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.88ms, fps=2355 images/s, loss=0.3868, top1-acc=88.20%, top5-acc=98.97%, remaining_time=0:00:16.601806, arrival_time=2021-04-10 02:20:18.235444, cost_time=0:00:05.685574 2021-04-10 02:20:02,718 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.57ms, fps=2361 images/s, loss=0.3878, top1-acc=88.17%, top5-acc=99.02%, remaining_time=0:00:15.346104, arrival_time=2021-04-10 02:20:18.064448, cost_time=0:00:06.770326 2021-04-10 02:20:03,813 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=0.3878, top1-acc=88.06%, top5-acc=99.01%, remaining_time=0:00:14.156856, arrival_time=2021-04-10 02:20:17.969834, cost_time=0:00:07.864909 2021-04-10 02:20:04,899 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.72ms, fps=2357 images/s, loss=0.3887, top1-acc=88.04%, top5-acc=99.00%, remaining_time=0:00:12.980052, arrival_time=2021-04-10 02:20:17.879807, cost_time=0:00:08.951770 2021-04-10 02:20:05,992 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.96ms, fps=2345 images/s, loss=0.3866, top1-acc=88.09%, top5-acc=99.02%, remaining_time=0:00:11.829600, arrival_time=2021-04-10 02:20:17.821758, cost_time=0:00:10.044029 2021-04-10 02:20:07,092 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.98ms, fps=2329 images/s, loss=0.3903, top1-acc=88.00%, top5-acc=98.99%, remaining_time=0:00:10.698336, arrival_time=2021-04-10 02:20:17.790433, cost_time=0:00:11.144066 2021-04-10 02:20:08,194 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.62ms, fps=2325 images/s, loss=0.3902, top1-acc=88.05%, top5-acc=98.99%, remaining_time=0:00:09.574036, arrival_time=2021-04-10 02:20:17.767999, cost_time=0:00:12.245853 2021-04-10 02:20:09,277 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.51ms, fps=2365 images/s, loss=0.3917, top1-acc=88.01%, top5-acc=98.99%, remaining_time=0:00:08.441776, arrival_time=2021-04-10 02:20:17.718876, cost_time=0:00:13.329111 2021-04-10 02:20:10,371 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.04ms, fps=2341 images/s, loss=0.3933, top1-acc=87.96%, top5-acc=98.99%, remaining_time=0:00:07.322502, arrival_time=2021-04-10 02:20:17.693548, cost_time=0:00:14.423061 2021-04-10 02:20:11,477 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.59ms, fps=2315 images/s, loss=0.3942, top1-acc=87.93%, top5-acc=98.98%, remaining_time=0:00:06.211744, arrival_time=2021-04-10 02:20:17.689194, cost_time=0:00:15.529384 2021-04-10 02:20:12,562 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.60ms, fps=2360 images/s, loss=0.3948, top1-acc=87.90%, top5-acc=98.99%, remaining_time=0:00:05.095190, arrival_time=2021-04-10 02:20:17.658001, cost_time=0:00:16.614812 2021-04-10 02:20:13,649 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.56ms, fps=2356 images/s, loss=0.3954, top1-acc=87.90%, top5-acc=98.99%, remaining_time=0:00:03.982896, arrival_time=2021-04-10 02:20:17.632658, cost_time=0:00:17.701777 2021-04-10 02:20:14,745 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=2.11ms, fps=2339 images/s, loss=0.3990, top1-acc=87.83%, top5-acc=98.95%, remaining_time=0:00:02.874820, arrival_time=2021-04-10 02:20:17.619777, cost_time=0:00:18.796891 2021-04-10 02:20:15,848 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=2.19ms, fps=2322 images/s, loss=0.4006, top1-acc=87.77%, top5-acc=98.94%, remaining_time=0:00:01.768880, arrival_time=2021-04-10 02:20:17.616849, cost_time=0:00:19.899969 2021-04-10 02:20:16,937 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.31ms, fps=2351 images/s, loss=0.4013, top1-acc=87.75%, top5-acc=98.93%, remaining_time=0:00:00.662820, arrival_time=2021-04-10 02:20:17.600103, cost_time=0:00:20.989251 2021-04-10 02:20:17,535 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=0.11ms, fps=2278 images/s, loss=0.4027, top1-acc=87.70%, top5-acc=98.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:17.535055, cost_time=0:00:21.587031 2021-04-10 02:20:17,870 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=18.69ms, fps=7674 images/s, loss=1.4041, top1-acc=66.52%, top5-acc=89.14%, remaining_time=0:00:01.000710, arrival_time=2021-04-10 02:20:18.871322, cost_time=0:00:00.333573 2021-04-10 02:20:18,100 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.98ms, fps=11135 images/s, loss=1.4504, top1-acc=65.33%, top5-acc=89.12%, remaining_time=0:00:00.563820, arrival_time=2021-04-10 02:20:18.664670, cost_time=0:00:00.563812 2021-04-10 02:20:18,385 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=4.83ms, fps=8996 images/s, loss=1.4646, top1-acc=65.12%, top5-acc=89.00%, remaining_time=0:00:00.282910, arrival_time=2021-04-10 02:20:18.668733, cost_time=0:00:00.848724 2021-04-10 02:20:18,621 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.07ms, fps=9878 images/s, loss=1.4957, top1-acc=64.83%, top5-acc=88.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:18.621521, cost_time=0:00:01.084331 2021-04-10 02:20:18,690 INFO : Epoch=0152 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:18:19.867872, arrival_time=2021-04-10 02:38:38.558164, cost_time=0:58:02.914873 2021-04-10 02:20:18,691 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:20:20,046 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.68ms, fps=1889 images/s, loss=0.3747, top1-acc=88.55%, top5-acc=99.45%, remaining_time=0:00:25.200768, arrival_time=2021-04-10 02:20:45.246923, cost_time=0:00:01.354878 2021-04-10 02:20:21,142 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.79ms, fps=2336 images/s, loss=0.3687, top1-acc=89.00%, top5-acc=99.32%, remaining_time=0:00:21.573376, arrival_time=2021-04-10 02:20:42.716141, cost_time=0:00:02.451526 2021-04-10 02:20:22,232 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.52ms, fps=2351 images/s, loss=0.3700, top1-acc=88.80%, top5-acc=99.28%, remaining_time=0:00:19.594308, arrival_time=2021-04-10 02:20:41.826611, cost_time=0:00:03.541137 2021-04-10 02:20:23,333 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.97ms, fps=2326 images/s, loss=0.3707, top1-acc=88.85%, top5-acc=99.26%, remaining_time=0:00:18.104268, arrival_time=2021-04-10 02:20:41.437630, cost_time=0:00:04.642132 2021-04-10 02:20:24,430 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.85ms, fps=2336 images/s, loss=0.3722, top1-acc=88.71%, top5-acc=99.16%, remaining_time=0:00:16.757150, arrival_time=2021-04-10 02:20:41.187128, cost_time=0:00:05.738743 2021-04-10 02:20:25,515 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.48ms, fps=2359 images/s, loss=0.3674, top1-acc=88.81%, top5-acc=99.21%, remaining_time=0:00:15.469184, arrival_time=2021-04-10 02:20:40.984979, cost_time=0:00:06.824630 2021-04-10 02:20:26,618 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.59ms, fps=2323 images/s, loss=0.3701, top1-acc=88.71%, top5-acc=99.16%, remaining_time=0:00:14.269122, arrival_time=2021-04-10 02:20:40.887753, cost_time=0:00:07.927319 2021-04-10 02:20:27,712 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.3733, top1-acc=88.57%, top5-acc=99.14%, remaining_time=0:00:13.080740, arrival_time=2021-04-10 02:20:40.793067, cost_time=0:00:09.021174 2021-04-10 02:20:28,805 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.79ms, fps=2343 images/s, loss=0.3772, top1-acc=88.43%, top5-acc=99.12%, remaining_time=0:00:11.912174, arrival_time=2021-04-10 02:20:40.717482, cost_time=0:00:10.114070 2021-04-10 02:20:29,898 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.43ms, fps=2343 images/s, loss=0.3799, top1-acc=88.34%, top5-acc=99.11%, remaining_time=0:00:10.758912, arrival_time=2021-04-10 02:20:40.657243, cost_time=0:00:11.207179 2021-04-10 02:20:30,998 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.55ms, fps=2328 images/s, loss=0.3813, top1-acc=88.31%, top5-acc=99.09%, remaining_time=0:00:09.621938, arrival_time=2021-04-10 02:20:40.620404, cost_time=0:00:12.307164 2021-04-10 02:20:32,085 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.51ms, fps=2357 images/s, loss=0.3812, top1-acc=88.31%, top5-acc=99.09%, remaining_time=0:00:08.482892, arrival_time=2021-04-10 02:20:40.568127, cost_time=0:00:13.394062 2021-04-10 02:20:33,170 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.46ms, fps=2359 images/s, loss=0.3856, top1-acc=88.12%, top5-acc=99.07%, remaining_time=0:00:07.351212, arrival_time=2021-04-10 02:20:40.522028, cost_time=0:00:14.479660 2021-04-10 02:20:34,261 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.59ms, fps=2349 images/s, loss=0.3867, top1-acc=88.08%, top5-acc=99.07%, remaining_time=0:00:06.227928, arrival_time=2021-04-10 02:20:40.489125, cost_time=0:00:15.569879 2021-04-10 02:20:35,356 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.59ms, fps=2338 images/s, loss=0.3888, top1-acc=87.98%, top5-acc=99.05%, remaining_time=0:00:05.110784, arrival_time=2021-04-10 02:20:40.467642, cost_time=0:00:16.665638 2021-04-10 02:20:36,446 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.3918, top1-acc=87.83%, top5-acc=99.03%, remaining_time=0:00:03.994848, arrival_time=2021-04-10 02:20:40.440875, cost_time=0:00:17.754828 2021-04-10 02:20:37,536 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.47ms, fps=2349 images/s, loss=0.3916, top1-acc=87.84%, top5-acc=99.02%, remaining_time=0:00:02.882204, arrival_time=2021-04-10 02:20:40.418651, cost_time=0:00:18.845249 2021-04-10 02:20:38,633 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.88ms, fps=2335 images/s, loss=0.3940, top1-acc=87.75%, top5-acc=99.02%, remaining_time=0:00:01.772624, arrival_time=2021-04-10 02:20:40.405889, cost_time=0:00:19.942028 2021-04-10 02:20:39,725 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.44ms, fps=2346 images/s, loss=0.3961, top1-acc=87.71%, top5-acc=99.00%, remaining_time=0:00:00.664224, arrival_time=2021-04-10 02:20:40.389231, cost_time=0:00:21.033852 2021-04-10 02:20:40,310 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.27ms, fps=2324 images/s, loss=0.3975, top1-acc=87.67%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:40.310569, cost_time=0:00:21.619442 2021-04-10 02:20:40,625 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=6.46ms, fps=8150 images/s, loss=1.5468, top1-acc=64.06%, top5-acc=87.23%, remaining_time=0:00:00.942330, arrival_time=2021-04-10 02:20:41.568149, cost_time=0:00:00.314112 2021-04-10 02:20:40,872 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=0.38ms, fps=10393 images/s, loss=1.5183, top1-acc=64.14%, top5-acc=87.87%, remaining_time=0:00:00.560880, arrival_time=2021-04-10 02:20:41.433494, cost_time=0:00:00.560888 2021-04-10 02:20:41,132 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=7.25ms, fps=9865 images/s, loss=1.5097, top1-acc=64.36%, top5-acc=88.28%, remaining_time=0:00:00.273640, arrival_time=2021-04-10 02:20:41.406285, cost_time=0:00:00.820924 2021-04-10 02:20:41,345 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.07ms, fps=10900 images/s, loss=1.5002, top1-acc=64.95%, top5-acc=88.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:41.345928, cost_time=0:00:01.034281 2021-04-10 02:20:41,388 INFO : Epoch=0153 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:17:56.887641, arrival_time=2021-04-10 02:38:38.275947, cost_time=0:58:25.612892 2021-04-10 02:20:41,389 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 02:20:42,674 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.59ms, fps=1992 images/s, loss=0.3748, top1-acc=89.37%, top5-acc=99.10%, remaining_time=0:00:23.902302, arrival_time=2021-04-10 02:21:06.576647, cost_time=0:00:01.285071 2021-04-10 02:20:43,772 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.80ms, fps=2333 images/s, loss=0.3745, top1-acc=88.91%, top5-acc=99.22%, remaining_time=0:00:20.972160, arrival_time=2021-04-10 02:21:04.744647, cost_time=0:00:02.383210 2021-04-10 02:20:44,859 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.47ms, fps=2357 images/s, loss=0.3784, top1-acc=88.62%, top5-acc=99.06%, remaining_time=0:00:19.200888, arrival_time=2021-04-10 02:21:04.060372, cost_time=0:00:03.470054 2021-04-10 02:20:45,957 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=2.01ms, fps=2334 images/s, loss=0.3801, top1-acc=88.41%, top5-acc=99.12%, remaining_time=0:00:17.815200, arrival_time=2021-04-10 02:21:03.772435, cost_time=0:00:04.567981 2021-04-10 02:20:47,073 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.50ms, fps=2295 images/s, loss=0.3749, top1-acc=88.59%, top5-acc=99.14%, remaining_time=0:00:16.597572, arrival_time=2021-04-10 02:21:03.670966, cost_time=0:00:05.684112 2021-04-10 02:20:48,174 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=2.41ms, fps=2327 images/s, loss=0.3739, top1-acc=88.59%, top5-acc=99.10%, remaining_time=0:00:15.379560, arrival_time=2021-04-10 02:21:03.554002, cost_time=0:00:06.785083 2021-04-10 02:20:49,272 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=2.74ms, fps=2333 images/s, loss=0.3742, top1-acc=88.57%, top5-acc=99.07%, remaining_time=0:00:14.190120, arrival_time=2021-04-10 02:21:03.462888, cost_time=0:00:07.883375 2021-04-10 02:20:50,371 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=2.25ms, fps=2333 images/s, loss=0.3755, top1-acc=88.56%, top5-acc=99.06%, remaining_time=0:00:13.023668, arrival_time=2021-04-10 02:21:03.394761, cost_time=0:00:08.981815 2021-04-10 02:20:51,470 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.49ms, fps=2330 images/s, loss=0.3736, top1-acc=88.59%, top5-acc=99.09%, remaining_time=0:00:11.873378, arrival_time=2021-04-10 02:21:03.343719, cost_time=0:00:10.081129 2021-04-10 02:20:52,569 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.42ms, fps=2331 images/s, loss=0.3712, top1-acc=88.60%, top5-acc=99.11%, remaining_time=0:00:10.732896, arrival_time=2021-04-10 02:21:03.302345, cost_time=0:00:11.180087 2021-04-10 02:20:53,661 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.53ms, fps=2347 images/s, loss=0.3725, top1-acc=88.55%, top5-acc=99.09%, remaining_time=0:00:09.594504, arrival_time=2021-04-10 02:21:03.255706, cost_time=0:00:12.272005 2021-04-10 02:20:54,750 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.52ms, fps=2352 images/s, loss=0.3740, top1-acc=88.45%, top5-acc=99.09%, remaining_time=0:00:08.461916, arrival_time=2021-04-10 02:21:03.212103, cost_time=0:00:13.360911 2021-04-10 02:20:55,842 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.95ms, fps=2346 images/s, loss=0.3765, top1-acc=88.39%, top5-acc=99.08%, remaining_time=0:00:07.337616, arrival_time=2021-04-10 02:21:03.179790, cost_time=0:00:14.452928 2021-04-10 02:20:56,935 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.43ms, fps=2343 images/s, loss=0.3782, top1-acc=88.31%, top5-acc=99.06%, remaining_time=0:00:06.218576, arrival_time=2021-04-10 02:21:03.154234, cost_time=0:00:15.546373 2021-04-10 02:20:58,024 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.55ms, fps=2352 images/s, loss=0.3795, top1-acc=88.25%, top5-acc=99.04%, remaining_time=0:00:05.101492, arrival_time=2021-04-10 02:21:03.126045, cost_time=0:00:16.635349 2021-04-10 02:20:59,121 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.82ms, fps=2335 images/s, loss=0.3830, top1-acc=88.12%, top5-acc=99.02%, remaining_time=0:00:03.989772, arrival_time=2021-04-10 02:21:03.111433, cost_time=0:00:17.732319 2021-04-10 02:21:00,222 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=2.21ms, fps=2327 images/s, loss=0.3855, top1-acc=88.04%, top5-acc=99.01%, remaining_time=0:00:02.880384, arrival_time=2021-04-10 02:21:03.102958, cost_time=0:00:18.833359 2021-04-10 02:21:01,312 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.57ms, fps=2349 images/s, loss=0.3856, top1-acc=88.07%, top5-acc=99.01%, remaining_time=0:00:01.770992, arrival_time=2021-04-10 02:21:03.083870, cost_time=0:00:19.923639 2021-04-10 02:21:02,411 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.60ms, fps=2332 images/s, loss=0.3863, top1-acc=88.05%, top5-acc=99.00%, remaining_time=0:00:00.663858, arrival_time=2021-04-10 02:21:03.075311, cost_time=0:00:21.022182 2021-04-10 02:21:02,997 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=0.08ms, fps=2325 images/s, loss=0.3869, top1-acc=88.06%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:02.996996, cost_time=0:00:21.607792 2021-04-10 02:21:03,332 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=4.09ms, fps=7661 images/s, loss=1.3603, top1-acc=66.13%, top5-acc=90.00%, remaining_time=0:00:01.002390, arrival_time=2021-04-10 02:21:04.334795, cost_time=0:00:00.334132 2021-04-10 02:21:03,569 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=0.41ms, fps=10802 images/s, loss=1.4235, top1-acc=65.80%, top5-acc=89.22%, remaining_time=0:00:00.571620, arrival_time=2021-04-10 02:21:04.141524, cost_time=0:00:00.571626 2021-04-10 02:21:03,810 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=5.72ms, fps=10675 images/s, loss=1.4004, top1-acc=66.22%, top5-acc=89.47%, remaining_time=0:00:00.270640, arrival_time=2021-04-10 02:21:04.080840, cost_time=0:00:00.811919 2021-04-10 02:21:04,023 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.06ms, fps=10911 images/s, loss=1.3800, top1-acc=66.17%, top5-acc=89.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:04.023260, cost_time=0:00:01.025056 2021-04-10 02:21:04,065 INFO : Epoch=0154 complete, best val top1-acc=66.70%, top5-acc=89.56% (epoch=147), remaining_time=0:17:33.904666, arrival_time=2021-04-10 02:38:37.969643, cost_time=0:58:48.289566 2021-04-10 02:21:04,065 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 02:21:05,312 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.47ms, fps=2054 images/s, loss=0.3690, top1-acc=89.18%, top5-acc=98.79%, remaining_time=0:00:23.178576, arrival_time=2021-04-10 02:21:28.490556, cost_time=0:00:01.246164 2021-04-10 02:21:06,410 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=2.29ms, fps=2333 images/s, loss=0.3569, top1-acc=89.04%, top5-acc=99.16%, remaining_time=0:00:20.628080, arrival_time=2021-04-10 02:21:27.038059, cost_time=0:00:02.344103 2021-04-10 02:21:07,501 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.61ms, fps=2347 images/s, loss=0.3589, top1-acc=88.97%, top5-acc=99.17%, remaining_time=0:00:19.009822, arrival_time=2021-04-10 02:21:26.511152, cost_time=0:00:03.435501 2021-04-10 02:21:08,587 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.67ms, fps=2357 images/s, loss=0.3598, top1-acc=88.99%, top5-acc=99.13%, remaining_time=0:00:17.635800, arrival_time=2021-04-10 02:21:26.223621, cost_time=0:00:04.522013 2021-04-10 02:21:09,683 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.49ms, fps=2336 images/s, loss=0.3587, top1-acc=89.07%, top5-acc=99.15%, remaining_time=0:00:16.404852, arrival_time=2021-04-10 02:21:26.088798, cost_time=0:00:05.618122 2021-04-10 02:21:10,772 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.54ms, fps=2354 images/s, loss=0.3603, top1-acc=89.06%, top5-acc=99.13%, remaining_time=0:00:15.200584, arrival_time=2021-04-10 02:21:25.972539, cost_time=0:00:06.706153 2021-04-10 02:21:11,861 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.61ms, fps=2352 images/s, loss=0.3622, top1-acc=88.96%, top5-acc=99.13%, remaining_time=0:00:14.031360, arrival_time=2021-04-10 02:21:25.892506, cost_time=0:00:07.795225 2021-04-10 02:21:12,949 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.50ms, fps=2353 images/s, loss=0.3638, top1-acc=89.04%, top5-acc=99.13%, remaining_time=0:00:12.881684, arrival_time=2021-04-10 02:21:25.831444, cost_time=0:00:08.883958 2021-04-10 02:21:14,053 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=2.34ms, fps=2321 images/s, loss=0.3634, top1-acc=89.07%, top5-acc=99.12%, remaining_time=0:00:11.762714, arrival_time=2021-04-10 02:21:25.815732, cost_time=0:00:09.987212 2021-04-10 02:21:15,138 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.60ms, fps=2360 images/s, loss=0.3666, top1-acc=88.91%, top5-acc=99.08%, remaining_time=0:00:10.629600, arrival_time=2021-04-10 02:21:25.767925, cost_time=0:00:11.072521 2021-04-10 02:21:16,229 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=2.15ms, fps=2347 images/s, loss=0.3665, top1-acc=88.95%, top5-acc=99.09%, remaining_time=0:00:09.509708, arrival_time=2021-04-10 02:21:25.739448, cost_time=0:00:12.163610 2021-04-10 02:21:17,328 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.52ms, fps=2333 images/s, loss=0.3659, top1-acc=88.94%, top5-acc=99.10%, remaining_time=0:00:08.399444, arrival_time=2021-04-10 02:21:25.727485, cost_time=0:00:13.262232 2021-04-10 02:21:18,420 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.83ms, fps=2345 images/s, loss=0.3675, top1-acc=88.89%, top5-acc=99.07%, remaining_time=0:00:07.287522, arrival_time=2021-04-10 02:21:25.707606, cost_time=0:00:14.354262 2021-04-10 02:21:19,505 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.63ms, fps=2359 images/s, loss=0.3688, top1-acc=88.84%, top5-acc=99.07%, remaining_time=0:00:06.176016, arrival_time=2021-04-10 02:21:25.681810, cost_time=0:00:15.439986 2021-04-10 02:21:20,594 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.66ms, fps=2353 images/s, loss=0.3697, top1-acc=88.79%, top5-acc=99.07%, remaining_time=0:00:05.068740, arrival_time=2021-04-10 02:21:25.663076, cost_time=0:00:16.528528 2021-04-10 02:21:21,685 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.3713, top1-acc=88.71%, top5-acc=99.07%, remaining_time=0:00:03.964428, arrival_time=2021-04-10 02:21:25.649889, cost_time=0:00:17.619658 2021-04-10 02:21:22,784 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=2.04ms, fps=2330 images/s, loss=0.3727, top1-acc=88.64%, top5-acc=99.07%, remaining_time=0:00:02.862860, arrival_time=2021-04-10 02:21:25.647537, cost_time=0:00:18.718780 2021-04-10 02:21:23,875 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.82ms, fps=2348 images/s, loss=0.3732, top1-acc=88.62%, top5-acc=99.07%, remaining_time=0:00:01.760864, arrival_time=2021-04-10 02:21:25.636493, cost_time=0:00:19.809769 2021-04-10 02:21:24,971 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.28ms, fps=2337 images/s, loss=0.3741, top1-acc=88.57%, top5-acc=99.06%, remaining_time=0:00:00.660180, arrival_time=2021-04-10 02:21:25.631806, cost_time=0:00:20.905734 2021-04-10 02:21:25,558 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.32ms, fps=2318 images/s, loss=0.3726, top1-acc=88.60%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:25.558808, cost_time=0:00:21.493016 2021-04-10 02:21:25,911 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=14.58ms, fps=7297 images/s, loss=1.4054, top1-acc=66.29%, top5-acc=89.57%, remaining_time=0:00:01.052430, arrival_time=2021-04-10 02:21:26.963416, cost_time=0:00:00.350809 2021-04-10 02:21:26,152 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.32ms, fps=10642 images/s, loss=1.3792, top1-acc=66.99%, top5-acc=89.75%, remaining_time=0:00:00.591860, arrival_time=2021-04-10 02:21:26.743854, cost_time=0:00:00.591863 2021-04-10 02:21:26,395 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=2.84ms, fps=10544 images/s, loss=1.3794, top1-acc=67.01%, top5-acc=89.79%, remaining_time=0:00:00.278340, arrival_time=2021-04-10 02:21:26.673520, cost_time=0:00:00.835005 2021-04-10 02:21:26,610 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.10ms, fps=10784 images/s, loss=1.3999, top1-acc=66.71%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:26.610755, cost_time=0:00:01.050642 2021-04-10 02:21:26,689 INFO : Epoch=0155 complete, best val top1-acc=66.71%, top5-acc=89.62% (epoch=155), remaining_time=0:17:10.910625, arrival_time=2021-04-10 02:38:37.600355, cost_time=0:59:10.914305 2021-04-10 02:21:26,690 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 02:21:27,956 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=2.40ms, fps=2022 images/s, loss=0.3376, top1-acc=90.12%, top5-acc=99.06%, remaining_time=0:00:23.543880, arrival_time=2021-04-10 02:21:51.500416, cost_time=0:00:01.265797 2021-04-10 02:21:29,043 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.62ms, fps=2358 images/s, loss=0.3302, top1-acc=90.47%, top5-acc=99.30%, remaining_time=0:00:20.701472, arrival_time=2021-04-10 02:21:49.744612, cost_time=0:00:02.352448 2021-04-10 02:21:30,143 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.94ms, fps=2329 images/s, loss=0.3364, top1-acc=89.97%, top5-acc=99.26%, remaining_time=0:00:19.102782, arrival_time=2021-04-10 02:21:49.245763, cost_time=0:00:03.452321 2021-04-10 02:21:31,245 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=2.29ms, fps=2323 images/s, loss=0.3374, top1-acc=89.92%, top5-acc=99.15%, remaining_time=0:00:17.763720, arrival_time=2021-04-10 02:21:49.009108, cost_time=0:00:04.554793 2021-04-10 02:21:32,328 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.67ms, fps=2365 images/s, loss=0.3356, top1-acc=89.95%, top5-acc=99.13%, remaining_time=0:00:16.462376, arrival_time=2021-04-10 02:21:48.790857, cost_time=0:00:05.637813 2021-04-10 02:21:33,420 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=2.05ms, fps=2347 images/s, loss=0.3357, top1-acc=89.88%, top5-acc=99.19%, remaining_time=0:00:15.252944, arrival_time=2021-04-10 02:21:48.672894, cost_time=0:00:06.729244 2021-04-10 02:21:34,509 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.90ms, fps=2352 images/s, loss=0.3386, top1-acc=89.79%, top5-acc=99.22%, remaining_time=0:00:14.073822, arrival_time=2021-04-10 02:21:48.583178, cost_time=0:00:07.818777 2021-04-10 02:21:35,599 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.00ms, fps=2350 images/s, loss=0.3396, top1-acc=89.70%, top5-acc=99.21%, remaining_time=0:00:12.917180, arrival_time=2021-04-10 02:21:48.516257, cost_time=0:00:08.908367 2021-04-10 02:21:36,690 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=2.06ms, fps=2347 images/s, loss=0.3429, top1-acc=89.58%, top5-acc=99.18%, remaining_time=0:00:11.777660, arrival_time=2021-04-10 02:21:48.468216, cost_time=0:00:09.999911 2021-04-10 02:21:37,783 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.42ms, fps=2343 images/s, loss=0.3428, top1-acc=89.56%, top5-acc=99.19%, remaining_time=0:00:10.649472, arrival_time=2021-04-10 02:21:48.433302, cost_time=0:00:11.093175 2021-04-10 02:21:38,883 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=2.27ms, fps=2329 images/s, loss=0.3463, top1-acc=89.40%, top5-acc=99.17%, remaining_time=0:00:09.532584, arrival_time=2021-04-10 02:21:48.416056, cost_time=0:00:12.192874 2021-04-10 02:21:39,974 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.44ms, fps=2348 images/s, loss=0.3464, top1-acc=89.35%, top5-acc=99.16%, remaining_time=0:00:08.413124, arrival_time=2021-04-10 02:21:48.387598, cost_time=0:00:13.283894 2021-04-10 02:21:41,063 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.99ms, fps=2352 images/s, loss=0.3486, top1-acc=89.23%, top5-acc=99.15%, remaining_time=0:00:07.296960, arrival_time=2021-04-10 02:21:48.360454, cost_time=0:00:14.372752 2021-04-10 02:21:42,152 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.60ms, fps=2353 images/s, loss=0.3494, top1-acc=89.20%, top5-acc=99.18%, remaining_time=0:00:06.184640, arrival_time=2021-04-10 02:21:48.336870, cost_time=0:00:15.461650 2021-04-10 02:21:43,247 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=2.08ms, fps=2340 images/s, loss=0.3489, top1-acc=89.23%, top5-acc=99.17%, remaining_time=0:00:05.077250, arrival_time=2021-04-10 02:21:48.324328, cost_time=0:00:16.556222 2021-04-10 02:21:44,338 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=2.11ms, fps=2348 images/s, loss=0.3513, top1-acc=89.15%, top5-acc=99.16%, remaining_time=0:00:03.970728, arrival_time=2021-04-10 02:21:48.309076, cost_time=0:00:17.647758 2021-04-10 02:21:45,427 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.3534, top1-acc=89.07%, top5-acc=99.15%, remaining_time=0:00:02.865616, arrival_time=2021-04-10 02:21:48.292901, cost_time=0:00:18.736703 2021-04-10 02:21:46,524 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=2.28ms, fps=2335 images/s, loss=0.3553, top1-acc=89.01%, top5-acc=99.13%, remaining_time=0:00:01.762992, arrival_time=2021-04-10 02:21:48.287345, cost_time=0:00:19.833724 2021-04-10 02:21:47,623 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=2.43ms, fps=2331 images/s, loss=0.3584, top1-acc=88.90%, top5-acc=99.14%, remaining_time=0:00:00.661032, arrival_time=2021-04-10 02:21:48.284481, cost_time=0:00:20.932741 2021-04-10 02:21:48,209 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.32ms, fps=2323 images/s, loss=0.3601, top1-acc=88.86%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:48.209630, cost_time=0:00:21.519038 2021-04-10 02:21:48,587 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=2.51ms, fps=6801 images/s, loss=1.6158, top1-acc=62.85%, top5-acc=87.81%, remaining_time=0:00:01.129170, arrival_time=2021-04-10 02:21:49.716594, cost_time=0:00:00.376390 2021-04-10 02:21:48,842 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=0.40ms, fps=10043 images/s, loss=1.5610, top1-acc=64.28%, top5-acc=88.44%, remaining_time=0:00:00.631780, arrival_time=2021-04-10 02:21:49.474596, cost_time=0:00:00.631782 2021-04-10 02:21:49,098 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.80ms, fps=10041 images/s, loss=1.5685, top1-acc=63.71%, top5-acc=88.42%, remaining_time=0:00:00.295740, arrival_time=2021-04-10 02:21:49.393967, cost_time=0:00:00.887235 2021-04-10 02:21:49,321 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.05ms, fps=10400 images/s, loss=1.5543, top1-acc=63.88%, top5-acc=88.41%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:49.321744, cost_time=0:00:01.110713 2021-04-10 02:21:49,378 INFO : Epoch=0156 complete, best val top1-acc=66.71%, top5-acc=89.62% (epoch=155), remaining_time=0:16:47.939372, arrival_time=2021-04-10 02:38:37.318066, cost_time=0:59:33.603278 2021-04-10 02:21:49,379 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 02:21:50,648 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.72ms, fps=2018 images/s, loss=0.3507, top1-acc=88.59%, top5-acc=99.34%, remaining_time=0:00:23.594100, arrival_time=2021-04-10 02:22:14.242403, cost_time=0:00:01.268498 2021-04-10 02:21:51,748 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=2.05ms, fps=2329 images/s, loss=0.3518, top1-acc=89.02%, top5-acc=99.28%, remaining_time=0:00:20.844736, arrival_time=2021-04-10 02:22:12.593164, cost_time=0:00:02.368726 2021-04-10 02:21:52,836 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.67ms, fps=2354 images/s, loss=0.3404, top1-acc=89.62%, top5-acc=99.31%, remaining_time=0:00:19.128844, arrival_time=2021-04-10 02:22:11.965692, cost_time=0:00:03.457014 2021-04-10 02:21:53,928 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.61ms, fps=2347 images/s, loss=0.3431, top1-acc=89.51%, top5-acc=99.27%, remaining_time=0:00:17.740008, arrival_time=2021-04-10 02:22:11.668362, cost_time=0:00:04.548736 2021-04-10 02:21:55,017 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.52ms, fps=2352 images/s, loss=0.3389, top1-acc=89.62%, top5-acc=99.30%, remaining_time=0:00:16.461500, arrival_time=2021-04-10 02:22:11.478679, cost_time=0:00:05.637492 2021-04-10 02:21:56,113 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.60ms, fps=2336 images/s, loss=0.3385, top1-acc=89.59%, top5-acc=99.30%, remaining_time=0:00:15.264232, arrival_time=2021-04-10 02:22:11.378051, cost_time=0:00:06.734222 2021-04-10 02:21:57,209 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.92ms, fps=2337 images/s, loss=0.3408, top1-acc=89.61%, top5-acc=99.27%, remaining_time=0:00:14.093982, arrival_time=2021-04-10 02:22:11.303656, cost_time=0:00:07.829974 2021-04-10 02:21:58,313 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=2.24ms, fps=2321 images/s, loss=0.3425, top1-acc=89.60%, top5-acc=99.25%, remaining_time=0:00:12.953604, arrival_time=2021-04-10 02:22:11.266745, cost_time=0:00:08.933538 2021-04-10 02:21:59,403 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.51ms, fps=2349 images/s, loss=0.3429, top1-acc=89.63%, top5-acc=99.24%, remaining_time=0:00:11.805962, arrival_time=2021-04-10 02:22:11.209569, cost_time=0:00:10.023928 2021-04-10 02:22:00,500 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=2.16ms, fps=2336 images/s, loss=0.3418, top1-acc=89.62%, top5-acc=99.24%, remaining_time=0:00:10.675680, arrival_time=2021-04-10 02:22:11.175808, cost_time=0:00:11.120533 2021-04-10 02:22:01,589 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=2.09ms, fps=2352 images/s, loss=0.3433, top1-acc=89.57%, top5-acc=99.23%, remaining_time=0:00:09.545570, arrival_time=2021-04-10 02:22:11.134762, cost_time=0:00:12.209449 2021-04-10 02:22:02,681 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.54ms, fps=2347 images/s, loss=0.3456, top1-acc=89.53%, top5-acc=99.23%, remaining_time=0:00:08.424220, arrival_time=2021-04-10 02:22:11.105188, cost_time=0:00:13.301354 2021-04-10 02:22:03,772 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=2.07ms, fps=2346 images/s, loss=0.3451, top1-acc=89.55%, top5-acc=99.23%, remaining_time=0:00:07.307124, arrival_time=2021-04-10 02:22:11.079659, cost_time=0:00:14.392874 2021-04-10 02:22:04,871 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.61ms, fps=2333 images/s, loss=0.3455, top1-acc=89.48%, top5-acc=99.26%, remaining_time=0:00:06.196456, arrival_time=2021-04-10 02:22:11.067429, cost_time=0:00:15.491194 2021-04-10 02:22:05,964 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.64ms, fps=2343 images/s, loss=0.3469, top1-acc=89.43%, top5-acc=99.26%, remaining_time=0:00:05.086036, arrival_time=2021-04-10 02:22:11.050487, cost_time=0:00:16.584854 2021-04-10 02:22:07,048 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.13ms, fps=2363 images/s, loss=0.3494, top1-acc=89.34%, top5-acc=99.25%, remaining_time=0:00:03.975444, arrival_time=2021-04-10 02:22:11.023623, cost_time=0:00:17.668588 2021-04-10 02:22:08,141 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.49ms, fps=2343 images/s, loss=0.3513, top1-acc=89.27%, top5-acc=99.23%, remaining_time=0:00:02.869412, arrival_time=2021-04-10 02:22:11.010622, cost_time=0:00:18.761487 2021-04-10 02:22:09,236 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.66ms, fps=2338 images/s, loss=0.3517, top1-acc=89.24%, top5-acc=99.24%, remaining_time=0:00:01.765072, arrival_time=2021-04-10 02:22:11.001808, cost_time=0:00:19.857124 2021-04-10 02:22:10,326 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.48ms, fps=2351 images/s, loss=0.3529, top1-acc=89.24%, top5-acc=99.22%, remaining_time=0:00:00.661470, arrival_time=2021-04-10 02:22:10.987590, cost_time=0:00:20.946520 2021-04-10 02:22:10,912 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.32ms, fps=2320 images/s, loss=0.3542, top1-acc=89.19%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:10.912752, cost_time=0:00:21.533174 2021-04-10 02:22:11,278 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=2.50ms, fps=7014 images/s, loss=1.3963, top1-acc=67.54%, top5-acc=88.24%, remaining_time=0:00:01.094880, arrival_time=2021-04-10 02:22:12.373735, cost_time=0:00:00.364959 2021-04-10 02:22:11,516 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.79ms, fps=10774 images/s, loss=1.3834, top1-acc=66.91%, top5-acc=89.18%, remaining_time=0:00:00.603060, arrival_time=2021-04-10 02:22:12.119982, cost_time=0:00:00.603056 2021-04-10 02:22:11,753 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=0.31ms, fps=10845 images/s, loss=1.3699, top1-acc=67.27%, top5-acc=89.57%, remaining_time=0:00:00.279820, arrival_time=2021-04-10 02:22:12.033191, cost_time=0:00:00.839471 2021-04-10 02:22:11,971 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.06ms, fps=10639 images/s, loss=1.3746, top1-acc=67.75%, top5-acc=89.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:11.971865, cost_time=0:00:01.058031 2021-04-10 02:22:12,062 INFO : Epoch=0157 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:16:24.970427, arrival_time=2021-04-10 02:38:37.033237, cost_time=0:59:56.287366 2021-04-10 02:22:12,063 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 02:22:13,367 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=4.16ms, fps=1965 images/s, loss=0.3382, top1-acc=89.41%, top5-acc=99.41%, remaining_time=0:00:24.236916, arrival_time=2021-04-10 02:22:37.603999, cost_time=0:00:01.303064 2021-04-10 02:22:14,456 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.66ms, fps=2351 images/s, loss=0.3332, top1-acc=89.77%, top5-acc=99.36%, remaining_time=0:00:21.056816, arrival_time=2021-04-10 02:22:35.513671, cost_time=0:00:02.392826 2021-04-10 02:22:15,562 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.96ms, fps=2317 images/s, loss=0.3300, top1-acc=89.99%, top5-acc=99.36%, remaining_time=0:00:19.358256, arrival_time=2021-04-10 02:22:34.920807, cost_time=0:00:03.498465 2021-04-10 02:22:16,659 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=2.20ms, fps=2337 images/s, loss=0.3314, top1-acc=89.83%, top5-acc=99.40%, remaining_time=0:00:17.920188, arrival_time=2021-04-10 02:22:34.579135, cost_time=0:00:04.594932 2021-04-10 02:22:17,760 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.54ms, fps=2326 images/s, loss=0.3299, top1-acc=89.90%, top5-acc=99.41%, remaining_time=0:00:16.632758, arrival_time=2021-04-10 02:22:34.392996, cost_time=0:00:05.696151 2021-04-10 02:22:18,870 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=2.51ms, fps=2308 images/s, loss=0.3316, top1-acc=89.84%, top5-acc=99.35%, remaining_time=0:00:15.427840, arrival_time=2021-04-10 02:22:34.298260, cost_time=0:00:06.806394 2021-04-10 02:22:19,962 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.52ms, fps=2346 images/s, loss=0.3326, top1-acc=89.93%, top5-acc=99.29%, remaining_time=0:00:14.216832, arrival_time=2021-04-10 02:22:34.179143, cost_time=0:00:07.898241 2021-04-10 02:22:21,078 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.54ms, fps=2296 images/s, loss=0.3311, top1-acc=89.96%, top5-acc=99.31%, remaining_time=0:00:13.070416, arrival_time=2021-04-10 02:22:34.148663, cost_time=0:00:09.014066 2021-04-10 02:22:22,172 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.48ms, fps=2341 images/s, loss=0.3323, top1-acc=89.92%, top5-acc=99.30%, remaining_time=0:00:11.905602, arrival_time=2021-04-10 02:22:34.078199, cost_time=0:00:10.108559 2021-04-10 02:22:23,289 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=2.18ms, fps=2294 images/s, loss=0.3320, top1-acc=89.91%, top5-acc=99.29%, remaining_time=0:00:10.776096, arrival_time=2021-04-10 02:22:34.065421, cost_time=0:00:11.225094 2021-04-10 02:22:24,398 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=2.16ms, fps=2312 images/s, loss=0.3333, top1-acc=89.89%, top5-acc=99.28%, remaining_time=0:00:09.643008, arrival_time=2021-04-10 02:22:34.041052, cost_time=0:00:12.334089 2021-04-10 02:22:25,490 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=1.51ms, fps=2346 images/s, loss=0.3337, top1-acc=89.89%, top5-acc=99.24%, remaining_time=0:00:08.503108, arrival_time=2021-04-10 02:22:33.993137, cost_time=0:00:13.425999 2021-04-10 02:22:26,581 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=2.26ms, fps=2347 images/s, loss=0.3360, top1-acc=89.77%, top5-acc=99.25%, remaining_time=0:00:07.370484, arrival_time=2021-04-10 02:22:33.952139, cost_time=0:00:14.517629 2021-04-10 02:22:27,675 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.3379, top1-acc=89.73%, top5-acc=99.25%, remaining_time=0:00:06.244504, arrival_time=2021-04-10 02:22:33.919832, cost_time=0:00:15.611321 2021-04-10 02:22:28,769 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.99ms, fps=2343 images/s, loss=0.3389, top1-acc=89.71%, top5-acc=99.25%, remaining_time=0:00:05.122836, arrival_time=2021-04-10 02:22:33.891795, cost_time=0:00:16.704854 2021-04-10 02:22:29,865 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.53ms, fps=2336 images/s, loss=0.3399, top1-acc=89.69%, top5-acc=99.25%, remaining_time=0:00:04.005360, arrival_time=2021-04-10 02:22:33.870858, cost_time=0:00:17.801558 2021-04-10 02:22:30,961 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=2.27ms, fps=2338 images/s, loss=0.3403, top1-acc=89.65%, top5-acc=99.26%, remaining_time=0:00:02.890108, arrival_time=2021-04-10 02:22:33.851162, cost_time=0:00:18.896938 2021-04-10 02:22:32,063 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.68ms, fps=2324 images/s, loss=0.3420, top1-acc=89.57%, top5-acc=99.26%, remaining_time=0:00:01.777728, arrival_time=2021-04-10 02:22:33.841083, cost_time=0:00:19.999418 2021-04-10 02:22:33,154 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.96ms, fps=2348 images/s, loss=0.3441, top1-acc=89.49%, top5-acc=99.25%, remaining_time=0:00:00.666006, arrival_time=2021-04-10 02:22:33.820220, cost_time=0:00:21.090204 2021-04-10 02:22:33,740 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.33ms, fps=2322 images/s, loss=0.3445, top1-acc=89.50%, top5-acc=99.25%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:33.740467, cost_time=0:00:21.676529 2021-04-10 02:22:34,098 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=5.40ms, fps=7187 images/s, loss=1.3851, top1-acc=66.72%, top5-acc=90.20%, remaining_time=0:00:01.068600, arrival_time=2021-04-10 02:22:35.166544, cost_time=0:00:00.356197 2021-04-10 02:22:34,339 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=0.33ms, fps=10639 images/s, loss=1.3970, top1-acc=66.64%, top5-acc=89.88%, remaining_time=0:00:00.597280, arrival_time=2021-04-10 02:22:34.936300, cost_time=0:00:00.597289 2021-04-10 02:22:34,582 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=4.54ms, fps=10559 images/s, loss=1.4265, top1-acc=66.30%, top5-acc=89.75%, remaining_time=0:00:00.280070, arrival_time=2021-04-10 02:22:34.862014, cost_time=0:00:00.840210 2021-04-10 02:22:34,795 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.06ms, fps=10868 images/s, loss=1.4430, top1-acc=66.11%, top5-acc=89.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:34.795817, cost_time=0:00:01.054142 2021-04-10 02:22:34,840 INFO : Epoch=0158 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:16:02.029908, arrival_time=2021-04-10 02:38:36.870157, cost_time=1:00:19.064835 2021-04-10 02:22:34,840 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 02:22:36,157 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.46ms, fps=1945 images/s, loss=0.3288, top1-acc=90.20%, top5-acc=99.37%, remaining_time=0:00:24.483924, arrival_time=2021-04-10 02:23:00.641430, cost_time=0:00:01.316336 2021-04-10 02:22:37,251 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=2.24ms, fps=2342 images/s, loss=0.3125, top1-acc=90.64%, top5-acc=99.59%, remaining_time=0:00:21.207296, arrival_time=2021-04-10 02:22:58.458504, cost_time=0:00:02.409923 2021-04-10 02:22:38,345 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=2.30ms, fps=2342 images/s, loss=0.3198, top1-acc=90.30%, top5-acc=99.44%, remaining_time=0:00:19.388634, arrival_time=2021-04-10 02:22:57.733777, cost_time=0:00:03.503973 2021-04-10 02:22:39,431 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.62ms, fps=2358 images/s, loss=0.3200, top1-acc=90.40%, top5-acc=99.38%, remaining_time=0:00:17.903028, arrival_time=2021-04-10 02:22:57.334657, cost_time=0:00:04.590524 2021-04-10 02:22:40,521 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.58ms, fps=2350 images/s, loss=0.3178, top1-acc=90.31%, top5-acc=99.41%, remaining_time=0:00:16.586476, arrival_time=2021-04-10 02:22:57.107939, cost_time=0:00:05.680280 2021-04-10 02:22:41,611 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.50ms, fps=2350 images/s, loss=0.3184, top1-acc=90.21%, top5-acc=99.44%, remaining_time=0:00:15.345560, arrival_time=2021-04-10 02:22:56.956818, cost_time=0:00:06.770124 2021-04-10 02:22:42,713 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.60ms, fps=2324 images/s, loss=0.3170, top1-acc=90.34%, top5-acc=99.45%, remaining_time=0:00:14.170212, arrival_time=2021-04-10 02:22:56.883722, cost_time=0:00:07.872332 2021-04-10 02:22:43,803 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.43ms, fps=2351 images/s, loss=0.3181, top1-acc=90.29%, top5-acc=99.44%, remaining_time=0:00:12.994900, arrival_time=2021-04-10 02:22:56.798032, cost_time=0:00:08.962036 2021-04-10 02:22:44,891 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.67ms, fps=2353 images/s, loss=0.3176, top1-acc=90.35%, top5-acc=99.41%, remaining_time=0:00:11.837338, arrival_time=2021-04-10 02:22:56.729093, cost_time=0:00:10.050568 2021-04-10 02:22:45,983 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.72ms, fps=2346 images/s, loss=0.3217, top1-acc=90.21%, top5-acc=99.38%, remaining_time=0:00:10.696608, arrival_time=2021-04-10 02:22:56.680039, cost_time=0:00:11.142347 2021-04-10 02:22:47,063 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.58ms, fps=2371 images/s, loss=0.3241, top1-acc=90.11%, top5-acc=99.39%, remaining_time=0:00:09.555632, arrival_time=2021-04-10 02:22:56.619189, cost_time=0:00:12.222319 2021-04-10 02:22:48,178 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=3.03ms, fps=2297 images/s, loss=0.3250, top1-acc=90.04%, top5-acc=99.38%, remaining_time=0:00:08.447096, arrival_time=2021-04-10 02:22:56.625880, cost_time=0:00:13.337559 2021-04-10 02:22:49,276 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.68ms, fps=2333 images/s, loss=0.3269, top1-acc=89.93%, top5-acc=99.36%, remaining_time=0:00:07.328838, arrival_time=2021-04-10 02:22:56.605651, cost_time=0:00:14.435559 2021-04-10 02:22:50,385 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=2.99ms, fps=2341 images/s, loss=0.3276, top1-acc=89.90%, top5-acc=99.36%, remaining_time=0:00:06.212024, arrival_time=2021-04-10 02:22:56.597356, cost_time=0:00:15.530123 2021-04-10 02:22:51,498 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.80ms, fps=2333 images/s, loss=0.3302, top1-acc=89.81%, top5-acc=99.35%, remaining_time=0:00:05.108346, arrival_time=2021-04-10 02:22:56.607204, cost_time=0:00:16.657605 2021-04-10 02:22:52,593 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.64ms, fps=2340 images/s, loss=0.3309, top1-acc=89.81%, top5-acc=99.35%, remaining_time=0:00:03.994308, arrival_time=2021-04-10 02:22:56.587898, cost_time=0:00:17.752415 2021-04-10 02:22:53,691 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=2.47ms, fps=2334 images/s, loss=0.3311, top1-acc=89.84%, top5-acc=99.36%, remaining_time=0:00:02.882932, arrival_time=2021-04-10 02:22:56.574085, cost_time=0:00:18.849924 2021-04-10 02:22:54,805 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.47ms, fps=2300 images/s, loss=0.3320, top1-acc=89.79%, top5-acc=99.35%, remaining_time=0:00:01.774576, arrival_time=2021-04-10 02:22:56.579733, cost_time=0:00:19.963995 2021-04-10 02:22:55,900 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.58ms, fps=2339 images/s, loss=0.3331, top1-acc=89.79%, top5-acc=99.33%, remaining_time=0:00:00.665022, arrival_time=2021-04-10 02:22:56.565277, cost_time=0:00:21.059082 2021-04-10 02:22:56,483 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.33ms, fps=2333 images/s, loss=0.3339, top1-acc=89.77%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:56.483798, cost_time=0:00:21.642706 2021-04-10 02:22:56,819 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.22ms, fps=7650 images/s, loss=1.3151, top1-acc=67.46%, top5-acc=89.73%, remaining_time=0:00:01.003860, arrival_time=2021-04-10 02:22:57.823620, cost_time=0:00:00.334620 2021-04-10 02:22:57,060 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=0.22ms, fps=10652 images/s, loss=1.3304, top1-acc=67.23%, top5-acc=90.06%, remaining_time=0:00:00.575300, arrival_time=2021-04-10 02:22:57.635850, cost_time=0:00:00.575295 2021-04-10 02:22:57,301 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=0.19ms, fps=10667 images/s, loss=1.3436, top1-acc=67.07%, top5-acc=89.92%, remaining_time=0:00:00.271970, arrival_time=2021-04-10 02:22:57.573033, cost_time=0:00:00.815917 2021-04-10 02:22:57,518 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=10681 images/s, loss=1.3478, top1-acc=67.29%, top5-acc=90.14%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:57.518639, cost_time=0:00:01.033504 2021-04-10 02:22:57,591 INFO : Epoch=0159 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:15:39.084582, arrival_time=2021-04-10 02:38:36.675854, cost_time=1:00:41.815853 2021-04-10 02:22:57,592 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 02:22:58,868 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.79ms, fps=2007 images/s, loss=0.3144, top1-acc=90.82%, top5-acc=99.49%, remaining_time=0:00:23.729880, arrival_time=2021-04-10 02:23:22.597895, cost_time=0:00:01.275802 2021-04-10 02:22:59,959 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.80ms, fps=2348 images/s, loss=0.3108, top1-acc=90.92%, top5-acc=99.57%, remaining_time=0:00:20.829072, arrival_time=2021-04-10 02:23:20.788288, cost_time=0:00:02.366939 2021-04-10 02:23:01,055 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.62ms, fps=2337 images/s, loss=0.3124, top1-acc=90.95%, top5-acc=99.57%, remaining_time=0:00:19.162044, arrival_time=2021-04-10 02:23:20.217201, cost_time=0:00:03.463024 2021-04-10 02:23:02,142 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.55ms, fps=2356 images/s, loss=0.3097, top1-acc=91.03%, top5-acc=99.51%, remaining_time=0:00:17.745000, arrival_time=2021-04-10 02:23:19.887278, cost_time=0:00:04.549983 2021-04-10 02:23:03,238 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.91ms, fps=2337 images/s, loss=0.3068, top1-acc=91.12%, top5-acc=99.49%, remaining_time=0:00:16.487634, arrival_time=2021-04-10 02:23:19.726292, cost_time=0:00:05.646431 2021-04-10 02:23:04,324 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=2.04ms, fps=2358 images/s, loss=0.3086, top1-acc=90.89%, top5-acc=99.46%, remaining_time=0:00:15.260696, arrival_time=2021-04-10 02:23:19.585552, cost_time=0:00:06.732660 2021-04-10 02:23:05,416 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.45ms, fps=2348 images/s, loss=0.3092, top1-acc=90.90%, top5-acc=99.45%, remaining_time=0:00:14.082516, arrival_time=2021-04-10 02:23:19.498403, cost_time=0:00:07.823600 2021-04-10 02:23:06,516 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=2.08ms, fps=2329 images/s, loss=0.3100, top1-acc=90.83%, top5-acc=99.43%, remaining_time=0:00:12.939684, arrival_time=2021-04-10 02:23:19.455709, cost_time=0:00:08.923893 2021-04-10 02:23:07,604 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.52ms, fps=2355 images/s, loss=0.3101, top1-acc=90.77%, top5-acc=99.43%, remaining_time=0:00:11.791440, arrival_time=2021-04-10 02:23:19.395326, cost_time=0:00:10.011605 2021-04-10 02:23:08,693 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.65ms, fps=2352 images/s, loss=0.3103, top1-acc=90.78%, top5-acc=99.43%, remaining_time=0:00:10.657152, arrival_time=2021-04-10 02:23:19.350464, cost_time=0:00:11.101164 2021-04-10 02:23:09,777 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.86ms, fps=2363 images/s, loss=0.3122, top1-acc=90.73%, top5-acc=99.42%, remaining_time=0:00:09.526650, arrival_time=2021-04-10 02:23:19.304035, cost_time=0:00:12.185207 2021-04-10 02:23:10,878 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.96ms, fps=2326 images/s, loss=0.3154, top1-acc=90.59%, top5-acc=99.41%, remaining_time=0:00:08.414796, arrival_time=2021-04-10 02:23:19.293569, cost_time=0:00:13.286554 2021-04-10 02:23:11,965 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=2.83ms, fps=2358 images/s, loss=0.3164, top1-acc=90.53%, top5-acc=99.41%, remaining_time=0:00:07.296960, arrival_time=2021-04-10 02:23:19.261921, cost_time=0:00:14.372780 2021-04-10 02:23:13,055 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=2.92ms, fps=2349 images/s, loss=0.3187, top1-acc=90.47%, top5-acc=99.39%, remaining_time=0:00:06.185368, arrival_time=2021-04-10 02:23:19.240939, cost_time=0:00:15.463365 2021-04-10 02:23:14,142 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.51ms, fps=2356 images/s, loss=0.3195, top1-acc=90.43%, top5-acc=99.39%, remaining_time=0:00:05.075594, arrival_time=2021-04-10 02:23:19.218530, cost_time=0:00:16.550794 2021-04-10 02:23:15,226 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.61ms, fps=2364 images/s, loss=0.3193, top1-acc=90.41%, top5-acc=99.40%, remaining_time=0:00:03.967668, arrival_time=2021-04-10 02:23:19.193883, cost_time=0:00:17.634085 2021-04-10 02:23:16,316 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=2.14ms, fps=2349 images/s, loss=0.3194, top1-acc=90.37%, top5-acc=99.41%, remaining_time=0:00:02.863692, arrival_time=2021-04-10 02:23:19.179994, cost_time=0:00:18.724168 2021-04-10 02:23:17,411 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.43ms, fps=2339 images/s, loss=0.3203, top1-acc=90.34%, top5-acc=99.41%, remaining_time=0:00:01.761696, arrival_time=2021-04-10 02:23:19.173030, cost_time=0:00:19.819016 2021-04-10 02:23:18,513 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.78ms, fps=2324 images/s, loss=0.3205, top1-acc=90.33%, top5-acc=99.41%, remaining_time=0:00:00.660678, arrival_time=2021-04-10 02:23:19.174247, cost_time=0:00:20.921401 2021-04-10 02:23:19,105 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=0.08ms, fps=2299 images/s, loss=0.3225, top1-acc=90.26%, top5-acc=99.40%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:19.105694, cost_time=0:00:21.513559 2021-04-10 02:23:19,451 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=0.45ms, fps=7444 images/s, loss=1.2660, top1-acc=68.91%, top5-acc=90.70%, remaining_time=0:00:01.031670, arrival_time=2021-04-10 02:23:20.482667, cost_time=0:00:00.343894 2021-04-10 02:23:19,725 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=2.57ms, fps=9337 images/s, loss=1.2964, top1-acc=68.28%, top5-acc=90.49%, remaining_time=0:00:00.618540, arrival_time=2021-04-10 02:23:20.344177, cost_time=0:00:00.618531 2021-04-10 02:23:20,007 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=0.32ms, fps=9092 images/s, loss=1.3415, top1-acc=67.46%, top5-acc=89.99%, remaining_time=0:00:00.300190, arrival_time=2021-04-10 02:23:20.307877, cost_time=0:00:00.900570 2021-04-10 02:23:20,230 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.08ms, fps=10422 images/s, loss=1.3392, top1-acc=67.65%, top5-acc=89.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:20.230819, cost_time=0:00:01.123684 2021-04-10 02:23:20,272 INFO : Epoch=0160 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:15:16.124400, arrival_time=2021-04-10 02:38:36.397348, cost_time=1:01:04.497530 2021-04-10 02:23:20,273 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 02:23:21,590 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=0.45ms, fps=1944 images/s, loss=0.2951, top1-acc=91.37%, top5-acc=99.37%, remaining_time=0:00:24.492852, arrival_time=2021-04-10 02:23:46.083559, cost_time=0:00:01.316817 2021-04-10 02:23:22,685 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.66ms, fps=2341 images/s, loss=0.3023, top1-acc=91.43%, top5-acc=99.41%, remaining_time=0:00:21.216976, arrival_time=2021-04-10 02:23:43.902009, cost_time=0:00:02.411028 2021-04-10 02:23:23,790 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.51ms, fps=2318 images/s, loss=0.2952, top1-acc=91.82%, top5-acc=99.43%, remaining_time=0:00:19.458188, arrival_time=2021-04-10 02:23:43.248746, cost_time=0:00:03.516525 2021-04-10 02:23:24,883 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.61ms, fps=2345 images/s, loss=0.2916, top1-acc=91.67%, top5-acc=99.49%, remaining_time=0:00:17.976816, arrival_time=2021-04-10 02:23:42.860122, cost_time=0:00:04.609431 2021-04-10 02:23:25,970 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.90ms, fps=2357 images/s, loss=0.2928, top1-acc=91.60%, top5-acc=99.47%, remaining_time=0:00:16.633196, arrival_time=2021-04-10 02:23:42.603395, cost_time=0:00:05.696308 2021-04-10 02:23:27,055 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.70ms, fps=2360 images/s, loss=0.2951, top1-acc=91.39%, top5-acc=99.49%, remaining_time=0:00:15.371672, arrival_time=2021-04-10 02:23:42.427104, cost_time=0:00:06.781618 2021-04-10 02:23:28,146 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.90ms, fps=2349 images/s, loss=0.2983, top1-acc=91.18%, top5-acc=99.46%, remaining_time=0:00:14.169456, arrival_time=2021-04-10 02:23:42.315374, cost_time=0:00:07.871942 2021-04-10 02:23:29,242 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.93ms, fps=2337 images/s, loss=0.3010, top1-acc=91.05%, top5-acc=99.43%, remaining_time=0:00:13.003948, arrival_time=2021-04-10 02:23:42.246036, cost_time=0:00:08.968231 2021-04-10 02:23:30,341 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.93ms, fps=2330 images/s, loss=0.3038, top1-acc=90.89%, top5-acc=99.46%, remaining_time=0:00:11.857160, arrival_time=2021-04-10 02:23:42.198458, cost_time=0:00:10.067403 2021-04-10 02:23:31,437 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.65ms, fps=2336 images/s, loss=0.3052, top1-acc=90.86%, top5-acc=99.45%, remaining_time=0:00:10.717536, arrival_time=2021-04-10 02:23:42.155476, cost_time=0:00:11.164106 2021-04-10 02:23:32,530 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=2.10ms, fps=2344 images/s, loss=0.3062, top1-acc=90.85%, top5-acc=99.41%, remaining_time=0:00:09.582636, arrival_time=2021-04-10 02:23:42.113381, cost_time=0:00:12.256847 2021-04-10 02:23:33,620 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.49ms, fps=2351 images/s, loss=0.3082, top1-acc=90.76%, top5-acc=99.39%, remaining_time=0:00:08.452644, arrival_time=2021-04-10 02:23:42.072754, cost_time=0:00:13.346290 2021-04-10 02:23:34,705 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.55ms, fps=2360 images/s, loss=0.3085, top1-acc=90.73%, top5-acc=99.39%, remaining_time=0:00:07.326726, arrival_time=2021-04-10 02:23:42.031949, cost_time=0:00:14.431416 2021-04-10 02:23:35,800 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.51ms, fps=2339 images/s, loss=0.3083, top1-acc=90.75%, top5-acc=99.39%, remaining_time=0:00:06.210568, arrival_time=2021-04-10 02:23:42.010978, cost_time=0:00:15.526452 2021-04-10 02:23:36,905 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.57ms, fps=2318 images/s, loss=0.3083, top1-acc=90.73%, top5-acc=99.38%, remaining_time=0:00:05.100342, arrival_time=2021-04-10 02:23:42.005719, cost_time=0:00:16.631568 2021-04-10 02:23:37,998 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=2.11ms, fps=2344 images/s, loss=0.3095, top1-acc=90.67%, top5-acc=99.38%, remaining_time=0:00:03.987972, arrival_time=2021-04-10 02:23:41.986039, cost_time=0:00:17.724256 2021-04-10 02:23:39,093 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.95ms, fps=2338 images/s, loss=0.3105, top1-acc=90.61%, top5-acc=99.37%, remaining_time=0:00:02.878278, arrival_time=2021-04-10 02:23:41.971676, cost_time=0:00:18.819452 2021-04-10 02:23:40,182 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.60ms, fps=2353 images/s, loss=0.3115, top1-acc=90.61%, top5-acc=99.36%, remaining_time=0:00:01.769632, arrival_time=2021-04-10 02:23:41.951725, cost_time=0:00:19.908283 2021-04-10 02:23:41,271 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.32ms, fps=2352 images/s, loss=0.3122, top1-acc=90.58%, top5-acc=99.36%, remaining_time=0:00:00.663066, arrival_time=2021-04-10 02:23:41.934058, cost_time=0:00:20.997183 2021-04-10 02:23:41,859 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.49ms, fps=2315 images/s, loss=0.3128, top1-acc=90.56%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:41.858991, cost_time=0:00:21.585197 2021-04-10 02:23:42,254 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.73ms, fps=6495 images/s, loss=1.3837, top1-acc=66.84%, top5-acc=90.94%, remaining_time=0:00:01.182390, arrival_time=2021-04-10 02:23:43.436763, cost_time=0:00:00.394133 2021-04-10 02:23:42,492 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.32ms, fps=10779 images/s, loss=1.4024, top1-acc=66.68%, top5-acc=90.31%, remaining_time=0:00:00.632420, arrival_time=2021-04-10 02:23:43.125038, cost_time=0:00:00.632412 2021-04-10 02:23:42,738 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=0.45ms, fps=10439 images/s, loss=1.4186, top1-acc=66.43%, top5-acc=89.66%, remaining_time=0:00:00.292710, arrival_time=2021-04-10 02:23:43.031043, cost_time=0:00:00.878144 2021-04-10 02:23:42,962 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.12ms, fps=10371 images/s, loss=1.4189, top1-acc=66.40%, top5-acc=89.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:42.962493, cost_time=0:00:01.102341 2021-04-10 02:23:43,036 INFO : Epoch=0161 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:14:53.187399, arrival_time=2021-04-10 02:38:36.223579, cost_time=1:01:27.260751 2021-04-10 02:23:43,037 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 02:23:44,308 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.69ms, fps=2014 images/s, loss=0.2836, top1-acc=91.84%, top5-acc=99.49%, remaining_time=0:00:23.647854, arrival_time=2021-04-10 02:24:07.956398, cost_time=0:00:01.271386 2021-04-10 02:23:45,398 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.61ms, fps=2351 images/s, loss=0.2825, top1-acc=91.70%, top5-acc=99.37%, remaining_time=0:00:20.774160, arrival_time=2021-04-10 02:24:06.172083, cost_time=0:00:02.360708 2021-04-10 02:23:46,490 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.56ms, fps=2346 images/s, loss=0.2809, top1-acc=91.85%, top5-acc=99.52%, remaining_time=0:00:19.104940, arrival_time=2021-04-10 02:24:05.594850, cost_time=0:00:03.452693 2021-04-10 02:23:47,577 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=2.92ms, fps=2356 images/s, loss=0.2794, top1-acc=91.88%, top5-acc=99.53%, remaining_time=0:00:17.706312, arrival_time=2021-04-10 02:24:05.283677, cost_time=0:00:04.540070 2021-04-10 02:23:48,679 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.60ms, fps=2324 images/s, loss=0.2822, top1-acc=91.78%, top5-acc=99.52%, remaining_time=0:00:16.476246, arrival_time=2021-04-10 02:24:05.155929, cost_time=0:00:05.642547 2021-04-10 02:23:49,773 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=2.13ms, fps=2342 images/s, loss=0.2837, top1-acc=91.66%, top5-acc=99.52%, remaining_time=0:00:15.268584, arrival_time=2021-04-10 02:24:05.041946, cost_time=0:00:06.736136 2021-04-10 02:23:50,864 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=2.74ms, fps=2347 images/s, loss=0.2799, top1-acc=91.74%, top5-acc=99.55%, remaining_time=0:00:14.089698, arrival_time=2021-04-10 02:24:04.954437, cost_time=0:00:07.827608 2021-04-10 02:23:51,950 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.53ms, fps=2359 images/s, loss=0.2774, top1-acc=91.86%, top5-acc=99.55%, remaining_time=0:00:12.924140, arrival_time=2021-04-10 02:24:04.874527, cost_time=0:00:08.913168 2021-04-10 02:23:53,036 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.46ms, fps=2358 images/s, loss=0.2748, top1-acc=91.91%, top5-acc=99.55%, remaining_time=0:00:11.777024, arrival_time=2021-04-10 02:24:04.813561, cost_time=0:00:09.999395 2021-04-10 02:23:54,127 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.63ms, fps=2348 images/s, loss=0.2787, top1-acc=91.76%, top5-acc=99.54%, remaining_time=0:00:10.646688, arrival_time=2021-04-10 02:24:04.774250, cost_time=0:00:11.090327 2021-04-10 02:23:55,209 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.45ms, fps=2368 images/s, loss=0.2820, top1-acc=91.61%, top5-acc=99.54%, remaining_time=0:00:09.516588, arrival_time=2021-04-10 02:24:04.726106, cost_time=0:00:12.172381 2021-04-10 02:23:56,302 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.62ms, fps=2344 images/s, loss=0.2842, top1-acc=91.60%, top5-acc=99.54%, remaining_time=0:00:08.401192, arrival_time=2021-04-10 02:24:04.703431, cost_time=0:00:13.265024 2021-04-10 02:23:57,387 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.42ms, fps=2360 images/s, loss=0.2864, top1-acc=91.47%, top5-acc=99.55%, remaining_time=0:00:07.285674, arrival_time=2021-04-10 02:24:04.673345, cost_time=0:00:14.350531 2021-04-10 02:23:58,482 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=0.2865, top1-acc=91.46%, top5-acc=99.54%, remaining_time=0:00:06.178088, arrival_time=2021-04-10 02:24:04.660385, cost_time=0:00:15.445179 2021-04-10 02:23:59,574 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=2.13ms, fps=2345 images/s, loss=0.2887, top1-acc=91.41%, top5-acc=99.52%, remaining_time=0:00:05.071408, arrival_time=2021-04-10 02:24:04.645954, cost_time=0:00:16.537263 2021-04-10 02:24:00,674 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.55ms, fps=2330 images/s, loss=0.2907, top1-acc=91.33%, top5-acc=99.52%, remaining_time=0:00:03.968352, arrival_time=2021-04-10 02:24:04.642594, cost_time=0:00:17.637085 2021-04-10 02:24:01,797 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.72ms, fps=2280 images/s, loss=0.2923, top1-acc=91.25%, top5-acc=99.52%, remaining_time=0:00:02.869256, arrival_time=2021-04-10 02:24:04.666930, cost_time=0:00:18.760544 2021-04-10 02:24:02,888 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=2.23ms, fps=2347 images/s, loss=0.2947, top1-acc=91.18%, top5-acc=99.50%, remaining_time=0:00:01.764592, arrival_time=2021-04-10 02:24:04.653387, cost_time=0:00:19.851585 2021-04-10 02:24:03,975 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.55ms, fps=2358 images/s, loss=0.2973, top1-acc=91.08%, top5-acc=99.48%, remaining_time=0:00:00.661200, arrival_time=2021-04-10 02:24:04.636413, cost_time=0:00:20.938017 2021-04-10 02:24:04,563 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.50ms, fps=2315 images/s, loss=0.2972, top1-acc=91.10%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:04.563382, cost_time=0:00:21.526264 2021-04-10 02:24:04,913 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.20ms, fps=7341 images/s, loss=1.3415, top1-acc=68.28%, top5-acc=90.59%, remaining_time=0:00:01.046160, arrival_time=2021-04-10 02:24:05.959464, cost_time=0:00:00.348721 2021-04-10 02:24:05,151 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.20ms, fps=10784 images/s, loss=1.3501, top1-acc=67.62%, top5-acc=90.31%, remaining_time=0:00:00.586460, arrival_time=2021-04-10 02:24:05.737511, cost_time=0:00:00.586465 2021-04-10 02:24:05,396 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=0.29ms, fps=10455 images/s, loss=1.3675, top1-acc=67.70%, top5-acc=90.13%, remaining_time=0:00:00.277220, arrival_time=2021-04-10 02:24:05.673505, cost_time=0:00:00.831668 2021-04-10 02:24:05,612 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=10761 images/s, loss=1.3714, top1-acc=67.70%, top5-acc=90.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:05.612286, cost_time=0:00:01.047725 2021-04-10 02:24:05,654 INFO : Epoch=0162 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:14:30.218620, arrival_time=2021-04-10 02:38:35.873371, cost_time=1:01:49.879341 2021-04-10 02:24:05,655 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 02:24:06,924 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=0.30ms, fps=2017 images/s, loss=0.2871, top1-acc=91.45%, top5-acc=99.53%, remaining_time=0:00:23.602284, arrival_time=2021-04-10 02:24:30.526763, cost_time=0:00:01.268935 2021-04-10 02:24:08,013 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.2854, top1-acc=91.41%, top5-acc=99.53%, remaining_time=0:00:20.750576, arrival_time=2021-04-10 02:24:28.764394, cost_time=0:00:02.358024 2021-04-10 02:24:09,110 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.48ms, fps=2336 images/s, loss=0.2775, top1-acc=91.90%, top5-acc=99.58%, remaining_time=0:00:19.117722, arrival_time=2021-04-10 02:24:28.228357, cost_time=0:00:03.455013 2021-04-10 02:24:10,207 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=2.35ms, fps=2335 images/s, loss=0.2833, top1-acc=91.66%, top5-acc=99.54%, remaining_time=0:00:17.753112, arrival_time=2021-04-10 02:24:27.960742, cost_time=0:00:04.552086 2021-04-10 02:24:11,294 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.63ms, fps=2356 images/s, loss=0.2795, top1-acc=91.84%, top5-acc=99.52%, remaining_time=0:00:16.465880, arrival_time=2021-04-10 02:24:27.760401, cost_time=0:00:05.638975 2021-04-10 02:24:12,384 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=2.00ms, fps=2350 images/s, loss=0.2793, top1-acc=91.77%, top5-acc=99.54%, remaining_time=0:00:15.251856, arrival_time=2021-04-10 02:24:27.636130, cost_time=0:00:06.728732 2021-04-10 02:24:13,470 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.55ms, fps=2358 images/s, loss=0.2807, top1-acc=91.77%, top5-acc=99.52%, remaining_time=0:00:14.067018, arrival_time=2021-04-10 02:24:27.537556, cost_time=0:00:07.814996 2021-04-10 02:24:14,561 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.50ms, fps=2348 images/s, loss=0.2833, top1-acc=91.63%, top5-acc=99.51%, remaining_time=0:00:12.913468, arrival_time=2021-04-10 02:24:27.474910, cost_time=0:00:08.905823 2021-04-10 02:24:15,652 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.49ms, fps=2347 images/s, loss=0.2837, top1-acc=91.68%, top5-acc=99.47%, remaining_time=0:00:11.774480, arrival_time=2021-04-10 02:24:27.427253, cost_time=0:00:09.997162 2021-04-10 02:24:16,743 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.44ms, fps=2350 images/s, loss=0.2835, top1-acc=91.68%, top5-acc=99.49%, remaining_time=0:00:10.643904, arrival_time=2021-04-10 02:24:27.386872, cost_time=0:00:11.087379 2021-04-10 02:24:17,834 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.62ms, fps=2346 images/s, loss=0.2838, top1-acc=91.68%, top5-acc=99.49%, remaining_time=0:00:09.522006, arrival_time=2021-04-10 02:24:27.356801, cost_time=0:00:12.179264 2021-04-10 02:24:18,929 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=2.09ms, fps=2340 images/s, loss=0.2835, top1-acc=91.72%, top5-acc=99.49%, remaining_time=0:00:08.406664, arrival_time=2021-04-10 02:24:27.335976, cost_time=0:00:13.273734 2021-04-10 02:24:20,020 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.56ms, fps=2348 images/s, loss=0.2858, top1-acc=91.59%, top5-acc=99.49%, remaining_time=0:00:07.292868, arrival_time=2021-04-10 02:24:27.313143, cost_time=0:00:14.364730 2021-04-10 02:24:21,135 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=2.23ms, fps=2297 images/s, loss=0.2880, top1-acc=91.50%, top5-acc=99.46%, remaining_time=0:00:06.191808, arrival_time=2021-04-10 02:24:27.327034, cost_time=0:00:15.479521 2021-04-10 02:24:22,229 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.79ms, fps=2340 images/s, loss=0.2876, top1-acc=91.49%, top5-acc=99.47%, remaining_time=0:00:05.082770, arrival_time=2021-04-10 02:24:27.312637, cost_time=0:00:16.574232 2021-04-10 02:24:23,321 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.59ms, fps=2346 images/s, loss=0.2883, top1-acc=91.45%, top5-acc=99.47%, remaining_time=0:00:03.974868, arrival_time=2021-04-10 02:24:27.296540, cost_time=0:00:17.666012 2021-04-10 02:24:24,440 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=2.16ms, fps=2290 images/s, loss=0.2902, top1-acc=91.37%, top5-acc=99.46%, remaining_time=0:00:02.872948, arrival_time=2021-04-10 02:24:27.313304, cost_time=0:00:18.784669 2021-04-10 02:24:25,532 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.97ms, fps=2346 images/s, loss=0.2916, top1-acc=91.31%, top5-acc=99.46%, remaining_time=0:00:01.766832, arrival_time=2021-04-10 02:24:27.299234, cost_time=0:00:19.876842 2021-04-10 02:24:26,629 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.33ms, fps=2335 images/s, loss=0.2912, top1-acc=91.31%, top5-acc=99.46%, remaining_time=0:00:00.662328, arrival_time=2021-04-10 02:24:27.291647, cost_time=0:00:20.973700 2021-04-10 02:24:27,220 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=0.16ms, fps=2306 images/s, loss=0.2932, top1-acc=91.27%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:27.219943, cost_time=0:00:21.564268 2021-04-10 02:24:27,570 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=0.30ms, fps=7337 images/s, loss=1.4827, top1-acc=65.51%, top5-acc=89.34%, remaining_time=0:00:01.046640, arrival_time=2021-04-10 02:24:28.617545, cost_time=0:00:00.348884 2021-04-10 02:24:27,808 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.27ms, fps=10778 images/s, loss=1.4072, top1-acc=66.56%, top5-acc=89.77%, remaining_time=0:00:00.586980, arrival_time=2021-04-10 02:24:28.395885, cost_time=0:00:00.586984 2021-04-10 02:24:28,052 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=3.60ms, fps=10536 images/s, loss=1.4153, top1-acc=66.73%, top5-acc=89.51%, remaining_time=0:00:00.276760, arrival_time=2021-04-10 02:24:28.328998, cost_time=0:00:00.830265 2021-04-10 02:24:28,267 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=10783 images/s, loss=1.3963, top1-acc=67.05%, top5-acc=89.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:28.267807, cost_time=0:00:01.045903 2021-04-10 02:24:28,316 INFO : Epoch=0163 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:14:07.263814, arrival_time=2021-04-10 02:38:35.579785, cost_time=1:02:12.540555 2021-04-10 02:24:28,316 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 02:24:29,575 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.43ms, fps=2034 images/s, loss=0.2867, top1-acc=91.68%, top5-acc=99.61%, remaining_time=0:00:23.409960, arrival_time=2021-04-10 02:24:52.985494, cost_time=0:00:01.258596 2021-04-10 02:24:30,670 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=2.02ms, fps=2339 images/s, loss=0.2903, top1-acc=91.60%, top5-acc=99.55%, remaining_time=0:00:20.712560, arrival_time=2021-04-10 02:24:51.383287, cost_time=0:00:02.353692 2021-04-10 02:24:31,763 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=2.29ms, fps=2345 images/s, loss=0.2860, top1-acc=91.69%, top5-acc=99.54%, remaining_time=0:00:19.070080, arrival_time=2021-04-10 02:24:50.833493, cost_time=0:00:03.446403 2021-04-10 02:24:32,850 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.58ms, fps=2358 images/s, loss=0.2765, top1-acc=92.08%, top5-acc=99.58%, remaining_time=0:00:17.679480, arrival_time=2021-04-10 02:24:50.529569, cost_time=0:00:04.533217 2021-04-10 02:24:33,956 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.68ms, fps=2314 images/s, loss=0.2791, top1-acc=91.97%, top5-acc=99.55%, remaining_time=0:00:16.468508, arrival_time=2021-04-10 02:24:50.425362, cost_time=0:00:05.639914 2021-04-10 02:24:35,043 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.44ms, fps=2358 images/s, loss=0.2800, top1-acc=91.99%, top5-acc=99.54%, remaining_time=0:00:15.246688, arrival_time=2021-04-10 02:24:50.290064, cost_time=0:00:06.726478 2021-04-10 02:24:36,140 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.60ms, fps=2335 images/s, loss=0.2792, top1-acc=91.94%, top5-acc=99.55%, remaining_time=0:00:14.082138, arrival_time=2021-04-10 02:24:50.222589, cost_time=0:00:07.823435 2021-04-10 02:24:37,238 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.47ms, fps=2333 images/s, loss=0.2755, top1-acc=92.03%, top5-acc=99.58%, remaining_time=0:00:12.936436, arrival_time=2021-04-10 02:24:50.174988, cost_time=0:00:08.921701 2021-04-10 02:24:38,332 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.98ms, fps=2342 images/s, loss=0.2779, top1-acc=91.92%, top5-acc=99.57%, remaining_time=0:00:11.795892, arrival_time=2021-04-10 02:24:50.128326, cost_time=0:00:10.015425 2021-04-10 02:24:39,431 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.56ms, fps=2330 images/s, loss=0.2776, top1-acc=91.93%, top5-acc=99.57%, remaining_time=0:00:10.670400, arrival_time=2021-04-10 02:24:50.102308, cost_time=0:00:11.115015 2021-04-10 02:24:40,521 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=2.00ms, fps=2352 images/s, loss=0.2772, top1-acc=91.94%, top5-acc=99.57%, remaining_time=0:00:09.541356, arrival_time=2021-04-10 02:24:50.062336, cost_time=0:00:12.204047 2021-04-10 02:24:41,615 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.66ms, fps=2341 images/s, loss=0.2786, top1-acc=91.89%, top5-acc=99.56%, remaining_time=0:00:08.422320, arrival_time=2021-04-10 02:24:50.037592, cost_time=0:00:13.298409 2021-04-10 02:24:42,710 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.96ms, fps=2339 images/s, loss=0.2780, top1-acc=91.89%, top5-acc=99.56%, remaining_time=0:00:07.307520, arrival_time=2021-04-10 02:24:50.017968, cost_time=0:00:14.393602 2021-04-10 02:24:43,802 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=2.30ms, fps=2345 images/s, loss=0.2798, top1-acc=91.81%, top5-acc=99.55%, remaining_time=0:00:06.194272, arrival_time=2021-04-10 02:24:49.996811, cost_time=0:00:15.485612 2021-04-10 02:24:44,894 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.48ms, fps=2345 images/s, loss=0.2802, top1-acc=91.81%, top5-acc=99.54%, remaining_time=0:00:05.083828, arrival_time=2021-04-10 02:24:49.978454, cost_time=0:00:16.577742 2021-04-10 02:24:45,988 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.75ms, fps=2341 images/s, loss=0.2802, top1-acc=91.78%, top5-acc=99.54%, remaining_time=0:00:03.976164, arrival_time=2021-04-10 02:24:49.964827, cost_time=0:00:17.671762 2021-04-10 02:24:47,097 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=5.41ms, fps=2311 images/s, loss=0.2812, top1-acc=91.75%, top5-acc=99.55%, remaining_time=0:00:02.872246, arrival_time=2021-04-10 02:24:49.969252, cost_time=0:00:18.780075 2021-04-10 02:24:48,197 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.70ms, fps=2327 images/s, loss=0.2814, top1-acc=91.76%, top5-acc=99.55%, remaining_time=0:00:01.767184, arrival_time=2021-04-10 02:24:49.964949, cost_time=0:00:19.880907 2021-04-10 02:24:49,302 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.74ms, fps=2320 images/s, loss=0.2830, top1-acc=91.68%, top5-acc=99.53%, remaining_time=0:00:00.662682, arrival_time=2021-04-10 02:24:49.964633, cost_time=0:00:20.984961 2021-04-10 02:24:49,897 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=0.08ms, fps=2288 images/s, loss=0.2839, top1-acc=91.67%, top5-acc=99.53%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:49.897122, cost_time=0:00:21.580191 2021-04-10 02:24:50,206 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=3.58ms, fps=8304 images/s, loss=1.3659, top1-acc=67.23%, top5-acc=90.55%, remaining_time=0:00:00.924750, arrival_time=2021-04-10 02:24:51.131559, cost_time=0:00:00.308252 2021-04-10 02:24:50,449 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=0.41ms, fps=10552 images/s, loss=1.3976, top1-acc=66.72%, top5-acc=90.16%, remaining_time=0:00:00.551200, arrival_time=2021-04-10 02:24:51.000972, cost_time=0:00:00.551205 2021-04-10 02:24:50,726 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=2.35ms, fps=9254 images/s, loss=1.3801, top1-acc=67.16%, top5-acc=90.08%, remaining_time=0:00:00.276090, arrival_time=2021-04-10 02:24:51.002979, cost_time=0:00:00.828282 2021-04-10 02:24:50,974 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=9395 images/s, loss=1.3838, top1-acc=67.15%, top5-acc=89.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:50.974615, cost_time=0:00:01.075930 2021-04-10 02:24:51,019 INFO : Epoch=0164 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:13:44.321808, arrival_time=2021-04-10 02:38:35.341038, cost_time=1:02:35.243812 2021-04-10 02:24:51,019 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 02:24:52,293 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.51ms, fps=2010 images/s, loss=0.2646, top1-acc=91.95%, top5-acc=99.57%, remaining_time=0:00:23.688402, arrival_time=2021-04-10 02:25:15.982152, cost_time=0:00:01.273568 2021-04-10 02:24:53,386 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.61ms, fps=2344 images/s, loss=0.2632, top1-acc=92.23%, top5-acc=99.59%, remaining_time=0:00:20.823088, arrival_time=2021-04-10 02:25:14.209446, cost_time=0:00:02.366264 2021-04-10 02:24:54,470 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.52ms, fps=2362 images/s, loss=0.2644, top1-acc=92.11%, top5-acc=99.57%, remaining_time=0:00:19.092988, arrival_time=2021-04-10 02:25:13.563626, cost_time=0:00:03.450546 2021-04-10 02:24:55,561 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.57ms, fps=2348 images/s, loss=0.2628, top1-acc=92.31%, top5-acc=99.57%, remaining_time=0:00:17.711460, arrival_time=2021-04-10 02:25:13.272967, cost_time=0:00:04.541416 2021-04-10 02:24:56,646 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.2692, top1-acc=92.05%, top5-acc=99.56%, remaining_time=0:00:16.428358, arrival_time=2021-04-10 02:25:13.074577, cost_time=0:00:05.626133 2021-04-10 02:24:57,733 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=2.10ms, fps=2356 images/s, loss=0.2676, top1-acc=92.15%, top5-acc=99.58%, remaining_time=0:00:15.216632, arrival_time=2021-04-10 02:25:12.949985, cost_time=0:00:06.713195 2021-04-10 02:24:58,830 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.49ms, fps=2335 images/s, loss=0.2687, top1-acc=92.09%, top5-acc=99.58%, remaining_time=0:00:14.058198, arrival_time=2021-04-10 02:25:12.888459, cost_time=0:00:07.810080 2021-04-10 02:24:59,916 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.76ms, fps=2359 images/s, loss=0.2667, top1-acc=92.18%, top5-acc=99.56%, remaining_time=0:00:12.899084, arrival_time=2021-04-10 02:25:12.815211, cost_time=0:00:08.895938 2021-04-10 02:25:01,009 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=2.33ms, fps=2344 images/s, loss=0.2677, top1-acc=92.09%, top5-acc=99.56%, remaining_time=0:00:11.764622, arrival_time=2021-04-10 02:25:12.773708, cost_time=0:00:09.988838 2021-04-10 02:25:02,104 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.53ms, fps=2339 images/s, loss=0.2662, top1-acc=92.14%, top5-acc=99.58%, remaining_time=0:00:10.640736, arrival_time=2021-04-10 02:25:12.744996, cost_time=0:00:11.084089 2021-04-10 02:25:03,204 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.48ms, fps=2328 images/s, loss=0.2670, top1-acc=92.12%, top5-acc=99.58%, remaining_time=0:00:09.526134, arrival_time=2021-04-10 02:25:12.730949, cost_time=0:00:12.184568 2021-04-10 02:25:04,295 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.42ms, fps=2350 images/s, loss=0.2706, top1-acc=92.01%, top5-acc=99.56%, remaining_time=0:00:08.407424, arrival_time=2021-04-10 02:25:12.702455, cost_time=0:00:13.274878 2021-04-10 02:25:05,387 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=2.86ms, fps=2346 images/s, loss=0.2731, top1-acc=91.92%, top5-acc=99.54%, remaining_time=0:00:07.293990, arrival_time=2021-04-10 02:25:12.681166, cost_time=0:00:14.367003 2021-04-10 02:25:06,481 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.46ms, fps=2342 images/s, loss=0.2743, top1-acc=91.89%, top5-acc=99.55%, remaining_time=0:00:06.184416, arrival_time=2021-04-10 02:25:12.665553, cost_time=0:00:15.460989 2021-04-10 02:25:07,573 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.50ms, fps=2346 images/s, loss=0.2747, top1-acc=91.84%, top5-acc=99.56%, remaining_time=0:00:05.076238, arrival_time=2021-04-10 02:25:12.649337, cost_time=0:00:16.553007 2021-04-10 02:25:08,662 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.62ms, fps=2351 images/s, loss=0.2738, top1-acc=91.87%, top5-acc=99.57%, remaining_time=0:00:03.969540, arrival_time=2021-04-10 02:25:12.632086, cost_time=0:00:17.642367 2021-04-10 02:25:09,755 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.92ms, fps=2345 images/s, loss=0.2738, top1-acc=91.89%, top5-acc=99.57%, remaining_time=0:00:02.865330, arrival_time=2021-04-10 02:25:12.620279, cost_time=0:00:18.734809 2021-04-10 02:25:10,848 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.2739, top1-acc=91.87%, top5-acc=99.58%, remaining_time=0:00:01.762544, arrival_time=2021-04-10 02:25:12.611282, cost_time=0:00:19.828599 2021-04-10 02:25:11,940 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.35ms, fps=2347 images/s, loss=0.2747, top1-acc=91.88%, top5-acc=99.56%, remaining_time=0:00:00.660630, arrival_time=2021-04-10 02:25:12.600871, cost_time=0:00:20.920006 2021-04-10 02:25:12,524 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.31ms, fps=2332 images/s, loss=0.2757, top1-acc=91.86%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:12.524207, cost_time=0:00:21.504142 2021-04-10 02:25:12,900 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=0.29ms, fps=6831 images/s, loss=1.3083, top1-acc=68.01%, top5-acc=90.16%, remaining_time=0:00:01.124220, arrival_time=2021-04-10 02:25:14.024282, cost_time=0:00:00.374743 2021-04-10 02:25:13,137 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=0.28ms, fps=10815 images/s, loss=1.3353, top1-acc=67.79%, top5-acc=90.02%, remaining_time=0:00:00.611940, arrival_time=2021-04-10 02:25:13.749197, cost_time=0:00:00.611942 2021-04-10 02:25:13,380 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=0.21ms, fps=10536 images/s, loss=1.3552, top1-acc=68.02%, top5-acc=89.87%, remaining_time=0:00:00.285120, arrival_time=2021-04-10 02:25:13.665794, cost_time=0:00:00.855354 2021-04-10 02:25:13,609 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.07ms, fps=10175 images/s, loss=1.3673, top1-acc=67.60%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:13.609085, cost_time=0:00:01.083821 2021-04-10 02:25:13,654 INFO : Epoch=0165 complete, best val top1-acc=67.75%, top5-acc=89.59% (epoch=157), remaining_time=0:13:21.368225, arrival_time=2021-04-10 02:38:35.022505, cost_time=1:02:57.878833 2021-04-10 02:25:13,655 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 02:25:14,937 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=2.15ms, fps=1998 images/s, loss=0.2429, top1-acc=93.05%, top5-acc=99.69%, remaining_time=0:00:23.833296, arrival_time=2021-04-10 02:25:38.770346, cost_time=0:00:01.281361 2021-04-10 02:25:16,039 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=2.16ms, fps=2324 images/s, loss=0.2477, top1-acc=93.16%, top5-acc=99.61%, remaining_time=0:00:20.977616, arrival_time=2021-04-10 02:25:37.017221, cost_time=0:00:02.383818 2021-04-10 02:25:17,135 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=2.20ms, fps=2338 images/s, loss=0.2572, top1-acc=92.85%, top5-acc=99.56%, remaining_time=0:00:19.254340, arrival_time=2021-04-10 02:25:36.389790, cost_time=0:00:03.479696 2021-04-10 02:25:18,223 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.61ms, fps=2356 images/s, loss=0.2530, top1-acc=92.93%, top5-acc=99.58%, remaining_time=0:00:17.813016, arrival_time=2021-04-10 02:25:36.036046, cost_time=0:00:04.567420 2021-04-10 02:25:19,324 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.54ms, fps=2325 images/s, loss=0.2543, top1-acc=92.89%, top5-acc=99.60%, remaining_time=0:00:16.553042, arrival_time=2021-04-10 02:25:35.877691, cost_time=0:00:05.668865 2021-04-10 02:25:20,431 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=2.86ms, fps=2315 images/s, loss=0.2525, top1-acc=92.99%, top5-acc=99.63%, remaining_time=0:00:15.358072, arrival_time=2021-04-10 02:25:35.789372, cost_time=0:00:06.775628 2021-04-10 02:25:21,536 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=2.70ms, fps=2319 images/s, loss=0.2536, top1-acc=92.97%, top5-acc=99.60%, remaining_time=0:00:14.184324, arrival_time=2021-04-10 02:25:35.720291, cost_time=0:00:07.880215 2021-04-10 02:25:22,629 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=2.14ms, fps=2344 images/s, loss=0.2568, top1-acc=92.81%, top5-acc=99.59%, remaining_time=0:00:13.011488, arrival_time=2021-04-10 02:25:35.640563, cost_time=0:00:08.973453 2021-04-10 02:25:23,749 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=1.48ms, fps=2285 images/s, loss=0.2563, top1-acc=92.83%, top5-acc=99.59%, remaining_time=0:00:11.888642, arrival_time=2021-04-10 02:25:35.638504, cost_time=0:00:10.094172 2021-04-10 02:25:24,842 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.61ms, fps=2344 images/s, loss=0.2571, top1-acc=92.75%, top5-acc=99.60%, remaining_time=0:00:10.739520, arrival_time=2021-04-10 02:25:35.582253, cost_time=0:00:11.187047 2021-04-10 02:25:25,943 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=3.41ms, fps=2328 images/s, loss=0.2578, top1-acc=92.71%, top5-acc=99.59%, remaining_time=0:00:09.606544, arrival_time=2021-04-10 02:25:35.549646, cost_time=0:00:12.287408 2021-04-10 02:25:27,042 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.95ms, fps=2330 images/s, loss=0.2582, top1-acc=92.69%, top5-acc=99.58%, remaining_time=0:00:08.478408, arrival_time=2021-04-10 02:25:35.521102, cost_time=0:00:13.386900 2021-04-10 02:25:28,137 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=2.03ms, fps=2341 images/s, loss=0.2597, top1-acc=92.60%, top5-acc=99.56%, remaining_time=0:00:07.352136, arrival_time=2021-04-10 02:25:35.489193, cost_time=0:00:14.481452 2021-04-10 02:25:29,231 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.54ms, fps=2340 images/s, loss=0.2592, top1-acc=92.61%, top5-acc=99.58%, remaining_time=0:00:06.230336, arrival_time=2021-04-10 02:25:35.461860, cost_time=0:00:15.575831 2021-04-10 02:25:30,324 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.68ms, fps=2344 images/s, loss=0.2624, top1-acc=92.44%, top5-acc=99.57%, remaining_time=0:00:05.111796, arrival_time=2021-04-10 02:25:35.436287, cost_time=0:00:16.668855 2021-04-10 02:25:31,414 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.61ms, fps=2350 images/s, loss=0.2623, top1-acc=92.43%, top5-acc=99.57%, remaining_time=0:00:03.995748, arrival_time=2021-04-10 02:25:35.410310, cost_time=0:00:17.758815 2021-04-10 02:25:32,514 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.47ms, fps=2330 images/s, loss=0.2637, top1-acc=92.40%, top5-acc=99.55%, remaining_time=0:00:02.884232, arrival_time=2021-04-10 02:25:35.398287, cost_time=0:00:18.858404 2021-04-10 02:25:33,614 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.53ms, fps=2327 images/s, loss=0.2649, top1-acc=92.34%, top5-acc=99.55%, remaining_time=0:00:01.774144, arrival_time=2021-04-10 02:25:35.388933, cost_time=0:00:19.959044 2021-04-10 02:25:34,708 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.32ms, fps=2343 images/s, loss=0.2647, top1-acc=92.35%, top5-acc=99.56%, remaining_time=0:00:00.664812, arrival_time=2021-04-10 02:25:35.372892, cost_time=0:00:21.052464 2021-04-10 02:25:35,298 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.54ms, fps=2307 images/s, loss=0.2655, top1-acc=92.31%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:35.297953, cost_time=0:00:21.642346 2021-04-10 02:25:35,661 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.18ms, fps=7170 images/s, loss=1.3042, top1-acc=67.93%, top5-acc=90.27%, remaining_time=0:00:01.071090, arrival_time=2021-04-10 02:25:36.732341, cost_time=0:00:00.357029 2021-04-10 02:25:35,933 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=0.42ms, fps=9431 images/s, loss=1.3133, top1-acc=68.24%, top5-acc=90.14%, remaining_time=0:00:00.628820, arrival_time=2021-04-10 02:25:36.561900, cost_time=0:00:00.628811 2021-04-10 02:25:36,178 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=0.30ms, fps=10469 images/s, loss=1.3278, top1-acc=68.26%, top5-acc=89.96%, remaining_time=0:00:00.291270, arrival_time=2021-04-10 02:25:36.469351, cost_time=0:00:00.873824 2021-04-10 02:25:36,398 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.07ms, fps=10553 images/s, loss=1.3399, top1-acc=68.16%, top5-acc=89.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:36.398432, cost_time=0:00:01.094150 2021-04-10 02:25:36,499 INFO : Epoch=0166 complete, best val top1-acc=68.16%, top5-acc=89.96% (epoch=166), remaining_time=0:12:58.461450, arrival_time=2021-04-10 02:38:34.960428, cost_time=1:03:20.723544 2021-04-10 02:25:36,499 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 02:25:37,805 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.58ms, fps=1961 images/s, loss=0.2439, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:24.287322, arrival_time=2021-04-10 02:26:02.093087, cost_time=0:00:01.305766 2021-04-10 02:25:38,895 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=2.02ms, fps=2351 images/s, loss=0.2448, top1-acc=92.77%, top5-acc=99.65%, remaining_time=0:00:21.081632, arrival_time=2021-04-10 02:25:59.977317, cost_time=0:00:02.395644 2021-04-10 02:25:39,983 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.44ms, fps=2356 images/s, loss=0.2446, top1-acc=92.92%, top5-acc=99.69%, remaining_time=0:00:19.274260, arrival_time=2021-04-10 02:25:59.257651, cost_time=0:00:03.483292 2021-04-10 02:25:41,077 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.43ms, fps=2341 images/s, loss=0.2391, top1-acc=93.21%, top5-acc=99.69%, remaining_time=0:00:17.853108, arrival_time=2021-04-10 02:25:58.930743, cost_time=0:00:04.577733 2021-04-10 02:25:42,170 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.97ms, fps=2345 images/s, loss=0.2403, top1-acc=93.12%, top5-acc=99.66%, remaining_time=0:00:16.556108, arrival_time=2021-04-10 02:25:58.726013, cost_time=0:00:05.669901 2021-04-10 02:25:43,258 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.56ms, fps=2353 images/s, loss=0.2388, top1-acc=93.25%, top5-acc=99.68%, remaining_time=0:00:15.319312, arrival_time=2021-04-10 02:25:58.577725, cost_time=0:00:06.758523 2021-04-10 02:25:44,353 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.49ms, fps=2338 images/s, loss=0.2392, top1-acc=93.24%, top5-acc=99.69%, remaining_time=0:00:14.136822, arrival_time=2021-04-10 02:25:58.490679, cost_time=0:00:07.853820 2021-04-10 02:25:45,449 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.49ms, fps=2337 images/s, loss=0.2396, top1-acc=93.18%, top5-acc=99.69%, remaining_time=0:00:12.977500, arrival_time=2021-04-10 02:25:58.427419, cost_time=0:00:08.950033 2021-04-10 02:25:46,542 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.70ms, fps=2344 images/s, loss=0.2411, top1-acc=93.16%, top5-acc=99.70%, remaining_time=0:00:11.827904, arrival_time=2021-04-10 02:25:58.370456, cost_time=0:00:10.042529 2021-04-10 02:25:47,636 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.57ms, fps=2342 images/s, loss=0.2432, top1-acc=93.12%, top5-acc=99.67%, remaining_time=0:00:10.690944, arrival_time=2021-04-10 02:25:58.327174, cost_time=0:00:11.136353 2021-04-10 02:25:48,735 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.48ms, fps=2331 images/s, loss=0.2449, top1-acc=93.05%, top5-acc=99.67%, remaining_time=0:00:09.565780, arrival_time=2021-04-10 02:25:58.301012, cost_time=0:00:12.235273 2021-04-10 02:25:49,829 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.59ms, fps=2340 images/s, loss=0.2470, top1-acc=92.96%, top5-acc=99.65%, remaining_time=0:00:08.442232, arrival_time=2021-04-10 02:25:58.272023, cost_time=0:00:13.329845 2021-04-10 02:25:50,927 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.49ms, fps=2334 images/s, loss=0.2472, top1-acc=92.97%, top5-acc=99.66%, remaining_time=0:00:07.324614, arrival_time=2021-04-10 02:25:58.251808, cost_time=0:00:14.427314 2021-04-10 02:25:52,016 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=2.01ms, fps=2350 images/s, loss=0.2485, top1-acc=92.90%, top5-acc=99.66%, remaining_time=0:00:06.206760, arrival_time=2021-04-10 02:25:58.223662, cost_time=0:00:15.516936 2021-04-10 02:25:53,108 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.98ms, fps=2346 images/s, loss=0.2504, top1-acc=92.82%, top5-acc=99.64%, remaining_time=0:00:05.093396, arrival_time=2021-04-10 02:25:58.202305, cost_time=0:00:16.608974 2021-04-10 02:25:54,206 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.44ms, fps=2334 images/s, loss=0.2514, top1-acc=92.74%, top5-acc=99.64%, remaining_time=0:00:03.983940, arrival_time=2021-04-10 02:25:58.190246, cost_time=0:00:17.706334 2021-04-10 02:25:55,315 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.59ms, fps=2310 images/s, loss=0.2530, top1-acc=92.68%, top5-acc=99.63%, remaining_time=0:00:02.877602, arrival_time=2021-04-10 02:25:58.192653, cost_time=0:00:18.815080 2021-04-10 02:25:56,407 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.64ms, fps=2345 images/s, loss=0.2548, top1-acc=92.60%, top5-acc=99.63%, remaining_time=0:00:01.769568, arrival_time=2021-04-10 02:25:58.177141, cost_time=0:00:19.907579 2021-04-10 02:25:57,496 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.34ms, fps=2353 images/s, loss=0.2546, top1-acc=92.64%, top5-acc=99.62%, remaining_time=0:00:00.663036, arrival_time=2021-04-10 02:25:58.159108, cost_time=0:00:20.996144 2021-04-10 02:25:58,086 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.65ms, fps=2307 images/s, loss=0.2545, top1-acc=92.65%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:58.086354, cost_time=0:00:21.586397 2021-04-10 02:25:58,433 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=11.38ms, fps=7402 images/s, loss=1.3250, top1-acc=69.65%, top5-acc=90.20%, remaining_time=0:00:01.037520, arrival_time=2021-04-10 02:25:59.471106, cost_time=0:00:00.345839 2021-04-10 02:25:58,671 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=0.43ms, fps=10774 images/s, loss=1.3496, top1-acc=68.07%, top5-acc=90.33%, remaining_time=0:00:00.583920, arrival_time=2021-04-10 02:25:59.255608, cost_time=0:00:00.583915 2021-04-10 02:25:58,912 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.70ms, fps=10663 images/s, loss=1.3521, top1-acc=67.98%, top5-acc=90.33%, remaining_time=0:00:00.274830, arrival_time=2021-04-10 02:25:59.187075, cost_time=0:00:00.824501 2021-04-10 02:25:59,134 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.07ms, fps=10459 images/s, loss=1.3666, top1-acc=68.04%, top5-acc=90.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:59.134456, cost_time=0:00:01.046769 2021-04-10 02:25:59,177 INFO : Epoch=0167 complete, best val top1-acc=68.16%, top5-acc=89.96% (epoch=166), remaining_time=0:12:35.522526, arrival_time=2021-04-10 02:38:34.699791, cost_time=1:03:43.401855 2021-04-10 02:25:59,177 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 02:26:00,461 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=0.59ms, fps=1995 images/s, loss=0.2196, top1-acc=93.95%, top5-acc=99.88%, remaining_time=0:00:23.869194, arrival_time=2021-04-10 02:26:24.330624, cost_time=0:00:01.283286 2021-04-10 02:26:01,546 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.67ms, fps=2361 images/s, loss=0.2277, top1-acc=93.50%, top5-acc=99.65%, remaining_time=0:00:20.840160, arrival_time=2021-04-10 02:26:22.386618, cost_time=0:00:02.368196 2021-04-10 02:26:02,645 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.53ms, fps=2332 images/s, loss=0.2337, top1-acc=93.36%, top5-acc=99.62%, remaining_time=0:00:19.183790, arrival_time=2021-04-10 02:26:21.828948, cost_time=0:00:03.466964 2021-04-10 02:26:03,741 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.89ms, fps=2336 images/s, loss=0.2331, top1-acc=93.45%, top5-acc=99.65%, remaining_time=0:00:17.797572, arrival_time=2021-04-10 02:26:21.539186, cost_time=0:00:04.563481 2021-04-10 02:26:04,833 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.82ms, fps=2345 images/s, loss=0.2323, top1-acc=93.48%, top5-acc=99.67%, remaining_time=0:00:16.514498, arrival_time=2021-04-10 02:26:21.348302, cost_time=0:00:05.655654 2021-04-10 02:26:05,939 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.97ms, fps=2316 images/s, loss=0.2332, top1-acc=93.60%, top5-acc=99.65%, remaining_time=0:00:15.326656, arrival_time=2021-04-10 02:26:21.266518, cost_time=0:00:06.761754 2021-04-10 02:26:07,028 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.53ms, fps=2353 images/s, loss=0.2306, top1-acc=93.64%, top5-acc=99.65%, remaining_time=0:00:14.130774, arrival_time=2021-04-10 02:26:21.159381, cost_time=0:00:07.850448 2021-04-10 02:26:08,122 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.74ms, fps=2342 images/s, loss=0.2307, top1-acc=93.60%, top5-acc=99.65%, remaining_time=0:00:12.968800, arrival_time=2021-04-10 02:26:21.090927, cost_time=0:00:08.944010 2021-04-10 02:26:09,218 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.49ms, fps=2336 images/s, loss=0.2320, top1-acc=93.55%, top5-acc=99.67%, remaining_time=0:00:11.825466, arrival_time=2021-04-10 02:26:21.044123, cost_time=0:00:10.040516 2021-04-10 02:26:10,307 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.51ms, fps=2352 images/s, loss=0.2334, top1-acc=93.45%, top5-acc=99.68%, remaining_time=0:00:10.684416, arrival_time=2021-04-10 02:26:20.992186, cost_time=0:00:11.129650 2021-04-10 02:26:11,401 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=0.2348, top1-acc=93.40%, top5-acc=99.68%, remaining_time=0:00:09.556148, arrival_time=2021-04-10 02:26:20.957160, cost_time=0:00:12.222954 2021-04-10 02:26:12,491 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.51ms, fps=2349 images/s, loss=0.2364, top1-acc=93.33%, top5-acc=99.67%, remaining_time=0:00:08.431744, arrival_time=2021-04-10 02:26:20.923217, cost_time=0:00:13.313319 2021-04-10 02:26:13,585 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.52ms, fps=2341 images/s, loss=0.2381, top1-acc=93.25%, top5-acc=99.67%, remaining_time=0:00:07.314582, arrival_time=2021-04-10 02:26:20.900167, cost_time=0:00:14.407523 2021-04-10 02:26:14,670 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.39ms, fps=2360 images/s, loss=0.2390, top1-acc=93.19%, top5-acc=99.66%, remaining_time=0:00:06.197016, arrival_time=2021-04-10 02:26:20.867617, cost_time=0:00:15.492541 2021-04-10 02:26:15,772 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.78ms, fps=2325 images/s, loss=0.2386, top1-acc=93.21%, top5-acc=99.67%, remaining_time=0:00:05.088796, arrival_time=2021-04-10 02:26:20.860790, cost_time=0:00:16.593845 2021-04-10 02:26:16,862 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.53ms, fps=2349 images/s, loss=0.2403, top1-acc=93.14%, top5-acc=99.66%, remaining_time=0:00:03.978936, arrival_time=2021-04-10 02:26:20.841169, cost_time=0:00:17.684174 2021-04-10 02:26:17,959 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.67ms, fps=2334 images/s, loss=0.2408, top1-acc=93.13%, top5-acc=99.67%, remaining_time=0:00:02.872454, arrival_time=2021-04-10 02:26:20.831969, cost_time=0:00:18.781408 2021-04-10 02:26:19,052 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.73ms, fps=2344 images/s, loss=0.2406, top1-acc=93.16%, top5-acc=99.67%, remaining_time=0:00:01.766608, arrival_time=2021-04-10 02:26:20.819009, cost_time=0:00:19.874265 2021-04-10 02:26:20,152 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.32ms, fps=2329 images/s, loss=0.2408, top1-acc=93.15%, top5-acc=99.68%, remaining_time=0:00:00.662346, arrival_time=2021-04-10 02:26:20.814787, cost_time=0:00:20.974360 2021-04-10 02:26:20,743 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=2.03ms, fps=2302 images/s, loss=0.2429, top1-acc=93.08%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:20.743661, cost_time=0:00:21.565568 2021-04-10 02:26:21,148 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.35ms, fps=6348 images/s, loss=1.3570, top1-acc=67.97%, top5-acc=90.00%, remaining_time=0:00:01.209690, arrival_time=2021-04-10 02:26:22.358301, cost_time=0:00:00.403228 2021-04-10 02:26:21,409 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=0.18ms, fps=9848 images/s, loss=1.3816, top1-acc=67.52%, top5-acc=89.96%, remaining_time=0:00:00.663520, arrival_time=2021-04-10 02:26:22.072479, cost_time=0:00:00.663529 2021-04-10 02:26:21,661 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=0.44ms, fps=10163 images/s, loss=1.3394, top1-acc=68.16%, top5-acc=90.27%, remaining_time=0:00:00.305300, arrival_time=2021-04-10 02:26:21.966632, cost_time=0:00:00.915906 2021-04-10 02:26:21,893 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.09ms, fps=10007 images/s, loss=1.3501, top1-acc=67.98%, top5-acc=90.24%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:21.893692, cost_time=0:00:01.148285 2021-04-10 02:26:21,955 INFO : Epoch=0168 complete, best val top1-acc=68.16%, top5-acc=89.96% (epoch=166), remaining_time=0:12:12.605760, arrival_time=2021-04-10 02:38:34.561399, cost_time=1:04:06.180190 2021-04-10 02:26:21,956 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 02:26:23,222 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=0.62ms, fps=2023 images/s, loss=0.2302, top1-acc=93.20%, top5-acc=99.77%, remaining_time=0:00:23.538486, arrival_time=2021-04-10 02:26:46.760942, cost_time=0:00:01.265509 2021-04-10 02:26:24,319 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.99ms, fps=2334 images/s, loss=0.2348, top1-acc=93.16%, top5-acc=99.71%, remaining_time=0:00:20.793344, arrival_time=2021-04-10 02:26:45.113204, cost_time=0:00:02.362876 2021-04-10 02:26:25,405 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.59ms, fps=2360 images/s, loss=0.2303, top1-acc=93.37%, top5-acc=99.75%, remaining_time=0:00:19.080040, arrival_time=2021-04-10 02:26:44.485177, cost_time=0:00:03.448206 2021-04-10 02:26:26,502 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.41ms, fps=2334 images/s, loss=0.2280, top1-acc=93.43%, top5-acc=99.74%, remaining_time=0:00:17.728152, arrival_time=2021-04-10 02:26:44.230754, cost_time=0:00:04.545673 2021-04-10 02:26:27,586 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.59ms, fps=2363 images/s, loss=0.2286, top1-acc=93.42%, top5-acc=99.74%, remaining_time=0:00:16.437994, arrival_time=2021-04-10 02:26:44.024360, cost_time=0:00:05.629465 2021-04-10 02:26:28,670 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.63ms, fps=2362 images/s, loss=0.2267, top1-acc=93.54%, top5-acc=99.76%, remaining_time=0:00:15.217992, arrival_time=2021-04-10 02:26:43.888721, cost_time=0:00:06.713826 2021-04-10 02:26:29,756 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.74ms, fps=2358 images/s, loss=0.2258, top1-acc=93.63%, top5-acc=99.75%, remaining_time=0:00:14.039802, arrival_time=2021-04-10 02:26:43.796669, cost_time=0:00:07.799922 2021-04-10 02:26:30,853 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.65ms, fps=2337 images/s, loss=0.2239, top1-acc=93.72%, top5-acc=99.76%, remaining_time=0:00:12.899664, arrival_time=2021-04-10 02:26:43.752961, cost_time=0:00:08.896313 2021-04-10 02:26:31,947 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.45ms, fps=2341 images/s, loss=0.2245, top1-acc=93.68%, top5-acc=99.76%, remaining_time=0:00:11.766424, arrival_time=2021-04-10 02:26:43.713725, cost_time=0:00:09.990319 2021-04-10 02:26:33,038 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.45ms, fps=2348 images/s, loss=0.2256, top1-acc=93.59%, top5-acc=99.75%, remaining_time=0:00:10.638240, arrival_time=2021-04-10 02:26:43.676646, cost_time=0:00:11.081501 2021-04-10 02:26:34,122 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=2.08ms, fps=2362 images/s, loss=0.2292, top1-acc=93.48%, top5-acc=99.73%, remaining_time=0:00:09.511514, arrival_time=2021-04-10 02:26:43.634360, cost_time=0:00:12.165923 2021-04-10 02:26:35,217 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.64ms, fps=2341 images/s, loss=0.2297, top1-acc=93.48%, top5-acc=99.72%, remaining_time=0:00:08.398076, arrival_time=2021-04-10 02:26:43.615118, cost_time=0:00:13.260138 2021-04-10 02:26:36,307 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.60ms, fps=2349 images/s, loss=0.2301, top1-acc=93.43%, top5-acc=99.72%, remaining_time=0:00:07.285542, arrival_time=2021-04-10 02:26:43.593131, cost_time=0:00:14.350333 2021-04-10 02:26:37,396 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.96ms, fps=2353 images/s, loss=0.2299, top1-acc=93.44%, top5-acc=99.70%, remaining_time=0:00:06.175848, arrival_time=2021-04-10 02:26:43.572458, cost_time=0:00:15.439689 2021-04-10 02:26:38,487 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.49ms, fps=2349 images/s, loss=0.2311, top1-acc=93.39%, top5-acc=99.70%, remaining_time=0:00:05.069246, arrival_time=2021-04-10 02:26:43.556308, cost_time=0:00:16.530137 2021-04-10 02:26:39,575 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.52ms, fps=2354 images/s, loss=0.2308, top1-acc=93.40%, top5-acc=99.70%, remaining_time=0:00:03.964068, arrival_time=2021-04-10 02:26:43.539189, cost_time=0:00:17.618066 2021-04-10 02:26:40,697 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=2.10ms, fps=2283 images/s, loss=0.2323, top1-acc=93.33%, top5-acc=99.71%, remaining_time=0:00:02.866188, arrival_time=2021-04-10 02:26:43.563728, cost_time=0:00:18.740535 2021-04-10 02:26:41,822 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.66ms, fps=2277 images/s, loss=0.2328, top1-acc=93.32%, top5-acc=99.71%, remaining_time=0:00:01.765840, arrival_time=2021-04-10 02:26:43.588571, cost_time=0:00:19.865677 2021-04-10 02:26:42,916 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.30ms, fps=2341 images/s, loss=0.2336, top1-acc=93.29%, top5-acc=99.71%, remaining_time=0:00:00.661896, arrival_time=2021-04-10 02:26:43.578810, cost_time=0:00:20.959987 2021-04-10 02:26:43,513 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=0.08ms, fps=2282 images/s, loss=0.2342, top1-acc=93.28%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:43.513360, cost_time=0:00:21.556380 2021-04-10 02:26:43,859 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.46ms, fps=7431 images/s, loss=1.3669, top1-acc=68.52%, top5-acc=90.12%, remaining_time=0:00:01.033440, arrival_time=2021-04-10 02:26:44.892703, cost_time=0:00:00.344480 2021-04-10 02:26:44,097 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=2.02ms, fps=10772 images/s, loss=1.3475, top1-acc=68.55%, top5-acc=89.96%, remaining_time=0:00:00.582600, arrival_time=2021-04-10 02:26:44.680000, cost_time=0:00:00.582597 2021-04-10 02:26:44,338 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=0.41ms, fps=10646 images/s, loss=1.3569, top1-acc=67.96%, top5-acc=90.10%, remaining_time=0:00:00.274530, arrival_time=2021-04-10 02:26:44.612868, cost_time=0:00:00.823585 2021-04-10 02:26:44,558 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.05ms, fps=10576 images/s, loss=1.3311, top1-acc=68.23%, top5-acc=90.33%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:44.558104, cost_time=0:00:01.043379 2021-04-10 02:26:44,642 INFO : Epoch=0169 complete, best val top1-acc=68.23%, top5-acc=90.33% (epoch=169), remaining_time=0:11:49.673762, arrival_time=2021-04-10 02:38:34.315858, cost_time=1:04:28.866668 2021-04-10 02:26:44,642 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 02:26:45,931 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=0.33ms, fps=1987 images/s, loss=0.2302, top1-acc=93.12%, top5-acc=99.77%, remaining_time=0:00:23.968146, arrival_time=2021-04-10 02:27:09.899838, cost_time=0:00:01.288614 2021-04-10 02:26:47,020 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.93ms, fps=2353 images/s, loss=0.2213, top1-acc=93.67%, top5-acc=99.84%, remaining_time=0:00:20.922352, arrival_time=2021-04-10 02:27:07.943011, cost_time=0:00:02.377537 2021-04-10 02:26:48,125 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=2.56ms, fps=2319 images/s, loss=0.2203, top1-acc=93.71%, top5-acc=99.83%, remaining_time=0:00:19.270276, arrival_time=2021-04-10 02:27:07.395972, cost_time=0:00:03.482586 2021-04-10 02:26:49,211 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.95ms, fps=2361 images/s, loss=0.2189, top1-acc=93.85%, top5-acc=99.81%, remaining_time=0:00:17.815200, arrival_time=2021-04-10 02:27:07.026168, cost_time=0:00:04.568010 2021-04-10 02:26:50,309 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.04ms, fps=2332 images/s, loss=0.2196, top1-acc=93.76%, top5-acc=99.80%, remaining_time=0:00:16.545450, arrival_time=2021-04-10 02:27:06.854712, cost_time=0:00:05.666229 2021-04-10 02:26:51,406 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=2.21ms, fps=2335 images/s, loss=0.2198, top1-acc=93.80%, top5-acc=99.77%, remaining_time=0:00:15.330736, arrival_time=2021-04-10 02:27:06.737215, cost_time=0:00:06.763534 2021-04-10 02:26:52,496 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.75ms, fps=2350 images/s, loss=0.2191, top1-acc=93.88%, top5-acc=99.77%, remaining_time=0:00:14.136444, arrival_time=2021-04-10 02:27:06.633064, cost_time=0:00:07.853573 2021-04-10 02:26:53,585 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.98ms, fps=2353 images/s, loss=0.2183, top1-acc=93.88%, top5-acc=99.79%, remaining_time=0:00:12.966248, arrival_time=2021-04-10 02:27:06.551434, cost_time=0:00:08.942234 2021-04-10 02:26:54,668 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.45ms, fps=2364 images/s, loss=0.2188, top1-acc=93.87%, top5-acc=99.78%, remaining_time=0:00:11.807976, arrival_time=2021-04-10 02:27:06.476644, cost_time=0:00:10.025621 2021-04-10 02:26:55,770 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=2.05ms, fps=2325 images/s, loss=0.2185, top1-acc=93.90%, top5-acc=99.79%, remaining_time=0:00:10.682496, arrival_time=2021-04-10 02:27:06.453020, cost_time=0:00:11.127576 2021-04-10 02:26:56,862 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.54ms, fps=2346 images/s, loss=0.2197, top1-acc=93.86%, top5-acc=99.80%, remaining_time=0:00:09.553138, arrival_time=2021-04-10 02:27:06.415242, cost_time=0:00:12.219083 2021-04-10 02:26:57,955 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.63ms, fps=2343 images/s, loss=0.2202, top1-acc=93.85%, top5-acc=99.80%, remaining_time=0:00:08.431212, arrival_time=2021-04-10 02:27:06.386639, cost_time=0:00:13.312469 2021-04-10 02:26:59,044 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.49ms, fps=2352 images/s, loss=0.2216, top1-acc=93.83%, top5-acc=99.78%, remaining_time=0:00:07.311546, arrival_time=2021-04-10 02:27:06.356109, cost_time=0:00:14.401569 2021-04-10 02:27:00,140 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.51ms, fps=2338 images/s, loss=0.2227, top1-acc=93.75%, top5-acc=99.77%, remaining_time=0:00:06.198808, arrival_time=2021-04-10 02:27:06.338871, cost_time=0:00:15.497066 2021-04-10 02:27:01,228 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.51ms, fps=2354 images/s, loss=0.2231, top1-acc=93.75%, top5-acc=99.75%, remaining_time=0:00:05.086174, arrival_time=2021-04-10 02:27:06.314500, cost_time=0:00:16.585340 2021-04-10 02:27:02,319 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.64ms, fps=2347 images/s, loss=0.2254, top1-acc=93.68%, top5-acc=99.73%, remaining_time=0:00:03.977244, arrival_time=2021-04-10 02:27:06.296795, cost_time=0:00:17.676617 2021-04-10 02:27:03,412 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.80ms, fps=2344 images/s, loss=0.2259, top1-acc=93.69%, top5-acc=99.73%, remaining_time=0:00:02.870582, arrival_time=2021-04-10 02:27:06.282632, cost_time=0:00:18.769111 2021-04-10 02:27:04,505 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=2.28ms, fps=2343 images/s, loss=0.2262, top1-acc=93.66%, top5-acc=99.73%, remaining_time=0:00:01.765536, arrival_time=2021-04-10 02:27:06.270757, cost_time=0:00:19.862197 2021-04-10 02:27:05,597 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.28ms, fps=2345 images/s, loss=0.2270, top1-acc=93.61%, top5-acc=99.72%, remaining_time=0:00:00.661716, arrival_time=2021-04-10 02:27:06.259076, cost_time=0:00:20.954400 2021-04-10 02:27:06,185 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.39ms, fps=2313 images/s, loss=0.2277, top1-acc=93.59%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:06.185679, cost_time=0:00:21.542750 2021-04-10 02:27:06,527 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=0.42ms, fps=7524 images/s, loss=1.3145, top1-acc=68.55%, top5-acc=90.82%, remaining_time=0:00:01.020690, arrival_time=2021-04-10 02:27:07.547765, cost_time=0:00:00.340226 2021-04-10 02:27:06,760 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.79ms, fps=10996 images/s, loss=1.3706, top1-acc=67.58%, top5-acc=90.35%, remaining_time=0:00:00.573540, arrival_time=2021-04-10 02:27:07.333875, cost_time=0:00:00.573533 2021-04-10 02:27:06,998 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=0.41ms, fps=10782 images/s, loss=1.3448, top1-acc=68.26%, top5-acc=90.66%, remaining_time=0:00:00.270440, arrival_time=2021-04-10 02:27:07.268620, cost_time=0:00:00.811315 2021-04-10 02:27:07,216 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=10672 images/s, loss=1.3482, top1-acc=68.36%, top5-acc=90.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:07.216039, cost_time=0:00:01.029255 2021-04-10 02:27:07,308 INFO : Epoch=0170 complete, best val top1-acc=68.36%, top5-acc=90.43% (epoch=170), remaining_time=0:11:26.741040, arrival_time=2021-04-10 02:38:34.049031, cost_time=1:04:51.532560 2021-04-10 02:27:07,308 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 02:27:08,575 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=0.43ms, fps=2022 images/s, loss=0.1915, top1-acc=94.92%, top5-acc=99.88%, remaining_time=0:00:23.547972, arrival_time=2021-04-10 02:27:32.123002, cost_time=0:00:01.266021 2021-04-10 02:27:09,668 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.73ms, fps=2344 images/s, loss=0.1945, top1-acc=94.77%, top5-acc=99.82%, remaining_time=0:00:20.758848, arrival_time=2021-04-10 02:27:30.426826, cost_time=0:00:02.358956 2021-04-10 02:27:10,783 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=2.26ms, fps=2297 images/s, loss=0.2016, top1-acc=94.53%, top5-acc=99.80%, remaining_time=0:00:19.226286, arrival_time=2021-04-10 02:27:30.009852, cost_time=0:00:03.474623 2021-04-10 02:27:11,872 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.51ms, fps=2352 images/s, loss=0.2015, top1-acc=94.54%, top5-acc=99.79%, remaining_time=0:00:17.799288, arrival_time=2021-04-10 02:27:29.672074, cost_time=0:00:04.563900 2021-04-10 02:27:12,968 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.84ms, fps=2338 images/s, loss=0.2052, top1-acc=94.45%, top5-acc=99.75%, remaining_time=0:00:16.525010, arrival_time=2021-04-10 02:27:29.493199, cost_time=0:00:05.659235 2021-04-10 02:27:14,059 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.67ms, fps=2348 images/s, loss=0.2061, top1-acc=94.35%, top5-acc=99.75%, remaining_time=0:00:15.300544, arrival_time=2021-04-10 02:27:29.359833, cost_time=0:00:06.750218 2021-04-10 02:27:15,142 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.51ms, fps=2364 images/s, loss=0.2075, top1-acc=94.36%, top5-acc=99.74%, remaining_time=0:00:14.101038, arrival_time=2021-04-10 02:27:29.243862, cost_time=0:00:07.833938 2021-04-10 02:27:16,235 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.51ms, fps=2344 images/s, loss=0.2082, top1-acc=94.30%, top5-acc=99.75%, remaining_time=0:00:12.943512, arrival_time=2021-04-10 02:27:29.179145, cost_time=0:00:08.926557 2021-04-10 02:27:17,321 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.90ms, fps=2360 images/s, loss=0.2101, top1-acc=94.26%, top5-acc=99.74%, remaining_time=0:00:11.792182, arrival_time=2021-04-10 02:27:29.113333, cost_time=0:00:10.012269 2021-04-10 02:27:18,416 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.68ms, fps=2339 images/s, loss=0.2104, top1-acc=94.17%, top5-acc=99.75%, remaining_time=0:00:10.663104, arrival_time=2021-04-10 02:27:29.079427, cost_time=0:00:11.107418 2021-04-10 02:27:19,503 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.85ms, fps=2357 images/s, loss=0.2118, top1-acc=94.12%, top5-acc=99.73%, remaining_time=0:00:09.533616, arrival_time=2021-04-10 02:27:29.036765, cost_time=0:00:12.194204 2021-04-10 02:27:20,601 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.99ms, fps=2332 images/s, loss=0.2119, top1-acc=94.09%, top5-acc=99.73%, remaining_time=0:00:08.418748, arrival_time=2021-04-10 02:27:29.020434, cost_time=0:00:13.292707 2021-04-10 02:27:21,739 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=2.08ms, fps=2252 images/s, loss=0.2127, top1-acc=94.05%, top5-acc=99.73%, remaining_time=0:00:07.326132, arrival_time=2021-04-10 02:27:29.065514, cost_time=0:00:14.430317 2021-04-10 02:27:22,841 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=2.05ms, fps=2326 images/s, loss=0.2134, top1-acc=94.01%, top5-acc=99.73%, remaining_time=0:00:06.212808, arrival_time=2021-04-10 02:27:29.053844, cost_time=0:00:15.532068 2021-04-10 02:27:23,930 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=2.43ms, fps=2353 images/s, loss=0.2138, top1-acc=94.02%, top5-acc=99.74%, remaining_time=0:00:05.097030, arrival_time=2021-04-10 02:27:29.026893, cost_time=0:00:16.620779 2021-04-10 02:27:25,023 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.63ms, fps=2344 images/s, loss=0.2150, top1-acc=94.00%, top5-acc=99.74%, remaining_time=0:00:03.985668, arrival_time=2021-04-10 02:27:29.008764, cost_time=0:00:17.714082 2021-04-10 02:27:26,127 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.96ms, fps=2319 images/s, loss=0.2159, top1-acc=93.98%, top5-acc=99.73%, remaining_time=0:00:02.878200, arrival_time=2021-04-10 02:27:29.006079, cost_time=0:00:18.818923 2021-04-10 02:27:27,213 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.49ms, fps=2359 images/s, loss=0.2162, top1-acc=93.97%, top5-acc=99.73%, remaining_time=0:00:01.769312, arrival_time=2021-04-10 02:27:28.982866, cost_time=0:00:19.904681 2021-04-10 02:27:28,318 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.96ms, fps=2318 images/s, loss=0.2171, top1-acc=93.93%, top5-acc=99.73%, remaining_time=0:00:00.663456, arrival_time=2021-04-10 02:27:28.981897, cost_time=0:00:21.009387 2021-04-10 02:27:28,905 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.54ms, fps=2319 images/s, loss=0.2184, top1-acc=93.90%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:28.905893, cost_time=0:00:21.597033 2021-04-10 02:27:29,252 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=2.47ms, fps=7414 images/s, loss=1.3611, top1-acc=69.73%, top5-acc=90.51%, remaining_time=0:00:01.035840, arrival_time=2021-04-10 02:27:30.288299, cost_time=0:00:00.345284 2021-04-10 02:27:29,497 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.38ms, fps=10468 images/s, loss=1.3391, top1-acc=69.41%, top5-acc=90.57%, remaining_time=0:00:00.590320, arrival_time=2021-04-10 02:27:30.087808, cost_time=0:00:00.590328 2021-04-10 02:27:29,744 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=0.30ms, fps=10370 images/s, loss=1.3476, top1-acc=68.97%, top5-acc=90.47%, remaining_time=0:00:00.279220, arrival_time=2021-04-10 02:27:30.024052, cost_time=0:00:00.837662 2021-04-10 02:27:29,974 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.12ms, fps=10135 images/s, loss=1.3283, top1-acc=68.90%, top5-acc=90.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:29.974287, cost_time=0:00:01.067037 2021-04-10 02:27:30,070 INFO : Epoch=0171 complete, best val top1-acc=68.90%, top5-acc=90.65% (epoch=171), remaining_time=0:11:03.827806, arrival_time=2021-04-10 02:38:33.898227, cost_time=1:05:14.294989 2021-04-10 02:27:30,071 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 02:27:31,438 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=0.33ms, fps=1873 images/s, loss=0.2027, top1-acc=94.57%, top5-acc=99.80%, remaining_time=0:00:25.422480, arrival_time=2021-04-10 02:27:56.860714, cost_time=0:00:01.366801 2021-04-10 02:27:32,528 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.71ms, fps=2349 images/s, loss=0.1995, top1-acc=94.67%, top5-acc=99.84%, remaining_time=0:00:21.626176, arrival_time=2021-04-10 02:27:54.155081, cost_time=0:00:02.457510 2021-04-10 02:27:33,614 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.63ms, fps=2359 images/s, loss=0.1973, top1-acc=94.67%, top5-acc=99.84%, remaining_time=0:00:19.605430, arrival_time=2021-04-10 02:27:53.219932, cost_time=0:00:03.543164 2021-04-10 02:27:34,701 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.55ms, fps=2357 images/s, loss=0.2006, top1-acc=94.55%, top5-acc=99.83%, remaining_time=0:00:18.055440, arrival_time=2021-04-10 02:27:52.756461, cost_time=0:00:04.629619 2021-04-10 02:27:35,785 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.84ms, fps=2362 images/s, loss=0.2004, top1-acc=94.55%, top5-acc=99.82%, remaining_time=0:00:16.685902, arrival_time=2021-04-10 02:27:52.471637, cost_time=0:00:05.714332 2021-04-10 02:27:36,876 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.50ms, fps=2348 images/s, loss=0.2011, top1-acc=94.55%, top5-acc=99.80%, remaining_time=0:00:15.425528, arrival_time=2021-04-10 02:27:52.302239, cost_time=0:00:06.805399 2021-04-10 02:27:37,969 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.62ms, fps=2345 images/s, loss=0.1996, top1-acc=94.58%, top5-acc=99.82%, remaining_time=0:00:14.215572, arrival_time=2021-04-10 02:27:52.184570, cost_time=0:00:07.897522 2021-04-10 02:27:39,058 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.50ms, fps=2352 images/s, loss=0.2008, top1-acc=94.54%, top5-acc=99.82%, remaining_time=0:00:13.031324, arrival_time=2021-04-10 02:27:52.089762, cost_time=0:00:08.987125 2021-04-10 02:27:40,152 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.60ms, fps=2341 images/s, loss=0.1996, top1-acc=94.64%, top5-acc=99.82%, remaining_time=0:00:11.873484, arrival_time=2021-04-10 02:27:52.026172, cost_time=0:00:10.081253 2021-04-10 02:27:41,245 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.52ms, fps=2344 images/s, loss=0.1993, top1-acc=94.63%, top5-acc=99.83%, remaining_time=0:00:10.727424, arrival_time=2021-04-10 02:27:51.973142, cost_time=0:00:11.174358 2021-04-10 02:27:42,336 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.99ms, fps=2348 images/s, loss=0.2006, top1-acc=94.61%, top5-acc=99.80%, remaining_time=0:00:09.589344, arrival_time=2021-04-10 02:27:51.926124, cost_time=0:00:12.265393 2021-04-10 02:27:43,426 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.63ms, fps=2351 images/s, loss=0.2020, top1-acc=94.55%, top5-acc=99.79%, remaining_time=0:00:08.458192, arrival_time=2021-04-10 02:27:51.884588, cost_time=0:00:13.355025 2021-04-10 02:27:44,520 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.51ms, fps=2342 images/s, loss=0.2023, top1-acc=94.54%, top5-acc=99.79%, remaining_time=0:00:07.335636, arrival_time=2021-04-10 02:27:51.855947, cost_time=0:00:14.448992 2021-04-10 02:27:45,619 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.96ms, fps=2331 images/s, loss=0.2020, top1-acc=94.54%, top5-acc=99.80%, remaining_time=0:00:06.219024, arrival_time=2021-04-10 02:27:51.838041, cost_time=0:00:15.547590 2021-04-10 02:27:46,712 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.88ms, fps=2344 images/s, loss=0.2028, top1-acc=94.49%, top5-acc=99.79%, remaining_time=0:00:05.103102, arrival_time=2021-04-10 02:27:51.815025, cost_time=0:00:16.640520 2021-04-10 02:27:47,821 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.54ms, fps=2309 images/s, loss=0.2036, top1-acc=94.44%, top5-acc=99.79%, remaining_time=0:00:03.993732, arrival_time=2021-04-10 02:27:51.815183, cost_time=0:00:17.749936 2021-04-10 02:27:48,919 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=2.27ms, fps=2334 images/s, loss=0.2041, top1-acc=94.39%, top5-acc=99.80%, remaining_time=0:00:02.882594, arrival_time=2021-04-10 02:27:51.801711, cost_time=0:00:18.847670 2021-04-10 02:27:50,009 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=2.61ms, fps=2350 images/s, loss=0.2062, top1-acc=94.29%, top5-acc=99.79%, remaining_time=0:00:01.772240, arrival_time=2021-04-10 02:27:51.781295, cost_time=0:00:19.937722 2021-04-10 02:27:51,097 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.34ms, fps=2354 images/s, loss=0.2074, top1-acc=94.21%, top5-acc=99.79%, remaining_time=0:00:00.663972, arrival_time=2021-04-10 02:27:51.761223, cost_time=0:00:21.025777 2021-04-10 02:27:51,688 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.45ms, fps=2303 images/s, loss=0.2085, top1-acc=94.18%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:51.688599, cost_time=0:00:21.617289 2021-04-10 02:27:52,085 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=5.08ms, fps=6469 images/s, loss=1.3385, top1-acc=67.73%, top5-acc=90.62%, remaining_time=0:00:01.187250, arrival_time=2021-04-10 02:27:53.272703, cost_time=0:00:00.395748 2021-04-10 02:27:52,324 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=0.29ms, fps=10725 images/s, loss=1.3567, top1-acc=67.66%, top5-acc=90.41%, remaining_time=0:00:00.634800, arrival_time=2021-04-10 02:27:52.959326, cost_time=0:00:00.634804 2021-04-10 02:27:52,563 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=3.74ms, fps=10743 images/s, loss=1.3511, top1-acc=68.14%, top5-acc=90.42%, remaining_time=0:00:00.291160, arrival_time=2021-04-10 02:27:52.854487, cost_time=0:00:00.873473 2021-04-10 02:27:52,779 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.10ms, fps=10745 images/s, loss=1.4258, top1-acc=67.79%, top5-acc=90.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:52.779783, cost_time=0:00:01.090088 2021-04-10 02:27:52,837 INFO : Epoch=0172 complete, best val top1-acc=68.90%, top5-acc=90.65% (epoch=171), remaining_time=0:10:40.917144, arrival_time=2021-04-10 02:38:33.755041, cost_time=1:05:37.062444 2021-04-10 02:27:52,839 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 02:27:54,209 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=0.59ms, fps=1868 images/s, loss=0.2114, top1-acc=94.14%, top5-acc=99.96%, remaining_time=0:00:25.493904, arrival_time=2021-04-10 02:28:19.703799, cost_time=0:00:01.370643 2021-04-10 02:27:55,299 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.61ms, fps=2352 images/s, loss=0.1997, top1-acc=94.32%, top5-acc=99.84%, remaining_time=0:00:21.645360, arrival_time=2021-04-10 02:28:16.944367, cost_time=0:00:02.459700 2021-04-10 02:27:56,381 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.47ms, fps=2367 images/s, loss=0.1970, top1-acc=94.75%, top5-acc=99.84%, remaining_time=0:00:19.599620, arrival_time=2021-04-10 02:28:15.980943, cost_time=0:00:03.542103 2021-04-10 02:27:57,473 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.48ms, fps=2346 images/s, loss=0.1982, top1-acc=94.72%, top5-acc=99.82%, remaining_time=0:00:18.072288, arrival_time=2021-04-10 02:28:15.545433, cost_time=0:00:04.633928 2021-04-10 02:27:58,570 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.68ms, fps=2335 images/s, loss=0.1960, top1-acc=94.80%, top5-acc=99.82%, remaining_time=0:00:16.733644, arrival_time=2021-04-10 02:28:15.303642, cost_time=0:00:05.730680 2021-04-10 02:27:59,664 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.75ms, fps=2341 images/s, loss=0.1952, top1-acc=94.86%, top5-acc=99.81%, remaining_time=0:00:15.470272, arrival_time=2021-04-10 02:28:15.134632, cost_time=0:00:06.825103 2021-04-10 02:28:00,755 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.64ms, fps=2347 images/s, loss=0.1961, top1-acc=94.79%, top5-acc=99.79%, remaining_time=0:00:14.249718, arrival_time=2021-04-10 02:28:15.005487, cost_time=0:00:07.916518 2021-04-10 02:28:01,850 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=2.32ms, fps=2340 images/s, loss=0.1974, top1-acc=94.76%, top5-acc=99.78%, remaining_time=0:00:13.065892, arrival_time=2021-04-10 02:28:14.916158, cost_time=0:00:09.010959 2021-04-10 02:28:02,939 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.58ms, fps=2352 images/s, loss=0.1961, top1-acc=94.80%, top5-acc=99.79%, remaining_time=0:00:11.895956, arrival_time=2021-04-10 02:28:14.835497, cost_time=0:00:10.100315 2021-04-10 02:28:04,023 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.41ms, fps=2363 images/s, loss=0.1962, top1-acc=94.80%, top5-acc=99.79%, remaining_time=0:00:10.736736, arrival_time=2021-04-10 02:28:14.760016, cost_time=0:00:11.184066 2021-04-10 02:28:05,105 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.42ms, fps=2366 images/s, loss=0.1970, top1-acc=94.75%, top5-acc=99.80%, remaining_time=0:00:09.590032, arrival_time=2021-04-10 02:28:14.695705, cost_time=0:00:12.266369 2021-04-10 02:28:06,198 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.56ms, fps=2343 images/s, loss=0.1977, top1-acc=94.77%, top5-acc=99.78%, remaining_time=0:00:08.461080, arrival_time=2021-04-10 02:28:14.659870, cost_time=0:00:13.359554 2021-04-10 02:28:07,287 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.74ms, fps=2353 images/s, loss=0.1977, top1-acc=94.74%, top5-acc=99.79%, remaining_time=0:00:07.335042, arrival_time=2021-04-10 02:28:14.622080, cost_time=0:00:14.447829 2021-04-10 02:28:08,378 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=2.02ms, fps=2346 images/s, loss=0.1974, top1-acc=94.75%, top5-acc=99.80%, remaining_time=0:00:06.215776, arrival_time=2021-04-10 02:28:14.594432, cost_time=0:00:15.539397 2021-04-10 02:28:09,473 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.54ms, fps=2341 images/s, loss=0.1979, top1-acc=94.75%, top5-acc=99.80%, remaining_time=0:00:05.101032, arrival_time=2021-04-10 02:28:14.574137, cost_time=0:00:16.633805 2021-04-10 02:28:10,572 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.54ms, fps=2330 images/s, loss=0.1988, top1-acc=94.71%, top5-acc=99.79%, remaining_time=0:00:03.989952, arrival_time=2021-04-10 02:28:14.562433, cost_time=0:00:17.733106 2021-04-10 02:28:11,679 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=2.04ms, fps=2316 images/s, loss=0.1987, top1-acc=94.76%, top5-acc=99.79%, remaining_time=0:00:02.881372, arrival_time=2021-04-10 02:28:14.560437, cost_time=0:00:18.839696 2021-04-10 02:28:12,768 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.68ms, fps=2352 images/s, loss=0.1992, top1-acc=94.72%, top5-acc=99.79%, remaining_time=0:00:01.771456, arrival_time=2021-04-10 02:28:14.539707, cost_time=0:00:19.928826 2021-04-10 02:28:13,860 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.52ms, fps=2345 images/s, loss=0.1992, top1-acc=94.70%, top5-acc=99.80%, remaining_time=0:00:00.663834, arrival_time=2021-04-10 02:28:14.524468, cost_time=0:00:21.021390 2021-04-10 02:28:14,447 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.56ms, fps=2319 images/s, loss=0.2003, top1-acc=94.68%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:14.447470, cost_time=0:00:21.608261 2021-04-10 02:28:14,794 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=2.80ms, fps=7405 images/s, loss=1.3349, top1-acc=68.98%, top5-acc=90.62%, remaining_time=0:00:01.037100, arrival_time=2021-04-10 02:28:15.831582, cost_time=0:00:00.345704 2021-04-10 02:28:15,043 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=0.20ms, fps=10312 images/s, loss=1.3513, top1-acc=68.48%, top5-acc=90.64%, remaining_time=0:00:00.594760, arrival_time=2021-04-10 02:28:15.638127, cost_time=0:00:00.594752 2021-04-10 02:28:15,281 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=3.51ms, fps=10749 images/s, loss=1.3243, top1-acc=68.84%, top5-acc=90.91%, remaining_time=0:00:00.277740, arrival_time=2021-04-10 02:28:15.559633, cost_time=0:00:00.833216 2021-04-10 02:28:15,507 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.05ms, fps=10311 images/s, loss=1.3068, top1-acc=68.89%, top5-acc=90.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:15.507356, cost_time=0:00:01.058700 2021-04-10 02:28:15,570 INFO : Epoch=0173 complete, best val top1-acc=68.90%, top5-acc=90.65% (epoch=171), remaining_time=0:10:18.002676, arrival_time=2021-04-10 02:38:33.573032, cost_time=1:05:59.794939 2021-04-10 02:28:15,571 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 02:28:16,907 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.52ms, fps=1916 images/s, loss=0.1823, top1-acc=94.61%, top5-acc=99.80%, remaining_time=0:00:24.857226, arrival_time=2021-04-10 02:28:41.764989, cost_time=0:00:01.336407 2021-04-10 02:28:18,004 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.86ms, fps=2335 images/s, loss=0.1891, top1-acc=94.73%, top5-acc=99.80%, remaining_time=0:00:21.414800, arrival_time=2021-04-10 02:28:39.419604, cost_time=0:00:02.433508 2021-04-10 02:28:19,091 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.86ms, fps=2357 images/s, loss=0.1912, top1-acc=94.84%, top5-acc=99.83%, remaining_time=0:00:19.479602, arrival_time=2021-04-10 02:28:38.571316, cost_time=0:00:03.520415 2021-04-10 02:28:20,176 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.45ms, fps=2361 images/s, loss=0.1883, top1-acc=94.93%, top5-acc=99.82%, remaining_time=0:00:17.960592, arrival_time=2021-04-10 02:28:38.137112, cost_time=0:00:04.605282 2021-04-10 02:28:21,268 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.75ms, fps=2345 images/s, loss=0.1900, top1-acc=94.87%, top5-acc=99.83%, remaining_time=0:00:16.636116, arrival_time=2021-04-10 02:28:37.904771, cost_time=0:00:05.697291 2021-04-10 02:28:22,368 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=2.39ms, fps=2330 images/s, loss=0.1890, top1-acc=94.93%, top5-acc=99.84%, remaining_time=0:00:15.406896, arrival_time=2021-04-10 02:28:37.775326, cost_time=0:00:06.797135 2021-04-10 02:28:23,461 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=2.01ms, fps=2344 images/s, loss=0.1887, top1-acc=95.09%, top5-acc=99.82%, remaining_time=0:00:14.201586, arrival_time=2021-04-10 02:28:37.662713, cost_time=0:00:07.889751 2021-04-10 02:28:24,547 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=2.20ms, fps=2358 images/s, loss=0.1901, top1-acc=95.07%, top5-acc=99.81%, remaining_time=0:00:13.015548, arrival_time=2021-04-10 02:28:37.563106, cost_time=0:00:08.976216 2021-04-10 02:28:25,632 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.70ms, fps=2361 images/s, loss=0.1906, top1-acc=95.04%, top5-acc=99.82%, remaining_time=0:00:11.849952, arrival_time=2021-04-10 02:28:37.482505, cost_time=0:00:10.061313 2021-04-10 02:28:26,727 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.99ms, fps=2339 images/s, loss=0.1913, top1-acc=95.00%, top5-acc=99.82%, remaining_time=0:00:10.710048, arrival_time=2021-04-10 02:28:37.437684, cost_time=0:00:11.156338 2021-04-10 02:28:27,820 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.69ms, fps=2345 images/s, loss=0.1906, top1-acc=95.03%, top5-acc=99.83%, remaining_time=0:00:09.576358, arrival_time=2021-04-10 02:28:37.396535, cost_time=0:00:12.248824 2021-04-10 02:28:28,910 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.98ms, fps=2349 images/s, loss=0.1910, top1-acc=94.98%, top5-acc=99.84%, remaining_time=0:00:08.448388, arrival_time=2021-04-10 02:28:37.359134, cost_time=0:00:13.339504 2021-04-10 02:28:30,005 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=2.15ms, fps=2340 images/s, loss=0.1915, top1-acc=94.95%, top5-acc=99.83%, remaining_time=0:00:07.327980, arrival_time=2021-04-10 02:28:37.333162, cost_time=0:00:14.433886 2021-04-10 02:28:31,090 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.51ms, fps=2360 images/s, loss=0.1911, top1-acc=94.94%, top5-acc=99.83%, remaining_time=0:00:06.207712, arrival_time=2021-04-10 02:28:37.298271, cost_time=0:00:15.519339 2021-04-10 02:28:32,176 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.82ms, fps=2359 images/s, loss=0.1922, top1-acc=94.90%, top5-acc=99.82%, remaining_time=0:00:05.092200, arrival_time=2021-04-10 02:28:37.268409, cost_time=0:00:16.604997 2021-04-10 02:28:33,277 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=2.25ms, fps=2326 images/s, loss=0.1922, top1-acc=94.90%, top5-acc=99.82%, remaining_time=0:00:03.983868, arrival_time=2021-04-10 02:28:37.261254, cost_time=0:00:17.706016 2021-04-10 02:28:34,366 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.55ms, fps=2352 images/s, loss=0.1925, top1-acc=94.89%, top5-acc=99.80%, remaining_time=0:00:02.874586, arrival_time=2021-04-10 02:28:37.241154, cost_time=0:00:18.795355 2021-04-10 02:28:35,462 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.96ms, fps=2336 images/s, loss=0.1924, top1-acc=94.92%, top5-acc=99.80%, remaining_time=0:00:01.768128, arrival_time=2021-04-10 02:28:37.230818, cost_time=0:00:19.891475 2021-04-10 02:28:36,554 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.33ms, fps=2347 images/s, loss=0.1925, top1-acc=94.95%, top5-acc=99.80%, remaining_time=0:00:00.662610, arrival_time=2021-04-10 02:28:37.216557, cost_time=0:00:20.982649 2021-04-10 02:28:37,138 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.30ms, fps=2329 images/s, loss=0.1935, top1-acc=94.92%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:37.138456, cost_time=0:00:21.567257 2021-04-10 02:28:37,489 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=15.12ms, fps=7326 images/s, loss=1.3310, top1-acc=68.12%, top5-acc=90.90%, remaining_time=0:00:01.048290, arrival_time=2021-04-10 02:28:38.537365, cost_time=0:00:00.349434 2021-04-10 02:28:37,726 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=2.38ms, fps=10804 images/s, loss=1.3248, top1-acc=68.67%, top5-acc=90.84%, remaining_time=0:00:00.586820, arrival_time=2021-04-10 02:28:38.313299, cost_time=0:00:00.586825 2021-04-10 02:28:37,973 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=0.31ms, fps=10398 images/s, loss=1.3432, top1-acc=68.48%, top5-acc=90.59%, remaining_time=0:00:00.277850, arrival_time=2021-04-10 02:28:38.250989, cost_time=0:00:00.833536 2021-04-10 02:28:38,188 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.05ms, fps=10809 images/s, loss=1.3177, top1-acc=68.70%, top5-acc=90.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:38.188097, cost_time=0:00:01.048517 2021-04-10 02:28:38,230 INFO : Epoch=0174 complete, best val top1-acc=68.90%, top5-acc=90.65% (epoch=171), remaining_time=0:09:55.079420, arrival_time=2021-04-10 02:38:33.309448, cost_time=1:06:22.454614 2021-04-10 02:28:38,230 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 02:28:39,480 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.32ms, fps=2048 images/s, loss=0.1758, top1-acc=95.98%, top5-acc=99.96%, remaining_time=0:00:23.247210, arrival_time=2021-04-10 02:29:02.728003, cost_time=0:00:01.249849 2021-04-10 02:28:40,570 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.55ms, fps=2351 images/s, loss=0.1770, top1-acc=95.55%, top5-acc=99.82%, remaining_time=0:00:20.585488, arrival_time=2021-04-10 02:29:01.155752, cost_time=0:00:02.339266 2021-04-10 02:28:41,664 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.98ms, fps=2342 images/s, loss=0.1776, top1-acc=95.52%, top5-acc=99.84%, remaining_time=0:00:18.998368, arrival_time=2021-04-10 02:29:00.662753, cost_time=0:00:03.433440 2021-04-10 02:28:42,755 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.88ms, fps=2347 images/s, loss=0.1823, top1-acc=95.36%, top5-acc=99.84%, remaining_time=0:00:17.647188, arrival_time=2021-04-10 02:29:00.402981, cost_time=0:00:04.524913 2021-04-10 02:28:43,844 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.79ms, fps=2352 images/s, loss=0.1810, top1-acc=95.38%, top5-acc=99.84%, remaining_time=0:00:16.392296, arrival_time=2021-04-10 02:29:00.237036, cost_time=0:00:05.613785 2021-04-10 02:28:44,931 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.49ms, fps=2358 images/s, loss=0.1816, top1-acc=95.35%, top5-acc=99.84%, remaining_time=0:00:15.187120, arrival_time=2021-04-10 02:29:00.118375, cost_time=0:00:06.700187 2021-04-10 02:28:46,028 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.63ms, fps=2334 images/s, loss=0.1833, top1-acc=95.25%, top5-acc=99.84%, remaining_time=0:00:14.036022, arrival_time=2021-04-10 02:29:00.064679, cost_time=0:00:07.797780 2021-04-10 02:28:47,114 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=2.08ms, fps=2358 images/s, loss=0.1845, top1-acc=95.17%, top5-acc=99.84%, remaining_time=0:00:12.881568, arrival_time=2021-04-10 02:28:59.996431, cost_time=0:00:08.883813 2021-04-10 02:28:48,204 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.66ms, fps=2351 images/s, loss=0.1859, top1-acc=95.20%, top5-acc=99.83%, remaining_time=0:00:11.746496, arrival_time=2021-04-10 02:28:59.950892, cost_time=0:00:09.973470 2021-04-10 02:28:49,295 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.65ms, fps=2348 images/s, loss=0.1857, top1-acc=95.19%, top5-acc=99.83%, remaining_time=0:00:10.621824, arrival_time=2021-04-10 02:28:59.917077, cost_time=0:00:11.064392 2021-04-10 02:28:50,386 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=2.06ms, fps=2347 images/s, loss=0.1867, top1-acc=95.13%, top5-acc=99.82%, remaining_time=0:00:09.503602, arrival_time=2021-04-10 02:28:59.890322, cost_time=0:00:12.155766 2021-04-10 02:28:51,470 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.49ms, fps=2363 images/s, loss=0.1861, top1-acc=95.14%, top5-acc=99.82%, remaining_time=0:00:08.385232, arrival_time=2021-04-10 02:28:59.856019, cost_time=0:00:13.239893 2021-04-10 02:28:52,568 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=2.31ms, fps=2334 images/s, loss=0.1859, top1-acc=95.16%, top5-acc=99.82%, remaining_time=0:00:07.278810, arrival_time=2021-04-10 02:28:59.846812, cost_time=0:00:14.337095 2021-04-10 02:28:53,656 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.94ms, fps=2355 images/s, loss=0.1855, top1-acc=95.18%, top5-acc=99.82%, remaining_time=0:00:06.170080, arrival_time=2021-04-10 02:28:59.826373, cost_time=0:00:15.425256 2021-04-10 02:28:54,740 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.88ms, fps=2362 images/s, loss=0.1861, top1-acc=95.17%, top5-acc=99.82%, remaining_time=0:00:05.063036, arrival_time=2021-04-10 02:28:59.803804, cost_time=0:00:16.509872 2021-04-10 02:28:55,835 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=2.08ms, fps=2340 images/s, loss=0.1870, top1-acc=95.12%, top5-acc=99.82%, remaining_time=0:00:03.960972, arrival_time=2021-04-10 02:28:59.796132, cost_time=0:00:17.604243 2021-04-10 02:28:56,928 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.45ms, fps=2343 images/s, loss=0.1870, top1-acc=95.09%, top5-acc=99.82%, remaining_time=0:00:02.859636, arrival_time=2021-04-10 02:28:59.788114, cost_time=0:00:18.697606 2021-04-10 02:28:58,019 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.45ms, fps=2349 images/s, loss=0.1863, top1-acc=95.12%, top5-acc=99.82%, remaining_time=0:00:01.758944, arrival_time=2021-04-10 02:28:59.778018, cost_time=0:00:19.788059 2021-04-10 02:28:59,104 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.35ms, fps=2360 images/s, loss=0.1867, top1-acc=95.05%, top5-acc=99.83%, remaining_time=0:00:00.659172, arrival_time=2021-04-10 02:28:59.763879, cost_time=0:00:20.873833 2021-04-10 02:28:59,705 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.78ms, fps=2267 images/s, loss=0.1872, top1-acc=95.01%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:59.705033, cost_time=0:00:21.474131 2021-04-10 02:29:00,055 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=3.61ms, fps=7336 images/s, loss=1.3527, top1-acc=69.73%, top5-acc=90.12%, remaining_time=0:00:01.046790, arrival_time=2021-04-10 02:29:01.102538, cost_time=0:00:00.348933 2021-04-10 02:29:00,292 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=0.21ms, fps=10845 images/s, loss=1.3127, top1-acc=69.47%, top5-acc=90.86%, remaining_time=0:00:00.585320, arrival_time=2021-04-10 02:29:00.877513, cost_time=0:00:00.585326 2021-04-10 02:29:00,537 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=5.73ms, fps=10441 images/s, loss=1.3581, top1-acc=68.96%, top5-acc=90.26%, remaining_time=0:00:00.277010, arrival_time=2021-04-10 02:29:00.814894, cost_time=0:00:00.831032 2021-04-10 02:29:00,755 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.05ms, fps=10708 images/s, loss=1.3247, top1-acc=69.15%, top5-acc=90.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:00.755011, cost_time=0:00:01.048194 2021-04-10 02:29:00,868 INFO : Epoch=0175 complete, best val top1-acc=69.15%, top5-acc=90.34% (epoch=175), remaining_time=0:09:32.156175, arrival_time=2021-04-10 02:38:33.024753, cost_time=1:06:45.093142 2021-04-10 02:29:00,869 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 02:29:02,143 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.51ms, fps=2009 images/s, loss=0.1671, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:23.704770, arrival_time=2021-04-10 02:29:25.848662, cost_time=0:00:01.274446 2021-04-10 02:29:03,237 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.65ms, fps=2343 images/s, loss=0.1698, top1-acc=96.19%, top5-acc=99.94%, remaining_time=0:00:20.836112, arrival_time=2021-04-10 02:29:24.073357, cost_time=0:00:02.367733 2021-04-10 02:29:04,323 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.68ms, fps=2358 images/s, loss=0.1746, top1-acc=95.81%, top5-acc=99.93%, remaining_time=0:00:19.112908, arrival_time=2021-04-10 02:29:23.436497, cost_time=0:00:03.454137 2021-04-10 02:29:05,418 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.64ms, fps=2340 images/s, loss=0.1768, top1-acc=95.62%, top5-acc=99.93%, remaining_time=0:00:17.740476, arrival_time=2021-04-10 02:29:23.158812, cost_time=0:00:04.548857 2021-04-10 02:29:06,514 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.54ms, fps=2336 images/s, loss=0.1788, top1-acc=95.54%, top5-acc=99.91%, remaining_time=0:00:16.484422, arrival_time=2021-04-10 02:29:22.999192, cost_time=0:00:05.645338 2021-04-10 02:29:07,605 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.52ms, fps=2349 images/s, loss=0.1796, top1-acc=95.55%, top5-acc=99.92%, remaining_time=0:00:15.267632, arrival_time=2021-04-10 02:29:22.872807, cost_time=0:00:06.735697 2021-04-10 02:29:08,702 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.61ms, fps=2335 images/s, loss=0.1800, top1-acc=95.49%, top5-acc=99.91%, remaining_time=0:00:14.099148, arrival_time=2021-04-10 02:29:22.801495, cost_time=0:00:07.832837 2021-04-10 02:29:09,795 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.70ms, fps=2343 images/s, loss=0.1796, top1-acc=95.47%, top5-acc=99.90%, remaining_time=0:00:12.942700, arrival_time=2021-04-10 02:29:22.738179, cost_time=0:00:08.926034 2021-04-10 02:29:10,877 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.68ms, fps=2366 images/s, loss=0.1805, top1-acc=95.43%, top5-acc=99.89%, remaining_time=0:00:11.787836, arrival_time=2021-04-10 02:29:22.665786, cost_time=0:00:10.008518 2021-04-10 02:29:11,968 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.55ms, fps=2349 images/s, loss=0.1813, top1-acc=95.42%, top5-acc=99.89%, remaining_time=0:00:10.655040, arrival_time=2021-04-10 02:29:22.623496, cost_time=0:00:11.099022 2021-04-10 02:29:13,057 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.64ms, fps=2352 images/s, loss=0.1803, top1-acc=95.46%, top5-acc=99.88%, remaining_time=0:00:09.528800, arrival_time=2021-04-10 02:29:22.586269, cost_time=0:00:12.187990 2021-04-10 02:29:14,148 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.57ms, fps=2349 images/s, loss=0.1799, top1-acc=95.46%, top5-acc=99.87%, remaining_time=0:00:08.409704, arrival_time=2021-04-10 02:29:22.557727, cost_time=0:00:13.278532 2021-04-10 02:29:15,248 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.67ms, fps=2329 images/s, loss=0.1806, top1-acc=95.42%, top5-acc=99.87%, remaining_time=0:00:07.299930, arrival_time=2021-04-10 02:29:22.548088, cost_time=0:00:14.378645 2021-04-10 02:29:16,346 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.98ms, fps=2331 images/s, loss=0.1807, top1-acc=95.43%, top5-acc=99.87%, remaining_time=0:00:06.190968, arrival_time=2021-04-10 02:29:22.537880, cost_time=0:00:15.477466 2021-04-10 02:29:17,435 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.54ms, fps=2352 images/s, loss=0.1809, top1-acc=95.39%, top5-acc=99.86%, remaining_time=0:00:05.080332, arrival_time=2021-04-10 02:29:22.516051, cost_time=0:00:16.566286 2021-04-10 02:29:18,527 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.96ms, fps=2345 images/s, loss=0.1810, top1-acc=95.39%, top5-acc=99.85%, remaining_time=0:00:03.973104, arrival_time=2021-04-10 02:29:22.500803, cost_time=0:00:17.658268 2021-04-10 02:29:19,620 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.85ms, fps=2344 images/s, loss=0.1816, top1-acc=95.34%, top5-acc=99.85%, remaining_time=0:00:02.867800, arrival_time=2021-04-10 02:29:22.488242, cost_time=0:00:18.751011 2021-04-10 02:29:20,706 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.65ms, fps=2358 images/s, loss=0.1814, top1-acc=95.37%, top5-acc=99.85%, remaining_time=0:00:01.763328, arrival_time=2021-04-10 02:29:22.470126, cost_time=0:00:19.837368 2021-04-10 02:29:21,791 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.40ms, fps=2360 images/s, loss=0.1815, top1-acc=95.37%, top5-acc=99.84%, remaining_time=0:00:00.660708, arrival_time=2021-04-10 02:29:22.452568, cost_time=0:00:20.922429 2021-04-10 02:29:22,397 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=0.16ms, fps=2247 images/s, loss=0.1815, top1-acc=95.37%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:22.397580, cost_time=0:00:21.528015 2021-04-10 02:29:22,746 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=2.94ms, fps=7380 images/s, loss=1.3207, top1-acc=69.77%, top5-acc=90.62%, remaining_time=0:00:01.040580, arrival_time=2021-04-10 02:29:23.786872, cost_time=0:00:00.346860 2021-04-10 02:29:23,036 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=0.20ms, fps=8839 images/s, loss=1.3498, top1-acc=68.73%, top5-acc=90.53%, remaining_time=0:00:00.636820, arrival_time=2021-04-10 02:29:23.673105, cost_time=0:00:00.636823 2021-04-10 02:29:23,281 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=0.19ms, fps=10439 images/s, loss=1.3349, top1-acc=69.10%, top5-acc=90.73%, remaining_time=0:00:00.294160, arrival_time=2021-04-10 02:29:23.576076, cost_time=0:00:00.882488 2021-04-10 02:29:23,497 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=1.33ms, fps=10756 images/s, loss=1.3474, top1-acc=69.19%, top5-acc=90.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:23.497949, cost_time=0:00:01.098526 2021-04-10 02:29:23,586 INFO : Epoch=0176 complete, best val top1-acc=69.19%, top5-acc=90.63% (epoch=176), remaining_time=0:09:09.247008, arrival_time=2021-04-10 02:38:32.833918, cost_time=1:07:07.811463 2021-04-10 02:29:23,588 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 02:29:24,896 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.47ms, fps=1957 images/s, loss=0.1726, top1-acc=95.74%, top5-acc=99.88%, remaining_time=0:00:24.325080, arrival_time=2021-04-10 02:29:49.221171, cost_time=0:00:01.307802 2021-04-10 02:29:25,987 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=1.74ms, fps=2348 images/s, loss=0.1634, top1-acc=95.84%, top5-acc=99.92%, remaining_time=0:00:21.110320, arrival_time=2021-04-10 02:29:47.097472, cost_time=0:00:02.398909 2021-04-10 02:29:27,072 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.57ms, fps=2361 images/s, loss=0.1668, top1-acc=95.70%, top5-acc=99.92%, remaining_time=0:00:19.278078, arrival_time=2021-04-10 02:29:46.350259, cost_time=0:00:03.483995 2021-04-10 02:29:28,162 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.48ms, fps=2350 images/s, loss=0.1683, top1-acc=95.65%, top5-acc=99.90%, remaining_time=0:00:17.838600, arrival_time=2021-04-10 02:29:46.000837, cost_time=0:00:04.573986 2021-04-10 02:29:29,248 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.79ms, fps=2358 images/s, loss=0.1671, top1-acc=95.74%, top5-acc=99.90%, remaining_time=0:00:16.527784, arrival_time=2021-04-10 02:29:45.776263, cost_time=0:00:05.660225 2021-04-10 02:29:30,341 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.58ms, fps=2344 images/s, loss=0.1680, top1-acc=95.73%, top5-acc=99.90%, remaining_time=0:00:15.307208, arrival_time=2021-04-10 02:29:45.648554, cost_time=0:00:06.753188 2021-04-10 02:29:31,431 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=2.23ms, fps=2351 images/s, loss=0.1686, top1-acc=95.71%, top5-acc=99.89%, remaining_time=0:00:14.116914, arrival_time=2021-04-10 02:29:45.547863, cost_time=0:00:07.842709 2021-04-10 02:29:32,527 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.73ms, fps=2336 images/s, loss=0.1677, top1-acc=95.69%, top5-acc=99.89%, remaining_time=0:00:12.961956, arrival_time=2021-04-10 02:29:45.489418, cost_time=0:00:08.939251 2021-04-10 02:29:33,622 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.97ms, fps=2340 images/s, loss=0.1696, top1-acc=95.62%, top5-acc=99.87%, remaining_time=0:00:11.817622, arrival_time=2021-04-10 02:29:45.439740, cost_time=0:00:10.033863 2021-04-10 02:29:34,709 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.67ms, fps=2356 images/s, loss=0.1700, top1-acc=95.61%, top5-acc=99.89%, remaining_time=0:00:10.676256, arrival_time=2021-04-10 02:29:45.385478, cost_time=0:00:11.121071 2021-04-10 02:29:35,804 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=1.63ms, fps=2349 images/s, loss=0.1689, top1-acc=95.66%, top5-acc=99.89%, remaining_time=0:00:09.550558, arrival_time=2021-04-10 02:29:45.354530, cost_time=0:00:12.215811 2021-04-10 02:29:36,892 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.96ms, fps=2352 images/s, loss=0.1701, top1-acc=95.65%, top5-acc=99.89%, remaining_time=0:00:08.426272, arrival_time=2021-04-10 02:29:45.319167, cost_time=0:00:13.304644 2021-04-10 02:29:37,984 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.62ms, fps=2347 images/s, loss=0.1720, top1-acc=95.59%, top5-acc=99.86%, remaining_time=0:00:07.308708, arrival_time=2021-04-10 02:29:45.292759, cost_time=0:00:14.395888 2021-04-10 02:29:39,076 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.52ms, fps=2344 images/s, loss=0.1711, top1-acc=95.61%, top5-acc=99.87%, remaining_time=0:00:06.195392, arrival_time=2021-04-10 02:29:45.272195, cost_time=0:00:15.488434 2021-04-10 02:29:40,172 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.61ms, fps=2339 images/s, loss=0.1716, top1-acc=95.58%, top5-acc=99.87%, remaining_time=0:00:05.085760, arrival_time=2021-04-10 02:29:45.258036, cost_time=0:00:16.584058 2021-04-10 02:29:41,267 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=2.12ms, fps=2338 images/s, loss=0.1726, top1-acc=95.55%, top5-acc=99.87%, remaining_time=0:00:03.977892, arrival_time=2021-04-10 02:29:45.245550, cost_time=0:00:17.679494 2021-04-10 02:29:42,360 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.53ms, fps=2345 images/s, loss=0.1721, top1-acc=95.59%, top5-acc=99.87%, remaining_time=0:00:02.870972, arrival_time=2021-04-10 02:29:45.230949, cost_time=0:00:18.771811 2021-04-10 02:29:43,450 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.88ms, fps=2350 images/s, loss=0.1730, top1-acc=95.55%, top5-acc=99.87%, remaining_time=0:00:01.765488, arrival_time=2021-04-10 02:29:45.215479, cost_time=0:00:19.861653 2021-04-10 02:29:44,546 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.36ms, fps=2337 images/s, loss=0.1727, top1-acc=95.56%, top5-acc=99.87%, remaining_time=0:00:00.661830, arrival_time=2021-04-10 02:29:45.207915, cost_time=0:00:20.957908 2021-04-10 02:29:45,132 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.43ms, fps=2323 images/s, loss=0.1727, top1-acc=95.55%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:45.132130, cost_time=0:00:21.543973 2021-04-10 02:29:45,458 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=0.29ms, fps=7886 images/s, loss=1.3477, top1-acc=69.30%, top5-acc=91.29%, remaining_time=0:00:00.973890, arrival_time=2021-04-10 02:29:46.432059, cost_time=0:00:00.324626 2021-04-10 02:29:45,706 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=4.00ms, fps=10322 images/s, loss=1.3717, top1-acc=69.10%, top5-acc=90.62%, remaining_time=0:00:00.573140, arrival_time=2021-04-10 02:29:46.279818, cost_time=0:00:00.573140 2021-04-10 02:29:45,951 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=0.29ms, fps=10479 images/s, loss=1.3354, top1-acc=69.53%, top5-acc=90.70%, remaining_time=0:00:00.272640, arrival_time=2021-04-10 02:29:46.224108, cost_time=0:00:00.817926 2021-04-10 02:29:46,168 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=1.14ms, fps=10711 images/s, loss=1.3541, top1-acc=69.27%, top5-acc=90.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:46.168476, cost_time=0:00:01.035002 2021-04-10 02:29:46,248 INFO : Epoch=0177 complete, best val top1-acc=69.27%, top5-acc=90.64% (epoch=177), remaining_time=0:08:46.332690, arrival_time=2021-04-10 02:38:32.581353, cost_time=1:07:30.473245 2021-04-10 02:29:46,249 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 02:29:47,543 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.84ms, fps=1979 images/s, loss=0.1785, top1-acc=95.66%, top5-acc=99.80%, remaining_time=0:00:24.060216, arrival_time=2021-04-10 02:30:11.603404, cost_time=0:00:01.293555 2021-04-10 02:29:48,646 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=2.32ms, fps=2323 images/s, loss=0.1702, top1-acc=95.84%, top5-acc=99.88%, remaining_time=0:00:21.088848, arrival_time=2021-04-10 02:30:09.734886, cost_time=0:00:02.396451 2021-04-10 02:29:49,743 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=2.11ms, fps=2335 images/s, loss=0.1648, top1-acc=96.02%, top5-acc=99.90%, remaining_time=0:00:19.330368, arrival_time=2021-04-10 02:30:09.073382, cost_time=0:00:03.493436 2021-04-10 02:29:50,832 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.47ms, fps=2350 images/s, loss=0.1630, top1-acc=96.00%, top5-acc=99.90%, remaining_time=0:00:17.874948, arrival_time=2021-04-10 02:30:08.707854, cost_time=0:00:04.583338 2021-04-10 02:29:51,921 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=2.12ms, fps=2353 images/s, loss=0.1624, top1-acc=95.99%, top5-acc=99.90%, remaining_time=0:00:16.561656, arrival_time=2021-04-10 02:30:08.483076, cost_time=0:00:05.671813 2021-04-10 02:29:53,020 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.54ms, fps=2330 images/s, loss=0.1627, top1-acc=96.02%, top5-acc=99.89%, remaining_time=0:00:15.347872, arrival_time=2021-04-10 02:30:08.368511, cost_time=0:00:06.771147 2021-04-10 02:29:54,109 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.77ms, fps=2353 images/s, loss=0.1619, top1-acc=96.04%, top5-acc=99.89%, remaining_time=0:00:14.147280, arrival_time=2021-04-10 02:30:08.256525, cost_time=0:00:07.859582 2021-04-10 02:29:55,202 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.54ms, fps=2343 images/s, loss=0.1630, top1-acc=95.95%, top5-acc=99.90%, remaining_time=0:00:12.982256, arrival_time=2021-04-10 02:30:08.185046, cost_time=0:00:08.953293 2021-04-10 02:29:56,316 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.60ms, fps=2299 images/s, loss=0.1638, top1-acc=95.93%, top5-acc=99.90%, remaining_time=0:00:11.856842, arrival_time=2021-04-10 02:30:08.173584, cost_time=0:00:10.067157 2021-04-10 02:29:57,417 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=2.10ms, fps=2327 images/s, loss=0.1669, top1-acc=95.78%, top5-acc=99.89%, remaining_time=0:00:10.721472, arrival_time=2021-04-10 02:30:08.139241, cost_time=0:00:11.168190 2021-04-10 02:29:58,520 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.49ms, fps=2324 images/s, loss=0.1657, top1-acc=95.85%, top5-acc=99.89%, remaining_time=0:00:09.593386, arrival_time=2021-04-10 02:30:08.113616, cost_time=0:00:12.270574 2021-04-10 02:29:59,620 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.99ms, fps=2329 images/s, loss=0.1650, top1-acc=95.89%, top5-acc=99.90%, remaining_time=0:00:08.468072, arrival_time=2021-04-10 02:30:08.088351, cost_time=0:00:13.370629 2021-04-10 02:30:00,718 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=2.77ms, fps=2332 images/s, loss=0.1659, top1-acc=95.82%, top5-acc=99.90%, remaining_time=0:00:07.345866, arrival_time=2021-04-10 02:30:08.064550, cost_time=0:00:14.469110 2021-04-10 02:30:01,808 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.66ms, fps=2350 images/s, loss=0.1654, top1-acc=95.84%, top5-acc=99.90%, remaining_time=0:00:06.223728, arrival_time=2021-04-10 02:30:08.032578, cost_time=0:00:15.559334 2021-04-10 02:30:02,903 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.63ms, fps=2341 images/s, loss=0.1656, top1-acc=95.84%, top5-acc=99.90%, remaining_time=0:00:05.107104, arrival_time=2021-04-10 02:30:08.010252, cost_time=0:00:16.653587 2021-04-10 02:30:03,992 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.53ms, fps=2352 images/s, loss=0.1650, top1-acc=95.86%, top5-acc=99.90%, remaining_time=0:00:03.992112, arrival_time=2021-04-10 02:30:07.984371, cost_time=0:00:17.742749 2021-04-10 02:30:05,090 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.49ms, fps=2333 images/s, loss=0.1650, top1-acc=95.86%, top5-acc=99.90%, remaining_time=0:00:02.881528, arrival_time=2021-04-10 02:30:07.971875, cost_time=0:00:18.840789 2021-04-10 02:30:06,180 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.73ms, fps=2350 images/s, loss=0.1653, top1-acc=95.85%, top5-acc=99.90%, remaining_time=0:00:01.771648, arrival_time=2021-04-10 02:30:07.952116, cost_time=0:00:19.930950 2021-04-10 02:30:07,269 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.51ms, fps=2352 images/s, loss=0.1653, top1-acc=95.88%, top5-acc=99.90%, remaining_time=0:00:00.663780, arrival_time=2021-04-10 02:30:07.932955, cost_time=0:00:21.019688 2021-04-10 02:30:07,860 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.43ms, fps=2304 images/s, loss=0.1651, top1-acc=95.89%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:07.860000, cost_time=0:00:21.610425 2021-04-10 02:30:08,198 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=18.88ms, fps=7592 images/s, loss=1.3426, top1-acc=69.41%, top5-acc=90.31%, remaining_time=0:00:01.011540, arrival_time=2021-04-10 02:30:09.210195, cost_time=0:00:00.337184 2021-04-10 02:30:08,451 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=0.40ms, fps=10165 images/s, loss=1.3130, top1-acc=69.53%, top5-acc=90.74%, remaining_time=0:00:00.589600, arrival_time=2021-04-10 02:30:09.040642, cost_time=0:00:00.589609 2021-04-10 02:30:08,710 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=11.87ms, fps=9894 images/s, loss=1.3105, top1-acc=69.83%, top5-acc=90.82%, remaining_time=0:00:00.282940, arrival_time=2021-04-10 02:30:08.993179, cost_time=0:00:00.848809 2021-04-10 02:30:08,924 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.07ms, fps=10861 images/s, loss=1.3280, top1-acc=69.82%, top5-acc=90.77%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:08.924249, cost_time=0:00:01.062880 2021-04-10 02:30:09,015 INFO : Epoch=0178 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:08:23.434184, arrival_time=2021-04-10 02:38:32.449867, cost_time=1:07:53.240254 2021-04-10 02:30:09,016 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 02:30:10,294 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.79ms, fps=2004 images/s, loss=0.1380, top1-acc=97.30%, top5-acc=99.92%, remaining_time=0:00:23.760756, arrival_time=2021-04-10 02:30:34.055088, cost_time=0:00:01.277465 2021-04-10 02:30:11,390 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.48ms, fps=2338 images/s, loss=0.1469, top1-acc=96.80%, top5-acc=99.84%, remaining_time=0:00:20.883632, arrival_time=2021-04-10 02:30:32.273633, cost_time=0:00:02.373132 2021-04-10 02:30:12,486 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.79ms, fps=2336 images/s, loss=0.1490, top1-acc=96.52%, top5-acc=99.87%, remaining_time=0:00:19.200224, arrival_time=2021-04-10 02:30:31.687019, cost_time=0:00:03.469918 2021-04-10 02:30:13,571 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.61ms, fps=2362 images/s, loss=0.1557, top1-acc=96.25%, top5-acc=99.85%, remaining_time=0:00:17.762940, arrival_time=2021-04-10 02:30:31.334323, cost_time=0:00:04.554614 2021-04-10 02:30:14,661 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.54ms, fps=2350 images/s, loss=0.1571, top1-acc=96.13%, top5-acc=99.86%, remaining_time=0:00:16.483546, arrival_time=2021-04-10 02:30:31.145428, cost_time=0:00:05.645065 2021-04-10 02:30:15,753 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.45ms, fps=2348 images/s, loss=0.1554, top1-acc=96.17%, top5-acc=99.88%, remaining_time=0:00:15.268720, arrival_time=2021-04-10 02:30:31.021792, cost_time=0:00:06.736207 2021-04-10 02:30:16,852 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.50ms, fps=2330 images/s, loss=0.1569, top1-acc=96.12%, top5-acc=99.88%, remaining_time=0:00:14.104692, arrival_time=2021-04-10 02:30:30.957393, cost_time=0:00:07.835966 2021-04-10 02:30:17,941 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.82ms, fps=2353 images/s, loss=0.1581, top1-acc=96.13%, top5-acc=99.88%, remaining_time=0:00:12.940264, arrival_time=2021-04-10 02:30:30.881424, cost_time=0:00:08.924294 2021-04-10 02:30:19,026 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.52ms, fps=2360 images/s, loss=0.1587, top1-acc=96.10%, top5-acc=99.88%, remaining_time=0:00:11.789320, arrival_time=2021-04-10 02:30:30.815816, cost_time=0:00:10.009762 2021-04-10 02:30:20,124 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.55ms, fps=2332 images/s, loss=0.1593, top1-acc=96.09%, top5-acc=99.89%, remaining_time=0:00:10.663872, arrival_time=2021-04-10 02:30:30.788753, cost_time=0:00:11.108160 2021-04-10 02:30:21,212 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.98ms, fps=2354 images/s, loss=0.1589, top1-acc=96.12%, top5-acc=99.89%, remaining_time=0:00:09.535078, arrival_time=2021-04-10 02:30:30.747963, cost_time=0:00:12.196069 2021-04-10 02:30:22,309 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=2.27ms, fps=2335 images/s, loss=0.1585, top1-acc=96.15%, top5-acc=99.89%, remaining_time=0:00:08.418824, arrival_time=2021-04-10 02:30:30.728506, cost_time=0:00:13.292929 2021-04-10 02:30:23,400 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.59ms, fps=2348 images/s, loss=0.1587, top1-acc=96.17%, top5-acc=99.89%, remaining_time=0:00:07.302438, arrival_time=2021-04-10 02:30:30.702763, cost_time=0:00:14.383605 2021-04-10 02:30:24,504 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.69ms, fps=2320 images/s, loss=0.1596, top1-acc=96.11%, top5-acc=99.90%, remaining_time=0:00:06.195000, arrival_time=2021-04-10 02:30:30.699418, cost_time=0:00:15.487564 2021-04-10 02:30:25,590 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.48ms, fps=2359 images/s, loss=0.1597, top1-acc=96.10%, top5-acc=99.89%, remaining_time=0:00:05.082586, arrival_time=2021-04-10 02:30:30.672890, cost_time=0:00:16.573584 2021-04-10 02:30:26,740 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=2.17ms, fps=2227 images/s, loss=0.1600, top1-acc=96.11%, top5-acc=99.88%, remaining_time=0:00:03.987756, arrival_time=2021-04-10 02:30:30.727905, cost_time=0:00:17.723379 2021-04-10 02:30:27,836 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.56ms, fps=2337 images/s, loss=0.1605, top1-acc=96.11%, top5-acc=99.88%, remaining_time=0:00:02.878304, arrival_time=2021-04-10 02:30:30.714736, cost_time=0:00:18.819630 2021-04-10 02:30:28,921 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.68ms, fps=2362 images/s, loss=0.1609, top1-acc=96.12%, top5-acc=99.88%, remaining_time=0:00:01.769264, arrival_time=2021-04-10 02:30:30.690308, cost_time=0:00:19.904308 2021-04-10 02:30:30,013 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.35ms, fps=2345 images/s, loss=0.1619, top1-acc=96.08%, top5-acc=99.87%, remaining_time=0:00:00.663048, arrival_time=2021-04-10 02:30:30.676335, cost_time=0:00:20.996569 2021-04-10 02:30:30,605 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=2.08ms, fps=2297 images/s, loss=0.1624, top1-acc=96.06%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:30.605757, cost_time=0:00:21.589024 2021-04-10 02:30:30,951 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=3.65ms, fps=7444 images/s, loss=1.3574, top1-acc=68.91%, top5-acc=90.43%, remaining_time=0:00:01.031700, arrival_time=2021-04-10 02:30:31.983050, cost_time=0:00:00.343903 2021-04-10 02:30:31,186 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.71ms, fps=10893 images/s, loss=1.3358, top1-acc=69.55%, top5-acc=90.68%, remaining_time=0:00:00.579420, arrival_time=2021-04-10 02:30:31.766271, cost_time=0:00:00.579420 2021-04-10 02:30:31,427 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=2.30ms, fps=10663 images/s, loss=1.3528, top1-acc=69.51%, top5-acc=90.60%, remaining_time=0:00:00.273330, arrival_time=2021-04-10 02:30:31.700711, cost_time=0:00:00.819978 2021-04-10 02:30:31,642 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.05ms, fps=10787 images/s, loss=1.3490, top1-acc=69.62%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:31.642804, cost_time=0:00:01.035437 2021-04-10 02:30:31,709 INFO : Epoch=0179 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:08:00.528573, arrival_time=2021-04-10 02:38:32.238017, cost_time=1:08:15.934025 2021-04-10 02:30:31,710 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 02:30:32,962 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.64ms, fps=2045 images/s, loss=0.1656, top1-acc=95.90%, top5-acc=99.88%, remaining_time=0:00:23.289246, arrival_time=2021-04-10 02:30:56.251840, cost_time=0:00:01.252111 2021-04-10 02:30:34,054 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.62ms, fps=2346 images/s, loss=0.1594, top1-acc=96.04%, top5-acc=99.94%, remaining_time=0:00:20.629312, arrival_time=2021-04-10 02:30:54.683953, cost_time=0:00:02.344230 2021-04-10 02:30:35,144 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.60ms, fps=2352 images/s, loss=0.1561, top1-acc=96.21%, top5-acc=99.93%, remaining_time=0:00:18.998866, arrival_time=2021-04-10 02:30:54.142826, cost_time=0:00:03.433521 2021-04-10 02:30:36,227 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.63ms, fps=2363 images/s, loss=0.1530, top1-acc=96.24%, top5-acc=99.92%, remaining_time=0:00:17.618484, arrival_time=2021-04-10 02:30:53.846348, cost_time=0:00:04.517553 2021-04-10 02:30:37,324 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.92ms, fps=2337 images/s, loss=0.1555, top1-acc=96.12%, top5-acc=99.93%, remaining_time=0:00:16.391566, arrival_time=2021-04-10 02:30:53.715596, cost_time=0:00:05.613543 2021-04-10 02:30:38,411 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=2.29ms, fps=2358 images/s, loss=0.1540, top1-acc=96.23%, top5-acc=99.93%, remaining_time=0:00:15.187256, arrival_time=2021-04-10 02:30:53.598131, cost_time=0:00:06.700270 2021-04-10 02:30:39,504 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.74ms, fps=2345 images/s, loss=0.1547, top1-acc=96.17%, top5-acc=99.92%, remaining_time=0:00:14.028588, arrival_time=2021-04-10 02:30:53.532606, cost_time=0:00:07.793688 2021-04-10 02:30:40,586 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.48ms, fps=2366 images/s, loss=0.1569, top1-acc=96.06%, top5-acc=99.92%, remaining_time=0:00:12.870432, arrival_time=2021-04-10 02:30:53.456974, cost_time=0:00:08.876127 2021-04-10 02:30:41,678 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.46ms, fps=2345 images/s, loss=0.1567, top1-acc=96.09%, top5-acc=99.92%, remaining_time=0:00:11.740454, arrival_time=2021-04-10 02:30:53.419067, cost_time=0:00:09.968286 2021-04-10 02:30:42,771 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.43ms, fps=2344 images/s, loss=0.1572, top1-acc=96.11%, top5-acc=99.92%, remaining_time=0:00:10.618368, arrival_time=2021-04-10 02:30:53.389684, cost_time=0:00:11.060798 2021-04-10 02:30:43,861 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.46ms, fps=2350 images/s, loss=0.1575, top1-acc=96.13%, top5-acc=99.91%, remaining_time=0:00:09.500076, arrival_time=2021-04-10 02:30:53.361624, cost_time=0:00:12.151225 2021-04-10 02:30:44,948 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.69ms, fps=2356 images/s, loss=0.1565, top1-acc=96.16%, top5-acc=99.92%, remaining_time=0:00:08.384320, arrival_time=2021-04-10 02:30:53.333061, cost_time=0:00:13.238421 2021-04-10 02:30:46,045 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.84ms, fps=2335 images/s, loss=0.1571, top1-acc=96.14%, top5-acc=99.90%, remaining_time=0:00:07.277886, arrival_time=2021-04-10 02:30:53.323600, cost_time=0:00:14.335291 2021-04-10 02:30:47,140 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.53ms, fps=2340 images/s, loss=0.1568, top1-acc=96.19%, top5-acc=99.90%, remaining_time=0:00:06.171984, arrival_time=2021-04-10 02:30:53.312335, cost_time=0:00:15.430029 2021-04-10 02:30:48,229 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=2.19ms, fps=2350 images/s, loss=0.1570, top1-acc=96.18%, top5-acc=99.90%, remaining_time=0:00:05.066026, arrival_time=2021-04-10 02:30:53.295971, cost_time=0:00:16.519626 2021-04-10 02:30:49,322 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.56ms, fps=2345 images/s, loss=0.1573, top1-acc=96.16%, top5-acc=99.89%, remaining_time=0:00:03.962700, arrival_time=2021-04-10 02:30:53.285101, cost_time=0:00:17.611997 2021-04-10 02:30:50,413 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.41ms, fps=2347 images/s, loss=0.1587, top1-acc=96.13%, top5-acc=99.88%, remaining_time=0:00:02.860520, arrival_time=2021-04-10 02:30:53.274381, cost_time=0:00:18.703485 2021-04-10 02:30:51,501 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.80ms, fps=2355 images/s, loss=0.1591, top1-acc=96.12%, top5-acc=99.88%, remaining_time=0:00:01.759232, arrival_time=2021-04-10 02:30:53.260983, cost_time=0:00:19.791396 2021-04-10 02:30:52,591 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.49ms, fps=2350 images/s, loss=0.1597, top1-acc=96.09%, top5-acc=99.88%, remaining_time=0:00:00.659412, arrival_time=2021-04-10 02:30:53.251121, cost_time=0:00:20.881386 2021-04-10 02:30:53,186 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.69ms, fps=2288 images/s, loss=0.1600, top1-acc=96.08%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:53.186580, cost_time=0:00:21.476225 2021-04-10 02:30:53,517 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.41ms, fps=7779 images/s, loss=1.3492, top1-acc=68.95%, top5-acc=90.08%, remaining_time=0:00:00.987240, arrival_time=2021-04-10 02:30:54.504843, cost_time=0:00:00.329084 2021-04-10 02:30:53,761 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=0.22ms, fps=10523 images/s, loss=1.3050, top1-acc=69.10%, top5-acc=90.59%, remaining_time=0:00:00.572860, arrival_time=2021-04-10 02:30:54.334273, cost_time=0:00:00.572864 2021-04-10 02:30:53,995 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=3.41ms, fps=10944 images/s, loss=1.3326, top1-acc=69.35%, top5-acc=90.33%, remaining_time=0:00:00.269110, arrival_time=2021-04-10 02:30:54.265027, cost_time=0:00:00.807336 2021-04-10 02:30:54,234 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.10ms, fps=9737 images/s, loss=1.3267, top1-acc=69.49%, top5-acc=90.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:54.234735, cost_time=0:00:01.046245 2021-04-10 02:30:54,280 INFO : Epoch=0180 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:07:37.611680, arrival_time=2021-04-10 02:38:31.892177, cost_time=1:08:38.505063 2021-04-10 02:30:54,281 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 02:30:55,558 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=0.33ms, fps=2006 images/s, loss=0.1503, top1-acc=96.80%, top5-acc=99.88%, remaining_time=0:00:23.731368, arrival_time=2021-04-10 02:31:19.289277, cost_time=0:00:01.275876 2021-04-10 02:30:56,652 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.48ms, fps=2342 images/s, loss=0.1533, top1-acc=96.64%, top5-acc=99.84%, remaining_time=0:00:20.856352, arrival_time=2021-04-10 02:31:17.508312, cost_time=0:00:02.370046 2021-04-10 02:30:57,746 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.87ms, fps=2340 images/s, loss=0.1553, top1-acc=96.54%, top5-acc=99.87%, remaining_time=0:00:19.172668, arrival_time=2021-04-10 02:31:16.919450, cost_time=0:00:03.464938 2021-04-10 02:30:58,839 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.66ms, fps=2345 images/s, loss=0.1548, top1-acc=96.48%, top5-acc=99.84%, remaining_time=0:00:17.772768, arrival_time=2021-04-10 02:31:16.611790, cost_time=0:00:04.557114 2021-04-10 02:30:59,931 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.96ms, fps=2346 images/s, loss=0.1546, top1-acc=96.48%, top5-acc=99.86%, remaining_time=0:00:16.495080, arrival_time=2021-04-10 02:31:16.426107, cost_time=0:00:05.649001 2021-04-10 02:31:01,023 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.63ms, fps=2346 images/s, loss=0.1543, top1-acc=96.46%, top5-acc=99.86%, remaining_time=0:00:15.280144, arrival_time=2021-04-10 02:31:16.303203, cost_time=0:00:06.741229 2021-04-10 02:31:02,126 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.77ms, fps=2321 images/s, loss=0.1545, top1-acc=96.42%, top5-acc=99.85%, remaining_time=0:00:14.120442, arrival_time=2021-04-10 02:31:16.247017, cost_time=0:00:07.844658 2021-04-10 02:31:03,214 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.45ms, fps=2355 images/s, loss=0.1544, top1-acc=96.45%, top5-acc=99.85%, remaining_time=0:00:12.952096, arrival_time=2021-04-10 02:31:16.166551, cost_time=0:00:08.932517 2021-04-10 02:31:04,324 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=2.03ms, fps=2309 images/s, loss=0.1546, top1-acc=96.41%, top5-acc=99.85%, remaining_time=0:00:11.827480, arrival_time=2021-04-10 02:31:16.151566, cost_time=0:00:10.042169 2021-04-10 02:31:05,413 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.47ms, fps=2351 images/s, loss=0.1545, top1-acc=96.39%, top5-acc=99.86%, remaining_time=0:00:10.686336, arrival_time=2021-04-10 02:31:16.099845, cost_time=0:00:11.131596 2021-04-10 02:31:06,497 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.79ms, fps=2363 images/s, loss=0.1536, top1-acc=96.40%, top5-acc=99.87%, remaining_time=0:00:09.550386, arrival_time=2021-04-10 02:31:16.047856, cost_time=0:00:12.215556 2021-04-10 02:31:07,592 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=2.21ms, fps=2339 images/s, loss=0.1532, top1-acc=96.39%, top5-acc=99.87%, remaining_time=0:00:08.429996, arrival_time=2021-04-10 02:31:16.022510, cost_time=0:00:13.310485 2021-04-10 02:31:08,692 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=2.39ms, fps=2329 images/s, loss=0.1531, top1-acc=96.38%, top5-acc=99.87%, remaining_time=0:00:07.316232, arrival_time=2021-04-10 02:31:16.008848, cost_time=0:00:14.410735 2021-04-10 02:31:09,786 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.56ms, fps=2342 images/s, loss=0.1532, top1-acc=96.39%, top5-acc=99.88%, remaining_time=0:00:06.201720, arrival_time=2021-04-10 02:31:15.988026, cost_time=0:00:15.504339 2021-04-10 02:31:10,873 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.58ms, fps=2357 images/s, loss=0.1538, top1-acc=96.35%, top5-acc=99.88%, remaining_time=0:00:05.088014, arrival_time=2021-04-10 02:31:15.961259, cost_time=0:00:16.591409 2021-04-10 02:31:11,980 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=2.04ms, fps=2314 images/s, loss=0.1541, top1-acc=96.35%, top5-acc=99.88%, remaining_time=0:00:03.982140, arrival_time=2021-04-10 02:31:15.962468, cost_time=0:00:17.698412 2021-04-10 02:31:13,069 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.96ms, fps=2353 images/s, loss=0.1535, top1-acc=96.37%, top5-acc=99.88%, remaining_time=0:00:02.873338, arrival_time=2021-04-10 02:31:15.942377, cost_time=0:00:18.787213 2021-04-10 02:31:14,157 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.62ms, fps=2352 images/s, loss=0.1534, top1-acc=96.38%, top5-acc=99.88%, remaining_time=0:00:01.766752, arrival_time=2021-04-10 02:31:15.924592, cost_time=0:00:19.875948 2021-04-10 02:31:15,249 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.42ms, fps=2347 images/s, loss=0.1533, top1-acc=96.38%, top5-acc=99.88%, remaining_time=0:00:00.662124, arrival_time=2021-04-10 02:31:15.911185, cost_time=0:00:20.967233 2021-04-10 02:31:15,833 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.52ms, fps=2328 images/s, loss=0.1535, top1-acc=96.37%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:15.833725, cost_time=0:00:21.551836 2021-04-10 02:31:16,196 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.29ms, fps=7094 images/s, loss=1.3252, top1-acc=69.69%, top5-acc=90.47%, remaining_time=0:00:01.082610, arrival_time=2021-04-10 02:31:17.278584, cost_time=0:00:00.360869 2021-04-10 02:31:16,441 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=2.20ms, fps=10461 images/s, loss=1.3329, top1-acc=69.55%, top5-acc=90.55%, remaining_time=0:00:00.606060, arrival_time=2021-04-10 02:31:17.047212, cost_time=0:00:00.606066 2021-04-10 02:31:16,676 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.97ms, fps=10910 images/s, loss=1.3433, top1-acc=69.32%, top5-acc=90.25%, remaining_time=0:00:00.280390, arrival_time=2021-04-10 02:31:16.956668, cost_time=0:00:00.841175 2021-04-10 02:31:16,891 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=10801 images/s, loss=1.3570, top1-acc=69.29%, top5-acc=90.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:16.891514, cost_time=0:00:01.056484 2021-04-10 02:31:16,935 INFO : Epoch=0181 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:07:14.707460, arrival_time=2021-04-10 02:38:31.643395, cost_time=1:09:01.160495 2021-04-10 02:31:16,936 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 02:31:18,258 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=0.63ms, fps=1937 images/s, loss=0.1473, top1-acc=96.87%, top5-acc=99.92%, remaining_time=0:00:24.580086, arrival_time=2021-04-10 02:31:42.838673, cost_time=0:00:01.321509 2021-04-10 02:31:19,345 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.65ms, fps=2357 images/s, loss=0.1437, top1-acc=96.86%, top5-acc=99.90%, remaining_time=0:00:21.191104, arrival_time=2021-04-10 02:31:40.536314, cost_time=0:00:02.408086 2021-04-10 02:31:20,438 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.63ms, fps=2344 images/s, loss=0.1454, top1-acc=96.68%, top5-acc=99.90%, remaining_time=0:00:19.373528, arrival_time=2021-04-10 02:31:39.811956, cost_time=0:00:03.501245 2021-04-10 02:31:21,534 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.56ms, fps=2336 images/s, loss=0.1432, top1-acc=96.72%, top5-acc=99.91%, remaining_time=0:00:17.931420, arrival_time=2021-04-10 02:31:39.466251, cost_time=0:00:04.597815 2021-04-10 02:31:22,625 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.47ms, fps=2349 images/s, loss=0.1429, top1-acc=96.80%, top5-acc=99.93%, remaining_time=0:00:16.609982, arrival_time=2021-04-10 02:31:39.235414, cost_time=0:00:05.688342 2021-04-10 02:31:23,715 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.85ms, fps=2350 images/s, loss=0.1427, top1-acc=96.84%, top5-acc=99.93%, remaining_time=0:00:15.364056, arrival_time=2021-04-10 02:31:39.079358, cost_time=0:00:06.778251 2021-04-10 02:31:24,813 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.50ms, fps=2334 images/s, loss=0.1420, top1-acc=96.86%, top5-acc=99.94%, remaining_time=0:00:14.176638, arrival_time=2021-04-10 02:31:38.989708, cost_time=0:00:07.875908 2021-04-10 02:31:25,903 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.93ms, fps=2349 images/s, loss=0.1433, top1-acc=96.79%, top5-acc=99.94%, remaining_time=0:00:13.001512, arrival_time=2021-04-10 02:31:38.905062, cost_time=0:00:08.966544 2021-04-10 02:31:26,987 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.56ms, fps=2363 images/s, loss=0.1442, top1-acc=96.73%, top5-acc=99.93%, remaining_time=0:00:11.837338, arrival_time=2021-04-10 02:31:38.825116, cost_time=0:00:10.050600 2021-04-10 02:31:28,083 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=4.72ms, fps=2338 images/s, loss=0.1449, top1-acc=96.71%, top5-acc=99.93%, remaining_time=0:00:10.700832, arrival_time=2021-04-10 02:31:38.784655, cost_time=0:00:11.146670 2021-04-10 02:31:29,195 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.65ms, fps=2306 images/s, loss=0.1451, top1-acc=96.67%, top5-acc=99.93%, remaining_time=0:00:09.583410, arrival_time=2021-04-10 02:31:38.778376, cost_time=0:00:12.257886 2021-04-10 02:31:30,303 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.52ms, fps=2311 images/s, loss=0.1454, top1-acc=96.63%, top5-acc=99.92%, remaining_time=0:00:08.465260, arrival_time=2021-04-10 02:31:38.768551, cost_time=0:00:13.366206 2021-04-10 02:31:31,396 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=2.07ms, fps=2343 images/s, loss=0.1452, top1-acc=96.65%, top5-acc=99.91%, remaining_time=0:00:07.340982, arrival_time=2021-04-10 02:31:38.737576, cost_time=0:00:14.459464 2021-04-10 02:31:32,483 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.52ms, fps=2357 images/s, loss=0.1458, top1-acc=96.62%, top5-acc=99.90%, remaining_time=0:00:06.218520, arrival_time=2021-04-10 02:31:38.701880, cost_time=0:00:15.546338 2021-04-10 02:31:33,573 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.53ms, fps=2350 images/s, loss=0.1461, top1-acc=96.61%, top5-acc=99.90%, remaining_time=0:00:05.101814, arrival_time=2021-04-10 02:31:38.675253, cost_time=0:00:16.636351 2021-04-10 02:31:34,682 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.69ms, fps=2310 images/s, loss=0.1467, top1-acc=96.58%, top5-acc=99.90%, remaining_time=0:00:03.992652, arrival_time=2021-04-10 02:31:38.674799, cost_time=0:00:17.745067 2021-04-10 02:31:35,777 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=2.22ms, fps=2339 images/s, loss=0.1466, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:02.881450, arrival_time=2021-04-10 02:31:38.658858, cost_time=0:00:18.840332 2021-04-10 02:31:36,872 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.63ms, fps=2339 images/s, loss=0.1468, top1-acc=96.56%, top5-acc=99.91%, remaining_time=0:00:01.772032, arrival_time=2021-04-10 02:31:38.644547, cost_time=0:00:19.935364 2021-04-10 02:31:37,960 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.34ms, fps=2354 images/s, loss=0.1464, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:00.663912, arrival_time=2021-04-10 02:31:38.624842, cost_time=0:00:21.023921 2021-04-10 02:31:38,551 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.33ms, fps=2305 images/s, loss=0.1465, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:38.551321, cost_time=0:00:21.614333 2021-04-10 02:31:38,923 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.20ms, fps=6909 images/s, loss=1.2548, top1-acc=70.94%, top5-acc=91.60%, remaining_time=0:00:01.111560, arrival_time=2021-04-10 02:31:40.034601, cost_time=0:00:00.370517 2021-04-10 02:31:39,160 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.88ms, fps=10810 images/s, loss=1.2709, top1-acc=70.27%, top5-acc=91.46%, remaining_time=0:00:00.607760, arrival_time=2021-04-10 02:31:39.768054, cost_time=0:00:00.607761 2021-04-10 02:31:39,401 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=0.30ms, fps=10631 images/s, loss=1.3062, top1-acc=70.03%, top5-acc=90.85%, remaining_time=0:00:00.283020, arrival_time=2021-04-10 02:31:39.684623, cost_time=0:00:00.849071 2021-04-10 02:31:39,632 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.07ms, fps=10080 images/s, loss=1.3553, top1-acc=69.61%, top5-acc=90.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:39.632241, cost_time=0:00:01.079695 2021-04-10 02:31:39,675 INFO : Epoch=0182 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:06:51.814314, arrival_time=2021-04-10 02:38:31.490001, cost_time=1:09:23.900270 2021-04-10 02:31:39,676 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 02:31:40,985 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.54ms, fps=1955 images/s, loss=0.1359, top1-acc=96.95%, top5-acc=99.88%, remaining_time=0:00:24.350748, arrival_time=2021-04-10 02:32:05.336595, cost_time=0:00:01.309184 2021-04-10 02:31:42,075 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.51ms, fps=2351 images/s, loss=0.1355, top1-acc=96.76%, top5-acc=99.92%, remaining_time=0:00:21.109440, arrival_time=2021-04-10 02:32:03.184887, cost_time=0:00:02.398810 2021-04-10 02:31:43,161 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.49ms, fps=2359 images/s, loss=0.1394, top1-acc=96.68%, top5-acc=99.88%, remaining_time=0:00:19.282892, arrival_time=2021-04-10 02:32:02.444645, cost_time=0:00:03.484871 2021-04-10 02:31:44,256 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.61ms, fps=2341 images/s, loss=0.1440, top1-acc=96.60%, top5-acc=99.89%, remaining_time=0:00:17.860596, arrival_time=2021-04-10 02:32:02.116810, cost_time=0:00:04.579656 2021-04-10 02:31:45,349 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.72ms, fps=2344 images/s, loss=0.1438, top1-acc=96.67%, top5-acc=99.89%, remaining_time=0:00:16.563554, arrival_time=2021-04-10 02:32:01.912639, cost_time=0:00:05.672440 2021-04-10 02:31:46,440 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.87ms, fps=2347 images/s, loss=0.1418, top1-acc=96.72%, top5-acc=99.90%, remaining_time=0:00:15.332096, arrival_time=2021-04-10 02:32:01.772850, cost_time=0:00:06.764176 2021-04-10 02:31:47,535 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.53ms, fps=2339 images/s, loss=0.1422, top1-acc=96.73%, top5-acc=99.90%, remaining_time=0:00:14.146272, arrival_time=2021-04-10 02:32:01.681949, cost_time=0:00:07.859052 2021-04-10 02:31:48,625 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.62ms, fps=2350 images/s, loss=0.1425, top1-acc=96.71%, top5-acc=99.91%, remaining_time=0:00:12.976224, arrival_time=2021-04-10 02:32:01.601908, cost_time=0:00:08.949139 2021-04-10 02:31:49,718 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.66ms, fps=2344 images/s, loss=0.1417, top1-acc=96.78%, top5-acc=99.92%, remaining_time=0:00:11.826950, arrival_time=2021-04-10 02:32:01.545375, cost_time=0:00:10.041788 2021-04-10 02:31:50,804 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=2.26ms, fps=2359 images/s, loss=0.1418, top1-acc=96.75%, top5-acc=99.92%, remaining_time=0:00:10.682496, arrival_time=2021-04-10 02:32:01.486605, cost_time=0:00:11.127562 2021-04-10 02:31:51,897 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.63ms, fps=2343 images/s, loss=0.1420, top1-acc=96.74%, top5-acc=99.93%, remaining_time=0:00:09.554256, arrival_time=2021-04-10 02:32:01.451473, cost_time=0:00:12.220523 2021-04-10 02:31:52,991 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.1430, top1-acc=96.68%, top5-acc=99.92%, remaining_time=0:00:08.432808, arrival_time=2021-04-10 02:32:01.424285, cost_time=0:00:13.314921 2021-04-10 02:31:54,087 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=1.49ms, fps=2336 images/s, loss=0.1438, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:07.316430, arrival_time=2021-04-10 02:32:01.404118, cost_time=0:00:14.411098 2021-04-10 02:31:55,198 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=2.11ms, fps=2306 images/s, loss=0.1442, top1-acc=96.64%, top5-acc=99.92%, remaining_time=0:00:06.208776, arrival_time=2021-04-10 02:32:01.407309, cost_time=0:00:15.521885 2021-04-10 02:31:56,289 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.90ms, fps=2349 images/s, loss=0.1446, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:05.094454, arrival_time=2021-04-10 02:32:01.383450, cost_time=0:00:16.612386 2021-04-10 02:31:57,395 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.98ms, fps=2315 images/s, loss=0.1447, top1-acc=96.62%, top5-acc=99.92%, remaining_time=0:00:03.986784, arrival_time=2021-04-10 02:32:01.382352, cost_time=0:00:17.718990 2021-04-10 02:31:58,485 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=2.22ms, fps=2350 images/s, loss=0.1454, top1-acc=96.59%, top5-acc=99.91%, remaining_time=0:00:02.876640, arrival_time=2021-04-10 02:32:01.362188, cost_time=0:00:18.808800 2021-04-10 02:31:59,575 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.43ms, fps=2350 images/s, loss=0.1456, top1-acc=96.60%, top5-acc=99.92%, remaining_time=0:00:01.768816, arrival_time=2021-04-10 02:32:01.344478, cost_time=0:00:19.899111 2021-04-10 02:32:00,669 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.48ms, fps=2341 images/s, loss=0.1463, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:00.662934, arrival_time=2021-04-10 02:32:01.332467, cost_time=0:00:20.992988 2021-04-10 02:32:01,265 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.93ms, fps=2284 images/s, loss=0.1463, top1-acc=96.58%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:01.265419, cost_time=0:00:21.588835 2021-04-10 02:32:01,599 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.21ms, fps=7705 images/s, loss=1.3409, top1-acc=69.69%, top5-acc=90.35%, remaining_time=0:00:00.996720, arrival_time=2021-04-10 02:32:02.596201, cost_time=0:00:00.332237 2021-04-10 02:32:01,836 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=0.20ms, fps=10833 images/s, loss=1.3444, top1-acc=69.63%, top5-acc=90.23%, remaining_time=0:00:00.568900, arrival_time=2021-04-10 02:32:02.405038, cost_time=0:00:00.568896 2021-04-10 02:32:02,075 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=0.17ms, fps=10714 images/s, loss=1.3361, top1-acc=69.58%, top5-acc=90.55%, remaining_time=0:00:00.269400, arrival_time=2021-04-10 02:32:02.344834, cost_time=0:00:00.808194 2021-04-10 02:32:02,291 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.07ms, fps=10769 images/s, loss=1.3441, top1-acc=69.52%, top5-acc=90.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:02.291195, cost_time=0:00:01.023974 2021-04-10 02:32:02,344 INFO : Epoch=0183 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:06:28.916242, arrival_time=2021-04-10 02:38:31.260701, cost_time=1:09:46.569008 2021-04-10 02:32:02,345 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 02:32:03,593 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.72ms, fps=2052 images/s, loss=0.1399, top1-acc=97.15%, top5-acc=99.88%, remaining_time=0:00:23.208150, arrival_time=2021-04-10 02:32:26.801738, cost_time=0:00:01.247747 2021-04-10 02:32:04,680 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.54ms, fps=2358 images/s, loss=0.1394, top1-acc=96.95%, top5-acc=99.94%, remaining_time=0:00:20.540080, arrival_time=2021-04-10 02:32:25.220050, cost_time=0:00:02.334094 2021-04-10 02:32:05,775 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=2.36ms, fps=2340 images/s, loss=0.1380, top1-acc=96.80%, top5-acc=99.95%, remaining_time=0:00:18.974796, arrival_time=2021-04-10 02:32:24.749871, cost_time=0:00:03.429182 2021-04-10 02:32:06,865 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.95ms, fps=2350 images/s, loss=0.1380, top1-acc=96.80%, top5-acc=99.94%, remaining_time=0:00:17.626440, arrival_time=2021-04-10 02:32:24.491793, cost_time=0:00:04.519583 2021-04-10 02:32:07,959 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.53ms, fps=2341 images/s, loss=0.1386, top1-acc=96.78%, top5-acc=99.94%, remaining_time=0:00:16.391712, arrival_time=2021-04-10 02:32:24.351150, cost_time=0:00:05.613596 2021-04-10 02:32:09,054 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.56ms, fps=2340 images/s, loss=0.1388, top1-acc=96.83%, top5-acc=99.91%, remaining_time=0:00:15.205752, arrival_time=2021-04-10 02:32:24.260243, cost_time=0:00:06.708429 2021-04-10 02:32:10,151 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.95ms, fps=2336 images/s, loss=0.1389, top1-acc=96.81%, top5-acc=99.91%, remaining_time=0:00:14.050512, arrival_time=2021-04-10 02:32:24.202138, cost_time=0:00:07.805852 2021-04-10 02:32:11,242 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.77ms, fps=2348 images/s, loss=0.1378, top1-acc=96.90%, top5-acc=99.92%, remaining_time=0:00:12.900360, arrival_time=2021-04-10 02:32:24.142919, cost_time=0:00:08.896812 2021-04-10 02:32:12,332 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.55ms, fps=2351 images/s, loss=0.1376, top1-acc=96.92%, top5-acc=99.92%, remaining_time=0:00:11.761548, arrival_time=2021-04-10 02:32:24.093612, cost_time=0:00:09.986227 2021-04-10 02:32:13,423 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.64ms, fps=2348 images/s, loss=0.1380, top1-acc=96.93%, top5-acc=99.93%, remaining_time=0:00:10.634304, arrival_time=2021-04-10 02:32:24.057452, cost_time=0:00:11.077392 2021-04-10 02:32:14,513 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.96ms, fps=2349 images/s, loss=0.1388, top1-acc=96.91%, top5-acc=99.93%, remaining_time=0:00:09.512976, arrival_time=2021-04-10 02:32:24.026654, cost_time=0:00:12.167779 2021-04-10 02:32:15,605 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=2.08ms, fps=2346 images/s, loss=0.1389, top1-acc=96.92%, top5-acc=99.93%, remaining_time=0:00:08.397924, arrival_time=2021-04-10 02:32:24.003616, cost_time=0:00:13.259888 2021-04-10 02:32:16,701 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.47ms, fps=2338 images/s, loss=0.1394, top1-acc=96.94%, top5-acc=99.93%, remaining_time=0:00:07.288182, arrival_time=2021-04-10 02:32:23.989419, cost_time=0:00:14.355487 2021-04-10 02:32:17,797 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=2.13ms, fps=2338 images/s, loss=0.1397, top1-acc=96.88%, top5-acc=99.92%, remaining_time=0:00:06.180384, arrival_time=2021-04-10 02:32:23.977272, cost_time=0:00:15.450982 2021-04-10 02:32:18,889 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.53ms, fps=2345 images/s, loss=0.1398, top1-acc=96.90%, top5-acc=99.92%, remaining_time=0:00:05.073294, arrival_time=2021-04-10 02:32:23.962493, cost_time=0:00:16.543384 2021-04-10 02:32:19,988 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=2.06ms, fps=2331 images/s, loss=0.1402, top1-acc=96.89%, top5-acc=99.93%, remaining_time=0:00:03.969540, arrival_time=2021-04-10 02:32:23.957667, cost_time=0:00:17.642335 2021-04-10 02:32:21,089 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.68ms, fps=2326 images/s, loss=0.1395, top1-acc=96.91%, top5-acc=99.93%, remaining_time=0:00:02.866682, arrival_time=2021-04-10 02:32:23.956233, cost_time=0:00:18.743713 2021-04-10 02:32:22,181 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.50ms, fps=2346 images/s, loss=0.1394, top1-acc=96.90%, top5-acc=99.93%, remaining_time=0:00:01.763168, arrival_time=2021-04-10 02:32:23.944639, cost_time=0:00:19.835702 2021-04-10 02:32:23,270 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.32ms, fps=2351 images/s, loss=0.1390, top1-acc=96.92%, top5-acc=99.93%, remaining_time=0:00:00.660792, arrival_time=2021-04-10 02:32:23.931699, cost_time=0:00:20.925163 2021-04-10 02:32:23,858 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.50ms, fps=2317 images/s, loss=0.1397, top1-acc=96.92%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:23.858251, cost_time=0:00:21.512510 2021-04-10 02:32:24,199 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=5.84ms, fps=7532 images/s, loss=1.2806, top1-acc=70.66%, top5-acc=90.78%, remaining_time=0:00:01.019580, arrival_time=2021-04-10 02:32:25.218855, cost_time=0:00:00.339863 2021-04-10 02:32:24,444 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=0.28ms, fps=10454 images/s, loss=1.2900, top1-acc=70.70%, top5-acc=90.68%, remaining_time=0:00:00.585260, arrival_time=2021-04-10 02:32:25.029956, cost_time=0:00:00.585266 2021-04-10 02:32:24,731 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=18.91ms, fps=8952 images/s, loss=1.3159, top1-acc=69.71%, top5-acc=90.79%, remaining_time=0:00:00.290580, arrival_time=2021-04-10 02:32:25.021727, cost_time=0:00:00.871730 2021-04-10 02:32:24,978 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.07ms, fps=9397 images/s, loss=1.3399, top1-acc=69.54%, top5-acc=90.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:24.978524, cost_time=0:00:01.119085 2021-04-10 02:32:25,039 INFO : Epoch=0184 complete, best val top1-acc=69.82%, top5-acc=90.77% (epoch=178), remaining_time=0:06:06.022944, arrival_time=2021-04-10 02:38:31.062247, cost_time=1:10:09.263853 2021-04-10 02:32:25,040 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 02:32:26,322 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.54ms, fps=1997 images/s, loss=0.1387, top1-acc=96.56%, top5-acc=99.84%, remaining_time=0:00:23.845572, arrival_time=2021-04-10 02:32:50.168268, cost_time=0:00:01.282025 2021-04-10 02:32:27,413 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=2.61ms, fps=2348 images/s, loss=0.1360, top1-acc=96.84%, top5-acc=99.90%, remaining_time=0:00:20.881168, arrival_time=2021-04-10 02:32:48.294772, cost_time=0:00:02.372862 2021-04-10 02:32:28,514 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=2.20ms, fps=2328 images/s, loss=0.1327, top1-acc=97.08%, top5-acc=99.93%, remaining_time=0:00:19.219148, arrival_time=2021-04-10 02:32:47.733238, cost_time=0:00:03.473339 2021-04-10 02:32:29,609 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.58ms, fps=2340 images/s, loss=0.1365, top1-acc=96.95%, top5-acc=99.95%, remaining_time=0:00:17.815668, arrival_time=2021-04-10 02:32:47.424591, cost_time=0:00:04.568135 2021-04-10 02:32:30,695 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.60ms, fps=2359 images/s, loss=0.1379, top1-acc=96.82%, top5-acc=99.95%, remaining_time=0:00:16.510848, arrival_time=2021-04-10 02:32:47.205841, cost_time=0:00:05.654395 2021-04-10 02:32:31,789 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.45ms, fps=2341 images/s, loss=0.1391, top1-acc=96.81%, top5-acc=99.93%, remaining_time=0:00:15.296872, arrival_time=2021-04-10 02:32:47.086147, cost_time=0:00:06.748597 2021-04-10 02:32:32,886 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.77ms, fps=2335 images/s, loss=0.1382, top1-acc=96.81%, top5-acc=99.94%, remaining_time=0:00:14.121828, arrival_time=2021-04-10 02:32:47.007958, cost_time=0:00:07.845448 2021-04-10 02:32:33,968 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.72ms, fps=2368 images/s, loss=0.1392, top1-acc=96.79%, top5-acc=99.93%, remaining_time=0:00:12.944788, arrival_time=2021-04-10 02:32:46.912805, cost_time=0:00:08.927406 2021-04-10 02:32:35,065 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.46ms, fps=2334 images/s, loss=0.1410, top1-acc=96.73%, top5-acc=99.92%, remaining_time=0:00:11.806810, arrival_time=2021-04-10 02:32:46.872173, cost_time=0:00:10.024685 2021-04-10 02:32:36,157 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=2.01ms, fps=2346 images/s, loss=0.1414, top1-acc=96.77%, top5-acc=99.92%, remaining_time=0:00:10.671936, arrival_time=2021-04-10 02:32:46.829103, cost_time=0:00:11.116551 2021-04-10 02:32:37,248 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.48ms, fps=2346 images/s, loss=0.1404, top1-acc=96.81%, top5-acc=99.92%, remaining_time=0:00:09.544538, arrival_time=2021-04-10 02:32:46.793393, cost_time=0:00:12.208116 2021-04-10 02:32:38,338 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.49ms, fps=2351 images/s, loss=0.1398, top1-acc=96.84%, top5-acc=99.93%, remaining_time=0:00:08.422016, arrival_time=2021-04-10 02:32:46.760606, cost_time=0:00:13.297980 2021-04-10 02:32:39,431 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.1393, top1-acc=96.87%, top5-acc=99.92%, remaining_time=0:00:07.305870, arrival_time=2021-04-10 02:32:46.736865, cost_time=0:00:14.390363 2021-04-10 02:32:40,516 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.54ms, fps=2360 images/s, loss=0.1395, top1-acc=96.85%, top5-acc=99.92%, remaining_time=0:00:06.190240, arrival_time=2021-04-10 02:32:46.706573, cost_time=0:00:15.475668 2021-04-10 02:32:41,612 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.43ms, fps=2336 images/s, loss=0.1394, top1-acc=96.85%, top5-acc=99.92%, remaining_time=0:00:05.082126, arrival_time=2021-04-10 02:32:46.694924, cost_time=0:00:16.572180 2021-04-10 02:32:42,732 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.98ms, fps=2288 images/s, loss=0.1396, top1-acc=96.81%, top5-acc=99.92%, remaining_time=0:00:03.980556, arrival_time=2021-04-10 02:32:46.712572, cost_time=0:00:17.691370 2021-04-10 02:32:43,823 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=2.28ms, fps=2348 images/s, loss=0.1399, top1-acc=96.81%, top5-acc=99.93%, remaining_time=0:00:02.872610, arrival_time=2021-04-10 02:32:46.695765, cost_time=0:00:18.782413 2021-04-10 02:32:44,915 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.98ms, fps=2345 images/s, loss=0.1398, top1-acc=96.82%, top5-acc=99.92%, remaining_time=0:00:01.766672, arrival_time=2021-04-10 02:32:46.682270, cost_time=0:00:19.874988 2021-04-10 02:32:46,001 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.51ms, fps=2359 images/s, loss=0.1392, top1-acc=96.83%, top5-acc=99.93%, remaining_time=0:00:00.661914, arrival_time=2021-04-10 02:32:46.663197, cost_time=0:00:20.960690 2021-04-10 02:32:46,590 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.30ms, fps=2310 images/s, loss=0.1395, top1-acc=96.83%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:46.590465, cost_time=0:00:21.549881 2021-04-10 02:32:46,931 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.21ms, fps=7532 images/s, loss=1.3911, top1-acc=69.80%, top5-acc=89.96%, remaining_time=0:00:01.019610, arrival_time=2021-04-10 02:32:47.951107, cost_time=0:00:00.339866 2021-04-10 02:32:47,170 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.11ms, fps=10724 images/s, loss=1.3448, top1-acc=69.84%, top5-acc=90.39%, remaining_time=0:00:00.578920, arrival_time=2021-04-10 02:32:47.749485, cost_time=0:00:00.578921 2021-04-10 02:32:47,433 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=0.28ms, fps=9755 images/s, loss=1.3145, top1-acc=70.29%, top5-acc=90.81%, remaining_time=0:00:00.280570, arrival_time=2021-04-10 02:32:47.713974, cost_time=0:00:00.841713 2021-04-10 02:32:47,661 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.07ms, fps=10190 images/s, loss=1.3203, top1-acc=69.83%, top5-acc=90.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:47.661539, cost_time=0:00:01.069911 2021-04-10 02:32:47,761 INFO : Epoch=0185 complete, best val top1-acc=69.83%, top5-acc=90.65% (epoch=185), remaining_time=0:05:43.133985, arrival_time=2021-04-10 02:38:30.895329, cost_time=1:10:31.985878 2021-04-10 02:32:47,762 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 02:32:49,092 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=0.30ms, fps=1926 images/s, loss=0.1339, top1-acc=97.07%, top5-acc=99.88%, remaining_time=0:00:24.727212, arrival_time=2021-04-10 02:33:13.819634, cost_time=0:00:01.329418 2021-04-10 02:32:50,178 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.63ms, fps=2358 images/s, loss=0.1306, top1-acc=97.23%, top5-acc=99.92%, remaining_time=0:00:21.255872, arrival_time=2021-04-10 02:33:11.434294, cost_time=0:00:02.415442 2021-04-10 02:32:51,269 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.63ms, fps=2348 images/s, loss=0.1323, top1-acc=97.07%, top5-acc=99.92%, remaining_time=0:00:19.401914, arrival_time=2021-04-10 02:33:10.671277, cost_time=0:00:03.506382 2021-04-10 02:32:52,355 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.45ms, fps=2357 images/s, loss=0.1337, top1-acc=97.04%, top5-acc=99.91%, remaining_time=0:00:17.912388, arrival_time=2021-04-10 02:33:10.268299, cost_time=0:00:04.592928 2021-04-10 02:32:53,445 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.59ms, fps=2350 images/s, loss=0.1348, top1-acc=96.98%, top5-acc=99.91%, remaining_time=0:00:16.593630, arrival_time=2021-04-10 02:33:10.039502, cost_time=0:00:05.682774 2021-04-10 02:32:54,540 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=2.17ms, fps=2341 images/s, loss=0.1352, top1-acc=97.02%, top5-acc=99.92%, remaining_time=0:00:15.361336, arrival_time=2021-04-10 02:33:09.901424, cost_time=0:00:06.777038 2021-04-10 02:32:55,640 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.44ms, fps=2329 images/s, loss=0.1335, top1-acc=97.10%, top5-acc=99.92%, remaining_time=0:00:14.178528, arrival_time=2021-04-10 02:33:09.818485, cost_time=0:00:07.876980 2021-04-10 02:32:56,727 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.89ms, fps=2355 images/s, loss=0.1340, top1-acc=97.09%, top5-acc=99.93%, remaining_time=0:00:12.998380, arrival_time=2021-04-10 02:33:09.725805, cost_time=0:00:08.964401 2021-04-10 02:32:57,816 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=2.27ms, fps=2351 images/s, loss=0.1342, top1-acc=97.07%, top5-acc=99.93%, remaining_time=0:00:11.841048, arrival_time=2021-04-10 02:33:09.657796, cost_time=0:00:10.053734 2021-04-10 02:32:58,906 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.58ms, fps=2352 images/s, loss=0.1345, top1-acc=97.01%, top5-acc=99.94%, remaining_time=0:00:10.697184, arrival_time=2021-04-10 02:33:09.603178, cost_time=0:00:11.142935 2021-04-10 02:33:00,002 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=2.08ms, fps=2336 images/s, loss=0.1333, top1-acc=97.05%, top5-acc=99.94%, remaining_time=0:00:09.569134, arrival_time=2021-04-10 02:33:09.571847, cost_time=0:00:12.239638 2021-04-10 02:33:01,090 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.47ms, fps=2355 images/s, loss=0.1329, top1-acc=97.06%, top5-acc=99.94%, remaining_time=0:00:08.440788, arrival_time=2021-04-10 02:33:09.531401, cost_time=0:00:13.327562 2021-04-10 02:33:02,177 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.74ms, fps=2356 images/s, loss=0.1325, top1-acc=97.09%, top5-acc=99.93%, remaining_time=0:00:07.318278, arrival_time=2021-04-10 02:33:09.496143, cost_time=0:00:14.414800 2021-04-10 02:33:03,270 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=2.31ms, fps=2345 images/s, loss=0.1330, top1-acc=97.06%, top5-acc=99.93%, remaining_time=0:00:06.202840, arrival_time=2021-04-10 02:33:09.473063, cost_time=0:00:15.507119 2021-04-10 02:33:04,365 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=2.03ms, fps=2340 images/s, loss=0.1332, top1-acc=97.06%, top5-acc=99.93%, remaining_time=0:00:05.091372, arrival_time=2021-04-10 02:33:09.456719, cost_time=0:00:16.602356 2021-04-10 02:33:05,456 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=2.16ms, fps=2348 images/s, loss=0.1337, top1-acc=97.04%, top5-acc=99.93%, remaining_time=0:00:03.980952, arrival_time=2021-04-10 02:33:09.437254, cost_time=0:00:17.693169 2021-04-10 02:33:06,555 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.67ms, fps=2331 images/s, loss=0.1337, top1-acc=97.04%, top5-acc=99.94%, remaining_time=0:00:02.874170, arrival_time=2021-04-10 02:33:09.429767, cost_time=0:00:18.792573 2021-04-10 02:33:07,659 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.60ms, fps=2322 images/s, loss=0.1338, top1-acc=97.03%, top5-acc=99.94%, remaining_time=0:00:01.768512, arrival_time=2021-04-10 02:33:09.427433, cost_time=0:00:19.895786 2021-04-10 02:33:08,760 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.33ms, fps=2325 images/s, loss=0.1338, top1-acc=97.04%, top5-acc=99.94%, remaining_time=0:00:00.663090, arrival_time=2021-04-10 02:33:09.423943, cost_time=0:00:20.997757 2021-04-10 02:33:09,347 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.31ms, fps=2321 images/s, loss=0.1342, top1-acc=97.03%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:09.347642, cost_time=0:00:21.584671 2021-04-10 02:33:09,692 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.23ms, fps=7447 images/s, loss=1.2405, top1-acc=70.98%, top5-acc=91.45%, remaining_time=0:00:01.031220, arrival_time=2021-04-10 02:33:10.723902, cost_time=0:00:00.343739 2021-04-10 02:33:09,926 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=0.19ms, fps=10957 images/s, loss=1.2792, top1-acc=70.53%, top5-acc=90.94%, remaining_time=0:00:00.577880, arrival_time=2021-04-10 02:33:10.504707, cost_time=0:00:00.577881 2021-04-10 02:33:10,163 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=0.21ms, fps=10823 images/s, loss=1.3088, top1-acc=70.29%, top5-acc=90.83%, remaining_time=0:00:00.271620, arrival_time=2021-04-10 02:33:10.435368, cost_time=0:00:00.814874 2021-04-10 02:33:10,378 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.07ms, fps=10833 images/s, loss=1.3347, top1-acc=69.84%, top5-acc=90.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:10.378278, cost_time=0:00:01.029407 2021-04-10 02:33:10,487 INFO : Epoch=0186 complete, best val top1-acc=69.84%, top5-acc=90.74% (epoch=186), remaining_time=0:05:20.247144, arrival_time=2021-04-10 02:38:30.734603, cost_time=1:10:54.712018 2021-04-10 02:33:10,488 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 02:33:11,789 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=0.44ms, fps=1968 images/s, loss=0.1230, top1-acc=97.34%, top5-acc=99.92%, remaining_time=0:00:24.194508, arrival_time=2021-04-10 02:33:35.983797, cost_time=0:00:01.300780 2021-04-10 02:33:12,884 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.64ms, fps=2339 images/s, loss=0.1284, top1-acc=97.07%, top5-acc=99.90%, remaining_time=0:00:21.085152, arrival_time=2021-04-10 02:33:33.969798, cost_time=0:00:02.396043 2021-04-10 02:33:13,976 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.64ms, fps=2347 images/s, loss=0.1275, top1-acc=97.21%, top5-acc=99.93%, remaining_time=0:00:19.300488, arrival_time=2021-04-10 02:33:33.276913, cost_time=0:00:03.488035 2021-04-10 02:33:15,078 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.51ms, fps=2323 images/s, loss=0.1298, top1-acc=97.08%, top5-acc=99.93%, remaining_time=0:00:17.902404, arrival_time=2021-04-10 02:33:32.981246, cost_time=0:00:04.590372 2021-04-10 02:33:16,195 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=2.03ms, fps=2294 images/s, loss=0.1312, top1-acc=97.02%, top5-acc=99.93%, remaining_time=0:00:16.664148, arrival_time=2021-04-10 02:33:32.859575, cost_time=0:00:05.706923 2021-04-10 02:33:17,284 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.84ms, fps=2352 images/s, loss=0.1300, top1-acc=97.07%, top5-acc=99.93%, remaining_time=0:00:15.404448, arrival_time=2021-04-10 02:33:32.688904, cost_time=0:00:06.796081 2021-04-10 02:33:18,379 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=2.34ms, fps=2339 images/s, loss=0.1307, top1-acc=97.06%, top5-acc=99.93%, remaining_time=0:00:14.203602, arrival_time=2021-04-10 02:33:32.583009, cost_time=0:00:07.890865 2021-04-10 02:33:19,463 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.70ms, fps=2364 images/s, loss=0.1307, top1-acc=97.10%, top5-acc=99.93%, remaining_time=0:00:13.013692, arrival_time=2021-04-10 02:33:32.477012, cost_time=0:00:08.974954 2021-04-10 02:33:20,555 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.63ms, fps=2345 images/s, loss=0.1295, top1-acc=97.12%, top5-acc=99.93%, remaining_time=0:00:11.856736, arrival_time=2021-04-10 02:33:32.412309, cost_time=0:00:10.067046 2021-04-10 02:33:21,644 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.42ms, fps=2354 images/s, loss=0.1299, top1-acc=97.11%, top5-acc=99.93%, remaining_time=0:00:10.709376, arrival_time=2021-04-10 02:33:32.353369, cost_time=0:00:11.155599 2021-04-10 02:33:22,730 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.55ms, fps=2357 images/s, loss=0.1305, top1-acc=97.08%, top5-acc=99.93%, remaining_time=0:00:09.571112, arrival_time=2021-04-10 02:33:32.301629, cost_time=0:00:12.242138 2021-04-10 02:33:23,828 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.97ms, fps=2333 images/s, loss=0.1310, top1-acc=97.05%, top5-acc=99.93%, remaining_time=0:00:08.448616, arrival_time=2021-04-10 02:33:32.277047, cost_time=0:00:13.339973 2021-04-10 02:33:24,917 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=2.01ms, fps=2353 images/s, loss=0.1314, top1-acc=97.03%, top5-acc=99.93%, remaining_time=0:00:07.325274, arrival_time=2021-04-10 02:33:32.242229, cost_time=0:00:14.428536 2021-04-10 02:33:26,011 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=2.19ms, fps=2340 images/s, loss=0.1320, top1-acc=97.01%, top5-acc=99.92%, remaining_time=0:00:06.209336, arrival_time=2021-04-10 02:33:32.221166, cost_time=0:00:15.523374 2021-04-10 02:33:27,113 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=2.36ms, fps=2325 images/s, loss=0.1323, top1-acc=96.98%, top5-acc=99.93%, remaining_time=0:00:05.098364, arrival_time=2021-04-10 02:33:32.211843, cost_time=0:00:16.625038 2021-04-10 02:33:28,231 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=4.75ms, fps=2290 images/s, loss=0.1324, top1-acc=96.99%, top5-acc=99.93%, remaining_time=0:00:03.992256, arrival_time=2021-04-10 02:33:32.224115, cost_time=0:00:17.743376 2021-04-10 02:33:29,326 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.62ms, fps=2340 images/s, loss=0.1327, top1-acc=97.00%, top5-acc=99.93%, remaining_time=0:00:02.881138, arrival_time=2021-04-10 02:33:32.207809, cost_time=0:00:18.838206 2021-04-10 02:33:30,415 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.51ms, fps=2353 images/s, loss=0.1328, top1-acc=97.00%, top5-acc=99.93%, remaining_time=0:00:01.771296, arrival_time=2021-04-10 02:33:32.186918, cost_time=0:00:19.927100 2021-04-10 02:33:31,516 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.29ms, fps=2328 images/s, loss=0.1329, top1-acc=96.99%, top5-acc=99.93%, remaining_time=0:00:00.664026, arrival_time=2021-04-10 02:33:32.179984, cost_time=0:00:21.027498 2021-04-10 02:33:32,096 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.33ms, fps=2346 images/s, loss=0.1335, top1-acc=96.98%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:32.096320, cost_time=0:00:21.607953 2021-04-10 02:33:32,455 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=8.29ms, fps=7152 images/s, loss=1.2787, top1-acc=69.18%, top5-acc=91.02%, remaining_time=0:00:01.073760, arrival_time=2021-04-10 02:33:33.529388, cost_time=0:00:00.357916 2021-04-10 02:33:32,699 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=2.57ms, fps=10529 images/s, loss=1.2952, top1-acc=69.73%, top5-acc=90.84%, remaining_time=0:00:00.601840, arrival_time=2021-04-10 02:33:33.301282, cost_time=0:00:00.601835 2021-04-10 02:33:32,942 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.22ms, fps=10546 images/s, loss=1.3058, top1-acc=70.12%, top5-acc=90.78%, remaining_time=0:00:00.281680, arrival_time=2021-04-10 02:33:33.224356, cost_time=0:00:00.845050 2021-04-10 02:33:33,175 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.10ms, fps=9998 images/s, loss=1.3136, top1-acc=69.90%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:33.175209, cost_time=0:00:01.077622 2021-04-10 02:33:33,274 INFO : Epoch=0187 complete, best val top1-acc=69.90%, top5-acc=90.76% (epoch=187), remaining_time=0:04:57.366212, arrival_time=2021-04-10 02:38:30.640256, cost_time=1:11:17.498606 2021-04-10 02:33:33,274 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 02:33:34,539 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=0.31ms, fps=2025 images/s, loss=0.1282, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:23.517654, arrival_time=2021-04-10 02:33:58.057102, cost_time=0:00:01.264387 2021-04-10 02:33:35,628 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.92ms, fps=2353 images/s, loss=0.1322, top1-acc=97.11%, top5-acc=99.98%, remaining_time=0:00:20.710272, arrival_time=2021-04-10 02:33:56.338704, cost_time=0:00:02.353442 2021-04-10 02:33:36,734 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.52ms, fps=2316 images/s, loss=0.1289, top1-acc=97.27%, top5-acc=99.96%, remaining_time=0:00:19.142788, arrival_time=2021-04-10 02:33:55.877368, cost_time=0:00:03.459526 2021-04-10 02:33:37,832 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.77ms, fps=2334 images/s, loss=0.1312, top1-acc=97.12%, top5-acc=99.97%, remaining_time=0:00:17.774172, arrival_time=2021-04-10 02:33:55.606579, cost_time=0:00:04.557487 2021-04-10 02:33:38,935 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=2.44ms, fps=2323 images/s, loss=0.1304, top1-acc=97.12%, top5-acc=99.97%, remaining_time=0:00:16.527200, arrival_time=2021-04-10 02:33:55.462202, cost_time=0:00:05.660002 2021-04-10 02:33:40,033 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.50ms, fps=2333 images/s, loss=0.1314, top1-acc=97.12%, top5-acc=99.95%, remaining_time=0:00:15.318496, arrival_time=2021-04-10 02:33:55.351585, cost_time=0:00:06.758142 2021-04-10 02:33:41,132 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=2.14ms, fps=2330 images/s, loss=0.1303, top1-acc=97.19%, top5-acc=99.96%, remaining_time=0:00:14.143374, arrival_time=2021-04-10 02:33:55.275832, cost_time=0:00:07.857462 2021-04-10 02:33:42,229 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.63ms, fps=2335 images/s, loss=0.1301, top1-acc=97.22%, top5-acc=99.95%, remaining_time=0:00:12.984112, arrival_time=2021-04-10 02:33:55.213612, cost_time=0:00:08.954543 2021-04-10 02:33:43,329 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.58ms, fps=2330 images/s, loss=0.1298, top1-acc=97.20%, top5-acc=99.95%, remaining_time=0:00:11.841578, arrival_time=2021-04-10 02:33:55.170703, cost_time=0:00:10.054132 2021-04-10 02:33:44,424 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.61ms, fps=2340 images/s, loss=0.1293, top1-acc=97.21%, top5-acc=99.95%, remaining_time=0:00:10.703136, arrival_time=2021-04-10 02:33:55.127106, cost_time=0:00:11.149065 2021-04-10 02:33:45,522 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=2.02ms, fps=2332 images/s, loss=0.1302, top1-acc=97.21%, top5-acc=99.94%, remaining_time=0:00:09.575240, arrival_time=2021-04-10 02:33:55.097616, cost_time=0:00:12.247382 2021-04-10 02:33:46,615 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.92ms, fps=2344 images/s, loss=0.1302, top1-acc=97.21%, top5-acc=99.94%, remaining_time=0:00:08.448768, arrival_time=2021-04-10 02:33:55.063837, cost_time=0:00:13.340147 2021-04-10 02:33:47,697 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.60ms, fps=2365 images/s, loss=0.1305, top1-acc=97.21%, top5-acc=99.94%, remaining_time=0:00:07.322370, arrival_time=2021-04-10 02:33:55.020216, cost_time=0:00:14.422903 2021-04-10 02:33:48,786 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.51ms, fps=2352 images/s, loss=0.1307, top1-acc=97.20%, top5-acc=99.94%, remaining_time=0:00:06.204688, arrival_time=2021-04-10 02:33:54.991507, cost_time=0:00:15.511767 2021-04-10 02:33:49,876 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.55ms, fps=2351 images/s, loss=0.1312, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:05.091096, arrival_time=2021-04-10 02:33:54.967526, cost_time=0:00:16.601472 2021-04-10 02:33:50,978 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.41ms, fps=2325 images/s, loss=0.1307, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:03.983184, arrival_time=2021-04-10 02:33:54.961163, cost_time=0:00:17.703034 2021-04-10 02:33:52,081 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=2.11ms, fps=2322 images/s, loss=0.1308, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:02.876198, arrival_time=2021-04-10 02:33:54.957202, cost_time=0:00:18.805950 2021-04-10 02:33:53,164 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.49ms, fps=2364 images/s, loss=0.1306, top1-acc=97.19%, top5-acc=99.95%, remaining_time=0:00:01.767968, arrival_time=2021-04-10 02:33:54.932528, cost_time=0:00:19.889584 2021-04-10 02:33:54,254 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.32ms, fps=2351 images/s, loss=0.1309, top1-acc=97.19%, top5-acc=99.94%, remaining_time=0:00:00.662508, arrival_time=2021-04-10 02:33:54.916789, cost_time=0:00:20.979388 2021-04-10 02:33:54,838 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.39ms, fps=2330 images/s, loss=0.1311, top1-acc=97.18%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:54.838330, cost_time=0:00:21.563439 2021-04-10 02:33:55,163 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=2.41ms, fps=7914 images/s, loss=1.3288, top1-acc=70.78%, top5-acc=90.62%, remaining_time=0:00:00.970380, arrival_time=2021-04-10 02:33:56.133396, cost_time=0:00:00.323456 2021-04-10 02:33:55,416 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=2.51ms, fps=10115 images/s, loss=1.3127, top1-acc=70.66%, top5-acc=90.41%, remaining_time=0:00:00.577200, arrival_time=2021-04-10 02:33:55.993882, cost_time=0:00:00.577194 2021-04-10 02:33:55,694 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=22.14ms, fps=9251 images/s, loss=1.3236, top1-acc=70.23%, top5-acc=90.56%, remaining_time=0:00:00.284790, arrival_time=2021-04-10 02:33:55.978785, cost_time=0:00:00.854380 2021-04-10 02:33:55,929 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.07ms, fps=9897 images/s, loss=1.3656, top1-acc=70.04%, top5-acc=90.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:55.929090, cost_time=0:00:01.089604 2021-04-10 02:33:56,035 INFO : Epoch=0188 complete, best val top1-acc=70.04%, top5-acc=90.75% (epoch=188), remaining_time=0:04:34.484652, arrival_time=2021-04-10 02:38:30.519610, cost_time=1:11:40.259487 2021-04-10 02:33:56,036 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 02:33:57,326 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=2.59ms, fps=1984 images/s, loss=0.1292, top1-acc=97.03%, top5-acc=99.92%, remaining_time=0:00:23.995488, arrival_time=2021-04-10 02:34:21.322044, cost_time=0:00:01.290081 2021-04-10 02:33:58,413 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=2.65ms, fps=2357 images/s, loss=0.1309, top1-acc=97.05%, top5-acc=99.92%, remaining_time=0:00:20.917776, arrival_time=2021-04-10 02:34:19.331473, cost_time=0:00:02.377024 2021-04-10 02:33:59,516 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.51ms, fps=2324 images/s, loss=0.1313, top1-acc=97.15%, top5-acc=99.90%, remaining_time=0:00:19.255170, arrival_time=2021-04-10 02:34:18.771349, cost_time=0:00:03.479839 2021-04-10 02:34:00,608 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.55ms, fps=2346 images/s, loss=0.1293, top1-acc=97.23%, top5-acc=99.91%, remaining_time=0:00:17.829240, arrival_time=2021-04-10 02:34:18.437266, cost_time=0:00:04.571610 2021-04-10 02:34:01,699 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.93ms, fps=2347 images/s, loss=0.1294, top1-acc=97.20%, top5-acc=99.93%, remaining_time=0:00:16.535960, arrival_time=2021-04-10 02:34:18.235445, cost_time=0:00:05.663007 2021-04-10 02:34:02,797 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.55ms, fps=2334 images/s, loss=0.1291, top1-acc=97.17%, top5-acc=99.94%, remaining_time=0:00:15.324344, arrival_time=2021-04-10 02:34:18.121747, cost_time=0:00:06.760763 2021-04-10 02:34:03,893 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=4.67ms, fps=2339 images/s, loss=0.1301, top1-acc=97.14%, top5-acc=99.93%, remaining_time=0:00:14.141988, arrival_time=2021-04-10 02:34:18.035021, cost_time=0:00:07.856656 2021-04-10 02:34:04,992 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.10ms, fps=2330 images/s, loss=0.1299, top1-acc=97.16%, top5-acc=99.93%, remaining_time=0:00:12.986200, arrival_time=2021-04-10 02:34:17.978591, cost_time=0:00:08.955987 2021-04-10 02:34:06,092 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=2.10ms, fps=2328 images/s, loss=0.1287, top1-acc=97.14%, top5-acc=99.93%, remaining_time=0:00:11.844228, arrival_time=2021-04-10 02:34:17.937003, cost_time=0:00:10.056443 2021-04-10 02:34:07,180 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.58ms, fps=2355 images/s, loss=0.1283, top1-acc=97.13%, top5-acc=99.93%, remaining_time=0:00:10.698432, arrival_time=2021-04-10 02:34:17.879026, cost_time=0:00:11.144179 2021-04-10 02:34:08,264 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.44ms, fps=2363 images/s, loss=0.1290, top1-acc=97.11%, top5-acc=99.93%, remaining_time=0:00:09.560362, arrival_time=2021-04-10 02:34:17.825072, cost_time=0:00:12.228380 2021-04-10 02:34:09,344 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.56ms, fps=2371 images/s, loss=0.1283, top1-acc=97.14%, top5-acc=99.92%, remaining_time=0:00:08.428628, arrival_time=2021-04-10 02:34:17.773369, cost_time=0:00:13.308418 2021-04-10 02:34:10,437 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.60ms, fps=2344 images/s, loss=0.1284, top1-acc=97.13%, top5-acc=99.92%, remaining_time=0:00:07.311348, arrival_time=2021-04-10 02:34:17.748881, cost_time=0:00:14.401126 2021-04-10 02:34:11,530 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=2.23ms, fps=2344 images/s, loss=0.1288, top1-acc=97.13%, top5-acc=99.92%, remaining_time=0:00:06.197576, arrival_time=2021-04-10 02:34:17.727865, cost_time=0:00:15.493927 2021-04-10 02:34:12,616 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.54ms, fps=2358 images/s, loss=0.1282, top1-acc=97.15%, top5-acc=99.92%, remaining_time=0:00:05.084564, arrival_time=2021-04-10 02:34:17.700978, cost_time=0:00:16.580043 2021-04-10 02:34:13,712 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.81ms, fps=2338 images/s, loss=0.1282, top1-acc=97.16%, top5-acc=99.92%, remaining_time=0:00:03.977064, arrival_time=2021-04-10 02:34:17.689331, cost_time=0:00:17.675836 2021-04-10 02:34:14,801 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.56ms, fps=2353 images/s, loss=0.1290, top1-acc=97.13%, top5-acc=99.93%, remaining_time=0:00:02.869880, arrival_time=2021-04-10 02:34:17.670854, cost_time=0:00:18.764608 2021-04-10 02:34:15,891 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.62ms, fps=2349 images/s, loss=0.1294, top1-acc=97.11%, top5-acc=99.93%, remaining_time=0:00:01.764896, arrival_time=2021-04-10 02:34:17.656231, cost_time=0:00:19.855018 2021-04-10 02:34:16,988 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.34ms, fps=2335 images/s, loss=0.1291, top1-acc=97.13%, top5-acc=99.93%, remaining_time=0:00:00.661644, arrival_time=2021-04-10 02:34:17.650089, cost_time=0:00:20.952006 2021-04-10 02:34:17,572 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.54ms, fps=2333 images/s, loss=0.1293, top1-acc=97.14%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:17.571983, cost_time=0:00:21.535661 2021-04-10 02:34:17,908 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=9.23ms, fps=7635 images/s, loss=1.3237, top1-acc=70.55%, top5-acc=90.98%, remaining_time=0:00:01.005840, arrival_time=2021-04-10 02:34:18.914307, cost_time=0:00:00.335279 2021-04-10 02:34:18,168 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=0.27ms, fps=9877 images/s, loss=1.3241, top1-acc=69.63%, top5-acc=91.04%, remaining_time=0:00:00.594840, arrival_time=2021-04-10 02:34:18.762912, cost_time=0:00:00.594848 2021-04-10 02:34:18,411 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=5.93ms, fps=10541 images/s, loss=1.3361, top1-acc=69.73%, top5-acc=90.74%, remaining_time=0:00:00.279370, arrival_time=2021-04-10 02:34:18.690667, cost_time=0:00:00.838114 2021-04-10 02:34:18,625 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.09ms, fps=10859 images/s, loss=1.3469, top1-acc=69.85%, top5-acc=90.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:18.625286, cost_time=0:00:01.052100 2021-04-10 02:34:18,671 INFO : Epoch=0189 complete, best val top1-acc=70.04%, top5-acc=90.75% (epoch=188), remaining_time=0:04:11.597115, arrival_time=2021-04-10 02:38:30.268436, cost_time=1:12:02.895906 2021-04-10 02:34:18,672 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 02:34:19,973 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=0.62ms, fps=1967 images/s, loss=0.1258, top1-acc=97.50%, top5-acc=99.96%, remaining_time=0:00:24.206412, arrival_time=2021-04-10 02:34:44.180152, cost_time=0:00:01.301425 2021-04-10 02:34:21,071 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.97ms, fps=2334 images/s, loss=0.1280, top1-acc=97.25%, top5-acc=99.94%, remaining_time=0:00:21.113664, arrival_time=2021-04-10 02:34:42.185219, cost_time=0:00:02.399281 2021-04-10 02:34:22,164 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=2.24ms, fps=2345 images/s, loss=0.1271, top1-acc=97.30%, top5-acc=99.93%, remaining_time=0:00:19.322566, arrival_time=2021-04-10 02:34:41.487089, cost_time=0:00:03.492022 2021-04-10 02:34:23,259 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.63ms, fps=2341 images/s, loss=0.1230, top1-acc=97.47%, top5-acc=99.94%, remaining_time=0:00:17.888520, arrival_time=2021-04-10 02:34:41.147517, cost_time=0:00:04.586792 2021-04-10 02:34:24,361 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.92ms, fps=2324 images/s, loss=0.1237, top1-acc=97.45%, top5-acc=99.95%, remaining_time=0:00:16.612464, arrival_time=2021-04-10 02:34:40.973923, cost_time=0:00:05.689218 2021-04-10 02:34:25,449 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.53ms, fps=2354 images/s, loss=0.1229, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:15.362424, arrival_time=2021-04-10 02:34:40.812111, cost_time=0:00:06.777541 2021-04-10 02:34:26,548 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.67ms, fps=2332 images/s, loss=0.1228, top1-acc=97.52%, top5-acc=99.96%, remaining_time=0:00:14.176512, arrival_time=2021-04-10 02:34:40.724653, cost_time=0:00:07.875847 2021-04-10 02:34:27,641 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=2.21ms, fps=2343 images/s, loss=0.1237, top1-acc=97.48%, top5-acc=99.96%, remaining_time=0:00:13.005688, arrival_time=2021-04-10 02:34:40.647261, cost_time=0:00:08.969417 2021-04-10 02:34:28,729 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=2.30ms, fps=2355 images/s, loss=0.1235, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:11.844546, arrival_time=2021-04-10 02:34:40.573567, cost_time=0:00:10.056709 2021-04-10 02:34:29,821 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.59ms, fps=2346 images/s, loss=0.1234, top1-acc=97.50%, top5-acc=99.95%, remaining_time=0:00:10.702944, arrival_time=2021-04-10 02:34:40.524021, cost_time=0:00:11.148924 2021-04-10 02:34:30,934 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.65ms, fps=2301 images/s, loss=0.1233, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:09.586592, arrival_time=2021-04-10 02:34:40.520881, cost_time=0:00:12.261968 2021-04-10 02:34:32,033 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=2.00ms, fps=2331 images/s, loss=0.1233, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:08.461992, arrival_time=2021-04-10 02:34:40.495159, cost_time=0:00:13.360995 2021-04-10 02:34:33,131 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=2.08ms, fps=2332 images/s, loss=0.1240, top1-acc=97.53%, top5-acc=99.94%, remaining_time=0:00:07.340850, arrival_time=2021-04-10 02:34:40.472261, cost_time=0:00:14.459211 2021-04-10 02:34:34,223 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.75ms, fps=2347 images/s, loss=0.1235, top1-acc=97.55%, top5-acc=99.94%, remaining_time=0:00:06.220256, arrival_time=2021-04-10 02:34:40.443293, cost_time=0:00:15.550680 2021-04-10 02:34:35,314 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.58ms, fps=2347 images/s, loss=0.1228, top1-acc=97.59%, top5-acc=99.94%, remaining_time=0:00:05.103700, arrival_time=2021-04-10 02:34:40.418367, cost_time=0:00:16.642463 2021-04-10 02:34:36,412 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=2.52ms, fps=2333 images/s, loss=0.1226, top1-acc=97.58%, top5-acc=99.95%, remaining_time=0:00:03.991608, arrival_time=2021-04-10 02:34:40.404387, cost_time=0:00:17.740524 2021-04-10 02:34:37,507 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.49ms, fps=2340 images/s, loss=0.1221, top1-acc=97.58%, top5-acc=99.95%, remaining_time=0:00:02.880696, arrival_time=2021-04-10 02:34:40.388265, cost_time=0:00:18.835330 2021-04-10 02:34:38,601 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.60ms, fps=2343 images/s, loss=0.1232, top1-acc=97.52%, top5-acc=99.94%, remaining_time=0:00:01.771456, arrival_time=2021-04-10 02:34:40.372601, cost_time=0:00:19.928903 2021-04-10 02:34:39,691 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.37ms, fps=2349 images/s, loss=0.1235, top1-acc=97.51%, top5-acc=99.94%, remaining_time=0:00:00.663774, arrival_time=2021-04-10 02:34:40.355470, cost_time=0:00:21.019433 2021-04-10 02:34:40,277 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.49ms, fps=2324 images/s, loss=0.1240, top1-acc=97.50%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:40.277672, cost_time=0:00:21.605531 2021-04-10 02:34:40,631 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=3.11ms, fps=7266 images/s, loss=1.2291, top1-acc=69.73%, top5-acc=91.95%, remaining_time=0:00:01.056960, arrival_time=2021-04-10 02:34:41.688124, cost_time=0:00:00.352325 2021-04-10 02:34:40,864 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=0.40ms, fps=11011 images/s, loss=1.2828, top1-acc=70.21%, top5-acc=90.84%, remaining_time=0:00:00.585160, arrival_time=2021-04-10 02:34:41.449201, cost_time=0:00:00.585160 2021-04-10 02:34:41,118 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=5.11ms, fps=10085 images/s, loss=1.3014, top1-acc=70.14%, top5-acc=90.77%, remaining_time=0:00:00.279830, arrival_time=2021-04-10 02:34:41.398302, cost_time=0:00:00.839478 2021-04-10 02:34:41,335 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.05ms, fps=10743 images/s, loss=1.3289, top1-acc=69.84%, top5-acc=90.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:41.335024, cost_time=0:00:01.056210 2021-04-10 02:34:41,377 INFO : Epoch=0190 complete, best val top1-acc=70.04%, top5-acc=90.75% (epoch=188), remaining_time=0:03:48.715920, arrival_time=2021-04-10 02:38:30.093869, cost_time=1:12:25.602530 2021-04-10 02:34:41,378 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 02:34:42,655 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.91ms, fps=2006 images/s, loss=0.1219, top1-acc=97.54%, top5-acc=99.92%, remaining_time=0:00:23.732112, arrival_time=2021-04-10 02:35:06.387019, cost_time=0:00:01.275922 2021-04-10 02:34:43,751 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.52ms, fps=2336 images/s, loss=0.1222, top1-acc=97.48%, top5-acc=99.92%, remaining_time=0:00:20.879584, arrival_time=2021-04-10 02:35:04.631204, cost_time=0:00:02.372688 2021-04-10 02:34:44,843 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.62ms, fps=2346 images/s, loss=0.1229, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:19.171672, arrival_time=2021-04-10 02:35:04.015247, cost_time=0:00:03.464757 2021-04-10 02:34:45,949 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.59ms, fps=2316 images/s, loss=0.1196, top1-acc=97.60%, top5-acc=99.95%, remaining_time=0:00:17.825496, arrival_time=2021-04-10 02:35:03.775010, cost_time=0:00:04.570628 2021-04-10 02:34:47,043 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=2.17ms, fps=2342 images/s, loss=0.1205, top1-acc=97.57%, top5-acc=99.95%, remaining_time=0:00:16.540632, arrival_time=2021-04-10 02:35:03.584128, cost_time=0:00:05.664609 2021-04-10 02:34:48,137 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.50ms, fps=2342 images/s, loss=0.1203, top1-acc=97.60%, top5-acc=99.95%, remaining_time=0:00:15.318632, arrival_time=2021-04-10 02:35:03.455761, cost_time=0:00:06.758244 2021-04-10 02:34:49,238 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=2.11ms, fps=2326 images/s, loss=0.1205, top1-acc=97.56%, top5-acc=99.96%, remaining_time=0:00:14.147280, arrival_time=2021-04-10 02:35:03.385803, cost_time=0:00:07.859612 2021-04-10 02:34:50,340 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=2.16ms, fps=2325 images/s, loss=0.1205, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:12.993972, arrival_time=2021-04-10 02:35:03.334247, cost_time=0:00:08.961386 2021-04-10 02:34:51,432 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=2.04ms, fps=2345 images/s, loss=0.1204, top1-acc=97.58%, top5-acc=99.95%, remaining_time=0:00:11.840942, arrival_time=2021-04-10 02:35:03.273353, cost_time=0:00:10.053605 2021-04-10 02:34:52,524 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.61ms, fps=2346 images/s, loss=0.1209, top1-acc=97.58%, top5-acc=99.95%, remaining_time=0:00:10.699680, arrival_time=2021-04-10 02:35:03.224051, cost_time=0:00:11.145500 2021-04-10 02:34:53,622 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=2.18ms, fps=2333 images/s, loss=0.1207, top1-acc=97.63%, top5-acc=99.95%, remaining_time=0:00:09.572058, arrival_time=2021-04-10 02:35:03.194228, cost_time=0:00:12.243372 2021-04-10 02:34:54,715 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.47ms, fps=2343 images/s, loss=0.1206, top1-acc=97.61%, top5-acc=99.95%, remaining_time=0:00:08.446488, arrival_time=2021-04-10 02:35:03.161877, cost_time=0:00:13.336510 2021-04-10 02:34:55,805 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.80ms, fps=2351 images/s, loss=0.1215, top1-acc=97.57%, top5-acc=99.95%, remaining_time=0:00:07.324152, arrival_time=2021-04-10 02:35:03.129282, cost_time=0:00:14.426296 2021-04-10 02:34:56,913 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.51ms, fps=2310 images/s, loss=0.1219, top1-acc=97.55%, top5-acc=99.95%, remaining_time=0:00:06.213984, arrival_time=2021-04-10 02:35:03.127847, cost_time=0:00:15.534979 2021-04-10 02:34:58,009 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=2.27ms, fps=2337 images/s, loss=0.1219, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:05.100204, arrival_time=2021-04-10 02:35:03.110081, cost_time=0:00:16.631032 2021-04-10 02:34:59,115 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=10.45ms, fps=2318 images/s, loss=0.1218, top1-acc=97.55%, top5-acc=99.94%, remaining_time=0:00:03.990600, arrival_time=2021-04-10 02:35:03.105521, cost_time=0:00:17.735991 2021-04-10 02:35:00,205 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.55ms, fps=2350 images/s, loss=0.1219, top1-acc=97.55%, top5-acc=99.94%, remaining_time=0:00:02.879318, arrival_time=2021-04-10 02:35:03.084524, cost_time=0:00:18.826355 2021-04-10 02:35:01,292 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.44ms, fps=2357 images/s, loss=0.1221, top1-acc=97.52%, top5-acc=99.93%, remaining_time=0:00:01.770064, arrival_time=2021-04-10 02:35:03.062149, cost_time=0:00:19.913282 2021-04-10 02:35:02,388 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.33ms, fps=2337 images/s, loss=0.1229, top1-acc=97.48%, top5-acc=99.93%, remaining_time=0:00:00.663450, arrival_time=2021-04-10 02:35:03.051664, cost_time=0:00:21.009340 2021-04-10 02:35:02,974 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.42ms, fps=2324 images/s, loss=0.1229, top1-acc=97.50%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:02.974086, cost_time=0:00:21.595297 2021-04-10 02:35:03,317 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.40ms, fps=7491 images/s, loss=1.3645, top1-acc=69.06%, top5-acc=91.33%, remaining_time=0:00:01.025220, arrival_time=2021-04-10 02:35:04.342184, cost_time=0:00:00.341738 2021-04-10 02:35:03,552 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=0.28ms, fps=10909 images/s, loss=1.3328, top1-acc=70.25%, top5-acc=90.98%, remaining_time=0:00:00.576860, arrival_time=2021-04-10 02:35:04.128941, cost_time=0:00:00.576852 2021-04-10 02:35:03,801 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=0.30ms, fps=10264 images/s, loss=1.3180, top1-acc=70.56%, top5-acc=90.91%, remaining_time=0:00:00.275570, arrival_time=2021-04-10 02:35:04.077481, cost_time=0:00:00.826714 2021-04-10 02:35:04,021 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.05ms, fps=10593 images/s, loss=1.3300, top1-acc=69.91%, top5-acc=90.70%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:04.021258, cost_time=0:00:01.046083 2021-04-10 02:35:04,062 INFO : Epoch=0191 complete, best val top1-acc=70.04%, top5-acc=90.75% (epoch=188), remaining_time=0:03:25.835526, arrival_time=2021-04-10 02:38:29.898196, cost_time=1:12:48.287257 2021-04-10 02:35:04,063 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 02:35:05,365 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=0.60ms, fps=1966 images/s, loss=0.1155, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:24.217386, arrival_time=2021-04-10 02:35:29.582978, cost_time=0:00:01.302008 2021-04-10 02:35:06,455 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.53ms, fps=2350 images/s, loss=0.1170, top1-acc=97.32%, top5-acc=99.98%, remaining_time=0:00:21.049600, arrival_time=2021-04-10 02:35:27.505191, cost_time=0:00:02.392006 2021-04-10 02:35:07,550 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.55ms, fps=2339 images/s, loss=0.1179, top1-acc=97.42%, top5-acc=99.97%, remaining_time=0:00:19.295176, arrival_time=2021-04-10 02:35:26.845944, cost_time=0:00:03.487088 2021-04-10 02:35:08,642 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.39ms, fps=2347 images/s, loss=0.1179, top1-acc=97.51%, top5-acc=99.94%, remaining_time=0:00:17.857476, arrival_time=2021-04-10 02:35:26.499821, cost_time=0:00:04.578846 2021-04-10 02:35:09,737 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=2.08ms, fps=2340 images/s, loss=0.1187, top1-acc=97.55%, top5-acc=99.95%, remaining_time=0:00:16.566328, arrival_time=2021-04-10 02:35:26.303356, cost_time=0:00:05.673386 2021-04-10 02:35:10,826 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.54ms, fps=2352 images/s, loss=0.1195, top1-acc=97.53%, top5-acc=99.95%, remaining_time=0:00:15.328968, arrival_time=2021-04-10 02:35:26.155331, cost_time=0:00:06.762796 2021-04-10 02:35:11,909 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.47ms, fps=2365 images/s, loss=0.1182, top1-acc=97.57%, top5-acc=99.96%, remaining_time=0:00:14.122332, arrival_time=2021-04-10 02:35:26.031608, cost_time=0:00:07.845767 2021-04-10 02:35:13,000 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=2.24ms, fps=2347 images/s, loss=0.1185, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:12.958244, arrival_time=2021-04-10 02:35:25.958824, cost_time=0:00:08.936748 2021-04-10 02:35:14,093 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.64ms, fps=2345 images/s, loss=0.1196, top1-acc=97.50%, top5-acc=99.97%, remaining_time=0:00:11.812958, arrival_time=2021-04-10 02:35:25.906343, cost_time=0:00:10.029873 2021-04-10 02:35:15,180 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.66ms, fps=2355 images/s, loss=0.1196, top1-acc=97.53%, top5-acc=99.96%, remaining_time=0:00:10.672608, arrival_time=2021-04-10 02:35:25.853370, cost_time=0:00:11.117270 2021-04-10 02:35:16,265 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.55ms, fps=2361 images/s, loss=0.1193, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:09.539808, arrival_time=2021-04-10 02:35:25.805462, cost_time=0:00:12.202033 2021-04-10 02:35:17,358 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.49ms, fps=2344 images/s, loss=0.1190, top1-acc=97.57%, top5-acc=99.96%, remaining_time=0:00:08.420344, arrival_time=2021-04-10 02:35:25.779094, cost_time=0:00:13.295254 2021-04-10 02:35:18,443 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.64ms, fps=2362 images/s, loss=0.1190, top1-acc=97.59%, top5-acc=99.95%, remaining_time=0:00:07.300392, arrival_time=2021-04-10 02:35:25.743427, cost_time=0:00:14.379540 2021-04-10 02:35:19,532 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.65ms, fps=2351 images/s, loss=0.1195, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:06.187496, arrival_time=2021-04-10 02:35:25.719949, cost_time=0:00:15.468773 2021-04-10 02:35:20,629 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.47ms, fps=2336 images/s, loss=0.1200, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:05.080240, arrival_time=2021-04-10 02:35:25.709723, cost_time=0:00:16.565947 2021-04-10 02:35:21,721 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.66ms, fps=2346 images/s, loss=0.1210, top1-acc=97.51%, top5-acc=99.96%, remaining_time=0:00:03.972960, arrival_time=2021-04-10 02:35:25.694034, cost_time=0:00:17.657578 2021-04-10 02:35:22,812 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.47ms, fps=2348 images/s, loss=0.1211, top1-acc=97.49%, top5-acc=99.96%, remaining_time=0:00:02.867384, arrival_time=2021-04-10 02:35:25.679275, cost_time=0:00:18.748256 2021-04-10 02:35:23,909 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.44ms, fps=2333 images/s, loss=0.1208, top1-acc=97.51%, top5-acc=99.96%, remaining_time=0:00:01.764112, arrival_time=2021-04-10 02:35:25.673970, cost_time=0:00:19.846296 2021-04-10 02:35:24,997 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.52ms, fps=2355 images/s, loss=0.1211, top1-acc=97.51%, top5-acc=99.96%, remaining_time=0:00:00.661080, arrival_time=2021-04-10 02:35:25.658697, cost_time=0:00:20.934127 2021-04-10 02:35:25,586 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.48ms, fps=2312 images/s, loss=0.1215, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:25.586327, cost_time=0:00:21.522848 2021-04-10 02:35:25,902 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.40ms, fps=8141 images/s, loss=1.3418, top1-acc=70.04%, top5-acc=90.66%, remaining_time=0:00:00.943320, arrival_time=2021-04-10 02:35:26.845291, cost_time=0:00:00.314442 2021-04-10 02:35:26,137 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=0.21ms, fps=10910 images/s, loss=1.3557, top1-acc=69.67%, top5-acc=90.29%, remaining_time=0:00:00.549580, arrival_time=2021-04-10 02:35:26.686654, cost_time=0:00:00.549588 2021-04-10 02:35:26,378 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=5.24ms, fps=10607 images/s, loss=1.3346, top1-acc=69.90%, top5-acc=90.57%, remaining_time=0:00:00.263760, arrival_time=2021-04-10 02:35:26.642572, cost_time=0:00:00.791265 2021-04-10 02:35:26,609 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.10ms, fps=10081 images/s, loss=1.3400, top1-acc=70.05%, top5-acc=90.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:26.609454, cost_time=0:00:01.021920 2021-04-10 02:35:26,706 INFO : Epoch=0192 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:03:02.955472, arrival_time=2021-04-10 02:38:29.662165, cost_time=1:13:10.931262 2021-04-10 02:35:26,707 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 02:35:28,033 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.45ms, fps=1932 images/s, loss=0.1116, top1-acc=98.01%, top5-acc=99.96%, remaining_time=0:00:24.650022, arrival_time=2021-04-10 02:35:52.682965, cost_time=0:00:01.325269 2021-04-10 02:35:29,127 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.43ms, fps=2340 images/s, loss=0.1139, top1-acc=97.81%, top5-acc=99.96%, remaining_time=0:00:21.297056, arrival_time=2021-04-10 02:35:50.424717, cost_time=0:00:02.420120 2021-04-10 02:35:30,212 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.63ms, fps=2361 images/s, loss=0.1182, top1-acc=97.58%, top5-acc=99.96%, remaining_time=0:00:19.394444, arrival_time=2021-04-10 02:35:49.607020, cost_time=0:00:03.505018 2021-04-10 02:35:31,303 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=2.04ms, fps=2348 images/s, loss=0.1193, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:17.924400, arrival_time=2021-04-10 02:35:49.227932, cost_time=0:00:04.596008 2021-04-10 02:35:32,390 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.47ms, fps=2357 images/s, loss=0.1196, top1-acc=97.59%, top5-acc=99.95%, remaining_time=0:00:16.593776, arrival_time=2021-04-10 02:35:48.984104, cost_time=0:00:05.682799 2021-04-10 02:35:33,477 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.56ms, fps=2356 images/s, loss=0.1213, top1-acc=97.55%, top5-acc=99.94%, remaining_time=0:00:15.344472, arrival_time=2021-04-10 02:35:48.821705, cost_time=0:00:06.769649 2021-04-10 02:35:34,565 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.69ms, fps=2353 images/s, loss=0.1215, top1-acc=97.52%, top5-acc=99.95%, remaining_time=0:00:14.144760, arrival_time=2021-04-10 02:35:48.710531, cost_time=0:00:07.858208 2021-04-10 02:35:35,660 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=2.41ms, fps=2340 images/s, loss=0.1211, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:12.981328, arrival_time=2021-04-10 02:35:48.641520, cost_time=0:00:08.952645 2021-04-10 02:35:36,773 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.45ms, fps=2300 images/s, loss=0.1204, top1-acc=97.55%, top5-acc=99.96%, remaining_time=0:00:11.855782, arrival_time=2021-04-10 02:35:48.629598, cost_time=0:00:10.066244 2021-04-10 02:35:37,873 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.67ms, fps=2330 images/s, loss=0.1210, top1-acc=97.51%, top5-acc=99.95%, remaining_time=0:00:10.719072, arrival_time=2021-04-10 02:35:48.592403, cost_time=0:00:11.165713 2021-04-10 02:35:38,961 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.46ms, fps=2354 images/s, loss=0.1208, top1-acc=97.52%, top5-acc=99.95%, remaining_time=0:00:09.580486, arrival_time=2021-04-10 02:35:48.542231, cost_time=0:00:12.254134 2021-04-10 02:35:40,059 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.87ms, fps=2334 images/s, loss=0.1211, top1-acc=97.52%, top5-acc=99.95%, remaining_time=0:00:08.456140, arrival_time=2021-04-10 02:35:48.515566, cost_time=0:00:13.351745 2021-04-10 02:35:41,153 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=2.36ms, fps=2341 images/s, loss=0.1218, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:07.334184, arrival_time=2021-04-10 02:35:48.487940, cost_time=0:00:14.446068 2021-04-10 02:35:42,244 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.62ms, fps=2349 images/s, loss=0.1218, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:06.214824, arrival_time=2021-04-10 02:35:48.459435, cost_time=0:00:15.537060 2021-04-10 02:35:43,342 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.59ms, fps=2334 images/s, loss=0.1218, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:05.101262, arrival_time=2021-04-10 02:35:48.443435, cost_time=0:00:16.634483 2021-04-10 02:35:44,446 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=2.20ms, fps=2319 images/s, loss=0.1213, top1-acc=97.53%, top5-acc=99.95%, remaining_time=0:00:03.991320, arrival_time=2021-04-10 02:35:48.437993, cost_time=0:00:17.739143 2021-04-10 02:35:45,540 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.55ms, fps=2342 images/s, loss=0.1209, top1-acc=97.53%, top5-acc=99.94%, remaining_time=0:00:02.880280, arrival_time=2021-04-10 02:35:48.420546, cost_time=0:00:18.832655 2021-04-10 02:35:46,629 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.48ms, fps=2353 images/s, loss=0.1203, top1-acc=97.55%, top5-acc=99.95%, remaining_time=0:00:01.770800, arrival_time=2021-04-10 02:35:48.399849, cost_time=0:00:19.921511 2021-04-10 02:35:47,715 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.34ms, fps=2357 images/s, loss=0.1207, top1-acc=97.54%, top5-acc=99.95%, remaining_time=0:00:00.663420, arrival_time=2021-04-10 02:35:48.379163, cost_time=0:00:21.008212 2021-04-10 02:35:48,301 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.34ms, fps=2325 images/s, loss=0.1212, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:48.301274, cost_time=0:00:21.593688 2021-04-10 02:35:48,673 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.36ms, fps=6905 images/s, loss=1.3198, top1-acc=70.82%, top5-acc=90.62%, remaining_time=0:00:01.112160, arrival_time=2021-04-10 02:35:49.785503, cost_time=0:00:00.370718 2021-04-10 02:35:48,932 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=0.21ms, fps=9882 images/s, loss=1.3148, top1-acc=70.18%, top5-acc=90.74%, remaining_time=0:00:00.630280, arrival_time=2021-04-10 02:35:49.563132, cost_time=0:00:00.630280 2021-04-10 02:35:49,184 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=0.40ms, fps=10176 images/s, loss=1.3340, top1-acc=70.09%, top5-acc=90.64%, remaining_time=0:00:00.294070, arrival_time=2021-04-10 02:35:49.478906, cost_time=0:00:00.882214 2021-04-10 02:35:49,401 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.06ms, fps=10747 images/s, loss=1.3126, top1-acc=70.02%, top5-acc=90.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:49.401147, cost_time=0:00:01.098599 2021-04-10 02:35:49,443 INFO : Epoch=0193 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:02:40.081229, arrival_time=2021-04-10 02:38:29.524906, cost_time=1:13:33.668261 2021-04-10 02:35:49,444 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 02:35:50,720 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=0.32ms, fps=2007 images/s, loss=0.1255, top1-acc=97.30%, top5-acc=100.00%, remaining_time=0:00:23.726718, arrival_time=2021-04-10 02:36:14.446968, cost_time=0:00:01.275633 2021-04-10 02:35:51,808 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.62ms, fps=2354 images/s, loss=0.1225, top1-acc=97.36%, top5-acc=99.92%, remaining_time=0:00:20.804608, arrival_time=2021-04-10 02:36:12.613352, cost_time=0:00:02.364166 2021-04-10 02:35:52,899 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.63ms, fps=2349 images/s, loss=0.1238, top1-acc=97.38%, top5-acc=99.91%, remaining_time=0:00:19.115232, arrival_time=2021-04-10 02:36:12.014507, cost_time=0:00:03.454571 2021-04-10 02:35:53,993 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.52ms, fps=2342 images/s, loss=0.1229, top1-acc=97.44%, top5-acc=99.92%, remaining_time=0:00:17.740164, arrival_time=2021-04-10 02:36:11.733493, cost_time=0:00:04.548758 2021-04-10 02:35:55,095 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=2.27ms, fps=2325 images/s, loss=0.1237, top1-acc=97.42%, top5-acc=99.92%, remaining_time=0:00:16.500044, arrival_time=2021-04-10 02:36:11.595320, cost_time=0:00:05.650688 2021-04-10 02:35:56,181 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.77ms, fps=2358 images/s, loss=0.1226, top1-acc=97.47%, top5-acc=99.93%, remaining_time=0:00:15.270896, arrival_time=2021-04-10 02:36:11.452553, cost_time=0:00:06.737157 2021-04-10 02:35:57,282 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.99ms, fps=2328 images/s, loss=0.1238, top1-acc=97.40%, top5-acc=99.93%, remaining_time=0:00:14.107212, arrival_time=2021-04-10 02:36:11.389122, cost_time=0:00:07.837314 2021-04-10 02:35:58,372 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=2.41ms, fps=2348 images/s, loss=0.1223, top1-acc=97.45%, top5-acc=99.94%, remaining_time=0:00:12.945832, arrival_time=2021-04-10 02:36:11.318508, cost_time=0:00:08.928167 2021-04-10 02:35:59,466 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.56ms, fps=2341 images/s, loss=0.1220, top1-acc=97.43%, top5-acc=99.93%, remaining_time=0:00:11.803736, arrival_time=2021-04-10 02:36:11.270390, cost_time=0:00:10.022065 2021-04-10 02:36:00,576 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=2.18ms, fps=2308 images/s, loss=0.1217, top1-acc=97.51%, top5-acc=99.93%, remaining_time=0:00:10.686816, arrival_time=2021-04-10 02:36:11.263469, cost_time=0:00:11.132055 2021-04-10 02:36:01,669 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.1213, top1-acc=97.53%, top5-acc=99.93%, remaining_time=0:00:09.557180, arrival_time=2021-04-10 02:36:11.226315, cost_time=0:00:12.224309 2021-04-10 02:36:02,770 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=2.06ms, fps=2326 images/s, loss=0.1210, top1-acc=97.50%, top5-acc=99.93%, remaining_time=0:00:08.439952, arrival_time=2021-04-10 02:36:11.210722, cost_time=0:00:13.326261 2021-04-10 02:36:03,864 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.53ms, fps=2342 images/s, loss=0.1201, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:07.320852, arrival_time=2021-04-10 02:36:11.185261, cost_time=0:00:14.419811 2021-04-10 02:36:04,954 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=2.06ms, fps=2351 images/s, loss=0.1202, top1-acc=97.54%, top5-acc=99.93%, remaining_time=0:00:06.203792, arrival_time=2021-04-10 02:36:11.157874, cost_time=0:00:15.509467 2021-04-10 02:36:06,039 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.59ms, fps=2360 images/s, loss=0.1200, top1-acc=97.57%, top5-acc=99.94%, remaining_time=0:00:05.089164, arrival_time=2021-04-10 02:36:11.128698, cost_time=0:00:16.595038 2021-04-10 02:36:07,140 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.79ms, fps=2326 images/s, loss=0.1198, top1-acc=97.59%, top5-acc=99.94%, remaining_time=0:00:03.981600, arrival_time=2021-04-10 02:36:11.122217, cost_time=0:00:17.696018 2021-04-10 02:36:08,228 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.61ms, fps=2354 images/s, loss=0.1196, top1-acc=97.60%, top5-acc=99.94%, remaining_time=0:00:02.872870, arrival_time=2021-04-10 02:36:11.101551, cost_time=0:00:18.784179 2021-04-10 02:36:09,331 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.45ms, fps=2322 images/s, loss=0.1196, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:01.767744, arrival_time=2021-04-10 02:36:11.099415, cost_time=0:00:19.887040 2021-04-10 02:36:10,420 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.47ms, fps=2352 images/s, loss=0.1200, top1-acc=97.60%, top5-acc=99.94%, remaining_time=0:00:00.662406, arrival_time=2021-04-10 02:36:11.083099, cost_time=0:00:20.976181 2021-04-10 02:36:11,004 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=0.08ms, fps=2331 images/s, loss=0.1203, top1-acc=97.59%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:11.004700, cost_time=0:00:21.560210 2021-04-10 02:36:11,350 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.19ms, fps=7428 images/s, loss=1.3098, top1-acc=69.18%, top5-acc=91.25%, remaining_time=0:00:01.033830, arrival_time=2021-04-10 02:36:12.384356, cost_time=0:00:00.344610 2021-04-10 02:36:11,600 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=3.31ms, fps=10274 images/s, loss=1.3074, top1-acc=69.82%, top5-acc=91.23%, remaining_time=0:00:00.594240, arrival_time=2021-04-10 02:36:12.194500, cost_time=0:00:00.594235 2021-04-10 02:36:11,849 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=3.38ms, fps=10285 images/s, loss=1.3267, top1-acc=69.95%, top5-acc=90.79%, remaining_time=0:00:00.281310, arrival_time=2021-04-10 02:36:12.131169, cost_time=0:00:00.843925 2021-04-10 02:36:12,067 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.06ms, fps=10668 images/s, loss=1.3557, top1-acc=69.98%, top5-acc=90.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:12.067762, cost_time=0:00:01.061886 2021-04-10 02:36:12,110 INFO : Epoch=0194 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:02:17.206230, arrival_time=2021-04-10 02:38:29.316445, cost_time=1:13:56.334798 2021-04-10 02:36:12,110 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 02:36:13,367 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.99ms, fps=2037 images/s, loss=0.1163, top1-acc=97.66%, top5-acc=99.92%, remaining_time=0:00:23.376852, arrival_time=2021-04-10 02:36:36.744754, cost_time=0:00:01.256821 2021-04-10 02:36:14,472 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.80ms, fps=2319 images/s, loss=0.1193, top1-acc=97.66%, top5-acc=99.94%, remaining_time=0:00:20.778560, arrival_time=2021-04-10 02:36:35.250831, cost_time=0:00:02.361192 2021-04-10 02:36:15,561 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=1.45ms, fps=2352 images/s, loss=0.1204, top1-acc=97.54%, top5-acc=99.93%, remaining_time=0:00:19.089834, arrival_time=2021-04-10 02:36:34.650949, cost_time=0:00:03.449977 2021-04-10 02:36:16,649 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.59ms, fps=2354 images/s, loss=0.1194, top1-acc=97.57%, top5-acc=99.93%, remaining_time=0:00:17.698512, arrival_time=2021-04-10 02:36:34.347649, cost_time=0:00:04.538061 2021-04-10 02:36:17,743 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.49ms, fps=2341 images/s, loss=0.1200, top1-acc=97.59%, top5-acc=99.95%, remaining_time=0:00:16.445878, arrival_time=2021-04-10 02:36:34.189075, cost_time=0:00:05.632132 2021-04-10 02:36:18,835 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=2.21ms, fps=2344 images/s, loss=0.1204, top1-acc=97.52%, top5-acc=99.95%, remaining_time=0:00:15.242472, arrival_time=2021-04-10 02:36:34.078215, cost_time=0:00:06.724595 2021-04-10 02:36:19,927 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.61ms, fps=2347 images/s, loss=0.1212, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:14.068530, arrival_time=2021-04-10 02:36:33.995492, cost_time=0:00:07.815884 2021-04-10 02:36:21,020 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.63ms, fps=2343 images/s, loss=0.1213, top1-acc=97.49%, top5-acc=99.94%, remaining_time=0:00:12.918224, arrival_time=2021-04-10 02:36:33.938389, cost_time=0:00:08.909102 2021-04-10 02:36:22,107 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=2.01ms, fps=2356 images/s, loss=0.1206, top1-acc=97.52%, top5-acc=99.94%, remaining_time=0:00:11.773314, arrival_time=2021-04-10 02:36:33.880624, cost_time=0:00:09.996244 2021-04-10 02:36:23,200 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.52ms, fps=2343 images/s, loss=0.1198, top1-acc=97.53%, top5-acc=99.95%, remaining_time=0:00:10.645632, arrival_time=2021-04-10 02:36:33.846027, cost_time=0:00:11.089180 2021-04-10 02:36:24,301 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=2.28ms, fps=2326 images/s, loss=0.1198, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:09.530778, arrival_time=2021-04-10 02:36:33.832360, cost_time=0:00:12.190492 2021-04-10 02:36:25,387 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.49ms, fps=2358 images/s, loss=0.1200, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:08.408564, arrival_time=2021-04-10 02:36:33.796262, cost_time=0:00:13.276634 2021-04-10 02:36:26,478 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.59ms, fps=2348 images/s, loss=0.1198, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:07.294320, arrival_time=2021-04-10 02:36:33.772995, cost_time=0:00:14.367596 2021-04-10 02:36:27,579 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=2.12ms, fps=2327 images/s, loss=0.1197, top1-acc=97.53%, top5-acc=99.94%, remaining_time=0:00:06.187272, arrival_time=2021-04-10 02:36:33.766682, cost_time=0:00:15.468119 2021-04-10 02:36:28,672 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=2.84ms, fps=2344 images/s, loss=0.1201, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:05.078768, arrival_time=2021-04-10 02:36:33.751038, cost_time=0:00:16.561193 2021-04-10 02:36:29,770 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=2.05ms, fps=2332 images/s, loss=0.1199, top1-acc=97.56%, top5-acc=99.95%, remaining_time=0:00:03.973356, arrival_time=2021-04-10 02:36:33.743792, cost_time=0:00:17.659323 2021-04-10 02:36:30,861 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=1.60ms, fps=2348 images/s, loss=0.1204, top1-acc=97.54%, top5-acc=99.95%, remaining_time=0:00:02.867722, arrival_time=2021-04-10 02:36:33.729200, cost_time=0:00:18.750416 2021-04-10 02:36:31,960 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.82ms, fps=2332 images/s, loss=0.1203, top1-acc=97.57%, top5-acc=99.94%, remaining_time=0:00:01.764336, arrival_time=2021-04-10 02:36:33.724307, cost_time=0:00:19.848863 2021-04-10 02:36:33,048 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.34ms, fps=2354 images/s, loss=0.1201, top1-acc=97.56%, top5-acc=99.94%, remaining_time=0:00:00.661170, arrival_time=2021-04-10 02:36:33.709274, cost_time=0:00:20.937040 2021-04-10 02:36:33,636 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.38ms, fps=2314 images/s, loss=0.1205, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:33.636437, cost_time=0:00:21.525302 2021-04-10 02:36:33,976 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=6.47ms, fps=7553 images/s, loss=1.3245, top1-acc=70.27%, top5-acc=90.86%, remaining_time=0:00:01.016790, arrival_time=2021-04-10 02:36:34.993560, cost_time=0:00:00.338928 2021-04-10 02:36:34,210 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=0.30ms, fps=10973 images/s, loss=1.3077, top1-acc=70.41%, top5-acc=91.13%, remaining_time=0:00:00.572720, arrival_time=2021-04-10 02:36:34.783249, cost_time=0:00:00.572721 2021-04-10 02:36:34,471 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=6.30ms, fps=9820 images/s, loss=1.3122, top1-acc=70.34%, top5-acc=90.89%, remaining_time=0:00:00.277930, arrival_time=2021-04-10 02:36:34.749509, cost_time=0:00:00.833789 2021-04-10 02:36:34,685 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.06ms, fps=10854 images/s, loss=1.3520, top1-acc=69.93%, top5-acc=90.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:34.685662, cost_time=0:00:01.047881 2021-04-10 02:36:34,727 INFO : Epoch=0195 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:01:54.332115, arrival_time=2021-04-10 02:38:29.060056, cost_time=1:14:18.952530 2021-04-10 02:36:34,728 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 02:36:36,002 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=0.30ms, fps=2010 images/s, loss=0.1159, top1-acc=97.85%, top5-acc=99.96%, remaining_time=0:00:23.689704, arrival_time=2021-04-10 02:36:59.692134, cost_time=0:00:01.273645 2021-04-10 02:36:37,096 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.70ms, fps=2340 images/s, loss=0.1160, top1-acc=97.68%, top5-acc=99.94%, remaining_time=0:00:20.838048, arrival_time=2021-04-10 02:36:57.934864, cost_time=0:00:02.367954 2021-04-10 02:36:38,192 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.69ms, fps=2339 images/s, loss=0.1133, top1-acc=97.77%, top5-acc=99.96%, remaining_time=0:00:19.163206, arrival_time=2021-04-10 02:36:57.355387, cost_time=0:00:03.463232 2021-04-10 02:36:39,286 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.59ms, fps=2341 images/s, loss=0.1147, top1-acc=97.71%, top5-acc=99.95%, remaining_time=0:00:17.774640, arrival_time=2021-04-10 02:36:57.061132, cost_time=0:00:04.557583 2021-04-10 02:36:40,376 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.59ms, fps=2351 images/s, loss=0.1137, top1-acc=97.80%, top5-acc=99.95%, remaining_time=0:00:16.490554, arrival_time=2021-04-10 02:36:56.866791, cost_time=0:00:05.647451 2021-04-10 02:36:41,466 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=2.11ms, fps=2350 images/s, loss=0.1133, top1-acc=97.82%, top5-acc=99.95%, remaining_time=0:00:15.270896, arrival_time=2021-04-10 02:36:56.736938, cost_time=0:00:06.737177 2021-04-10 02:36:42,563 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.64ms, fps=2335 images/s, loss=0.1142, top1-acc=97.76%, top5-acc=99.94%, remaining_time=0:00:14.101794, arrival_time=2021-04-10 02:36:56.665108, cost_time=0:00:07.834318 2021-04-10 02:36:43,657 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.60ms, fps=2342 images/s, loss=0.1150, top1-acc=97.74%, top5-acc=99.94%, remaining_time=0:00:12.946064, arrival_time=2021-04-10 02:36:56.603201, cost_time=0:00:08.928345 2021-04-10 02:36:44,758 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.70ms, fps=2327 images/s, loss=0.1159, top1-acc=97.69%, top5-acc=99.93%, remaining_time=0:00:11.812004, arrival_time=2021-04-10 02:36:56.570134, cost_time=0:00:10.029039 2021-04-10 02:36:45,852 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.55ms, fps=2341 images/s, loss=0.1170, top1-acc=97.68%, top5-acc=99.93%, remaining_time=0:00:10.679040, arrival_time=2021-04-10 02:36:56.531841, cost_time=0:00:11.123993 2021-04-10 02:36:46,945 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.80ms, fps=2343 images/s, loss=0.1174, top1-acc=97.65%, top5-acc=99.93%, remaining_time=0:00:09.551590, arrival_time=2021-04-10 02:36:56.497468, cost_time=0:00:12.217096 2021-04-10 02:36:48,036 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=2.00ms, fps=2349 images/s, loss=0.1171, top1-acc=97.64%, top5-acc=99.94%, remaining_time=0:00:08.428096, arrival_time=2021-04-10 02:36:56.464479, cost_time=0:00:13.307521 2021-04-10 02:36:49,137 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=2.25ms, fps=2326 images/s, loss=0.1166, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:07.315176, arrival_time=2021-04-10 02:36:56.452610, cost_time=0:00:14.408635 2021-04-10 02:36:50,223 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.48ms, fps=2358 images/s, loss=0.1166, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:06.197912, arrival_time=2021-04-10 02:36:56.421472, cost_time=0:00:15.494770 2021-04-10 02:36:51,335 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.45ms, fps=2304 images/s, loss=0.1168, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:05.092614, arrival_time=2021-04-10 02:36:56.427952, cost_time=0:00:16.606349 2021-04-10 02:36:52,455 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=2.12ms, fps=2288 images/s, loss=0.1176, top1-acc=97.62%, top5-acc=99.94%, remaining_time=0:00:03.988440, arrival_time=2021-04-10 02:36:56.443673, cost_time=0:00:17.726408 2021-04-10 02:36:53,551 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=2.01ms, fps=2337 images/s, loss=0.1174, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:02.878694, arrival_time=2021-04-10 02:36:56.429745, cost_time=0:00:18.822267 2021-04-10 02:36:54,643 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.46ms, fps=2344 images/s, loss=0.1177, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:01.770224, arrival_time=2021-04-10 02:36:56.414067, cost_time=0:00:19.914980 2021-04-10 02:36:55,736 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.61ms, fps=2344 images/s, loss=0.1177, top1-acc=97.59%, top5-acc=99.95%, remaining_time=0:00:00.663414, arrival_time=2021-04-10 02:36:56.400277, cost_time=0:00:21.008065 2021-04-10 02:36:56,324 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.31ms, fps=2318 images/s, loss=0.1183, top1-acc=97.58%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:56.324092, cost_time=0:00:21.595324 2021-04-10 02:36:56,673 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.40ms, fps=7351 images/s, loss=1.3043, top1-acc=70.20%, top5-acc=91.09%, remaining_time=0:00:01.044690, arrival_time=2021-04-10 02:36:57.718223, cost_time=0:00:00.348228 2021-04-10 02:36:56,911 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=0.29ms, fps=10778 images/s, loss=1.3199, top1-acc=69.86%, top5-acc=90.86%, remaining_time=0:00:00.586220, arrival_time=2021-04-10 02:36:57.497754, cost_time=0:00:00.586218 2021-04-10 02:36:57,152 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=3.94ms, fps=10637 images/s, loss=1.3325, top1-acc=69.75%, top5-acc=90.81%, remaining_time=0:00:00.275790, arrival_time=2021-04-10 02:36:57.428432, cost_time=0:00:00.827382 2021-04-10 02:36:57,369 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.07ms, fps=10738 images/s, loss=1.3284, top1-acc=70.02%, top5-acc=90.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:57.369007, cost_time=0:00:01.043764 2021-04-10 02:36:57,439 INFO : Epoch=0196 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:01:31.462524, arrival_time=2021-04-10 02:38:28.901645, cost_time=1:14:41.663709 2021-04-10 02:36:57,439 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 02:36:58,730 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=3.71ms, fps=1983 images/s, loss=0.1223, top1-acc=97.15%, top5-acc=99.88%, remaining_time=0:00:24.007950, arrival_time=2021-04-10 02:37:22.738701, cost_time=0:00:01.290746 2021-04-10 02:36:59,862 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=2.69ms, fps=2265 images/s, loss=0.1209, top1-acc=97.34%, top5-acc=99.94%, remaining_time=0:00:21.313072, arrival_time=2021-04-10 02:37:21.175086, cost_time=0:00:02.421943 2021-04-10 02:37:00,965 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=2.20ms, fps=2323 images/s, loss=0.1182, top1-acc=97.62%, top5-acc=99.93%, remaining_time=0:00:19.504668, arrival_time=2021-04-10 02:37:20.469732, cost_time=0:00:03.524930 2021-04-10 02:37:02,059 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.48ms, fps=2340 images/s, loss=0.1171, top1-acc=97.64%, top5-acc=99.95%, remaining_time=0:00:18.016908, arrival_time=2021-04-10 02:37:20.076767, cost_time=0:00:04.619739 2021-04-10 02:37:03,154 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.51ms, fps=2341 images/s, loss=0.1155, top1-acc=97.72%, top5-acc=99.96%, remaining_time=0:00:16.685902, arrival_time=2021-04-10 02:37:19.840228, cost_time=0:00:05.714342 2021-04-10 02:37:04,255 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.65ms, fps=2326 images/s, loss=0.1162, top1-acc=97.68%, top5-acc=99.93%, remaining_time=0:00:15.448376, arrival_time=2021-04-10 02:37:19.703819, cost_time=0:00:06.815440 2021-04-10 02:37:05,347 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=2.63ms, fps=2347 images/s, loss=0.1180, top1-acc=97.65%, top5-acc=99.93%, remaining_time=0:00:14.232582, arrival_time=2021-04-10 02:37:19.579533, cost_time=0:00:07.906962 2021-04-10 02:37:06,437 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.71ms, fps=2349 images/s, loss=0.1194, top1-acc=97.60%, top5-acc=99.93%, remaining_time=0:00:13.046288, arrival_time=2021-04-10 02:37:19.483622, cost_time=0:00:08.997400 2021-04-10 02:37:07,522 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.60ms, fps=2360 images/s, loss=0.1189, top1-acc=97.62%, top5-acc=99.93%, remaining_time=0:00:11.874968, arrival_time=2021-04-10 02:37:19.397487, cost_time=0:00:10.082484 2021-04-10 02:37:08,622 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=2.07ms, fps=2329 images/s, loss=0.1186, top1-acc=97.64%, top5-acc=99.93%, remaining_time=0:00:10.735392, arrival_time=2021-04-10 02:37:19.357971, cost_time=0:00:11.182663 2021-04-10 02:37:09,712 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.43ms, fps=2351 images/s, loss=0.1192, top1-acc=97.59%, top5-acc=99.94%, remaining_time=0:00:09.594590, arrival_time=2021-04-10 02:37:19.306886, cost_time=0:00:12.272189 2021-04-10 02:37:10,805 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=2.00ms, fps=2344 images/s, loss=0.1195, top1-acc=97.58%, top5-acc=99.93%, remaining_time=0:00:08.464956, arrival_time=2021-04-10 02:37:19.270584, cost_time=0:00:13.365662 2021-04-10 02:37:11,891 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.53ms, fps=2359 images/s, loss=0.1187, top1-acc=97.64%, top5-acc=99.94%, remaining_time=0:00:07.336890, arrival_time=2021-04-10 02:37:19.228575, cost_time=0:00:14.451504 2021-04-10 02:37:12,988 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.47ms, fps=2337 images/s, loss=0.1187, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:06.219248, arrival_time=2021-04-10 02:37:19.207242, cost_time=0:00:15.548068 2021-04-10 02:37:14,074 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.48ms, fps=2358 images/s, loss=0.1185, top1-acc=97.67%, top5-acc=99.95%, remaining_time=0:00:05.101124, arrival_time=2021-04-10 02:37:19.175088, cost_time=0:00:16.634046 2021-04-10 02:37:15,171 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.50ms, fps=2334 images/s, loss=0.1188, top1-acc=97.67%, top5-acc=99.94%, remaining_time=0:00:03.989592, arrival_time=2021-04-10 02:37:19.161217, cost_time=0:00:17.731508 2021-04-10 02:37:16,296 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=2.05ms, fps=2278 images/s, loss=0.1189, top1-acc=97.65%, top5-acc=99.94%, remaining_time=0:00:02.883920, arrival_time=2021-04-10 02:37:19.180532, cost_time=0:00:18.856470 2021-04-10 02:37:17,383 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.59ms, fps=2357 images/s, loss=0.1185, top1-acc=97.67%, top5-acc=99.94%, remaining_time=0:00:01.772752, arrival_time=2021-04-10 02:37:19.156068, cost_time=0:00:19.943386 2021-04-10 02:37:18,476 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.45ms, fps=2344 images/s, loss=0.1183, top1-acc=97.67%, top5-acc=99.94%, remaining_time=0:00:00.664296, arrival_time=2021-04-10 02:37:19.140309, cost_time=0:00:21.035960 2021-04-10 02:37:19,075 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.79ms, fps=2271 images/s, loss=0.1177, top1-acc=97.68%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:19.075779, cost_time=0:00:21.635733 2021-04-10 02:37:19,436 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=2.21ms, fps=7128 images/s, loss=1.2794, top1-acc=70.78%, top5-acc=90.98%, remaining_time=0:00:01.077480, arrival_time=2021-04-10 02:37:20.514382, cost_time=0:00:00.359165 2021-04-10 02:37:19,671 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=0.41ms, fps=10958 images/s, loss=1.3006, top1-acc=70.94%, top5-acc=91.09%, remaining_time=0:00:00.593180, arrival_time=2021-04-10 02:37:20.264134, cost_time=0:00:00.593175 2021-04-10 02:37:19,915 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=0.36ms, fps=10510 images/s, loss=1.3320, top1-acc=70.18%, top5-acc=90.73%, remaining_time=0:00:00.279090, arrival_time=2021-04-10 02:37:20.194140, cost_time=0:00:00.837270 2021-04-10 02:37:20,139 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.06ms, fps=10352 images/s, loss=1.3137, top1-acc=70.04%, top5-acc=90.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:20.139643, cost_time=0:00:01.061923 2021-04-10 02:37:20,183 INFO : Epoch=0197 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:01:08.595051, arrival_time=2021-04-10 02:38:28.778815, cost_time=1:15:04.408315 2021-04-10 02:37:20,184 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 02:37:21,472 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.77ms, fps=1989 images/s, loss=0.1304, top1-acc=97.27%, top5-acc=99.84%, remaining_time=0:00:23.943222, arrival_time=2021-04-10 02:37:45.415707, cost_time=0:00:01.287267 2021-04-10 02:37:22,571 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.48ms, fps=2332 images/s, loss=0.1299, top1-acc=97.32%, top5-acc=99.90%, remaining_time=0:00:20.996800, arrival_time=2021-04-10 02:37:43.567959, cost_time=0:00:02.386006 2021-04-10 02:37:23,691 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.43ms, fps=2288 images/s, loss=0.1237, top1-acc=97.58%, top5-acc=99.93%, remaining_time=0:00:19.398760, arrival_time=2021-04-10 02:37:43.089759, cost_time=0:00:03.505796 2021-04-10 02:37:24,776 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.51ms, fps=2361 images/s, loss=0.1181, top1-acc=97.74%, top5-acc=99.95%, remaining_time=0:00:17.904276, arrival_time=2021-04-10 02:37:42.680224, cost_time=0:00:04.590829 2021-04-10 02:37:25,871 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.93ms, fps=2339 images/s, loss=0.1181, top1-acc=97.74%, top5-acc=99.96%, remaining_time=0:00:16.602536, arrival_time=2021-04-10 02:37:42.473588, cost_time=0:00:05.685819 2021-04-10 02:37:26,963 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=2.74ms, fps=2346 images/s, loss=0.1169, top1-acc=97.79%, top5-acc=99.97%, remaining_time=0:00:15.363104, arrival_time=2021-04-10 02:37:42.326093, cost_time=0:00:06.777834 2021-04-10 02:37:28,056 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=2.00ms, fps=2343 images/s, loss=0.1159, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:14.168070, arrival_time=2021-04-10 02:37:42.224346, cost_time=0:00:07.871138 2021-04-10 02:37:29,143 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.63ms, fps=2356 images/s, loss=0.1165, top1-acc=97.80%, top5-acc=99.96%, remaining_time=0:00:12.989564, arrival_time=2021-04-10 02:37:42.132929, cost_time=0:00:08.958293 2021-04-10 02:37:30,281 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=3.06ms, fps=2251 images/s, loss=0.1164, top1-acc=97.77%, top5-acc=99.97%, remaining_time=0:00:11.890974, arrival_time=2021-04-10 02:37:42.172280, cost_time=0:00:10.096145 2021-04-10 02:37:31,382 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=2.03ms, fps=2327 images/s, loss=0.1169, top1-acc=97.76%, top5-acc=99.96%, remaining_time=0:00:10.749312, arrival_time=2021-04-10 02:37:42.131697, cost_time=0:00:11.197226 2021-04-10 02:37:32,474 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.47ms, fps=2345 images/s, loss=0.1165, top1-acc=97.79%, top5-acc=99.95%, remaining_time=0:00:09.608264, arrival_time=2021-04-10 02:37:42.083118, cost_time=0:00:12.289689 2021-04-10 02:37:33,567 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.50ms, fps=2345 images/s, loss=0.1169, top1-acc=97.79%, top5-acc=99.95%, remaining_time=0:00:08.475368, arrival_time=2021-04-10 02:37:42.042688, cost_time=0:00:13.382162 2021-04-10 02:37:34,663 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.67ms, fps=2338 images/s, loss=0.1167, top1-acc=97.78%, top5-acc=99.95%, remaining_time=0:00:07.350222, arrival_time=2021-04-10 02:37:42.013151, cost_time=0:00:14.477768 2021-04-10 02:37:35,753 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=2.21ms, fps=2350 images/s, loss=0.1171, top1-acc=97.75%, top5-acc=99.95%, remaining_time=0:00:06.227144, arrival_time=2021-04-10 02:37:41.980204, cost_time=0:00:15.567901 2021-04-10 02:37:36,845 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.63ms, fps=2345 images/s, loss=0.1163, top1-acc=97.77%, top5-acc=99.95%, remaining_time=0:00:05.109128, arrival_time=2021-04-10 02:37:41.954507, cost_time=0:00:16.660233 2021-04-10 02:37:37,949 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.82ms, fps=2320 images/s, loss=0.1166, top1-acc=97.76%, top5-acc=99.94%, remaining_time=0:00:03.996936, arrival_time=2021-04-10 02:37:41.946340, cost_time=0:00:17.764124 2021-04-10 02:37:39,048 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=2.07ms, fps=2330 images/s, loss=0.1164, top1-acc=97.77%, top5-acc=99.94%, remaining_time=0:00:02.885038, arrival_time=2021-04-10 02:37:41.933911, cost_time=0:00:18.863746 2021-04-10 02:37:40,139 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=2.20ms, fps=2349 images/s, loss=0.1173, top1-acc=97.73%, top5-acc=99.93%, remaining_time=0:00:01.773696, arrival_time=2021-04-10 02:37:41.913080, cost_time=0:00:19.954159 2021-04-10 02:37:41,231 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.54ms, fps=2345 images/s, loss=0.1172, top1-acc=97.74%, top5-acc=99.94%, remaining_time=0:00:00.664632, arrival_time=2021-04-10 02:37:41.896439, cost_time=0:00:21.046673 2021-04-10 02:37:41,823 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.41ms, fps=2301 images/s, loss=0.1176, top1-acc=97.72%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:41.823405, cost_time=0:00:21.638291 2021-04-10 02:37:42,133 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=2.31ms, fps=8308 images/s, loss=1.3673, top1-acc=69.69%, top5-acc=89.84%, remaining_time=0:00:00.924360, arrival_time=2021-04-10 02:37:43.057746, cost_time=0:00:00.308120 2021-04-10 02:37:42,388 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=0.32ms, fps=10073 images/s, loss=1.3571, top1-acc=69.79%, top5-acc=90.27%, remaining_time=0:00:00.562620, arrival_time=2021-04-10 02:37:42.950654, cost_time=0:00:00.562623 2021-04-10 02:37:42,627 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=0.21ms, fps=10724 images/s, loss=1.3392, top1-acc=69.80%, top5-acc=90.60%, remaining_time=0:00:00.267380, arrival_time=2021-04-10 02:37:42.894831, cost_time=0:00:00.802148 2021-04-10 02:37:42,845 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=1.16ms, fps=10674 images/s, loss=1.3264, top1-acc=70.02%, top5-acc=90.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:42.845214, cost_time=0:00:01.019976 2021-04-10 02:37:42,888 INFO : Epoch=0198 complete, best val top1-acc=70.05%, top5-acc=90.69% (epoch=192), remaining_time=0:00:45.728410, arrival_time=2021-04-10 02:38:28.616465, cost_time=1:15:27.112640 2021-04-10 02:37:42,888 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 02:37:44,169 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.29ms, fps=2000 images/s, loss=0.1130, top1-acc=97.70%, top5-acc=99.96%, remaining_time=0:00:23.809674, arrival_time=2021-04-10 02:38:07.978673, cost_time=0:00:01.280087 2021-04-10 02:37:45,261 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.69ms, fps=2345 images/s, loss=0.1178, top1-acc=97.52%, top5-acc=99.94%, remaining_time=0:00:20.877472, arrival_time=2021-04-10 02:38:06.138902, cost_time=0:00:02.372445 2021-04-10 02:37:46,353 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=2.00ms, fps=2345 images/s, loss=0.1172, top1-acc=97.54%, top5-acc=99.96%, remaining_time=0:00:19.171506, arrival_time=2021-04-10 02:38:05.525205, cost_time=0:00:03.464716 2021-04-10 02:37:47,444 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.95ms, fps=2349 images/s, loss=0.1183, top1-acc=97.39%, top5-acc=99.96%, remaining_time=0:00:17.764656, arrival_time=2021-04-10 02:38:05.208687, cost_time=0:00:04.555052 2021-04-10 02:37:48,539 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.51ms, fps=2339 images/s, loss=0.1186, top1-acc=97.41%, top5-acc=99.96%, remaining_time=0:00:16.498438, arrival_time=2021-04-10 02:38:05.037500, cost_time=0:00:05.650150 2021-04-10 02:37:49,633 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.59ms, fps=2340 images/s, loss=0.1182, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:15.287760, arrival_time=2021-04-10 02:38:04.921348, cost_time=0:00:06.744606 2021-04-10 02:37:50,718 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.62ms, fps=2361 images/s, loss=0.1186, top1-acc=97.49%, top5-acc=99.95%, remaining_time=0:00:14.092848, arrival_time=2021-04-10 02:38:04.811114, cost_time=0:00:07.829375 2021-04-10 02:37:51,820 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.63ms, fps=2323 images/s, loss=0.1182, top1-acc=97.50%, top5-acc=99.95%, remaining_time=0:00:12.951052, arrival_time=2021-04-10 02:38:04.771895, cost_time=0:00:08.931752 2021-04-10 02:37:52,912 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.58ms, fps=2347 images/s, loss=0.1176, top1-acc=97.55%, top5-acc=99.94%, remaining_time=0:00:11.805432, arrival_time=2021-04-10 02:38:04.718143, cost_time=0:00:10.023507 2021-04-10 02:37:54,009 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.99ms, fps=2336 images/s, loss=0.1186, top1-acc=97.54%, top5-acc=99.94%, remaining_time=0:00:10.675872, arrival_time=2021-04-10 02:38:04.685564, cost_time=0:00:11.120732 2021-04-10 02:37:55,107 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.51ms, fps=2333 images/s, loss=0.1188, top1-acc=97.55%, top5-acc=99.94%, remaining_time=0:00:09.552708, arrival_time=2021-04-10 02:38:04.660285, cost_time=0:00:12.218530 2021-04-10 02:37:56,209 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.87ms, fps=2325 images/s, loss=0.1189, top1-acc=97.57%, top5-acc=99.94%, remaining_time=0:00:08.436304, arrival_time=2021-04-10 02:38:04.645805, cost_time=0:00:13.320455 2021-04-10 02:37:57,299 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.69ms, fps=2351 images/s, loss=0.1180, top1-acc=97.60%, top5-acc=99.95%, remaining_time=0:00:07.315968, arrival_time=2021-04-10 02:38:04.615078, cost_time=0:00:14.410205 2021-04-10 02:37:58,386 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.50ms, fps=2356 images/s, loss=0.1172, top1-acc=97.64%, top5-acc=99.94%, remaining_time=0:00:06.198976, arrival_time=2021-04-10 02:38:04.585344, cost_time=0:00:15.497396 2021-04-10 02:37:59,485 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.43ms, fps=2332 images/s, loss=0.1177, top1-acc=97.61%, top5-acc=99.93%, remaining_time=0:00:05.089440, arrival_time=2021-04-10 02:38:04.574431, cost_time=0:00:16.596050 2021-04-10 02:38:00,589 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.44ms, fps=2321 images/s, loss=0.1175, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:03.982464, arrival_time=2021-04-10 02:38:04.571375, cost_time=0:00:17.699828 2021-04-10 02:38:01,680 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.95ms, fps=2348 images/s, loss=0.1173, top1-acc=97.63%, top5-acc=99.94%, remaining_time=0:00:02.873936, arrival_time=2021-04-10 02:38:04.553909, cost_time=0:00:18.791043 2021-04-10 02:38:02,771 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=2.26ms, fps=2347 images/s, loss=0.1173, top1-acc=97.63%, top5-acc=99.94%, remaining_time=0:00:01.767328, arrival_time=2021-04-10 02:38:04.538850, cost_time=0:00:19.882410 2021-04-10 02:38:03,869 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.31ms, fps=2333 images/s, loss=0.1177, top1-acc=97.60%, top5-acc=99.94%, remaining_time=0:00:00.662544, arrival_time=2021-04-10 02:38:04.532073, cost_time=0:00:20.980618 2021-04-10 02:38:04,453 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=0.08ms, fps=2332 images/s, loss=0.1177, top1-acc=97.61%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:04.453201, cost_time=0:00:21.564321 2021-04-10 02:38:04,818 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.21ms, fps=7026 images/s, loss=1.3065, top1-acc=71.21%, top5-acc=91.37%, remaining_time=0:00:01.092990, arrival_time=2021-04-10 02:38:05.911645, cost_time=0:00:00.364329 2021-04-10 02:38:05,055 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.99ms, fps=10834 images/s, loss=1.3027, top1-acc=70.49%, top5-acc=91.02%, remaining_time=0:00:00.601040, arrival_time=2021-04-10 02:38:05.656429, cost_time=0:00:00.601032 2021-04-10 02:38:05,292 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=0.27ms, fps=10809 images/s, loss=1.3080, top1-acc=70.30%, top5-acc=91.18%, remaining_time=0:00:00.279430, arrival_time=2021-04-10 02:38:05.572090, cost_time=0:00:00.838291 2021-04-10 02:38:05,529 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=1.23ms, fps=9819 images/s, loss=1.3289, top1-acc=70.16%, top5-acc=90.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:05.529339, cost_time=0:00:01.075036 2021-04-10 02:38:05,612 INFO : Epoch=0199 complete, best val top1-acc=70.16%, top5-acc=90.89% (epoch=199), remaining_time=0:00:22.863502, arrival_time=2021-04-10 02:38:28.475862, cost_time=1:15:49.836931 2021-04-10 02:38:05,613 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 02:38:06,879 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.45ms, fps=2022 images/s, loss=0.1113, top1-acc=97.85%, top5-acc=99.92%, remaining_time=0:00:23.552064, arrival_time=2021-04-10 02:38:30.431672, cost_time=0:00:01.266245 2021-04-10 02:38:07,978 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=2.02ms, fps=2333 images/s, loss=0.1107, top1-acc=97.97%, top5-acc=99.96%, remaining_time=0:00:20.809008, arrival_time=2021-04-10 02:38:28.786972, cost_time=0:00:02.364661 2021-04-10 02:38:09,101 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=2.14ms, fps=2281 images/s, loss=0.1136, top1-acc=97.81%, top5-acc=99.97%, remaining_time=0:00:19.297832, arrival_time=2021-04-10 02:38:28.398815, cost_time=0:00:03.487559 2021-04-10 02:38:10,194 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=2.19ms, fps=2343 images/s, loss=0.1173, top1-acc=97.71%, top5-acc=99.95%, remaining_time=0:00:17.867928, arrival_time=2021-04-10 02:38:28.062671, cost_time=0:00:04.581521 2021-04-10 02:38:11,291 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.51ms, fps=2336 images/s, loss=0.1175, top1-acc=97.72%, top5-acc=99.96%, remaining_time=0:00:16.579322, arrival_time=2021-04-10 02:38:27.870537, cost_time=0:00:05.677851 2021-04-10 02:38:12,387 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=2.06ms, fps=2338 images/s, loss=0.1167, top1-acc=97.73%, top5-acc=99.96%, remaining_time=0:00:15.353992, arrival_time=2021-04-10 02:38:27.741164, cost_time=0:00:06.773834 2021-04-10 02:38:13,478 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.52ms, fps=2348 images/s, loss=0.1181, top1-acc=97.67%, top5-acc=99.96%, remaining_time=0:00:14.157360, arrival_time=2021-04-10 02:38:27.635772, cost_time=0:00:07.865175 2021-04-10 02:38:14,572 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.62ms, fps=2343 images/s, loss=0.1164, top1-acc=97.74%, top5-acc=99.97%, remaining_time=0:00:12.989680, arrival_time=2021-04-10 02:38:27.561539, cost_time=0:00:08.958366 2021-04-10 02:38:15,664 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.55ms, fps=2346 images/s, loss=0.1157, top1-acc=97.76%, top5-acc=99.97%, remaining_time=0:00:11.837550, arrival_time=2021-04-10 02:38:27.501509, cost_time=0:00:10.050716 2021-04-10 02:38:16,763 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.70ms, fps=2330 images/s, loss=0.1162, top1-acc=97.78%, top5-acc=99.96%, remaining_time=0:00:10.703808, arrival_time=2021-04-10 02:38:27.466852, cost_time=0:00:11.149825 2021-04-10 02:38:17,854 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.75ms, fps=2347 images/s, loss=0.1160, top1-acc=97.78%, top5-acc=99.96%, remaining_time=0:00:09.570424, arrival_time=2021-04-10 02:38:27.424929, cost_time=0:00:12.241205 2021-04-10 02:38:18,946 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.96ms, fps=2346 images/s, loss=0.1165, top1-acc=97.74%, top5-acc=99.96%, remaining_time=0:00:08.444436, arrival_time=2021-04-10 02:38:27.391028, cost_time=0:00:13.333375 2021-04-10 02:38:20,037 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.69ms, fps=2347 images/s, loss=0.1159, top1-acc=97.78%, top5-acc=99.96%, remaining_time=0:00:07.323162, arrival_time=2021-04-10 02:38:27.360789, cost_time=0:00:14.424361 2021-04-10 02:38:21,127 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.61ms, fps=2351 images/s, loss=0.1152, top1-acc=97.78%, top5-acc=99.96%, remaining_time=0:00:06.205584, arrival_time=2021-04-10 02:38:27.332902, cost_time=0:00:15.513957 2021-04-10 02:38:22,219 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.64ms, fps=2345 images/s, loss=0.1147, top1-acc=97.80%, top5-acc=99.95%, remaining_time=0:00:05.092614, arrival_time=2021-04-10 02:38:27.312221, cost_time=0:00:16.606391 2021-04-10 02:38:23,313 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=2.22ms, fps=2341 images/s, loss=0.1143, top1-acc=97.83%, top5-acc=99.95%, remaining_time=0:00:03.982608, arrival_time=2021-04-10 02:38:27.296326, cost_time=0:00:17.700426 2021-04-10 02:38:24,405 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.65ms, fps=2346 images/s, loss=0.1146, top1-acc=97.82%, top5-acc=99.95%, remaining_time=0:00:02.874092, arrival_time=2021-04-10 02:38:27.279586, cost_time=0:00:18.792192 2021-04-10 02:38:25,492 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.49ms, fps=2356 images/s, loss=0.1145, top1-acc=97.81%, top5-acc=99.95%, remaining_time=0:00:01.767040, arrival_time=2021-04-10 02:38:27.259553, cost_time=0:00:19.879266 2021-04-10 02:38:26,584 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.35ms, fps=2346 images/s, loss=0.1142, top1-acc=97.81%, top5-acc=99.95%, remaining_time=0:00:00.662244, arrival_time=2021-04-10 02:38:27.246458, cost_time=0:00:20.971001 2021-04-10 02:38:27,168 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.30ms, fps=2329 images/s, loss=0.1154, top1-acc=97.79%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:27.168726, cost_time=0:00:21.555467 2021-04-10 02:38:27,561 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.63ms, fps=6550 images/s, loss=1.2906, top1-acc=70.55%, top5-acc=91.17%, remaining_time=0:00:01.172460, arrival_time=2021-04-10 02:38:28.733919, cost_time=0:00:00.390825 2021-04-10 02:38:27,834 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=2.12ms, fps=9426 images/s, loss=1.3375, top1-acc=69.80%, top5-acc=90.92%, remaining_time=0:00:00.663040, arrival_time=2021-04-10 02:38:28.496909, cost_time=0:00:00.663030 2021-04-10 02:38:28,073 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=2.04ms, fps=10716 images/s, loss=1.3189, top1-acc=70.08%, top5-acc=90.90%, remaining_time=0:00:00.300950, arrival_time=2021-04-10 02:38:28.374438, cost_time=0:00:00.902860 2021-04-10 02:38:28,297 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.06ms, fps=10381 images/s, loss=1.3342, top1-acc=70.00%, top5-acc=90.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:28.297378, cost_time=0:00:01.126796 2021-04-10 02:38:28,341 INFO : Epoch=0200 complete, best val top1-acc=70.16%, top5-acc=90.89% (epoch=199), remaining_time=0:00:00, arrival_time=2021-04-10 02:38:28.341309, cost_time=1:16:12.565892